From a7752c1a6cb23999b3b0b2fadde10bd4b6edfaab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 27 Apr 2020 16:02:19 +0200
Subject: [PATCH 0001/1681] bumped version to 0.8.1

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 38dd8e61a..7f52d887a 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.8.0'
+version = '0.8.1'
 # The full version, including alpha/beta/rc tags.
-release = '0.8.0'
+release = '0.8.1'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 4b41f137f..b5c61ee08 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 8, 0)
+__version_info__ = (0, 8, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 6a82d8ace7dfbcfe4d51b1d5826bf9fd92d2949e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 27 Apr 2020 18:05:39 +0200
Subject: [PATCH 0002/1681] make sure that the tests are actually executed in
 tox with Python 2.7

---
 setup.py                 | 3 +++
 src/_igraph/attributes.c | 7 +++++--
 tests/test_attributes.py | 4 +++-
 tests/test_foreign.py    | 2 +-
 tests/utils.py           | 4 ++--
 tox.ini                  | 3 +++
 6 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/setup.py b/setup.py
index 29482e21d..98465b559 100644
--- a/setup.py
+++ b/setup.py
@@ -836,6 +836,9 @@ def use_educated_guess(self):
     },
 )
 
+if sys.version_info <= (2, 7):
+    options["requires"] = options.pop("install_requires")
+
 if sys.version_info > (3, 0):
     options["use_2to3"] = True
 
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index fd9431834..db746334c 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -87,8 +87,11 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
         PyErr_Format(
           PyExc_RuntimeError,
           "error while indexing vertex names; did you accidentally try to "
-          "use a non-hashable object as a vertex name earlier? "
-          "Check the name of vertex %R (%R)", value, key
+          "use a non-hashable object as a vertex name earlier?"
+#ifdef IGRAPH_PYTHON3
+          /* %R is not supported in Python 2.x */
+          " Check the name of vertex %R (%R)", value, key
+#endif
         );
       }
 
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 45984a737..4d81ee18f 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -1,4 +1,5 @@
 # vim:ts=4 sw=4 sts=4:
+import sys
 import unittest
 from igraph import *
 
@@ -102,7 +103,8 @@ def testUnhashableVertexNames(self):
 
         # Check the exception
         self.assertTrue(isinstance(err, RuntimeError))
-        self.assertTrue(repr(value) in str(err))
+        if sys.version_info >= (3, 4):
+            self.assertTrue(repr(value) in str(err))
 
     def testVertexNameIndexingBug196(self):
         g = Graph()
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 5c4ff1d30..ff30ec2af 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -226,7 +226,7 @@ def testPickle(self):
             pickle = bytes(pickle)
         else:
             pickle = "".join(map(chr, pickle))
-        with temporary_file(pickle, "wb") as tmpfname:
+        with temporary_file(pickle, "wb", binary=True) as tmpfname:
             g = Graph.Read_Pickle(pickle)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and
diff --git a/tests/utils.py b/tests/utils.py
index c4fab472f..82b951a54 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -47,7 +47,7 @@ def skipIf(condition, reason):
 
 
 @contextmanager
-def temporary_file(content=None, mode=None):
+def temporary_file(content=None, mode=None, binary=False):
     tmpf, tmpfname = tempfile.mkstemp()
     os.close(tmpf)
 
@@ -59,7 +59,7 @@ def temporary_file(content=None, mode=None):
 
     tmpf = open(tmpfname, mode)
     if content is not None:
-        if hasattr(content, "encode"):
+        if hasattr(content, "encode") and not binary:
             tmpf.write(dedent(content).encode("utf8"))
         else:
             tmpf.write(content)
diff --git a/tox.ini b/tox.ini
index 37d5c3e86..d2c11f3e3 100644
--- a/tox.ini
+++ b/tox.ini
@@ -14,6 +14,9 @@ deps =
 setenv =
     TESTING_IN_TOX=1
 
+[testenv:py27]
+commands = python -m unittest discover
+
 [flake8]
 max-line-length = 80
 select = C,E,F,W,B,B950

From c796a105d2fbeb331c46e8cc2390e04716416fb5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Apr 2020 11:38:44 +0200
Subject: [PATCH 0003/1681] update embedded igraph to dev version to fix
 compilation problems on MSVC

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 48b1c706b..578579185 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 48b1c706b4364c40678a3e01fde1766380dcfabd
+Subproject commit 5785791853de2f9653161e5f5f035256f76dddb0

From 4b2bfbe8459c976c73e722aeb7ec78f52b1e12d7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Apr 2020 13:10:19 +0200
Subject: [PATCH 0004/1681] try again with further tweaks

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 578579185..0afacadd8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 5785791853de2f9653161e5f5f035256f76dddb0
+Subproject commit 0afacadd854aefc3db9758a7a46863b4d851aacd

From dee73ba0a5141047453718e4c9b1e75f08a2244f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Apr 2020 14:34:34 +0200
Subject: [PATCH 0005/1681] bumped version to 0.8.2

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 7f52d887a..5b83e8332 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.8.1'
+version = '0.8.2'
 # The full version, including alpha/beta/rc tags.
-release = '0.8.1'
+release = '0.8.2'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index b5c61ee08..b523d76db 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 8, 1)
+__version_info__ = (0, 8, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ad6e83f972a36ec82536c0b6db29b6913452429a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 30 Apr 2020 22:32:14 +0200
Subject: [PATCH 0006/1681] don't leak full absolute paths in warning messages,
 refs #293

---
 setup.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 98465b559..58d3df338 100644
--- a/setup.py
+++ b/setup.py
@@ -263,6 +263,8 @@ def compile_in(self, build_folder, source_folder=None):
 
         source_folder = os.path.abspath(source_folder)
         build_folder = os.path.abspath(build_folder)
+        
+        build_to_source_folder = os.path.relpath(source_folder, build_folder)
 
         cwd = os.getcwd()
         try:
@@ -297,7 +299,7 @@ def compile_in(self, build_folder, source_folder=None):
                 configure_args.extend(os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" "))
             retcode = subprocess.call(
                 "sh {0} {1}".format(
-                    quote_path_for_shell(os.path.join(source_folder, "configure")),
+                    quote_path_for_shell(os.path.join(build_to_source_folder, "configure")),
                     " ".join(configure_args)
                 ),
                 env=self.enhanced_env(CFLAGS="-fPIC", CXXFLAGS="-fPIC"),

From b6b8d6d6d2f707055f8f8f37a159ec6a8b8376d6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 May 2020 21:35:42 +0200
Subject: [PATCH 0007/1681] fix typo in installation instructions, closes #26

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 97c002cfb..45c26fbd9 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -64,7 +64,7 @@ Users of the `Anaconda Python distribution <https://www.anaconda.com/distributio
 `conda package manager <https://conda.io/>`_ may opt to install |igraph|'s Python interface
 using conda. That can be achieved by running the following command:
 
-  $ conda install -c conda-forge python-graph
+  $ conda install -c conda-forge python-igraph
 
 To test the installed package, launch Python and run the following:
 

From b94ff802ece20f00107c4d17dcb0d72578e2b349 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 May 2020 12:47:15 +0200
Subject: [PATCH 0008/1681] trying to install zstd in Appveyor to support
 installing .tar.zst packages

---
 appveyor.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/appveyor.yml b/appveyor.yml
index 65deb3354..a602baa12 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -25,6 +25,7 @@ platform:
 install:
   - bash -lc "pacman --needed --noconfirm -Sy pacman-mirrors"
   - bash -lc "pacman --noconfirm -Sy"
+  - bash -lc "pacman --noconfirm -S zstd"
   - bash -lc "pacman --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
   - pip install cibuildwheel==1.1.0
 

From 9a826d6fc463ee7c74332dba510826431ae6ea4b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Jun 2020 12:24:57 +0200
Subject: [PATCH 0009/1681] fix an issue with 'detected' being referenced
 befure it is defined; closes #299

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 58d3df338..0515be342 100644
--- a/setup.py
+++ b/setup.py
@@ -487,6 +487,7 @@ def run(self):
 
                 # Check whether the user asked us to discover a pre-built igraph
                 # with pkg-config
+                detected = False
                 if buildcfg.use_pkgconfig:
                     detected = buildcfg.detect_from_pkgconfig()
                     if not detected:

From 5f71ad9716dda3470e6667b559ca0495de64e700 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jun 2020 13:10:09 +0200
Subject: [PATCH 0010/1681] added supported Python versions to setup.py

---
 setup.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/setup.py b/setup.py
index 0515be342..24806c863 100644
--- a/setup.py
+++ b/setup.py
@@ -825,6 +825,11 @@ def use_educated_guess(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python",
+        "Programming Language :: Python :: 2.7",
+        "Programming Language :: Python :: 3.5",
+        "Programming Language :: Python :: 3.6",
+        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
         "Topic :: Scientific/Engineering :: Mathematics",

From 0bf67030de0de11bcc4ba44807847fc631588fd4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jun 2020 13:14:11 +0200
Subject: [PATCH 0011/1681] clarified supported Python versions, closes #300

---
 README.md | 20 +++++++++++++++++++-
 1 file changed, 19 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 40c263a5e..05e01b552 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,7 @@
 
 [![](https://travis-ci.org/igraph/python-igraph.svg?branch=master)](https://travis-ci.org/igraph/python-igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-2.7%20%7C%203.5%20%7C%203.6%20%7C%203.7%20%7C%203.8-blue)](https://pypi.python.org/pypi/python-igraph)
+[![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 
 Python interface for the igraph library
 ---------------------------------------
@@ -149,7 +151,23 @@ faster than the first one as the C core does not need to be recompiled.
 
 ## Notes
 
-### Pypy
+### Supported Python versions
+
+We aim to keep up with the development cycle of Python and support all official
+Python versions that have not reached their end of life yet. Currently this
+means that we support Python 3.5 to 3.8, inclusive. Please refer to [this
+page](https://devguide.python.org/#branchstatus) for the status of Python
+branches and let us know if you encounter problems with `python-igraph` on any
+of the non-EOL Python versions.
+
+Continuous integration tests are regularly executed on all non-EOL Python
+branches.
+
+As for Python 2.x, the latest branch of `python-igraph` that supports Python 2
+is the 0.8.x series. Python 2 support will be dropped with the release of
+`python-igraph` 0.9.
+
+### PyPy
 
 This version of python-igraph is compatible with [PyPy](http://pypy.org/) and
 is regularly tested on [PyPy](http://pypy.org/) with ``tox``. However, the

From 6318ee311cb230797e96419b0c96a3aa587e7ddb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jun 2020 13:15:56 +0200
Subject: [PATCH 0012/1681] updated Travis badge to match the style of the
 other badges

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 05e01b552..f8b13693b 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 
-[![](https://travis-ci.org/igraph/python-igraph.svg?branch=master)](https://travis-ci.org/igraph/python-igraph)
+[![Travis CI](https://img.shields.io/travis/igraph/python-igraph)](https://travis-ci.org/igraph/python-igraph)
 [![PyPI pyversions](https://img.shields.io/badge/python-2.7%20%7C%203.5%20%7C%203.6%20%7C%203.7%20%7C%203.8-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 

From 6bbae1fbee2eb240215e57d9e2ae7964574a0360 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 11 Jun 2020 14:09:38 +0200
Subject: [PATCH 0013/1681] updated vendored igraph to incorporate some recent
 bugfixes

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0afacadd8..20ad88e75 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0afacadd854aefc3db9758a7a46863b4d851aacd
+Subproject commit 20ad88e759205e73d79f612663153ba97c56a866

From 8ff48a813b86f684b2eb1ca56552d643d6df4417 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Sat, 27 Jun 2020 14:44:06 +0200
Subject: [PATCH 0014/1681] Clarified and corrected negative number of
 iterations in Leiden algorithm (#304)

---
 src/_igraph/graphobject.c | 10 +++++-----
 src/igraph/__init__.py    | 19 +++++++++++--------
 vendor/source/igraph      |  2 +-
 3 files changed, 17 insertions(+), 14 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f341714b9..dac3b4740 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11753,7 +11753,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
 
   static char *kwlist[] = {"edge_weights", "node_weights", "resolution_parameter",
                            "normalize_resolution", "beta", "initial_membership", "n_iterations", NULL};
-  
+
   PyObject *edge_weights_o = Py_None;
   PyObject *node_weights_o = Py_None;
   PyObject *initial_membership_o = Py_None;
@@ -11823,12 +11823,12 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         }
       }
     }
-    resolution_parameter /= igraph_vector_sum(node_weights); 
+    resolution_parameter /= igraph_vector_sum(node_weights);
   }
 
   /* Run actual Leiden algorithm for several iterations. */
   if (!error) {
-    if (n_iterations > 0) {
+    if (n_iterations >= 0) {
       for (i = 0; !error && i < n_iterations; i++) {
         error = igraph_community_leiden(&self->g,
                                         edge_weights, node_weights,
@@ -11839,13 +11839,13 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
       }
     } else {
       while (!error && prev_quality < quality) {
+        prev_quality = quality;
         error = igraph_community_leiden(&self->g,
                                         edge_weights, node_weights,
                                         resolution_parameter, beta,
                                         start, membership,
                                         &nb_clusters, &quality);
         start = 1;
-        prev_quality = quality;
       }
     }
   }
@@ -15855,7 +15855,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "     @param n_iterations: the number of iterations to iterate the Leiden\n"
    "       algorithm. Each iteration may improve the partition further.\n"
    "     @return: the community membership vector.\n"
-  },  
+  },
   {"community_walktrap",
    (PyCFunction) igraphmodule_Graph_community_walktrap,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index f8db38ef8..a07c4473d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1422,27 +1422,30 @@ def k_core(self, *args):
     def community_leiden(self, objective_function="CPM", weights=None,
         resolution_parameter=1.0, beta=0.01, initial_membership=None,
         n_iterations=2, node_weights=None):
-        """community_leiden(objective_function=CPM, weights=None, 
+        """community_leiden(objective_function=CPM, weights=None,
         resolution_parameter=1.0, beta=0.01, initial_membership=None,
         n_iterations=2, node_weights=None)
 
         Finds the community structure of the graph using the
         Leiden algorithm of Traag, van Eck & Waltman.
 
-        @keyword objective_function: whether to use the Constant Potts 
+        @keyword objective_function: whether to use the Constant Potts
           Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
         @keyword weights: edge weights to be used. Can be a sequence or
           iterable or even an edge attribute name.
         @keyword resolution_parameter: the resolution parameter to use.
-          Higher resolutions lead to more smaller communities, while 
+          Higher resolutions lead to more smaller communities, while
           lower resolutions lead to fewer larger communities.
-        @keyword beta: parameter affecting the randomness in the Leiden 
+        @keyword beta: parameter affecting the randomness in the Leiden
           algorithm. This affects only the refinement step of the algorithm.
         @keyword initial_membership: if provided, the Leiden algorithm
           will try to improve this provided membership. If no argument is
           provided, the aglorithm simply starts from the singleton partition.
         @keyword n_iterations: the number of iterations to iterate the Leiden
-          algorithm. Each iteration may improve the partition further.
+          algorithm. Each iteration may improve the partition further. Using
+          a negative number of iterations will run until a stable iteration is
+          encountered (i.e. the quality was not increased during that
+          iteration).
         @keyword node_weights: the node weights used in the Leiden algorithm.
           If this is not provided, it will be automatically determined on the
           basis of whether you want to use CPM or modularity. If you do provide
@@ -1451,14 +1454,14 @@ def community_leiden(self, objective_function="CPM", weights=None,
 
         @newfield ref: Reference
         @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
-          to Leiden: guaranteeing well-connected communities. Scientific 
+          to Leiden: guaranteeing well-connected communities. Scientific
           reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
         """
         if objective_function.lower() not in ("cpm", "modularity"):
           raise ValueError("objective_function must be \"CPM\" or \"modularity\".")
 
         membership = GraphBase.community_leiden(self,
-          edge_weights=weights, node_weights=node_weights, 
+          edge_weights=weights, node_weights=node_weights,
           resolution_parameter=resolution_parameter,
           normalize_resolution=(objective_function == "modularity"),
           beta=beta, initial_membership=initial_membership, n_iterations=n_iterations)
@@ -3992,7 +3995,7 @@ def _ensure_set(value):
         # TODO(ntamas): some keyword arguments should be prioritized over
         # others; for instance, we have optimized code paths for _source and
         # _target in directed and undirected graphs if es.is_all() is True;
-        # these should be executed first. This matters only if there are 
+        # these should be executed first. This matters only if there are
         # multiple keyword arguments and es.is_all() is True.
 
         for keyword, value in kwds.iteritems():
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 20ad88e75..48b1c706b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 20ad88e759205e73d79f612663153ba97c56a866
+Subproject commit 48b1c706b4364c40678a3e01fde1766380dcfabd

From 22df25dabd171c8e4c7286cfa21ef924f3894bc3 Mon Sep 17 00:00:00 2001
From: Puneetha Pai <21996583+PuneethaPai@users.noreply.github.com>
Date: Mon, 29 Jun 2020 18:03:42 +0530
Subject: [PATCH 0015/1681] Weighted incidence (#303)

---
 src/igraph/__init__.py  | 25 +++++++++++++
 tests/test_bipartite.py | 80 ++++++++++++++++++++++++++++++++++-------
 2 files changed, 93 insertions(+), 12 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a07c4473d..1991105d6 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2817,12 +2817,37 @@ def Incidence(klass, *args, **kwds):
           what the value is. If C{True}, non-zero entries are rounded up to
           the nearest integer and this will be the number of multiple edges
           created.
+        @param weighted: defines whether to create a weighted graph from the
+          incidence matrix. If it is c{None} then an unweighted graph is created
+          and the multiple argument is used to determine the edges of the graph.
+          If it is a string then for every non-zero matrix entry, an edge is created
+          and the value of the entry is added as an edge attribute named by the
+          weighted argument. If it is C{True} then a weighted graph is created and
+          the name of the edge attribute will be ‘weight’.
+
+        @raise ValueError: if the weighted and multiple are passed together.
 
         @return: the graph with a binary vertex attribute named C{"type"} that
           stores the vertex classes.
         """
+        weighted = kwds.pop("weighted", False)
+        is_weighted = True if weighted or weighted == "" else False
+        multiple = kwds.get("multiple", False)
+        if is_weighted and multiple:
+            raise ValueError("arguments weighted and multiple can not co-exist")
         result, types = klass._Incidence(*args, **kwds)
         result.vs["type"] = types
+        if is_weighted:
+            weight_attr = "weight" if weighted == True else weighted
+            mat = args[0]
+            _, rows, columns = result.get_incidence()
+            num_vertices_of_first_kind = len(rows)
+            for edge in result.es:
+                source, target = edge.tuple
+                if source in rows:
+                    edge[weight_attr] = mat[source][target - num_vertices_of_first_kind]
+                else:
+                    edge[weight_attr] = mat[target][source - num_vertices_of_first_kind]
         return result
 
     def bipartite_projection(self, types="type", multiplicity=True, probe1=-1,
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 7ce1e0901..74a57a002 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -34,24 +34,80 @@ def testFullBipartite(self):
 
     def testIncidence(self):
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]])
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 4 and g.is_directed() == False)
-        self.assertTrue(g.vs["type"] == [False]*2 + [True]*3)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0,3),(0,4),(1,2),(1,3)])
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3)])
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True)
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 5 and g.is_directed() == False)
-        self.assertTrue(g.vs["type"] == [False]*2 + [True]*3)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0,3),(0,4),(1,2),(1,3),(1,3)])
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 5, not g.is_directed())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3),(1,3)])
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True)
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 4 and g.is_directed() == True)
-        self.assertTrue(g.vs["type"] == [False]*2 + [True]*3)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0,3),(0,4),(1,2),(1,3)])
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3)])
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 4 and g.is_directed() == True)
-        self.assertTrue(g.vs["type"] == [False]*2 + [True]*3)
-        self.assertTrue(sorted(g.get_edgelist()) == [(2,1),(3,0),(3,1),(4,0)])
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(2,1),(3,0),(3,1),(4,0)])
+
+        # Create a weighted Graph
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted=True)
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+
+        # Graph is not weighted when weighted=`str`
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), not g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es["some_attr_name"], [1, 1, 1, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+
+        # Graph is not weighted when weighted=""
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="")
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), not g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es[""], [1, 1, 1, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+
+        # Should work when directed=True and mode=out with weighted
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+
+        # Should work when directed=True and mode=in with weighted
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in", weighted=True)
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
+
+        # Should work when directed=True and mode=all with weighted
+        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="all", weighted=True)
+        self.assertTrue(all((g.vcount() == 5, g.ecount() == 8, g.is_directed(), g.is_weighted())))
+        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 1, 1, 2, 2])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)])
+
+    def testIncidenceError(self):
+        msg = "arguments weighted and multiple can not co-exist"
+        with self.assertRaises(ValueError) as e:
+            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted=True)
+        self.assertIn(msg, e.exception.args)
+
+        with self.assertRaises(ValueError) as e:
+            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="string")
+        self.assertIn(msg, e.exception.args)
+
+        with self.assertRaises(ValueError) as e:
+            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="")
+        self.assertIn(msg, e.exception.args)
 
     def testGetIncidence(self):
         mat = [[0, 1, 1], [1, 1, 0]]

From c94925d1cfa1a1d910f6ab65a5966f05f7578069 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Jul 2020 14:44:00 +0200
Subject: [PATCH 0016/1681] update vendored igraph to 0.8.2 to fix MSVC
 compilation error

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 48b1c706b..4986fba9e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 48b1c706b4364c40678a3e01fde1766380dcfabd
+Subproject commit 4986fba9e43740acf2f02d081aea8dd221e2372c

From afe2230bd7a0c2606ddab582e0804e2542404b48 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 14 Jul 2020 23:03:17 +1000
Subject: [PATCH 0017/1681] Conversion of objects to/from other libraries
 (#242)

---
 src/igraph/__init__.py     | 176 ++++++++++++++
 src/igraph/test/foreign.py | 480 +++++++++++++++++++++++++++++++++++++
 tox.ini                    |   1 +
 3 files changed, 657 insertions(+)
 create mode 100644 src/igraph/test/foreign.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 1991105d6..56938a1f1 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1742,6 +1742,182 @@ def maximum_bipartite_matching(self, types="type", weights=None, eps=None):
     #############################################
     # Auxiliary I/O functions
 
+    def to_networkx(self):
+        """Converts the graph to networkx format"""
+        import networkx as nx
+
+        # Graph: decide on directness and mutliplicity
+        if any(self.is_multiple()):
+            if self.is_directed():
+                klass = nx.MultiDiGraph
+            else:
+                klass = nx.MultiGraph
+        else:
+            if self.is_directed():
+                klass = nx.DiGraph
+            else:
+                klass = nx.Graph
+
+        # Graph attributes
+        kw = {x: self[x] for x in self.attributes()}
+        g = klass(**kw)
+
+        # Nodes and node attributes
+        for i, v in enumerate(self.vs):
+            g.add_node(i, **v.attributes())
+
+        # Edges and edge attributes
+        for edge in self.es:
+            g.add_edge(edge.source, edge.target, **edge.attributes())
+
+        return g
+
+    @classmethod
+    def from_networkx(klass, g):
+        """Converts the graph from networkx
+
+        Vertex names will be converted to "_nx_name" attribute and the vertices
+        will get new ids from 0 up (as standard in igraph).
+
+        @param g: networkx Graph or DiGraph
+        """
+        import networkx as nx
+
+        # Graph attributes
+        gattr = dict(g.graph)
+
+        # Nodes
+        vnames = list(g.nodes)
+        vattr = {'_nx_name': vnames}
+        vcount = len(vnames)
+        vd = {v: i for i, v in enumerate(vnames)}
+
+        # NOTE: we do not need a special class for multigraphs, it is taken
+        # care for at the edge level rather than at the graph level.
+        graph = klass(
+            n=vcount,
+            directed=g.is_directed(),
+            graph_attrs=gattr,
+            vertex_attrs=vattr)
+
+        # Node attributes
+        for v, datum in g.nodes.data():
+            for key, val in datum.items():
+                graph.vs[vd[v]][key] = val
+
+        # Edges and edge attributes
+        # NOTE: we need to do both together to deal well with multigraphs
+        # Each e might have a length of 2 (graphs) or 3 (multigraphs, the
+        # third element is the "color" of the edge)
+        for e, (_, _, datum) in zip(g.edges, g.edges.data()):
+            eid = graph.add_edge(vd[e[0]], vd[e[1]])
+            for key, val in datum.items():
+                eid[key] = val
+
+        return graph
+
+    def to_graph_tool(
+            self,
+            graph_attributes=None,
+            vertex_attributes=None,
+            edge_attributes=None):
+        """Converts the graph to graph-tool
+
+        @param graph_attributes: dictionary of graph attributes to transfer.
+          Keys are attributes from the graph, values are data types (see
+          below). C{None} means no graph attributes are transferred.
+        @param vertex_attributes: dictionary of vertex attributes to transfer.
+          Keys are attributes from the vertices, values are data types (see
+          below). C{None} means no vertex attributes are transferred.
+        @param edge_attributes: dictionary of edge attributes to transfer.
+          Keys are attributes from the edges, values are data types (see
+          below). C{None} means no vertex attributes are transferred.
+
+        Data types: graph-tool only accepts specific data types. See the
+        following web page for a list:
+
+        https://graph-tool.skewed.de/static/doc/quickstart.html
+
+        NOTE: because of the restricted data types in graph-tool, vertex and
+        edge attributes require to be type-consistent across all vertices or
+        edges. If you set the property for only some vertices/edges, the other
+        will be tagged as None in python-igraph, so they can only be converted
+        to graph-tool with the type 'object' and any other conversion will
+        fail.
+        """
+        import graph_tool as gt
+
+        # Graph
+        g = gt.Graph(directed=self.is_directed())
+
+        # Nodes
+        vc = self.vcount()
+        g.add_vertex(vc)
+
+        # Graph attributes
+        if graph_attributes is not None:
+            for x, dtype in graph_attributes.items():
+                # Strange syntax for setting internal properties
+                gprop = g.new_graph_property(str(dtype))
+                g.graph_properties[x] = gprop
+                g.graph_properties[x] = self[x]
+
+        # Vertex attributes
+        if vertex_attributes is not None:
+            for x, dtype in vertex_attributes.items():
+                # Create a new vertex property
+                g.vertex_properties[x] = g.new_vertex_property(str(dtype))
+                # Fill the values from the igraph.Graph
+                for i in range(vc):
+                    g.vertex_properties[x][g.vertex(i)] = self.vs[i][x]
+
+        # Edges and edge attributes
+        if edge_attributes is not None:
+            for x, dtype in edge_attributes.items():
+                g.edge_properties[x] = g.new_edge_property(str(dtype))
+        for edge in self.es:
+            e = g.add_edge(edge.source, edge.target)
+            if edge_attributes is not None:
+                for x, dtype in edge_attributes.items():
+                    prop = edge.attributes().get(x, None)
+                    g.edge_properties[x][e] = prop
+
+        return g
+
+    @classmethod
+    def from_graph_tool(klass, g):
+        """Converts the graph from graph-tool
+
+        @param g: graph-tool Graph
+        """
+        # Graph attributes
+        gattr = dict(g.graph_properties)
+
+        # Nodes
+        vcount = g.num_vertices()
+
+        # Graph
+        graph = klass(
+            n=vcount,
+            directed=g.is_directed(),
+            graph_attrs=gattr)
+
+        # Node attributes
+        for key, val in g.vertex_properties.items():
+            prop = val.get_array()
+            for i in range(vcount):
+                graph.vs[i][key] = prop[i]
+
+        # Edges
+        # NOTE: the order the edges are put in is necessary to set the
+        # attributes later on
+        for e in g.edges():
+            edge = graph.add_edge(int(e.source()), int(e.target()))
+            for key, val in g.edge_properties.items():
+                edge[key] = val[e]
+
+        return graph
+
     def write_adjacency(self, f, sep=" ", eol="\n", *args, **kwds):
         """Writes the adjacency matrix of the graph to the given file
 
diff --git a/src/igraph/test/foreign.py b/src/igraph/test/foreign.py
new file mode 100644
index 000000000..af8c1c950
--- /dev/null
+++ b/src/igraph/test/foreign.py
@@ -0,0 +1,480 @@
+from __future__ import with_statement
+
+import io
+import unittest
+import warnings
+
+from igraph import *
+from igraph.test.utils import temporary_file
+
+
+try:
+    import networkx as nx
+except ImportError:
+    nx = None
+
+
+try:
+    import graph_tool as gt
+except ImportError:
+    gt = None
+
+
+class ForeignTests(unittest.TestCase):
+    def testDIMACS(self):
+        with temporary_file(u"""\
+        c
+        c        This is a simple example file to demonstrate the
+        c     DIMACS input file format for minimum-cost flow problems.
+        c
+        c problem line :
+        p max 4 5
+        c
+        c node descriptor lines :
+        n 1 s
+        n 4 t
+        c
+        c arc descriptor lines :
+        a 1 2 4
+        a 1 3 2
+        a 2 3 2
+        a 2 4 3
+        a 3 4 5
+        """) as tmpfname:
+            graph = Graph.Read_DIMACS(tmpfname, False)
+            self.assertTrue(isinstance(graph, Graph))
+            self.assertTrue(graph.vcount() == 4 and graph.ecount() == 5)
+            self.assertTrue(graph["source"] == 0 and graph["target"] == 3)
+            self.assertTrue(graph.es["capacity"] == [4,2,2,3,5])
+            graph.write_dimacs(tmpfname)
+
+
+    def testDL(self):
+        with temporary_file(u"""\
+        dl n=5
+        format = fullmatrix
+        labels embedded
+        data:
+        larry david lin pat russ
+        Larry 0 1 1 1 0
+        david 1 0 0 0 1
+        Lin 1 0 0 1 0
+        Pat 1 0 1 0 1
+        russ 0 1 0 1 0
+        """) as tmpfname:
+            g = Graph.Read_DL(tmpfname)
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
+            self.assertTrue(g.is_directed())
+            self.assertTrue(sorted(g.get_edgelist()) == \
+                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
+                     (3,2),(3,4),(4,1),(4,3)])
+
+        with temporary_file(u"""\
+        dl n=5
+        format = fullmatrix
+        labels:
+        barry,david
+        lin,pat
+        russ
+        data:
+        0 1 1 1 0
+        1 0 0 0 1
+        1 0 0 1 0
+        1 0 1 0 1
+        0 1 0 1 0
+        """) as tmpfname:
+            g = Graph.Read_DL(tmpfname)
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
+            self.assertTrue(g.is_directed())
+            self.assertTrue(sorted(g.get_edgelist()) == \
+                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
+                     (3,2),(3,4),(4,1),(4,3)])
+
+        with temporary_file(u"""\
+        DL n=5
+        format = edgelist1
+        labels:
+        george, sally, jim, billy, jane
+        labels embedded:
+        data:
+        george sally 2
+        george jim 3
+        sally jim 4
+        billy george 5
+        jane jim 6
+        """) as tmpfname:
+            g = Graph.Read_DL(tmpfname, False)
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 5 and g.ecount() == 5)
+            self.assertTrue(not g.is_directed())
+            self.assertTrue(sorted(g.get_edgelist()) == \
+                    [(0,1),(0,2),(0,3),(1,2),(2,4)])
+
+    def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
+        g = func(fname, names=False, weights=False, \
+                directed=False)
+        self.assertTrue(isinstance(g, Graph))
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5)
+        self.assertTrue(not g.is_directed())
+        self.assertTrue(sorted(g.get_edgelist()) == \
+                [(0,1),(0,2),(1,1),(1,3),(2,3)])
+        self.assertTrue("name" not in g.vertex_attributes() and \
+                "weight" not in g.edge_attributes())
+        if not can_be_reopened:
+            return
+
+        g = func(fname, names=False, \
+                directed=False)
+        self.assertTrue("name" not in g.vertex_attributes() and \
+                "weight" in g.edge_attributes())
+        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+
+        g = func(fname, directed=False)
+        self.assertTrue("name" in g.vertex_attributes() and \
+                "weight" in g.edge_attributes())
+        self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
+        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+
+    def testNCOL(self):
+        with temporary_file(u"""\
+        eggs spam 1
+        ham eggs 2
+        ham bacon
+        bacon spam 3
+        spam spam""") as tmpfname:
+            self._testNCOLOrLGL(func=Graph.Read_Ncol, fname=tmpfname)
+
+        with temporary_file(u"""\
+        eggs spam
+        ham eggs
+        ham bacon
+        bacon spam
+        spam spam""") as tmpfname:
+            g = Graph.Read_Ncol(tmpfname)
+            self.assertTrue("name" in g.vertex_attributes() and \
+                "weight" not in g.edge_attributes())
+
+    def testLGL(self):
+        with temporary_file(u"""\
+        # eggs
+        spam 1
+        # ham
+        eggs 2
+        bacon
+        # bacon
+        spam 3
+        # spam
+        spam""") as tmpfname:
+            self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=tmpfname)
+
+        with temporary_file(u"""\
+        # eggs
+        spam
+        # ham
+        eggs
+        bacon
+        # bacon
+        spam
+        # spam
+        spam""") as tmpfname:
+            with warnings.catch_warnings():
+                warnings.simplefilter("ignore")
+                g = Graph.Read_Lgl(tmpfname)
+            self.assertTrue("name" in g.vertex_attributes() and \
+                "weight" not in g.edge_attributes())
+
+        # This is not an LGL file; we are testing error handling here
+        with temporary_file(u"""\
+        1 2
+        1 3
+        """) as tmpfname:
+            with self.assertRaises(InternalError):
+                Graph.Read_Lgl(tmpfname)
+
+    def testLGLWithIOModule(self):
+        with temporary_file(u"""\
+        # eggs
+        spam 1
+        # ham
+        eggs 2
+        bacon
+        # bacon
+        spam 3
+        # spam
+        spam""") as tmpfname:
+            with io.open(tmpfname, "r") as fp:
+                self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=fp,
+                                    can_be_reopened=False)
+
+    def testAdjacency(self):
+        with temporary_file(u"""\
+        # Test comment line
+        0 1 1 0 0 0
+        1 0 1 0 0 0
+        1 1 0 0 0 0
+        0 0 0 0 2 2
+        0 0 0 2 0 2
+        0 0 0 2 2 0
+        """) as tmpfname:
+            g = Graph.Read_Adjacency(tmpfname)
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 6 and g.ecount() == 18 and
+                g.is_directed() and "weight" not in g.edge_attributes())
+            g = Graph.Read_Adjacency(tmpfname, attribute="weight")
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 6 and g.ecount() == 12 and
+                g.is_directed() and g.es["weight"] == [1,1,1,1,1,1,2,2,2,2,2,2])
+
+            g.write_adjacency(tmpfname)
+
+    def testPickle(self):
+        pickle = [128, 2, 99, 105, 103, 114, 97, 112, 104, 10, 71, 114, 97, 112,
+                  104, 10, 113, 1, 40, 75, 3, 93, 113, 2, 75, 1, 75, 2, 134, 113, 3, 97,
+                  137, 125, 125, 125, 116, 82, 113, 4, 125, 98, 46]
+        if sys.version_info > (3, 0):
+            pickle = bytes(pickle)
+        else:
+            pickle = "".join(map(chr, pickle))
+        with temporary_file(pickle, "wb") as tmpfname:
+            g = Graph.Read_Pickle(pickle)
+            self.assertTrue(isinstance(g, Graph))
+            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and
+                not g.is_directed())
+            g.write_pickle(tmpfname)
+
+    @unittest.skipIf(nx is None, "test case depends on networkx")
+    def testGraphNetworkx(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g['gattr'] = 'graph_attribute'
+        g.vs['vattr'] = list(range(g.vcount()))
+        g.es['eattr'] = list(range(len(g.es)))
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertFalse(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(
+            sorted(['vattr', '_nx_name']),
+            sorted(g2.vertex_attributes()))
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                if an == 'vattr':
+                    continue
+                self.assertEqual(
+                    vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        for edge in g.es:
+            eid = g2.get_eid(edge.source, edge.target)
+            edge2 = g2.es[eid]
+            for an in edge.attribute_names():
+                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertTrue(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(nx is None, "test case depends on networkx")
+    def testMultigraphNetworkx(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g.add_edge(0, 1)
+        g['gattr'] = 'graph_attribute'
+        g.vs['vattr'] = list(range(g.vcount()))
+        g.es['eattr'] = list(range(len(g.es)))
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertFalse(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(
+            sorted(['vattr', '_nx_name']),
+            sorted(g2.vertex_attributes()))
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        # Testing parallel edges is a bit more tricky
+        edge2_found = set()
+        for edge in g.es:
+            # Go through all parallel edges between these two vertices
+            for edge2 in g2.es:
+                if edge2 in edge2_found:
+                    continue
+                if edge.source != edge2.source:
+                    continue
+                if edge.target != edge2.target:
+                    continue
+                # Check all attributes between these two
+                for an in edge.attribute_names():
+                    if edge.attributes()[an] != edge2.attributes()[an]:
+                        break
+                else:
+                    # Correspondence found
+                    edge2_found.add(edge2)
+                    break
+
+            else:
+                self.assertTrue(False)
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+        g.add_edge(0, 1)
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertTrue(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(gt is None, "test case depends on graph-tool")
+    def testGraphGraphTool(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g['gattr'] = 'graph_attribute'
+        g.vs['vattr'] = list(range(g.vcount()))
+        g.es['eattr'] = list(range(len(g.es)))
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool(
+            graph_attributes={'gattr': 'object'},
+            vertex_attributes={'vattr': 'int'},
+            edge_attributes={'eattr': 'int'})
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertFalse(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                self.assertEqual(
+                    vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        for edge in g.es:
+            eid = g2.get_eid(edge.source, edge.target)
+            edge2 = g2.es[eid]
+            for an in edge.attribute_names():
+                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool()
+
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertTrue(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(gt is None, "test case depends on graph-tool")
+    def testMultigraphGraphTool(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g.add_edge(0, 1)
+        g['gattr'] = 'graph_attribute'
+        g.vs['vattr'] = list(range(g.vcount()))
+        g.es['eattr'] = list(range(len(g.es)))
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool(
+            graph_attributes={'gattr': 'object'},
+            vertex_attributes={'vattr': 'int'},
+            edge_attributes={'eattr': 'int'})
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertFalse(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                self.assertEqual(
+                    vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        # Testing parallel edges is a bit more tricky
+        edge2_found = set()
+        for edge in g.es:
+            # Go through all parallel edges between these two vertices
+            for edge2 in g2.es:
+                if edge2 in edge2_found:
+                    continue
+                if edge.source != edge2.source:
+                    continue
+                if edge.target != edge2.target:
+                    continue
+                # Check all attributes between these two
+                for an in edge.attribute_names():
+                    if edge.attributes()[an] != edge2.attributes()[an]:
+                        break
+                else:
+                    # Correspondence found
+                    edge2_found.add(edge2)
+                    break
+
+            else:
+                self.assertTrue(False)
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+        g.add_edge(0, 1)
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool()
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertTrue(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+
+def suite():
+    foreign_suite = unittest.makeSuite(ForeignTests)
+    return unittest.TestSuite([foreign_suite])
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+if __name__ == "__main__":
+    test()
+
diff --git a/tox.ini b/tox.ini
index d2c11f3e3..4806db4af 100644
--- a/tox.ini
+++ b/tox.ini
@@ -11,6 +11,7 @@ commands = python -m unittest
 deps =
     scipy; platform_python_implementation != "PyPy"
     numpy; platform_python_implementation != "PyPy"
+    networkx
 setenv =
     TESTING_IN_TOX=1
 

From 0ab5d0bb2bca4ea1468b7871b7d014a9a4587236 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marco=20K=C3=B6pcke?= <hello@parakoopa.de>
Date: Tue, 14 Jul 2020 17:14:31 +0200
Subject: [PATCH 0018/1681] setup.py: Support MinGW Windows build (#297)

---
 setup.py | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index 24806c863..75f644cc2 100644
--- a/setup.py
+++ b/setup.py
@@ -26,6 +26,7 @@
 import shutil
 import subprocess
 import sys
+import sysconfig
 
 from select import select
 
@@ -38,6 +39,11 @@
 ###########################################################################
 
 
+def building_on_windows_msvc():
+    """Returns True when using the non-MingW CPython interpreter on Windows"""
+    return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
+
+
 def create_dir_unless_exists(*args):
     """Creates a directory unless it exists already."""
     path = os.path.join(*args)
@@ -308,7 +314,7 @@ def compile_in(self, build_folder, source_folder=None):
             if retcode:
                 return False
 
-            building_on_windows = platform.system() == "Windows"
+            building_on_windows = building_on_windows_msvc()
             
             if building_on_windows:
                 print("Creating Microsoft Visual Studio project...")
@@ -361,7 +367,7 @@ def compile_in(self, build_folder, source_folder=None):
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
     ):
-        building_on_windows = platform.system() == "Windows"
+        building_on_windows = building_on_windows_msvc()
             
         create_dir_unless_exists(install_folder)
 
@@ -691,7 +697,7 @@ def process_args_from_command_line(self):
     def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
         versions if the static version is to be found on the library path."""
-        building_on_windows = platform.system() == "Windows"
+        building_on_windows = building_on_windows_msvc()
             
         if not building_on_windows and "stdc++" not in self.libraries:
             self.libraries.append("stdc++")
@@ -711,7 +717,7 @@ def replace_static_libraries(self, only=None, exclusions=None):
     def use_vendored_igraph(self):
         """Assumes that igraph is installed already in ``vendor/install/igraph`` and sets up
         the include and library paths and the library names accordingly."""
-        building_on_windows = platform.system() == "Windows"
+        building_on_windows = building_on_windows_msvc()
             
         buildcfg.include_dirs = [os.path.join("vendor", "install", "igraph", "include")]
         buildcfg.library_dirs = [os.path.join("vendor", "install", "igraph", "lib")]

From 9ad245de5a3fa38bd31fc004c69bf1664a1b6740 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Jul 2020 17:15:13 +0200
Subject: [PATCH 0019/1681] typo fix

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 75f644cc2..8aa98e59d 100644
--- a/setup.py
+++ b/setup.py
@@ -40,7 +40,7 @@
 
 
 def building_on_windows_msvc():
-    """Returns True when using the non-MingW CPython interpreter on Windows"""
+    """Returns True when using the non-MinGW CPython interpreter on Windows"""
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 

From feb9d4b6ed832d9a1023e942b51b7d775cbbcbb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 26 Jul 2020 11:21:04 +0200
Subject: [PATCH 0020/1681] document that canonical_permutation() supports
 colors, refs #311

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dac3b4740..43bb56614 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14825,7 +14825,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"canonical_permutation",
    (PyCFunction) igraphmodule_Graph_canonical_permutation,
    METH_VARARGS | METH_KEYWORDS,
-   "canonical_permutation(sh=\"fm\")\n\n"
+   "canonical_permutation(sh=\"fm\", color=None)\n\n"
    "Calculates the canonical permutation of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
    "Passing the permutation returned here to L{Graph.permute_vertices()} will\n"

From 3e4fa50433a311910fd32bb721316d7f2f85b3d1 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Jul 2020 18:08:17 +1000
Subject: [PATCH 0021/1681] Loading graph from one or two dataframes (#309)

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/igraph/__init__.py   | 79 ++++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py | 34 ++++++++++++++++-
 2 files changed, 112 insertions(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 56938a1f1..876fa143f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3026,6 +3026,85 @@ def Incidence(klass, *args, **kwds):
                     edge[weight_attr] = mat[target][source - num_vertices_of_first_kind]
         return result
 
+    @classmethod
+    def DataFrame(klass, edges, directed=True, vertices=None):
+        """DataFrame(directed=True, vertices=None)
+
+        Generates a graph from one or two dataframes.
+
+        @param edges: pandas DataFrame containing edges and metadata
+        @param directed: bool setting whether the graph is directed
+        @param vertices: None (default) or pandas DataFrame containing vertex
+          metadata. The first column must contain the unique ids of the
+          vertices and will be set as attribute 'name'. All other columns
+          will be added as vertex attributes by column name.
+
+        @return: the graph
+        """
+        import numpy as np
+        import pandas as pd
+
+        if edges.shape[1] < 2:
+            raise ValueError("the data frame should contain at least two columns")
+
+        # Handle if some elements are 'NA'
+        if edges.iloc[:, :2].isna().values.any():
+            warn("In 'edges' NA elements were replaced with string \"NA\"")
+            edges = edges.copy()
+            edges.iloc[:, :2].fillna('NA', inplace=True)
+
+        if (vertices is not None) and vertices.iloc[:, 0].isna().values.any():
+            warn("In the first column of 'vertices' NA elements were replaced "+
+                 "with string \"NA\"")
+            vertices = vertices.copy()
+            vertices.iloc[:, 0].fillna('NA', inplace=True)
+
+        names = np.unique(edges.values[:, :2])
+
+        if vertices is not None:
+            names_edges = names
+            if vertices.shape[1] < 1:
+                raise ValueError('vertices has no columns')
+
+            names = vertices.iloc[:, 0].astype(str)
+
+            if names.duplicated().any():
+                raise ValueError('Vertex names must be unique')
+
+            if len(np.setdiff1d(names_edges, names.values)):
+                raise ValueError(
+                    'Some vertices in the edge DataFrame are missing from vertices DataFrame')
+
+            names = names.values
+
+        # create graph
+        g = Graph(n=len(names), directed=directed)
+
+        # vertex attributes
+        if vertices is not None:
+            cols = vertices.columns
+            for v, (_, attr) in zip(g.vs, vertices.iterrows()):
+                v['name'] = attr[cols[0]]
+                if len(cols) > 1:
+                    for an in cols[1:]:
+                        v[an] = attr[an]
+
+        # create edge list
+        names_idx = pd.Series(index=names, data=np.arange(len(names)))
+        e0 = names_idx[edges.values[:, 0]]
+        e1 = names_idx[edges.values[:, 1]]
+
+        # add the edges
+        g.add_edges(zip(e0, e1))
+
+        # edge attributes
+        if edges.shape[1] > 2:
+            for e, (_, attr) in zip(g.es, edges.iloc[:, 2:]):
+                for an, av in attr.items():
+                    e[an] = av
+
+        return g
+
     def bipartite_projection(self, types="type", multiplicity=True, probe1=-1,
             which="both"):
         """Projects a bipartite graph into two one-mode graphs. Edge directions
diff --git a/tests/test_generators.py b/tests/test_generators.py
index ddb64222e..a8e20d403 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -1,6 +1,14 @@
 import unittest
 from igraph import *
 
+try:
+    import numpy as np
+    import pandas as pd
+except ImportError:
+    np = None
+    pd = None
+
+
 class GeneratorTests(unittest.TestCase):
     def testStar(self):
         g=Graph.Star(5, "in")
@@ -164,7 +172,31 @@ def testWeightedAdjacency(self):
         self.assertTrue(el == [(0,1), (0,2), (1,0), (3,1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
-        
+    @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
+    def testDataFrame(self):
+        edges = pd.DataFrame(
+            [['C', 'A', 0.4], ['A', 'B', 0.1]],
+            columns=[0, 1, 'weight'])
+
+        g = Graph.DataFrame(edges, directed=False)
+        self.assertTrue(g.es["weight"] == [0.1, 0.4])
+
+        vertices = pd.DataFrame(
+            [['A', 'blue'], ['B', 'yellow'], ['C', 'blue']],
+            columns=[0, 'color'])
+
+        g = Graph.DataFrame(edges, directed=True, vertices=vertices)
+        self.assertTrue(g.vs['name'] == ['A', 'B', 'C'])
+        self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
+        self.assertTrue(g.es["weight"] == [0.4, 0.1])
+
+        vertices.iloc[0, 0] = np.nan
+        g = Graph.DataFrame(edges, directed=True, vertices=vertices)
+        self.assertTrue(g.vs['name'] == ['NA', 'B', 'C'])
+        self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
+        self.assertTrue(g.es["weight"] == [0.4, 0.1])
+
+
 def suite():
     generator_suite = unittest.makeSuite(GeneratorTests)
     return unittest.TestSuite([generator_suite])

From 316fa6b3b42e348561b8b199338422841aceeb3c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Jul 2020 18:13:10 +1000
Subject: [PATCH 0022/1681] Documenting graph generation (#308)

---
 doc/source/generation.rst | 165 +++++++++++++++++++++++++++++++++++++-
 src/_igraph/graphobject.c |  16 ++--
 tests/test_isomorphism.py |   2 +-
 3 files changed, 173 insertions(+), 10 deletions(-)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 475b50e56..3c42c39e4 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -1,5 +1,168 @@
 Graph generation
 ================
 
-.. note:: TODO. This is a placeholder section; it is not written yet.
+The first step of most |igraph| applications is to generate a graph. This section will explain a number of ways to do that. Read the `API documentation`_ for details on each function and class.
 
+The :class:`Graph` class is the main object used to generate graphs:
+
+>>> from igraph import Graph
+
+From nodes and edges
+++++++++++++++++++++
+Nodes are always numbered from 0 upwards. To create a generic graph with a specified number of nodes (e.g. 10) and a list of edges between them, you can use the generic constructor:
+
+>>> g = Graph(n=10, edges=[[0, 1], [2, 3]])
+
+If not specified, the graph is undirected. To make a directed graph:
+
+>>> g = Graph(n=10, edges=[[0, 1], [2, 3]], directed=True)
+
+To specify edge weights (or any other vertex/edge attributes), use dictionaries:
+
+>>> g = Graph(n=4, edges=[[0, 1], [2, 3]],
+>>>           edge_attrs={'weight': [0.1, 0.2]},
+>>>           vertex_attrs={'color': ['b', 'g', 'g', 'y']})
+
+Variations on this constructor is :meth:`Graph.DictList`, which constructs a graph from a list-of-dictionaries representation, and :meth:`Graph.TupleList`, which constructs a graph from a list-of-tuples representation.
+
+To create a bipartite graph from a list of types and a list of edges, use :meth:`Graph.Bipartite`.
+
+From matrices
++++++++++++++
+To create a graph from an adjecency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`:
+
+>>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
+
+This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a loop).
+
+To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`:
+
+>>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+
+From file
++++++++++
+To load a graph from a preexisting file in any of the supported formats, use :meth:`Graph.Load`. For instance:
+
+>>> g = Graph.Load('myfile.gml', format='gml')
+
+If you don't specify a format, |igraph| will try to figure it out or, if that fails, it will complain.
+
+From external libraries
++++++++++++++++++++++++
+|igraph| can read from and write to `networkx`_ and `graph-tool`_ graph formats:
+
+>>> g = Graph.from_networkx(nwx)
+
+and
+
+>>> g = Graph.from_graph_tool(gt)
+
+From pandas DataFrame(s)
+++++++++++++++++++++++++
+A common practice is to store edges in a `pandas.DataFrame`, where the two first columns are the source and target vertex ids,
+and any additional column indicates edge attributes. You can generate a graph via :meth:`Graph.DataFrame`:
+
+>>> g = Graph.DataFrame(edges, directed=False)
+
+It is possible to set vertex attributes at the same time via a separate DataFrame. The first column is assumed to contain all
+vertex ids (including any vertices without edges) and any additional columns are vertex attributes:
+
+>>> g = Graph.DataFrame(edges, directed=False, vertices=vertices)
+
+From a formula
+++++++++++++++
+To create a graph from a string formula, use :meth:`Graph.Formula`, e.g.:
+
+>>> g = Graph.Formula('D-A:B:F:G, A-C-F-A, B-E-G-B, A-B, F-G, H-F:G, H-I-J')
+
+.. note:: This particular formula also assigns the 'name' attribute to vertices.
+
+Full graphs
++++++++++++
+To create a full graph, use :meth:`Graph.Full`:
+
+>>> g = Graph.Full(n=3)
+
+where `n` is the number of nodes. You can specify directedness and whether self loops are allowed:
+
+>>> g = Graph.Full(n=3, directed=True, loops=True)
+
+A similar method, :meth:`Graph.Full_Bipartite`, generates a full bipartite graph. Finally, the metho :meth:`Graph.Full_Citation` created the full citation graph, in which each vertex `i` has a directed edge to all vertices strictly smaller than `i`.
+
+Tree and star
++++++++++++++
+:meth:`Graph.Tree` can be used to generate regular trees, in which almost each vertex has the same number of children:
+
+>>> g = Graph.Tree(n=7, n_children=2)
+
+creates a tree with seven vertices - of which four are leaves. The root (0) has two children (1 and 2), each of which has two children (the four leaves). Regular trees can be directed or undirected (default).
+
+The method :meth:`Graph.Star` creates a star graph, which is a subtype of a tree.
+
+Lattice
++++++++
+:meth:`Graph.Lattice` creates a regular lattice of the chosen size. For instance:
+
+>>> g = Graph.Lattice(dim=[3, 3], circular=False)
+
+creates a 3x3 grid in two dimensions (9 vertices total). `circular` is used to connect each edge of the lattice back onto the other side, a process also known as "periodic boundary condition" that is sometimes helpful to smoothen out edge effects.
+
+The one dimensional case (path graph or ring) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not:
+
+>>> g = Graph.Ring(n=4, circular=False)
+
+Graph atlas
++++++++++++
+The book ‘An Atlas of Graphs’ by Roland C. Read and Robin J. Wilson contains all undirected graphs with up to seven vertices, numbered from 0 up to 1252. You can create any graph from this list by index with :meth:`Graph.Atlas`, e.g.:
+
+>>> g = Graph.Atlas(44)
+
+The graphs are listed:
+
+ - in increasing order of number of nodes;
+ - for a fixed number of nodes, in increasing order of the number of edges;
+ - for fixed numbers of nodes and edges, in increasing order of the degree sequence, for example 111223 < 112222;
+ - for fixed degree sequence, in increasing number of automorphisms.
+
+
+Famous graphs
++++++++++++++
+A curated list of famous graphs, which are often used in the literature for benchmarking and other purposes, is available on the `igraph C core manual <https://igraph.org/c/doc/igraph-Generators.html#igraph_famous>`_. You can generate any graph in that list by name, e.g.:
+
+>>> g = Graph.Famous('Zachary')
+
+will teach you some about martial arts.
+
+
+Random graphs
++++++++++++++
+Stochastic graphs can be created according to several different models or games:
+
+ - Barabasi-Albert model: :meth:`Graph.Barabasi`
+ - Erdos-Renyi: :meth:`Graph.Erdos_Renyi`
+ - Watts-Strogatz :meth:`Graph.Watts_Strogatz`
+ - stochastic block model :meth:`Graph.SBM`
+ - forest fire game :meth:`Graph.Forest_Fire`
+ - random geometric graph :meth:`Graph.GRG`
+ - growing :meth:`Graph.Growing_Random`
+ - establishment game :meth:`Graph.Establishment`
+ - preference, the non-growing variant of establishment :meth:`Graph.Preference`
+ - asymmetric preference :meth:`Graph.Asymmetric_Prefernce`
+ - recent degree :meth:`Graph.Recent_Degree`
+ - k-regular (each node has degree K) :meth:`Graph.K_Regular`
+ - non-growing graph with edge probabilities proportional to node fitnesses :meth:`Graph.Static_Fitness`
+ - non-growing graph with prescribed power-law degree distribution(s) :meth:`Graph.Static_Power_Law`
+ - random graph with a given degree sequence :meth:`Graph.Degree_Sequence`
+ - bipartite :meth:`Graph.Random_Bipartite`
+
+
+Other graphs
+++++++++++++
+Finally, there are some ways of generating graphs that are not covered by the previous sections:
+
+ - Kautz graphs :meth:`Graph.Kautz`
+ - De Bruijn graphs :meth:`Graph.De_Bruijn`
+ - Lederberg-Coxeter-Frucht graphs :meth:`Graph.LCF`
+ - graphs with a specified isomorphism class :meth:`Graph.Isoclass`
+                     
+.. _API documentation: https://igraph.org/python/doc/igraph-module.html
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 43bb56614..89ae5ba56 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2573,7 +2573,7 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph with a given isomorphy class
+ * \brief Generates a graph with a given isomorphism class
  * This is intended to be a class method in Python, so the first argument
  * is the type object and not the Python igraph object (because we have
  * to allocate that in this method).
@@ -8306,7 +8306,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
 }
 
 /** \ingroup python_interface_graph
- * \brief Calculates the isomorphy class of a graph or its subgraph
+ * \brief Calculates the isomorphism class of a graph or its subgraph
  * \sa igraph_isoclass, igraph_isoclass_subgraph
  */
 PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
@@ -12738,9 +12738,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Isoclass", (PyCFunction) igraphmodule_Graph_Isoclass,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Isoclass(n, class, directed=False)\n\n"
-   "Generates a graph with a given isomorphy class.\n\n"
+   "Generates a graph with a given isomorphism class.\n\n"
    "@param n: the number of vertices in the graph (3 or 4)\n"
-   "@param class: the isomorphy class\n"
+   "@param class: the isomorphism class\n"
    "@param directed: whether the graph should be directed.\n"},
 
   /* interface to igraph_watts_strogatz_game */
@@ -14037,7 +14037,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  motifs.\n"
    "@param callback: C{None} or a callable that will be called for every motif\n"
    "  found in the graph. The callable must accept three parameters: the graph\n"
-   "  itself, the list of vertices in the motif and the isomorphy class of the\n"
+   "  itself, the list of vertices in the motif and the isomorphism class of the\n"
    "  motif (see L{Graph.isoclass()}). The search will stop when the callback\n"
    "  returns an object with a non-zero truth value or raises an exception.\n"
    "@return: the list of motifs if I{callback} is C{None}, or C{None} otherwise\n"
@@ -14853,13 +14853,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"isoclass", (PyCFunction) igraphmodule_Graph_isoclass,
    METH_VARARGS | METH_KEYWORDS,
    "isoclass(vertices)\n\n"
-   "Returns the isomorphy class of the graph or its subgraph.\n\n"
+   "Returns the isomorphism class of the graph or its subgraph.\n\n"
    "Isomorphy class calculations are implemented only for graphs with\n"
    "3 or 4 vertices.\n\n"
    "@param vertices: a list of vertices if we want to calculate the\n"
-   "  isomorphy class for only a subset of vertices. C{None} means to\n"
+   "  isomorphism class for only a subset of vertices. C{None} means to\n"
    "  use the full graph.\n"
-   "@return: the isomorphy class of the (sub)graph\n\n"},
+   "@return: the isomorphism class of the (sub)graph\n\n"},
   {"isomorphic", (PyCFunction) igraphmodule_Graph_isomorphic,
    METH_VARARGS | METH_KEYWORDS,
    "isomorphic(other)\n\n"
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 9b8fa7437..b8e6c0256 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -22,7 +22,7 @@ def testIsomorphic(self):
                        (5, 1), (5, 4), (5, 6), \
                        (7, 3), (7, 6), (7, 4)])
 
-        # Test the isomorphy of g1 and g2
+        # Test the isomorphism of g1 and g2
         self.assertTrue(g1.isomorphic(g2))
         self.assertTrue(g2.isomorphic_vf2(g1, return_mapping_21=True) \
           == (True, None, [0, 2, 5, 7, 1, 3, 4, 6]))

From 5adcf61b75a483903c0a363bd52449b666b4e345 Mon Sep 17 00:00:00 2001
From: Christopher Falter <chrisfalter@gmail.com>
Date: Tue, 28 Jul 2020 10:00:07 -0400
Subject: [PATCH 0023/1681] Update tutorial.rst to stop using deprecated syntax
 for Graph.degree (#313)

---
 doc/source/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index f95f4d7da..935029af9 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -369,7 +369,7 @@ the vertex) and :dfn:`out-degree` (the number of edges originating from the vert
 [3, 1, 4, 3, 2, 3, 2]
 
 If the graph was directed, we would have been able to calculate the in- and out-degrees
-separately using ``g.degree(type="in")`` and ``g.degree(type="out")``. You can
+separately using ``g.degree(mode="in")`` and ``g.degree(mode="out")``. You can
 also pass a single vertex ID or a list of vertex IDs to :meth:`~Graph.degree` if you
 want to calculate the degrees for only a subset of vertices:
 

From 743ce690f7fcea94df72765190f623f348f7fad0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 31 Jul 2020 21:58:13 +1000
Subject: [PATCH 0024/1681] Add vertices/edges with attributes (#319)

---
 src/igraph/__init__.py | 43 +++++++++++++++++++++++++++++++++++-------
 tests/test_basic.py    | 18 ++++++++++++++++--
 2 files changed, 52 insertions(+), 9 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 876fa143f..5f999b6a8 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -258,7 +258,7 @@ def add_edge(self, source, target, **kwds):
             edge[key] = value
         return edge
 
-    def add_edges(self, es):
+    def add_edges(self, es, attributes=None):
         """add_edges(es)
 
         Adds some edges to the graph.
@@ -266,8 +266,17 @@ def add_edges(self, es):
         @param es: the list of edges to be added. Every edge is represented
           with a tuple containing the vertex IDs or names of the two
           endpoints. Vertices are enumerated from zero.
+        @params attributes: dict of sequences, all of length equal to the
+          number of edges to be added, containing the attributes of the new
+          edges.
         """
-        return GraphBase.add_edges(self, es)
+        eid = self.ecount()
+        res = GraphBase.add_edges(self, es)
+        n = self.ecount() - eid
+        if (attributes is not None) and (n > 0):
+            for key, val in attributes.items():
+                self.es[eid:][key] = val
+        return res
 
     def add_vertex(self, name=None, **kwds):
         """add_vertex(name=None, **kwds)
@@ -291,7 +300,7 @@ def add_vertex(self, name=None, **kwds):
             vertex["name"] = name
         return vertex
 
-    def add_vertices(self, n):
+    def add_vertices(self, n, attributes=None):
         """add_vertices(n)
 
         Adds some vertices to the graph.
@@ -300,13 +309,24 @@ def add_vertices(self, n):
           vertex to be added, or a sequence of strings, each corresponding to the
           name of a vertex to be added. Names will be assigned to the C{name}
           vertex attribute.
+        @params attributes: dict of sequences, all of length equal to the
+          number of vertices to be added, containing the attributes of the new
+          vertices. If n is a string (so a single vertex is added), then the
+          values of this dict are the attributes themselves, but if n=1 then
+          they have to be lists of length 1.
+
+        Note that if n is a sequence of strings, indicating the names of the
+        new vertices, and attributes has a key 'name', the two conflict. In
+        that case the attribute will be applied.
         """
         if isinstance(n, basestring):
             # Adding a single vertex with a name
             m = self.vcount()
             result = GraphBase.add_vertices(self, 1)
             self.vs[m]["name"] = n
-            return result
+            if attributes is not None:
+                for key, val in attributes.items():
+                    self.vs[m][key] = val
         elif hasattr(n, "__iter__"):
             m = self.vcount()
             if not hasattr(n, "__len__"):
@@ -314,9 +334,18 @@ def add_vertices(self, n):
             else:
                 names = n
             result = GraphBase.add_vertices(self, len(names))
-            self.vs[m:]["name"] = names
-            return result
-        return GraphBase.add_vertices(self, n)
+            if len(names) > 0:
+                self.vs[m:]["name"] = names
+                if attributes is not None:
+                    for key, val in attributes.items():
+                        self.vs[m:][key] = val
+        else:
+            result = GraphBase.add_vertices(self, n)
+            if (attributes is not None) and (n > 0):
+                m = self.vcount() - n
+                for key, val in attributes.items():
+                    self.vs[m:][key] = val
+        return result
 
     def adjacent(self, *args, **kwds):
         """adjacent(vertex, mode=OUT)
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 88c7deea4..6deebd4d7 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -120,20 +120,26 @@ def testAddVertex(self):
         self.assertEqual(
             sorted(g.vertex_attributes()), ["ham", "name", "spam"]
         )
-        self.assertEqual(g.vs["spam"], [None]*4 + ["cheese"])
-        self.assertEqual(g.vs["ham"], [None]*4 + [42])
+        self.assertEqual(g.vs["spam"], [None] * 4 + ["cheese"])
+        self.assertEqual(g.vs["ham"], [None] * 4 + [42])
 
     def testAddVertices(self):
         g = Graph()
         g.add_vertices(2)
         self.assertTrue(g.vcount() == 2 and g.ecount() == 0)
+
         g.add_vertices("spam")
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(g.vs[2]["name"], "spam")
+
         g.add_vertices(["bacon", "eggs"])
         self.assertTrue(g.vcount() == 5 and g.ecount() == 0)
         self.assertEqual(g.vs[2:]["name"], ["spam", "bacon", "eggs"])
 
+        g.add_vertices(2, attributes={'color': ['k', 'b']})
+        self.assertEqual(g.vs[2:]["name"], ["spam", "bacon", "eggs", None, None])
+        self.assertEqual(g.vs[5:]["color"], ["k", "b"])
+
     def testDeleteVertices(self):
         g = Graph([(0, 1), (1, 2), (2, 3), (0, 2), (3, 4), (4, 5)])
         self.assertEqual(6, g.vcount())
@@ -208,6 +214,14 @@ def testAddEdges(self):
             (0, 1), (1, 2), (2, 3), (1, 3), (0, 2), (0, 3)
         ])
 
+        g.add_edges([(0, 0), (1, 1)], attributes={'color': ['k', 'b']})
+        self.assertEqual(g.get_edgelist(), [
+            (0, 1), (1, 2), (2, 3), (1, 3), (0, 2), (0, 3), (0, 0), (1, 1),
+        ])
+        self.assertEqual(
+            g.es['color'],
+            [None, None, None, None, None, None, 'k', 'b'])
+
     def testDeleteEdges(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")

From 319aa82ceff0f62ebdb1eeac7355e842e8dbdf7f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 31 Jul 2020 14:15:21 +0200
Subject: [PATCH 0025/1681] add Python 3.8 to tox virtualenvs

---
 tox.ini | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tox.ini b/tox.ini
index 4806db4af..e47224111 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py27, py35, py36, py37, pypy, pypy3
+envlist = py27, py35, py36, py37, py38, pypy, pypy3
 
 [testenv]
 commands = python -m unittest

From 52678603271fcb3151abc57fca388c585689b596 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Aug 2020 04:14:30 +1000
Subject: [PATCH 0026/1681] DFS and DFS iterator (#315)

---
 src/_igraph/dfsiter.c      | 295 +++++++++++++++++++++++++++++++++++++
 src/_igraph/dfsiter.h      |  53 +++++++
 src/_igraph/graphobject.c  |  29 ++++
 src/_igraph/igraphmodule.c |   4 +
 src/igraph/__init__.py     |  44 ++++++
 tests/test_iterators.py    |  42 +++++-
 6 files changed, 459 insertions(+), 8 deletions(-)
 create mode 100644 src/_igraph/dfsiter.c
 create mode 100644 src/_igraph/dfsiter.h

diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
new file mode 100644
index 000000000..d7d8105af
--- /dev/null
+++ b/src/_igraph/dfsiter.c
@@ -0,0 +1,295 @@
+/* -*- mode: C -*-  */
+/* 
+   IGraph library.
+   Copyright (C) 2020  The igraph development team
+   
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+   
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+   
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   02110-1301 USA
+
+*/
+
+#include "dfsiter.h"
+#include "common.h"
+#include "error.h"
+#include "py2compat.h"
+#include "vertexobject.h"
+
+/**
+ * \ingroup python_interface
+ * \defgroup python_interface_dfsiter DFS iterator object
+ */
+
+PyTypeObject igraphmodule_DFSIterType;
+
+/**
+ * \ingroup python_interface_dfsiter
+ * \brief Allocate a new DFS iterator object for a given graph and a given root
+ * \param g the graph object being referenced
+ * \param vid the root vertex index
+ * \param advanced whether the iterator should be advanced (returning distance and parent as well)
+ * \return the allocated PyObject
+ */
+PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
+  igraphmodule_DFSIterObject* o;
+  long int no_of_nodes, r;
+
+  o=PyObject_GC_New(igraphmodule_DFSIterObject, &igraphmodule_DFSIterType);
+  Py_INCREF(g);
+  o->gref=g;
+  o->graph=&g->g;
+  
+  if (!PyInt_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
+    PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
+    return NULL;
+  }
+  
+  no_of_nodes=igraph_vcount(&g->g);
+  o->visited=(char*)calloc(no_of_nodes, sizeof(char));
+  if (o->visited == 0) {
+    PyErr_SetString(PyExc_MemoryError, "out of memory");
+    return NULL;
+  }
+  
+  if (igraph_stack_init(&o->stack, 100)) {
+    PyErr_SetString(PyExc_MemoryError, "out of memory");
+    return NULL;
+  }
+  if (igraph_vector_init(&o->neis, 0)) {
+    PyErr_SetString(PyExc_MemoryError, "out of memory");
+    igraph_stack_destroy(&o->stack);
+    return NULL;
+  }
+  
+  if (PyInt_Check(root)) {
+    r=PyInt_AsLong(root);
+  } else {
+    r = ((igraphmodule_VertexObject*)root)->idx;
+  }
+  /* push the root onto the stack */
+  if (igraph_stack_push(&o->stack, r) ||
+      igraph_stack_push(&o->stack, 0) ||
+      igraph_stack_push(&o->stack, -1)) {
+    igraph_stack_destroy(&o->stack);
+    igraph_vector_destroy(&o->neis);
+    PyErr_SetString(PyExc_MemoryError, "out of memory");
+    return NULL;
+  }
+  o->visited[r] = 1;
+  
+  if (!igraph_is_directed(&g->g)) mode=IGRAPH_ALL;
+  o->mode=mode;
+  o->advanced=advanced;
+  
+  PyObject_GC_Track(o);
+  
+  RC_ALLOC("DFSIter", o);
+  
+  return (PyObject*)o;
+}
+
+/**
+ * \ingroup python_interface_dfsiter
+ * \brief Support for cyclic garbage collection in Python
+ * 
+ * This is necessary because the \c igraph.DFSIter object contains several
+ * other \c PyObject pointers and they might point back to itself.
+ */
+int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
+				  visitproc visit, void *arg) {
+  int vret;
+
+  RC_TRAVERSE("DFSIter", self);
+  
+  if (self->gref) {
+    vret=visit((PyObject*)self->gref, arg);
+    if (vret != 0) return vret;
+  }
+  
+  return 0;
+}
+
+/**
+ * \ingroup python_interface_dfsiter
+ * \brief Clears the iterator's subobject (before deallocation)
+ */
+int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
+  PyObject *tmp;
+
+  PyObject_GC_UnTrack(self);
+  
+  tmp=(PyObject*)self->gref;
+  self->gref = NULL;
+  Py_XDECREF(tmp);
+
+  igraph_stack_destroy(&self->stack);
+  igraph_vector_destroy(&self->neis);
+  free(self->visited);
+  self->visited = 0;
+  
+  return 0;
+}
+
+/**
+ * \ingroup python_interface_dfsiter
+ * \brief Deallocates a Python representation of a given DFS iterator object
+ */
+void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
+  igraphmodule_DFSIter_clear(self);
+
+  RC_DEALLOC("DFSIter", self);
+  
+  PyObject_GC_Del(self);
+}
+
+PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
+  Py_INCREF(self);
+  return (PyObject*)self;
+}
+
+PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
+  /* the design is to return the top of the stack and then proceed until
+   * we have found an unvisited neighbor and push that on top */
+  igraph_integer_t parent_out, dist_out, vid_out;
+  igraph_bool_t any = 0;
+
+  /* nothing on the stack, end of iterator */
+  if(igraph_stack_empty(&self->stack)) {
+    return NULL;
+  }
+
+  /* peek at the top element on the stack
+   * because we save three things, pop 3 in inverse order and push them back */
+  parent_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
+  dist_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
+  vid_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
+  igraph_stack_push(&self->stack, (long int) vid_out);
+  igraph_stack_push(&self->stack, (long int) dist_out);
+  igraph_stack_push(&self->stack, (long int) parent_out);
+
+  /* look for neighbors until you found one or until you have exausted the graph */
+  while (!any && !igraph_stack_empty(&self->stack)) {
+    igraph_integer_t parent = (igraph_integer_t)igraph_stack_pop(&self->stack);
+    igraph_integer_t dist = (igraph_integer_t)igraph_stack_pop(&self->stack);
+    igraph_integer_t vid = (igraph_integer_t)igraph_stack_pop(&self->stack);
+    igraph_stack_push(&self->stack, (long int) vid);
+    igraph_stack_push(&self->stack, (long int) dist);
+    igraph_stack_push(&self->stack, (long int) parent);
+    long int i;
+    /* the values above are returned at at this stage. However, we must
+     * prepare for the next iteration by putting the next unvisited
+     * neighbor onto the stack */
+    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+    for (i=0; i<igraph_vector_size(&self->neis); i++) {
+      igraph_integer_t neighbor = (igraph_integer_t)VECTOR(self->neis)[i];
+      /* new neighbor, push the next item onto the stack */
+      if (self->visited[neighbor] == 0) {
+        any = 1;
+        self->visited[neighbor]=1;
+        if (igraph_stack_push(&self->stack, neighbor) ||
+            igraph_stack_push(&self->stack, dist+1) ||
+            igraph_stack_push(&self->stack, vid)) {
+          igraphmodule_handle_igraph_error();
+          return NULL;
+        }
+        break;
+      }
+    }
+    /* no new neighbors, end of subtree */
+    if (!any) {
+       igraph_stack_pop(&self->stack);
+       igraph_stack_pop(&self->stack);
+       igraph_stack_pop(&self->stack);
+    }
+  }
+
+  /* no matter what the stack situation is: that is a worry for the next cycle
+   * now just return the top of the stack as it was at the function entry */
+  PyObject *vertexobj = igraphmodule_Vertex_New(self->gref, vid_out);
+  if (self->advanced) {
+    PyObject *parentobj;
+    if (!vertexobj)
+      return NULL;
+    if (parent_out >= 0) {
+      parentobj = igraphmodule_Vertex_New(self->gref, parent_out);
+      if (!parentobj)
+          return NULL;
+    } else {
+      Py_INCREF(Py_None);
+      parentobj=Py_None;
+    }
+    return Py_BuildValue("NlN", vertexobj, (long int)dist_out, parentobj);
+  } else {
+    return vertexobj;
+  }
+}
+
+/**
+ * \ingroup python_interface_dfsiter
+ * Method table for the \c igraph.DFSIter object
+ */
+PyMethodDef igraphmodule_DFSIter_methods[] = {
+  {NULL}
+};
+
+/** \ingroup python_interface_dfsiter
+ * Python type object referencing the methods Python calls when it performs various operations on
+ * a DFS iterator of a graph
+ */
+PyTypeObject igraphmodule_DFSIterType =
+{
+  PyVarObject_HEAD_INIT(0, 0)
+  "igraph.DFSIter",                         // tp_name
+  sizeof(igraphmodule_DFSIterObject),       // tp_basicsize
+  0,                                        // tp_itemsize
+  (destructor)igraphmodule_DFSIter_dealloc, // tp_dealloc
+  0,                                        // tp_print
+  0,                                        // tp_getattr
+  0,                                        // tp_setattr
+  0,                                        /* tp_compare (2.x) / tp_reserved (3.x) */
+  0,                                        // tp_repr
+  0,                                        // tp_as_number
+  0,                                        // tp_as_sequence
+  0,                                        // tp_as_mapping
+  0,                                        // tp_hash
+  0,                                        // tp_call
+  0,                                        // tp_str
+  0,                                        // tp_getattro
+  0,                                        // tp_setattro
+  0,                                        // tp_as_buffer
+  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC, // tp_flags
+  "igraph DFS iterator object",             // tp_doc
+  (traverseproc) igraphmodule_DFSIter_traverse, /* tp_traverse */
+  (inquiry) igraphmodule_DFSIter_clear,     /* tp_clear */
+  0,                                        // tp_richcompare
+  0,                                        // tp_weaklistoffset
+  (getiterfunc)igraphmodule_DFSIter_iter,   /* tp_iter */
+  (iternextfunc)igraphmodule_DFSIter_iternext, /* tp_iternext */
+  0,                                        /* tp_methods */
+  0,                                        /* tp_members */
+  0,                                        /* tp_getset */
+  0,                                        /* tp_base */
+  0,                                        /* tp_dict */
+  0,                                        /* tp_descr_get */
+  0,                                        /* tp_descr_set */
+  0,                                        /* tp_dictoffset */
+  0,                                        /* tp_init */
+  0,                                        /* tp_alloc */
+  0,                                        /* tp_new */
+  0,                                        /* tp_free */
+};
+
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
new file mode 100644
index 000000000..0a094c592
--- /dev/null
+++ b/src/_igraph/dfsiter.h
@@ -0,0 +1,53 @@
+/* -*- mode: C -*-  */
+/* 
+   IGraph library.
+   Copyright (C) 2020  The igraph development team
+   
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+   
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+   
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   02110-1301 USA
+
+*/
+
+#ifndef PYTHON_DFSITER_H
+#define PYTHON_DFSITER_H
+
+#include <Python.h>
+#include "graphobject.h"
+
+/**
+ * \ingroup python_interface_dfsiter
+ * \brief A structure representing a DFS iterator of a graph
+ */
+typedef struct
+{
+  PyObject_HEAD
+  igraphmodule_GraphObject* gref;
+  igraph_stack_t stack;
+  igraph_vector_t neis;
+  igraph_t *graph;
+  char *visited;
+  igraph_neimode_t mode;
+  igraph_bool_t advanced;
+} igraphmodule_DFSIterObject;
+
+PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *o, igraph_neimode_t mode, igraph_bool_t advanced);
+int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
+				  visitproc visit, void *arg);
+int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self);
+void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self);
+
+extern PyTypeObject igraphmodule_DFSIterType;
+
+#endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 89ae5ba56..bb1789bd7 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -23,6 +23,7 @@
 #include "attributes.h"
 #include "arpackobject.h"
 #include "bfsiter.h"
+#include "dfsiter.h"
 #include "common.h"
 #include "convert.h"
 #include "edgeseqobject.h"
@@ -9920,6 +9921,23 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   return Py_BuildValue("NN", result_o, mapping_o);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Constructs a depth first search (DFS) iterator of the graph
+ */
+PyObject *igraphmodule_Graph_dfsiter(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  char *kwlist[] = { "vid", "mode", "advanced", NULL };
+  PyObject *root, *adv = Py_False, *mode_o = Py_None;
+  igraph_neimode_t mode = IGRAPH_OUT;
+
+  if (!PyArg_ParseTupleAndKeywords
+      (args, kwds, "O|OO", kwlist, &root, &mode_o, &adv))
+    return NULL;
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
+  return igraphmodule_DFSIter_new(self, root, mode, PyObject_IsTrue(adv));
+}
+
 /**********************************************************************
  * Dominator                                                          *
  **********************************************************************/
@@ -14517,6 +14535,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returns the distance of the vertex from the root and the\n"
    "  parent of the vertex in the BFS tree as well.\n"
    "@return: the BFS iterator as an L{igraph.BFSIter} object.\n"},
+  {"dfsiter", (PyCFunction) igraphmodule_Graph_dfsiter,
+   METH_VARARGS | METH_KEYWORDS,
+   "dfsiter(vid, mode=OUT, advanced=False)\n\n"
+   "Constructs a depth first search (DFS) iterator of the graph.\n\n"
+   "@param vid: the root vertex ID\n"
+   "@param mode: either L{IN} or L{OUT} or L{ALL}.\n"
+   "@param advanced: if C{False}, the iterator returns the next\n"
+   "  vertex in DFS order in every step. If C{True}, the iterator\n"
+   "  returns the distance of the vertex from the root and the\n"
+   "  parent of the vertex in the DFS tree as well.\n"
+   "@return: the DFS iterator as an L{igraph.DFSIter} object.\n"},
 
   /////////////////
   // CONVERSIONS //
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 05a0d16ec..fcd79063e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -26,6 +26,7 @@
 #include "arpackobject.h"
 #include "attributes.h"
 #include "bfsiter.h"
+#include "dfsiter.h"
 #include "common.h"
 #include "convert.h"
 #include "edgeobject.h"
@@ -764,6 +765,8 @@ extern PyObject* igraphmodule_arpack_options_default;
     INITERROR;
   if (PyType_Ready(&igraphmodule_BFSIterType) < 0)
     INITERROR;
+  if (PyType_Ready(&igraphmodule_DFSIterType) < 0)
+    INITERROR;
   if (PyType_Ready(&igraphmodule_ARPACKOptionsType) < 0)
     INITERROR;
 
@@ -783,6 +786,7 @@ extern PyObject* igraphmodule_arpack_options_default;
   /* Add the types to the core module */
   PyModule_AddObject(m, "GraphBase", (PyObject*)&igraphmodule_GraphType);
   PyModule_AddObject(m, "BFSIter", (PyObject*)&igraphmodule_BFSIterType);
+  PyModule_AddObject(m, "DFSIter", (PyObject*)&igraphmodule_DFSIterType);
   PyModule_AddObject(m, "ARPACKOptions", (PyObject*)&igraphmodule_ARPACKOptionsType);
   PyModule_AddObject(m, "Edge", (PyObject*)&igraphmodule_EdgeType);
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)&igraphmodule_EdgeSeqType);
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 5f999b6a8..96814300f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3240,6 +3240,50 @@ def get_incidence(self, types="type", *args, **kwds):
         """
         return super(Graph, self).get_incidence(types, *args, **kwds)
 
+    ###########################
+    # DFS (C version will come soon)
+    def dfs(self, vid, mode=OUT):
+        """Conducts a depth first search (DFS) on the graph.
+
+        @param vid: the root vertex ID
+        @param mode: either L{IN} or L{OUT} or L{ALL}, ignored
+          for undirected graphs.
+        @return: a tuple with the following items:
+           - The vertex IDs visited (in order)
+           - The parent of every vertex in the DFS
+        """
+        nv = self.vcount()
+        added = [False for v in range(nv)]
+        stack = []
+
+        # prepare output
+        vids = []
+        parents = []
+
+        # ok start from vid
+        stack.append(vid)
+        vids.append(vid)
+        parents.append(vid)
+        added[vid] = True
+
+        # go down the rabbit hole
+        while stack:
+            vid = stack[-1]
+            neighbors = self.neighbors(vid, mode=mode)
+            for neighbor in neighbors:
+                if not added[neighbor]:
+                    # Add hanging subtree neighbor
+                    stack.append(neighbor)
+                    vids.append(neighbor)
+                    parents.append(vid)
+                    added[neighbor] = True
+                    break
+            else:
+                # No neighbor found, end of subtree
+                stack.pop()
+
+        return (vids, parents)
+
     ###########################
     # ctypes support
 
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index a229e4383..7bd6d81bf 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -3,13 +3,40 @@
 
 class IteratorTests(unittest.TestCase):
     def testBFS(self):
-        g=Graph.Tree(10, 2)
-        vs=[v.index for v in g.bfsiter(0)]
+        g = Graph.Tree(10, 2)
+        vs, layers, ps = g.bfs(0)
         self.assertEqual(vs, [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
-        vs=[(v.index,dist,parent) for v,dist,parent in g.bfsiter(0, advanced=True)]
-        vs=[(v,d,p.index) for v,d,p in vs if p != None]
-        self.assertEqual(vs, [(1,1,0), (2,1,0), (3,2,1), (4,2,1), \
-          (5,2,2), (6,2,2), (7,3,3), (8,3,3), (9,3,4)])
+        self.assertEqual(ps, [0, 0, 0, 1, 1, 2, 2, 3, 3, 4])
+
+    def testBFSIter(self):
+        g = Graph.Tree(10, 2)
+        vs = [v.index for v in g.bfsiter(0)]
+        self.assertEqual(vs, [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
+        vs = [(v.index, d, p) for v, d, p in g.bfsiter(0, advanced=True)]
+        vs = [(v, d, p.index) for v, d, p in vs if p is not None]
+        self.assertEqual(
+            vs,
+            [(1, 1, 0), (2, 1, 0), (3, 2, 1),
+             (4, 2, 1), (5, 2, 2), (6, 2, 2),
+             (7, 3, 3), (8, 3, 3), (9, 3, 4)])
+
+    def testDFS(self):
+        g = Graph.Tree(10, 2)
+        vs, ps = g.dfs(0)
+        self.assertEqual(vs, [0, 1, 3, 7, 8, 4, 9, 2, 5, 6])
+        self.assertEqual(ps, [0, 0, 1, 3, 3, 1, 4, 0, 2, 2])
+
+    def testDFSIter(self):
+        g = Graph.Tree(10, 2)
+        vs = [v.index for v in g.dfsiter(0)]
+        self.assertEqual(vs, [0, 1, 3, 7, 8, 4, 9, 2, 5, 6])
+        vs = [(v.index, d, p) for v, d, p in g.dfsiter(0, advanced=True)]
+        vs = [(v, d, p.index) for v, d, p in vs if p is not None]
+        self.assertEqual(
+            vs,
+            [(1, 1, 0), (3, 2, 1), (7, 3, 3),
+             (8, 3, 3), (4, 2, 1), (9, 3, 4),
+             (2, 1, 0), (5, 2, 2), (6, 2, 2)])
 
 
 def suite():
@@ -19,7 +46,6 @@ def suite():
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
 if __name__ == "__main__":
     test()
-

From 5f7530a944a9354d39a61e091b26104d9af603c7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Aug 2020 04:21:17 +1000
Subject: [PATCH 0027/1681] Docs on graph analysis (#314)

---
 doc/source/analysis.rst   | 427 +++++++++++++++++++++++++++++++++++++-
 doc/source/generation.rst |   4 +
 src/_igraph/graphobject.c |   2 +-
 3 files changed, 431 insertions(+), 2 deletions(-)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 8b0ff457f..a4ab5ec74 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -1,5 +1,430 @@
 Graph analysis
 ==============
+|igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
 
-.. note:: TODO. This is a placeholder section; it is not written yet.
+The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available:
 
+>>> import igraph as ig
+>>> from igraph import Graph
+>>> g = Graph(edges=[[0, 1], [2, 3]])
+
+To get a summary representation of the graph, use :meth:`Graph.summary`. For instance
+
+>>> g.summary(verbosity=1)
+
+will provide a fairly detailed description.
+
+To copy a graph, use :meth:`Graph.copy`. This is a "shallow" copy: any mutable objects in the attributes are not copied (they would refer to the same instance).
+If you want to copy a graph including all its attributes, use Python's `deepcopy` module.
+
+Vertices and edges
++++++++++++++++++++++++++++
+Vertices are numbered 0 to `n-1`, where n is the number of vertices in the graph. These are called the "vertex ids".
+To count vertices, use :meth:`Graph.vcount`:
+
+>>> n = g.vcount()
+
+Edges also have ids from 0 to `m-1` and are counted by :meth:`Graph.ecount`:
+
+>>> m = g.ecount()
+
+To get a sequence of vertices, use their ids and :attr:`Graph.vs`:
+
+>>> for v in g.vs:
+>>>     print(v)
+
+Similarly for edges, use :attr:`Graph.es`:
+
+>>> for e in g.es:
+>>>     print(e)
+
+You can index and slice vertices and edges similar to a list:
+
+>>> g.vs[:4]
+>>> g.vs[0, 2, 4]
+>>> g.es[3]
+
+.. note:: The `vs` and `es` attributes are special sequences with their own useful methods. See `API documentation`_ for a full list.
+
+If you prefer a vanilla edge list, you can use :meth:`Graph.get_edge_list`.
+
+Incidence
+++++++++++++++++++++++++++++++
+To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :attr:`Edge.target`:
+
+>>> e = g.es[0]
+>>> v1, v2 = e.source, e.target
+
+Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
+:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
+
+To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
+:meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones, of course:
+
+>>> v = g.vs[0]
+>>> edges = v.incident()
+
+The :meth:`Graph.incident` function fulfills the same purpose with a slightly different syntax based on vertex ids:
+
+>>> edges = g.incident(0)
+
+To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_incidence`.
+
+Neighborhood
++++++++++++++
+To compute the neighbors, successors, and predecessors, the methods :meth:`Graph.neighbors`, :meth:`Graph.successors` and
+:meth:`Graph.predecessors` are available. The three give the same answer in undirected graphs and have a similar dual syntax:
+
+>>> neis = g.vs[0].neighbors()
+>>> neis = g.neighbors(0)
+
+To get the list of vertices within a certain distance from one or more initial vertices, you can use :meth:`Graph.neighborhood`:
+
+>>> g.neighborhood([0, 1], order=2)
+
+and to find the neighborhood size, there is :meth:`Graph.neighborhood_size`.
+
+Degrees
++++++++
+To compute the degree, in-degree, or out-degree of a node, use :meth:`Vertex.degree`, :meth:`Vertex.indegree`, and :meth:`Vertex.outdegree`:
+
+>>> deg = g.vs[0].degree()
+>>> deg = g.degree(0)
+
+To compute the max degree in a list of vertices, use :meth:`Graph.maxdegree`.
+
+:meth:`Graph.knn` computes the average degree of the neighbors.
+
+Adding and removing vertices and edges
+++++++++++++++++++++++++++++++++++++++
+
+To add nodes to a graph, use :meth:`Graph.add_vertex` and :meth:`Graph.add_vertices`:
+
+>>> g.add_vertex()
+>>> g.add_vertices(5)
+
+This changes the graph `g` in place. You can specify the name of the vertices if you wish.
+
+To remove nodes, use :meth:`Graph.delete_vertices`:
+
+>>> g.delete_vertices([1, 2])
+
+Again, you can specify the names or the actual :class:`Vertex` objects instead.
+
+To add edges, use :meth:`Graph.add_edge` and :meth:`Graph.add_edges`:
+
+>>> g.add_edge(0, 2)
+>>> g.add_edges([(0, 2), (1, 3)])
+
+To remove edges, use :meth:`Graph.delete_edges`:
+
+>>> g.delete_edges([0, 5]) # remove by edge id
+
+You can also remove edges between source and target nodes.
+
+To contract vertices, use :meth:`Graph.contract_vertices`. Edges between contracted vertices will become loops.
+
+Graph operators
++++++++++++++++++
+It is possible to compute the union, intersection, difference, and other set operations (operators) between graphs.
+
+To compute the union of the graphs (nodes/edges in either are kept):
+
+>>> gu = ig.union([g, g2, g3])
+
+Similarly for the intersection (nodes/edges present in all are kept):
+
+>>> gu = ig.intersection([g, g2, g3])
+
+These two operations preserve attributes and can be performed with a few variations. The most important one is that vertices can be matched across the graphs by id (number) or by name.
+
+These and other operations are also available as methods of the :class:`Graph` class:
+
+>>> g.union(g2)
+>>> g.intersection(g2)
+>>> g.disjoint_union(g2)
+>>> g.difference(g2)
+>>> g.complementer()  # complement graph, same nodes but missing edges
+
+and even as numerical operators:
+
+>>> g |= g2
+>>> g_intersection = g and g2
+
+Topological sorting
++++++++++++++++++++
+To sort a graph topologically, use :meth:`Graph.topological_sorting`:
+
+>>> g = ig.Graph.Tree(10, 2, mode=ig.TREE_OUT)
+>>> g.topological_sorting()
+
+Graph traversal
++++++++++++++++++++++
+A common operation is traversing the graph. |igraph| currently exposes breadth-first search (BFS) via :meth:`Graph.bfs` and :meth:`Graph.bfsiter`:
+
+>>> [vertices, layers, parents] = g.bfs()
+>>> it = g.bfsiter()  # Lazy version
+
+Depth-first search has a similar infrastructure via :meth:`Graph.dfs` and :meth:`Graph.dfsiter`:
+
+>>> [vertices, parents] = g.dfs()
+>>> it = g.dfsiter()  # Lazy version
+
+To perform a random walk from a certain vertex, use :meth:`Graph.random_walk`:
+
+>>> vids = g.random_walk(0, 3)
+
+Pathfinding and cuts
+++++++++++++++++++++
+Several pathfinding algorithms are available:
+
+- :meth:`Graph.shortest_paths` or :meth:`Graph.get_shortest_paths`
+- :meth:`Graph.get_all_shortest_paths`
+- :meth:`Graph.get_all_simple_paths`
+- :meth:`Graph.spanning_tree` finds a minimum spanning tree
+
+As well as functions related to cuts and paths:
+
+- :meth:`Graph.mincut` calculates the minimum cut between the source and target vertices
+- :meth:`Graph.st_mincut` - as previous one, but returns a simpler data structure
+- :meth:`Graph.mincut_value` - as previous one, but returns only the value
+- :meth:`Graph.all_st_cuts`
+- :meth:`Graph.all_st_mincuts`
+- :meth:`Graph.edge_connectivity` or :meth:`Graph.edge_disjoint_paths` or :meth:`Graph.adhesion`
+- :meth:`Graph.vertex_connectivity` or :meth:`Graph.cohesion`
+
+See also the section on flow.
+
+Global properties
++++++++++++++++++++++
+A number of global graph measures are available.
+
+Basic:
+
+- :meth:`Graph.diameter` or :meth:`Graph.get_diameter`
+- :meth:`Graph.girth`
+- :meth:`Graph.radius`
+- :meth:`Graph.average_path_length`
+
+Distributions:
+
+- :meth:`Graph.degree_distribution`
+- :meth:`Graph.path_length_hist`
+
+Connectedness:
+
+- :meth:`Graph.all_minimal_st_separators`
+- :meth:`Graph.minimum_size_separators`
+- :meth:`Graph.cut_vertices` or :meth:`Graph.articulation_points`
+
+Cliques and motifs:
+
+- :meth:`Graph.clique_number` (aka :meth:`Graph.omega`)
+- :meth:`Graph.cliques`
+- :meth:`Graph.maximal_cliques`
+- :meth:`Graph.largest_cliques`
+- :meth:`Graph.motifs_randesu` and :meth:`Graph.motifs_randesu_estimate`
+- :meth:`Graph.motifs_randesu_no` counts the number of motifs
+
+Directed acyclic graphs:
+
+- :meth:`Graph.is_dag`
+- :meth:`Graph.feedback_arc_set`
+- :meth:`Graph.topological_sorting`
+
+Optimality:
+
+- :meth:`Graph.farthest_points`
+- :meth:`Graph.modularity`
+- :meth:`Graph.maximal_cliques`
+- :meth:`Graph.largest_cliques`
+- :meth:`Graph.independence_number` (aka :meth:`Graph.alpha`)
+- :meth:`Graph.maximal_independent_vertex_sets`
+- :meth:`Graph.largest_independent_vertex_sets`
+- :meth:`Graph.mincut`
+- :meth:`Graph.mincut_value`
+- :meth:`Graph.feedback_arc_set`
+- :meth:`Graph.maximum_bipartite_matching` (bipartite graphs)
+
+Other complex measures are:
+
+- :meth:`Graph.assortativity`
+- :meth:`Graph.assortativity_degree`
+- :meth:`Graph.assortativity_nominal`
+- :meth:`Graph.density`
+- :meth:`Graph.transitivity_undirected`
+- :meth:`Graph.transitivity_avglocal_undirected`
+- :meth:`Graph.dyad_census`
+- :meth:`Graph.triad_census`
+- :meth:`Graph.reciprocity` (directed graphs)
+- :meth:`Graph.isoclass` (only 3 or 4 vertices)
+- :meth:`Graph.biconnected_components` aka :meth:`Graph.blocks`
+
+Boolean properties:
+
+- :meth:`Graph.is_bipartite`
+- :meth:`Graph.is_connected`
+- :meth:`Graph.is_dag`
+- :meth:`Graph.is_directed`
+- :meth:`Graph.is_named`
+- :meth:`Graph.is_simple`
+- :meth:`Graph.is_weighted`
+- :meth:`Graph.has_multiple`
+
+Vertex properties
++++++++++++++++++++
+A spectrum of vertex-level properties can be computed. Similarity measures include:
+
+- :meth:`Graph.similarity_dice`
+- :meth:`Graph.similarity_jaccard`
+- :meth:`Graph.similarity_inverse_log_weighted`
+- :meth:`Graph.diversity`
+
+Structural:
+
+- :meth:`Graph.authority_score`
+- :meth:`Graph.hub_score`
+- :meth:`Graph.betweenness`
+- :meth:`Graph.bibcoupling`
+- :meth:`Graph.closeness`
+- :meth:`Graph.constraint`
+- :meth:`Graph.cocitation`
+- :meth:`Graph.coreness` (aka :meth:`Graph.shell_index`)
+- :meth:`Graph.eccentricity`
+- :meth:`Graph.eigenvector_centrality`
+- :meth:`Graph.pagerank`
+- :meth:`Graph.personalized_pagerank`
+- :meth:`Graph.strength`
+- :meth:`Graph.transitivity_local_undirected`
+
+Connectedness:
+
+- :meth:`Graph.subcomponent`
+- :meth:`Graph.is_separator`
+- :meth:`Graph.is_minimal_separator`
+
+Edge properties
++++++++++++++++
+As for vertices, edge properties are implemented. Basic properties include:
+
+- :meth:`Graph.is_loop`
+- :meth:`Graph.is_multiple`
+- :meth:`Graph.is_mutual`
+- :meth:`Graph.count_multiple`
+
+and more complex ones:
+
+- :meth:`Graph.edge_betweenness`
+
+Matrix representations
++++++++++++++++++++++++
+Matrix-related functionality includes:
+
+- :meth:`Graph.get_adjacency`
+- :meth:`Graph.get_adjacency_sparse` (sparse CSR matrix version)
+- :meth:`Graph.laplacian`
+
+Clustering
+++++++++++
+|igraph| includes several approaches to unsupervised graph clustering and community detection:
+
+- :meth:`Graph.components` (aka :meth:`Graph.clusters`): the connected components
+- :meth:`Graph.cohesive_blocks`
+- :meth:`Graph.community_edge_betweenness`
+- :meth:`Graph.community_fastgreedy`
+- :meth:`Graph.community_infomap`
+- :meth:`Graph.community_label_propagation`
+- :meth:`Graph.community_leading_eigenvector`
+- :meth:`Graph.community_leading_eigenvector_naive`
+- :meth:`Graph.community_leiden`
+- :meth:`Graph.community_multilevel` (a version of Louvain)
+- :meth:`Graph.community_optimal_modularity` (exact solution, < 100 vertices)
+- :meth:`Graph.community_spinglass`
+- :meth:`Graph.community_walktrap`
+
+Simplification, permutations and rewiring
++++++++++++++++++++++++++++++++++++++++++
+To check is a graph is simple, you can use :meth:`Graph.is_simple`.
+
+>>> g.is_simple()
+
+To simplify a graph (remove multiedges and loops), use :meth:`Graph.simplify`:
+
+>>> g_simple = g.simplify()
+
+To return a directed/undirected copy of the graph, use :meth:`Graph.as_directed` and :meth:`Graph.as_undirected`, respectively.
+
+To permute the order of vertices, you can use :meth:`Graph.permute_vertices`:
+
+>>> g = ig.Tree(6, 2)
+>>> g_perm = g.permute_vertices([1, 0, 2, 3, 4, 5])
+
+The canonical permutation can be obtained via :meth:`Graph.canonical_permutation`, which can then be directly passed to the function above.
+
+To rewire the graph at random, there are:
+
+- :meth:`Graph.rewire` - preserves the degree distribution
+- :meth:`Graph.rewire_edges` - fixed rewiring probability for each endpoint
+
+Line graph
+++++++++++
+To compute the line graph of a graph `g`, which represents the connectedness of the *edges* of g, you can use :meth:`Graph.linegraph`:
+
+>>> g = Graph(n=4, edges=[[0, 1], [0, 2]])
+>>> gl = g.linegraph()
+
+In this case, the line graph has two vertices, representing the two edges of the original graph, and one edge, representing the point where
+those two original edges touch.
+
+Composition and subgraphs
+++++++++++++++++++++++++++
+The function :meth:`Graph.decompose` decomposes the graph into subgraphs. Vice versa, the function :meth:`Graph.compose` returns the composition of two graphs.
+
+To compute the subgraph spannes by some vertices/edges, use :meth:`Graph.subgraph` (aka :meth:`Graph.induced_subgraph`) and :meth:`Graph.subgraph_edges`:
+
+>>> g_sub = g.subgraph([0, 1])
+>>> g_sub = g.subgraph_edges([0])
+
+To compute the minimum spanning tree, use :meth:`Graph.spanning_tree`.
+
+To compute graph k-cores, the method :meth:`Graph.k_core` is available.
+
+The dominator tree from a given node can be obtained with :meth:`Graph.dominator`.
+
+Bipartite graphs can be decomposed using :meth:`Graph.bipartite_projection`. The size of the projections can be computed using :meth:`Graph.bipartite_projection_size`.
+
+Morphisms
+++++++++++++++++++
+|igraph| enables comparisons between graphs:
+
+- :meth:`Graph.isomorphic`
+- :meth:`Graph.isomorphic_vf2`
+- :meth:`Graph.subisomorphic_vf2`
+- :meth:`Graph.subisomorphic_lad`
+- :meth:`Graph.get_isomorphisms_vf2`
+- :meth:`Graph.get_subisomorphisms_vf2`
+- :meth:`Graph.get_subisomorphisms_lad`
+- :meth:`Graph.get_automorphisms_vf2`
+- :meth:`Graph.count_isomorphisms_vf2`
+- :meth:`Graph.count_subisomorphisms_vf2`
+- :meth:`Graph.count_automorphisms_vf2`
+
+Flow
+++++
+Flow is a characteristic of directed graphs. The following functions are available:
+
+- :meth:`Graph.maxflow` between two nodes
+- :meth:`Graph.maxflow_value` - similar to the previous one, but only the value is returned
+- :meth:`Graph.gomory_hu_tree`
+
+Flow and cuts are closely related, therefore you might find the following functions useful as well:
+
+- :meth:`Graph.mincut` calculates the minimum cut between the source and target vertices
+- :meth:`Graph.st_mincut` - as previous one, but returns a simpler data structure
+- :meth:`Graph.mincut_value` - as previous one, but returns only the value
+- :meth:`Graph.all_st_cuts`
+- :meth:`Graph.all_st_mincuts`
+- :meth:`Graph.edge_connectivity` or :meth:`Graph.edge_disjoint_paths` or :meth:`Graph.adhesion`
+- :meth:`Graph.vertex_connectivity` or :meth:`Graph.cohesion`
+
+.. _API documentation: https://igraph.org/python/doc/igraph-module.html
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 3c42c39e4..a3f5b952e 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -7,6 +7,10 @@ The :class:`Graph` class is the main object used to generate graphs:
 
 >>> from igraph import Graph
 
+To copy a graph, use :meth:`Graph.copy`:
+
+>>> g_new = g.copy()
+
 From nodes and edges
 ++++++++++++++++++++
 Nodes are always numbered from 0 upwards. To create a generic graph with a specified number of nodes (e.g. 10) and a list of edges between them, you can use the generic constructor:
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bb1789bd7..3709fc569 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13096,7 +13096,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the algorithm assumes that there might be some loops in the graph\n"
    "  and calculates the density accordingly. If C{False}, the algorithm\n"
    "  assumes that there can't be any loops.\n"
-   "@return: the reciprocity of the graph."},
+   "@return: the density of the graph."},
 
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,

From 2d28d2f72f4efc6f5baef61ab599a520c5fbadc0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Aug 2020 13:45:55 +0200
Subject: [PATCH 0028/1681] trying to fix AppVeyor

---
 appveyor.yml | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index a602baa12..7e3ea6a77 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -23,10 +23,16 @@ platform:
   - x64
 
 install:
+  # update msys2 keyring first
+  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
+  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
+  - bash -lc "pacman --noconfirm -U msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
+
+  # update msys2
   - bash -lc "pacman --needed --noconfirm -Sy pacman-mirrors"
   - bash -lc "pacman --noconfirm -Sy"
-  - bash -lc "pacman --noconfirm -S zstd"
-  - bash -lc "pacman --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
+  - bash -lc "pacman --needed --noconfirm -S zstd"
+  - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
   - pip install cibuildwheel==1.1.0
 
 before_build:

From 2fa27a958f8509ce686a34e62aca6a2ca7dba011 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Aug 2020 13:46:50 +0200
Subject: [PATCH 0029/1681] ignore VSCode files

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 2a22ad337..06705accc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,6 +11,7 @@ igraph/*.so
 .eggs/
 .tox
 .venv/
+.vscode/
 docker/wheelhouse
 vendor/build/
 vendor/install/

From 5e4a5e2bc10b4ae9d7a9ede6343f55d7e8cdb82a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Aug 2020 13:47:24 +0200
Subject: [PATCH 0030/1681] DFS: query neighbors only once for each vertex,
 don't query when backtracking

---
 src/igraph/__init__.py  | 12 ++++++------
 tests/test_iterators.py |  4 ++--
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 96814300f..248754144 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3261,23 +3261,23 @@ def dfs(self, vid, mode=OUT):
         parents = []
 
         # ok start from vid
-        stack.append(vid)
+        stack.append((vid, self.neighbors(vid, mode=mode)))
         vids.append(vid)
         parents.append(vid)
         added[vid] = True
 
         # go down the rabbit hole
         while stack:
-            vid = stack[-1]
-            neighbors = self.neighbors(vid, mode=mode)
-            for neighbor in neighbors:
+            vid, neighbors = stack[-1]
+            if neighbors:
+                # Get next neighbor to visit
+                neighbor = neighbors.pop()
                 if not added[neighbor]:
                     # Add hanging subtree neighbor
-                    stack.append(neighbor)
+                    stack.append((neighbor, self.neighbors(neighbor, mode=mode)))
                     vids.append(neighbor)
                     parents.append(vid)
                     added[neighbor] = True
-                    break
             else:
                 # No neighbor found, end of subtree
                 stack.pop()
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index 7bd6d81bf..b8777d275 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -23,8 +23,8 @@ def testBFSIter(self):
     def testDFS(self):
         g = Graph.Tree(10, 2)
         vs, ps = g.dfs(0)
-        self.assertEqual(vs, [0, 1, 3, 7, 8, 4, 9, 2, 5, 6])
-        self.assertEqual(ps, [0, 0, 1, 3, 3, 1, 4, 0, 2, 2])
+        self.assertEqual(vs, [0, 2, 6, 5, 1, 4, 9, 3, 8, 7])
+        self.assertEqual(ps, [0, 0, 2, 2, 0, 1, 4, 1, 3, 3])
 
     def testDFSIter(self):
         g = Graph.Tree(10, 2)

From ab6d22bc9a53022329c684a9d7890d5edec98a10 Mon Sep 17 00:00:00 2001
From: Yisu Remy Wang <remy.sucre@gmail.com>
Date: Mon, 10 Aug 2020 12:50:06 -0700
Subject: [PATCH 0031/1681] Clarify Read_EdgeList behavior (#323)

---
 src/_igraph/graphobject.c | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3709fc569..7585b4c3b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14658,7 +14658,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
    "Read_Edgelist(f, directed=True)\n\n"
    "Reads an edge list from a file and creates a graph based on it.\n\n"
-   "Please note that the vertex indices are zero-based.\n\n"
+   "Please note that the vertex indices are zero-based. A vertex of zero\n"
+   "degree will be created for every integer that is in range but does not\n"
+   "appear in the edgelist.\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
   /* interface to igraph_read_graph_graphdb */

From 7c1ed6dfce8604105cf2e606f28b49277b29e7b4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Aug 2020 00:05:38 +0200
Subject: [PATCH 0032/1681] clarified VertexClustering.giant() documentation,
 fixes #324

---
 src/igraph/clustering.py | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 18660df93..8f519ddb1 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -422,13 +422,16 @@ def subgraphs(self):
 
 
     def giant(self):
-        """Returns the giant community of the clustered graph.
+        """Returns the largest cluster of the clustered graph.
 
-        The giant component a community for which no larger community exists.
-        @note: there can be multiple giant communities, this method will return
-          the copy of an arbitrary one if there are multiple giant communities.
+        The largest cluster is a cluster for which no larger cluster exists in
+        the clustering. It may also be known as the I{giant community} if the
+        clustering represents the result of a community detection function.
 
-        @return: a copy of the giant community.
+        @note: there can be multiple largest clusters, this method will return
+          the copy of an arbitrary one if there are multiple largest clusters.
+
+        @return: a copy of the largest cluster.
         @precondition: the vertex set of the graph hasn't been modified since
           the moment the clustering was constructed.
         """

From 4e30ad1ce5864fbe15245bb44f275faef6ed646c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Aug 2020 00:05:55 +0200
Subject: [PATCH 0033/1681] Python virtualenvs are typically called 'venv' or
 '.venv' so we use that in the docs

---
 doc/source/install.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 45c26fbd9..6f067f093 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -44,8 +44,8 @@ Many users like to install packages into a project-specific `virtual environment
 <https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_.
 A variation of the following commands should work on most platforms:
 
-  $ python -m venv ENV
-  $ source ENV/bin/activate
+  $ python -m venv venv
+  $ source venv/bin/activate
   $ pip install python-igraph
 
 To test the installed package, launch Python within the virtual environment and run the

From 2b5cf8a96b37e0080fede75f2294c5975e9b588f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 24 Aug 2020 19:10:19 +0200
Subject: [PATCH 0034/1681] fix incorrect handling of loop edges in graph
 difference

---
 tests/test_operators.py | 16 ++++++++++++++++
 vendor/source/igraph    |  2 +-
 2 files changed, 17 insertions(+), 1 deletion(-)

diff --git a/tests/test_operators.py b/tests/test_operators.py
index f539389f2..23b279140 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -22,6 +22,22 @@ def testIntersection(self):
     def testUnion(self):
         g = Graph.Tree(7, 2) | Graph.Lattice([7])
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
+        self.assertTrue(sorted(g.get_edgelist()) == [
+            (0, 1), (0, 2), (0, 6), (1, 2), (1, 3), (1, 4), (2, 3), (2, 5),
+            (2, 6), (3, 4), (4, 5), (5, 6)
+        ])
+
+    def testDifference(self):
+        g = Graph.Tree(7, 2) - Graph.Lattice([7])
+        self.assertTrue(g.vcount() == 7 and g.ecount() == 5)
+        self.assertTrue(sorted(g.get_edgelist()) == [(0, 2), (1, 3), (1, 4), (2, 5), (2, 6)])
+
+    def testDifferenceWithSelfLoop(self):
+        # https://github.com/igraph/igraph/issues/597#
+        g = Graph.Ring(10) + [(0, 0)]
+        g -= Graph.Ring(5)
+        self.assertTrue(g.vcount() == 10 and g.ecount() == 7)
+        self.assertTrue(sorted(g.get_edgelist()) == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)])
 
     def testInPlaceAddition(self):
         g = Graph.Full(3)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4986fba9e..878de1310 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4986fba9e43740acf2f02d081aea8dd221e2372c
+Subproject commit 878de131016b23dc3b66d24e598c41325715b21f

From bd3e5cbb4a0bfd9524beae399eb1d1c76a6f7216 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 2 Sep 2020 13:09:18 +0200
Subject: [PATCH 0035/1681] allow keyword arguments for Graph.complementer()

---
 src/_igraph/graphobject.c |  7 ++++---
 src/_igraph/graphobject.h |  2 +-
 tests/test_operators.py   | 18 ++++++++++++++++++
 3 files changed, 23 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7585b4c3b..24cba807c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9717,13 +9717,14 @@ PyObject *igraphmodule_Graph_difference(igraphmodule_GraphObject * self,
  * \brief Creates the complementer of a graph
  */
 PyObject *igraphmodule_Graph_complementer(igraphmodule_GraphObject * self,
-                                          PyObject * args)
+                                          PyObject * args, PyObject * kwds)
 {
+  static char *kwlist[] = { "loops", NULL };
   igraphmodule_GraphObject *result;
   PyObject *o = Py_True;
   igraph_t g;
 
-  if (!PyArg_ParseTuple(args, "|O", &o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &o))
     return NULL;
   if (igraph_complementer(&g, &self->g, PyObject_IsTrue(o))) {
     igraphmodule_handle_igraph_error();
@@ -15264,7 +15265,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // OPERATORS //
   ///////////////
   {"complementer", (PyCFunction) igraphmodule_Graph_complementer,
-   METH_VARARGS,
+   METH_VARARGS | METH_KEYWORDS,
    "complementer(loops=False)\n\n"
    "Returns the complementer of the graph\n\n"
    "@param loops: whether to include loop edges in the complementer.\n"
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 5c87becd6..3a00e0236 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -186,7 +186,7 @@ PyObject* igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject* self);
 PyObject* igraphmodule_Graph_get_vertices(igraphmodule_GraphObject* self, void* closure);
 PyObject* igraphmodule_Graph_get_edges(igraphmodule_GraphObject* self, void* closure);
 
-PyObject* igraphmodule_Graph_complementer(igraphmodule_GraphObject* self, PyObject* args);
+PyObject* igraphmodule_Graph_complementer(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
 PyObject* igraphmodule_Graph_complementer_op(igraphmodule_GraphObject* self);
 PyObject* igraphmodule_Graph_compose(igraphmodule_GraphObject* self, PyObject* other);
 PyObject* igraphmodule_Graph_difference(igraphmodule_GraphObject* self, PyObject* other);
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 23b279140..7ea92ec00 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -10,6 +10,24 @@
     np = None
 
 class OperatorTests(unittest.TestCase):
+    def testComplementer(self):
+        g = Graph.Full(3)
+        g2 = g.complementer()
+        self.assertTrue(g2.vcount() == 3 and g2.ecount() == 3)
+        self.assertTrue(sorted(g2.get_edgelist()) == [(0, 0), (1, 1), (2, 2)])
+
+        g = Graph.Full(3) + Graph.Full(2)
+        g2 = g.complementer(False)
+        self.assertTrue(sorted(g2.get_edgelist()) == [
+            (0, 3), (0, 4), (1, 3), (1, 4), (2, 3), (2, 4)
+        ])
+
+        g2 = g.complementer(loops=True)
+        self.assertTrue(sorted(g2.get_edgelist()) == [
+            (0, 0), (0, 3), (0, 4), (1, 1), (1, 3), (1, 4), (2, 2), (2, 3), (2, 4),
+            (3, 3), (4, 4)
+        ])
+
     def testMultiplication(self):
         g = Graph.Full(3)*3
         self.assertTrue(g.vcount() == 9 and g.ecount() == 9

From 88f2b3274403b68672a0ea316d23c39c4b5f3f5a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 2 Sep 2020 13:10:11 +0200
Subject: [PATCH 0036/1681] added Pandas to tox test environment because one of
 the unittests needs Pandas

---
 tox.ini | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tox.ini b/tox.ini
index e47224111..ffd3a411d 100644
--- a/tox.ini
+++ b/tox.ini
@@ -12,6 +12,7 @@ deps =
     scipy; platform_python_implementation != "PyPy"
     numpy; platform_python_implementation != "PyPy"
     networkx
+    pandas
 setenv =
     TESTING_IN_TOX=1
 

From 1b469ceff7105f16f618daba137f5c606fed03b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 11 Sep 2020 10:41:12 +0200
Subject: [PATCH 0037/1681] added Graph.bridges(), closes #328

---
 src/_igraph/graphobject.c | 35 +++++++++++++++++++++++++++++++++++
 tests/test_structural.py  |  8 ++++++++
 2 files changed, 43 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 24cba807c..8bed60901 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3970,6 +3970,32 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
   return Py_BuildValue("llll", (long)vcount1, (long)ecount1, (long)vcount2, (long)ecount2);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the bridges of a graph.
+ * \return the list of bridges in a PyObject
+ * \sa igraph_bridges
+ */
+PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
+  igraph_vector_t res;
+  PyObject *o;
+  if (igraph_vector_init(&res, 0)) {
+	igraphmodule_handle_igraph_error();
+	return NULL;
+  }
+
+  if (igraph_bridges(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&res);
+    return NULL;
+  }
+
+  igraph_vector_sort(&res);
+  o = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
+  igraph_vector_destroy(&res);
+
+  return o;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the closeness centrality of some vertices in a graph.
  * \return the closeness centralities as a list (or a single float)
@@ -12977,6 +13003,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Internal function, undocumented.\n\n"
    "@see: Graph.bipartite_projection_size()\n"},
 
+  /* interface to igraph_bridges */
+  {"bridges", (PyCFunction)igraphmodule_Graph_bridges,
+   METH_NOARGS,
+   "bridges()\n\n"
+   "Returns the list of bridges in the graph.\n\n"
+   "An edge is a bridge if its removal increases the number of (weakly) connected\n"
+   "components in the graph.\n"
+  },
+
   /* interface to igraph_closeness */
   {"closeness", (PyCFunction) igraphmodule_Graph_closeness,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 22e6aedb1..2f192ce4c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -375,6 +375,14 @@ def testNeighborhoodSize(self):
 
 
 class MiscTests(unittest.TestCase):
+    def testBridges(self):
+        g = Graph(5, [(0, 1), (1, 2), (2, 0), (0, 3), (3, 4)])
+        self.assertTrue(g.bridges() == [3, 4])
+        g = Graph(7, [(0, 1), (1, 2), (2, 0), (1, 6), (1, 3), (1, 4), (3, 5), (4, 5)])
+        self.assertTrue(g.bridges() == [3])
+        g = Graph(3, [(0, 1), (1, 2), (2, 3)])
+        self.assertTrue(g.bridges() == [0, 1, 2])
+        
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         self.assertTrue(isinstance(g.constraint(), list)) # TODO check more

From 0da6bb668cc1e6dc976525d9e92da6a1d647e84d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 11 Sep 2020 12:49:31 +0200
Subject: [PATCH 0038/1681] exclude Pandas and NetworkX installation from pypy
 test run to prevent a timeout on the CI server

---
 tox.ini | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tox.ini b/tox.ini
index ffd3a411d..84fac76bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -11,8 +11,8 @@ commands = python -m unittest
 deps =
     scipy; platform_python_implementation != "PyPy"
     numpy; platform_python_implementation != "PyPy"
-    networkx
-    pandas
+    networkx; platform_python_implementation != "PyPy"
+    pandas; platform_python_implementation != "PyPy"
 setenv =
     TESTING_IN_TOX=1
 

From b7690ecf7b2632d48c5939f89890db0068b337eb Mon Sep 17 00:00:00 2001
From: deeenes <turei.denes@gmail.com>
Date: Mon, 14 Sep 2020 08:57:34 +0200
Subject: [PATCH 0039/1681] GraphSummary: vertex names can be not only str but
 something else that can be cast to str (#329)

---
 src/igraph/summary.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 69ef3eb36..143b597b0 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -152,7 +152,7 @@ def _construct_edgelist_adjlist(self):
 
         if self._graph.is_named():
             names = self._graph.vs["name"]
-            maxlen = max(len(name) for name in names)
+            maxlen = max(len(str(name)) for name in names)
             format_str = "%%%ds %s %%s" % (maxlen, self._arrow)
             for v1, name in enumerate(names):
                 neis = self._graph.successors(v1)

From 1c9cf10aa6291d7d65ade5cf2a434e5a245b2a37 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 23 Sep 2020 19:54:21 +1000
Subject: [PATCH 0040/1681] Union/intersection of graphs with vertex names
 (#310)

---
 src/_igraph/convert.c      |  35 +++
 src/_igraph/convert.h      |   2 +
 src/_igraph/graphobject.c  | 213 +---------------
 src/_igraph/graphobject.h  |   3 +-
 src/_igraph/igraphmodule.c |  15 +-
 src/_igraph/operators.c    | 316 ++++++++++++++++++++++++
 src/_igraph/operators.h    |  32 +++
 src/igraph/__init__.py     |  73 +++++-
 src/igraph/operators.py    | 482 +++++++++++++++++++++++++++++++++++++
 tests/test_generators.py   |   8 +-
 tests/test_operators.py    |  94 +++++++-
 11 files changed, 1041 insertions(+), 232 deletions(-)
 create mode 100644 src/_igraph/operators.c
 create mode 100644 src/_igraph/operators.h
 create mode 100644 src/igraph/operators.py

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 947ba6789..1dcb2ec1f 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2345,6 +2345,41 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Appends the contents of a Python iterator returning graphs to
+ * an \c igraph_vectorptr_t, and also stores the class of the first graph
+ *
+ * The incoming \c igraph_vector_ptr_t should be INITIALIZED.
+ * Raises suitable Python exceptions when needed.
+ *
+ * \param it the Python iterator
+ * \param v the \c igraph_vector_ptr_t which will contain the result
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
+    igraph_vector_ptr_t *v,
+    PyTypeObject **g_type) {
+  PyObject *t;
+  int first = 1;
+
+  while ((t=PyIter_Next(it))) {
+    if (!PyObject_TypeCheck(t, &igraphmodule_GraphType)) {
+      PyErr_SetString(PyExc_TypeError, "iterable argument must contain graphs");
+      Py_DECREF(t);
+      return 1;
+    }
+    if (first) {
+      *g_type = Py_TYPE(t);
+      first = 0;
+    }
+    igraph_vector_ptr_push_back(v, &((igraphmodule_GraphObject*)t)->g);
+    Py_DECREF(t);
+  }
+
+  return 0;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as a single vertex ID
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 635ddb6a0..5385c1293 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -100,6 +100,8 @@ PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
 		igraph_vector_ptr_t *v);
+int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
+		igraph_vector_ptr_t *v, PyTypeObject **g_type);
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
                   igraph_t *graph, igraph_bool_t *return_single,
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8bed60901..d39a35702 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -268,7 +268,8 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
  *
  * The newly created instance (which will be a subtype of )\c igraph.Graph)
  * will take ownership of the given \c igraph_t. This function is not
- * accessible from Python.
+ * accessible from Python, however it is in the header file for other C API
+ * functions to use.
  */
 PyObject* igraphmodule_Graph_subclass_from_igraph_t(
   PyTypeObject* type, igraph_t *graph
@@ -9522,195 +9523,10 @@ PyObject *igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject * self)
 }
 
 /**********************************************************************
- * Graph operations (union, intersection etc)                         *
+ * Graph operations                             *
+ * Disjoint union, union and intersection are in operators.c          *
  **********************************************************************/
 
-/** \ingroup python_interface_graph
- * \brief Creates the disjoint union of two graphs (operator version)
- */
-PyObject *igraphmodule_Graph_disjoint_union(igraphmodule_GraphObject * self,
-                                            PyObject * other)
-{
-  PyObject *it;
-  igraphmodule_GraphObject *o, *result;
-  igraph_t g;
-
-  /* Did we receive an iterable? */
-  it = PyObject_GetIter(other);
-  if (it) {
-    /* Get all elements, store the graphs in an igraph_vector_ptr */
-    igraph_vector_ptr_t gs;
-    if (igraph_vector_ptr_init(&gs, 0)) {
-      Py_DECREF(it);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraph_vector_ptr_push_back(&gs, &self->g)) {
-      Py_DECREF(it);
-      igraph_vector_ptr_destroy(&gs);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(it, &gs)) {
-      igraph_vector_ptr_destroy(&gs);
-      Py_DECREF(it);
-      return NULL;
-    }
-    Py_DECREF(it);
-
-    /* Create disjoint union */
-    if (igraph_disjoint_union_many(&g, &gs)) {
-      igraph_vector_ptr_destroy(&gs);
-      return igraphmodule_handle_igraph_error();
-    }
-
-    igraph_vector_ptr_destroy(&gs);
-  } else {
-    PyErr_Clear();
-    if (!PyObject_TypeCheck(other, &igraphmodule_GraphType)) {
-      Py_INCREF(Py_NotImplemented);
-      return Py_NotImplemented;
-    }
-    o = (igraphmodule_GraphObject *) other;
-
-    if (igraph_disjoint_union(&g, &self->g, &o->g)) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
-  }
-
-  /* this is correct as long as attributes are not copied by the
-   * operator. if they are copied, the initialization should not empty
-   * the attribute hashes */
-  CREATE_GRAPH(result, g);
-
-  return (PyObject *) result;
-}
-
-/** \ingroup python_interface_graph
- * \brief Creates the union of two graphs (operator version)
- */
-PyObject *igraphmodule_Graph_union(igraphmodule_GraphObject * self,
-                                   PyObject * other)
-{
-  PyObject *it;
-  igraphmodule_GraphObject *o, *result;
-  igraph_t g;
-
-  /* Did we receive an iterable? */
-  it = PyObject_GetIter(other);
-  if (it) {
-    /* Get all elements, store the graphs in an igraph_vector_ptr */
-    igraph_vector_ptr_t gs;
-    if (igraph_vector_ptr_init(&gs, 0)) {
-      Py_DECREF(it);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraph_vector_ptr_push_back(&gs, &self->g)) {
-      Py_DECREF(it);
-      igraph_vector_ptr_destroy(&gs);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(it, &gs)) {
-      Py_DECREF(it);
-      igraph_vector_ptr_destroy(&gs);
-      return NULL;
-    }
-    Py_DECREF(it);
-
-    /* Create union */
-    if (igraph_union_many(&g, &gs, /*edgemaps=*/ 0)) {
-      igraph_vector_ptr_destroy(&gs);
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
-
-    igraph_vector_ptr_destroy(&gs);
-  }
-  else {
-    PyErr_Clear();
-    if (!PyObject_TypeCheck(other, &igraphmodule_GraphType)) {
-      Py_INCREF(Py_NotImplemented);
-      return Py_NotImplemented;
-    }
-    o = (igraphmodule_GraphObject *) other;
-
-    if (igraph_union(&g, &self->g, &o->g, /*edge_map1=*/ 0,
-		     /*edge_map2=*/ 0)) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
-  }
-
-  /* this is correct as long as attributes are not copied by the
-   * operator. if they are copied, the initialization should not empty
-   * the attribute hashes */
-  CREATE_GRAPH(result, g);
-
-  return (PyObject *) result;
-}
-
-/** \ingroup python_interface_graph
- * \brief Creates the intersection of two graphs (operator version)
- */
-PyObject *igraphmodule_Graph_intersection(igraphmodule_GraphObject * self,
-                                          PyObject * other)
-{
-  PyObject *it;
-  igraphmodule_GraphObject *o, *result;
-  igraph_t g;
-
-  /* Did we receive an iterable? */
-  it = PyObject_GetIter(other);
-  if (it) {
-    /* Get all elements, store the graphs in an igraph_vector_ptr */
-    igraph_vector_ptr_t gs;
-    if (igraph_vector_ptr_init(&gs, 0)) {
-      Py_DECREF(it);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraph_vector_ptr_push_back(&gs, &self->g)) {
-      Py_DECREF(it);
-      igraph_vector_ptr_destroy(&gs);
-      return igraphmodule_handle_igraph_error();
-    }
-    if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(it, &gs)) {
-      Py_DECREF(it);
-      igraph_vector_ptr_destroy(&gs);
-      return NULL;
-    }
-    Py_DECREF(it);
-
-    /* Create union */
-    if (igraph_intersection_many(&g, &gs, /*edgemaps=*/ 0)) {
-      igraph_vector_ptr_destroy(&gs);
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
-
-    igraph_vector_ptr_destroy(&gs);
-  }
-  else {
-    PyErr_Clear();
-    if (!PyObject_TypeCheck(other, &igraphmodule_GraphType)) {
-      Py_INCREF(Py_NotImplemented);
-      return Py_NotImplemented;
-    }
-    o = (igraphmodule_GraphObject *) other;
-
-    if (igraph_intersection(&g, &self->g, &o->g, /*edge_map1=*/ 0,
-			    /*edge_map2=*/ 0)) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
-  }
-
-  /* this is correct as long as attributes are not copied by the
-   * operator. if they are copied, the initialization should not empty
-   * the attribute hashes */
-  CREATE_GRAPH(result, g);
-
-  return (PyObject *) result;
-}
-
 /** \ingroup python_interface_graph
  * \brief Creates the difference of two graphs (operator version)
  */
@@ -15310,23 +15126,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"difference", (PyCFunction) igraphmodule_Graph_difference,
    METH_O,
    "difference(other)\n\nSubtracts the given graph from the original"},
-  {"disjoint_union", (PyCFunction) igraphmodule_Graph_disjoint_union,
-   METH_O,
-   "disjoint_union(graphs)\n\n"
-   "Creates the disjoint union of two (or more) graphs.\n\n"
-   "@param graphs: the list of graphs to be united with the current one.\n"},
-  {"intersection", (PyCFunction) igraphmodule_Graph_intersection,
-   METH_O,
-   "intersection(graphs)\n\n"
-   "Creates the intersection of two (or more) graphs.\n\n"
-   "@param graphs: the list of graphs to be intersected with\n"
-   "  the current one.\n"},
-  {"union", (PyCFunction) igraphmodule_Graph_union,
-   METH_O,
-   "union(graphs)\n\n"
-   "Creates the union of two (or more) graphs.\n\n"
-   "@param graphs: the list of graphs to be united with\n"
-   "  the current one.\n"},
 
   /**********************/
   /* DOMINATORS         */
@@ -16064,9 +15863,9 @@ PyNumberMethods igraphmodule_Graph_as_number = {
   (unaryfunc) igraphmodule_Graph_complementer_op, /*nb_invert */
   0,                            /*nb_lshift */
   0,                            /*nb_rshift */
-  (binaryfunc) igraphmodule_Graph_intersection, /*nb_and */
+  0,                            /*nb_and */
   0,                            /*nb_xor */
-  (binaryfunc) igraphmodule_Graph_union,  /*nb_or */
+  0,                            /*nb_or */
 #ifndef IGRAPH_PYTHON3
   0,                            /*nb_coerce */
 #endif
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 3a00e0236..618dbb97b 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -55,6 +55,7 @@ int igraphmodule_Graph_clear(igraphmodule_GraphObject *self);
 int igraphmodule_Graph_traverse(igraphmodule_GraphObject *self, visitproc visit, void *arg);
 void igraphmodule_Graph_dealloc(igraphmodule_GraphObject* self);
 int igraphmodule_Graph_init(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
+PyObject* igraphmodule_Graph_subclass_from_igraph_t(PyTypeObject* type, igraph_t *graph);
 PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph);
 PyObject* igraphmodule_Graph_str(igraphmodule_GraphObject *self);
 
@@ -191,8 +192,6 @@ PyObject* igraphmodule_Graph_complementer_op(igraphmodule_GraphObject* self);
 PyObject* igraphmodule_Graph_compose(igraphmodule_GraphObject* self, PyObject* other);
 PyObject* igraphmodule_Graph_difference(igraphmodule_GraphObject* self, PyObject* other);
 PyObject* igraphmodule_Graph_disjoint_union(igraphmodule_GraphObject* self, PyObject* other);
-PyObject* igraphmodule_Graph_intersection(igraphmodule_GraphObject* self, PyObject* other);
-PyObject* igraphmodule_Graph_union(igraphmodule_GraphObject* self, PyObject* other);
 
 PyObject* igraphmodule_Graph_bfs(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
 PyObject* igraphmodule_Graph_bfsiter(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index fcd79063e..5e671486a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -37,6 +37,7 @@
 #include "random.h"
 #include "vertexobject.h"
 #include "vertexseqobject.h"
+#include "operators.h"
 
 #define IGRAPH_MODULE
 #include "igraphmodule_api.h"
@@ -651,6 +652,18 @@ static PyMethodDef igraphmodule_methods[] =
     METH_VARARGS | METH_KEYWORDS,
     "_split_join_distance(comm1, comm2)"
   },
+  {"_disjoint_union", (PyCFunction)igraphmodule__disjoint_union,
+    METH_VARARGS | METH_KEYWORDS,
+    "_disjoint_union(graphs)"
+  },
+  {"_union", (PyCFunction)igraphmodule__union,
+    METH_VARARGS | METH_KEYWORDS,
+    "_union(graphs, edgemaps)"
+  },
+  {"_intersection", (PyCFunction)igraphmodule__intersection,
+    METH_VARARGS | METH_KEYWORDS,
+    "_intersection(graphs, edgemaps)"
+  },
   {NULL, NULL, 0, NULL}
 };
 
@@ -658,7 +671,7 @@ static PyMethodDef igraphmodule_methods[] =
   "Low-level Python interface for the igraph library. " \
   "Should not be used directly.\n\n"                    \
   "@undocumented: community_to_membership, _compare_communities, _power_law_fit, " \
-  "_split_join_distance"
+  "_split_join_distance, _union, _intersection, _disjoint_union"
 
 /**
  * Module definition table (only for Python 3.x)
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
new file mode 100644
index 000000000..3de9d4c15
--- /dev/null
+++ b/src/_igraph/operators.c
@@ -0,0 +1,316 @@
+/* vim:set ts=4 sw=2 sts=2 et:  */
+/*
+   IGraph library.
+   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#include "common.h"
+#include "convert.h"
+#include "error.h"
+#include "graphobject.h"
+
+
+/** \ingroup python_interface_graph
+ * \brief Creates the disjoint union of two or more graphs
+ */
+PyObject *igraphmodule__disjoint_union(PyObject *self,
+		PyObject *args, PyObject *kwds)
+{
+  static char* kwlist[] = { "graphs", NULL };
+  PyObject *it, *graphs;
+  long int no_of_graphs;
+  igraph_vector_ptr_t gs;
+  igraphmodule_GraphObject *o;
+  PyObject *result;
+  PyTypeObject *result_type;
+  igraph_t g;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist,
+      &graphs))
+    return NULL;
+
+  /* Needs to be an iterable */
+  it = PyObject_GetIter(graphs);
+  if (!it) {
+      Py_DECREF(it);
+      return igraphmodule_handle_igraph_error();
+  }
+
+  /* Get all elements, store the graphs in an igraph_vector_ptr */
+  if (igraph_vector_ptr_init(&gs, 0)) {
+    Py_DECREF(it);
+    return igraphmodule_handle_igraph_error();
+  }
+  if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(it, &gs, &result_type)) {
+    Py_DECREF(it);
+    igraph_vector_ptr_destroy(&gs);
+    return NULL;
+  }
+  Py_DECREF(it);
+  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+
+  /* Create disjoint union */
+  if (igraph_disjoint_union_many(&g, &gs)) {
+    igraph_vector_ptr_destroy(&gs);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_ptr_destroy(&gs);
+
+  /* this is correct as long as attributes are not copied by the
+   * operator. if they are copied, the initialization should not empty
+   * the attribute hashes */
+  if (no_of_graphs > 0) {
+    result = igraphmodule_Graph_subclass_from_igraph_t(
+        result_type,
+        &g);
+  }
+  else {
+    result = igraphmodule_Graph_from_igraph_t(&g);
+  }
+
+  return result;
+}
+
+
+/** \ingroup python_interface_graph
+ * \brief Creates the union of two or more graphs
+ */
+PyObject *igraphmodule__union(PyObject *self,
+		PyObject *args, PyObject *kwds)
+{
+  static char* kwlist[] = { "graphs", "edgemaps", NULL };
+  PyObject *it, *em_list, *graphs, *with_edgemaps_o;
+  int with_edgemaps = 0;
+  long int no_of_graphs;
+  igraph_vector_ptr_t gs;
+  igraphmodule_GraphObject *o;
+  PyObject *result;
+  PyTypeObject *result_type;
+  igraph_t g;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist,
+      &graphs, &with_edgemaps_o))
+    return NULL;
+
+  if (PyObject_IsTrue(with_edgemaps_o))
+    with_edgemaps = 1;
+
+  /* Needs to be an iterable */
+  it = PyObject_GetIter(graphs);
+  if (!it) {
+      Py_DECREF(it);
+      return igraphmodule_handle_igraph_error();
+  }
+
+  /* Get all elements, store the graphs in an igraph_vector_ptr */
+  if (igraph_vector_ptr_init(&gs, 0)) {
+    Py_DECREF(it);
+    return igraphmodule_handle_igraph_error();
+  }
+  if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(it, &gs, &result_type)) {
+    Py_DECREF(it);
+    igraph_vector_ptr_destroy(&gs);
+    return NULL;
+  }
+  Py_DECREF(it);
+  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+
+  if (with_edgemaps) {
+    /* prepare edgemaps */
+    igraph_vector_ptr_t edgemaps;
+    if (igraph_vector_ptr_init(&edgemaps, 0)) {
+      return igraphmodule_handle_igraph_error();
+    }
+
+    /* Create union */
+    if (igraph_union_many(&g, &gs, &edgemaps)) {
+      igraph_vector_ptr_destroy(&gs);
+      igraph_vector_ptr_destroy(&edgemaps);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+
+    /* extract edgemaps */
+    long int i;
+    em_list = PyList_New((Py_ssize_t) no_of_graphs);
+    for (i = 0; i < no_of_graphs; i++) {
+      long int j;
+      long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
+      igraph_vector_t *map = VECTOR(edgemaps)[i];
+      PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
+      for (j = 0; j < no_of_edges; j++) {
+        PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
+        PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+      }
+      PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+    }
+    igraph_vector_ptr_destroy(&edgemaps);
+  }
+  else {
+    /* Create union */
+    if (igraph_union_many(&g, &gs, /* edgemaps */ 0)) {
+      igraph_vector_ptr_destroy(&gs);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
+  igraph_vector_ptr_destroy(&gs);
+
+  /* this is correct as long as attributes are not copied by the
+   * operator. if they are copied, the initialization should not empty
+   * the attribute hashes */
+  if (no_of_graphs > 0) {
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t(
+        result_type,
+        &g);
+  }
+  else {
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_from_igraph_t(&g);
+  }
+
+  if (with_edgemaps) {
+    /* wrap in a dictionary */
+    result = PyDict_New();
+    PyDict_SetItemString(result, "graph", (PyObject *) o);
+    Py_DECREF(o);
+    PyDict_SetItemString(result, "edgemaps", em_list);
+  }
+  else {
+    result = (PyObject *) o;
+  }
+
+  return result;
+}
+
+/** \ingroup python_interface_graph
+ * \brief Creates the intersection of two or more graphs
+ */
+PyObject *igraphmodule__intersection(PyObject *self,
+		PyObject *args, PyObject *kwds)
+{
+  static char* kwlist[] = { "graphs", "edgemaps", NULL };
+  PyObject *it, *em_list, *graphs, *with_edgemaps_o;
+  int with_edgemaps = 0;
+  long int no_of_graphs;
+  igraph_vector_ptr_t gs;
+  igraphmodule_GraphObject *o;
+  PyObject *result;
+  PyTypeObject *result_type;
+  igraph_t g;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist,
+      &graphs, &with_edgemaps_o))
+    return NULL;
+
+  if (PyObject_IsTrue(with_edgemaps_o))
+    with_edgemaps = 1;
+
+  /* Needs to be an iterable */
+  it = PyObject_GetIter(graphs);
+  if (!it) {
+      Py_DECREF(it);
+      return igraphmodule_handle_igraph_error();
+  }
+
+  /* Get all elements, store the graphs in an igraph_vector_ptr */
+  if (igraph_vector_ptr_init(&gs, 0)) {
+    Py_DECREF(it);
+    return igraphmodule_handle_igraph_error();
+  }
+  if (igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(it, &gs, &result_type)) {
+    Py_DECREF(it);
+    igraph_vector_ptr_destroy(&gs);
+    return NULL;
+  }
+  Py_DECREF(it);
+  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+
+  if (with_edgemaps) {
+    /* prepare edgemaps */
+    igraph_vector_ptr_t edgemaps;
+    if (igraph_vector_ptr_init(&edgemaps, 0)) {
+      return igraphmodule_handle_igraph_error();
+    }
+
+    /* Create intersection */
+    if (igraph_intersection_many(&g, &gs, &edgemaps)) {
+      igraph_vector_ptr_destroy(&gs);
+      igraph_vector_ptr_destroy(&edgemaps);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+
+    long int i;
+    em_list = PyList_New((Py_ssize_t) no_of_graphs);
+    for (i = 0; i < no_of_graphs; i++) {
+      long int j;
+      long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
+      igraph_vector_t *map = VECTOR(edgemaps)[i];
+      PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
+      for (j = 0; j < no_of_edges; j++) {
+        PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
+        PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+      }
+      PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+    }
+    igraph_vector_ptr_destroy(&edgemaps);
+
+  } 
+  else {
+    /* Create intersection */
+    if (igraph_intersection_many(&g, &gs, /* edgemaps */ 0)) {
+      igraph_vector_ptr_destroy(&gs);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
+  igraph_vector_ptr_destroy(&gs);
+
+  /* this is correct as long as attributes are not copied by the
+   * operator. if they are copied, the initialization should not empty
+   * the attribute hashes */
+  if (no_of_graphs > 0) {
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t(
+        result_type,
+        &g);
+  }
+  else {
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_from_igraph_t(&g);
+  }
+
+  if (with_edgemaps) {
+    /* wrap in a dictionary */
+    result = PyDict_New();
+    PyDict_SetItemString(result, "graph", (PyObject *) o);
+    Py_DECREF(o);
+    PyDict_SetItemString(result, "edgemaps", em_list);
+    Py_DECREF(em_list);
+  }
+  else {
+    result = (PyObject *) o;
+  }
+
+  return result;
+}
+
+
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
new file mode 100644
index 000000000..3823a55ae
--- /dev/null
+++ b/src/_igraph/operators.h
@@ -0,0 +1,32 @@
+/* -*- mode: C -*-  */
+/*
+   IGraph library.
+   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#ifndef PYTHON_OPERATORS_H
+#define PYTHON_OPERATORS_H
+
+#include <Python.h>
+
+PyObject* igraphmodule__disjoint_union(PyObject* self, PyObject* args, PyObject* kwds);
+PyObject* igraphmodule__union(PyObject* self, PyObject* args, PyObject* kwds);
+PyObject* igraphmodule__intersection(PyObject* self, PyObject* args, PyObject* kwds);
+
+#endif
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 248754144..e61d97a40 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -41,6 +41,7 @@
 from igraph.formula import *
 from igraph.layout import *
 from igraph.matching import *
+from igraph.operators import *
 from igraph.statistics import *
 from igraph.summary import *
 from igraph.utils import *
@@ -3088,23 +3089,26 @@ def DataFrame(klass, edges, directed=True, vertices=None):
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna('NA', inplace=True)
 
-        names = np.unique(edges.values[:, :2])
+        names_edges = np.unique(edges.values[:, :2])
 
-        if vertices is not None:
-            names_edges = names
+        if vertices is None:
+            names = names_edges
+        else:
             if vertices.shape[1] < 1:
                 raise ValueError('vertices has no columns')
 
-            names = vertices.iloc[:, 0].astype(str)
+            names_vertices = vertices.iloc[:, 0].astype(str)
 
-            if names.duplicated().any():
+            if names_vertices.duplicated().any():
                 raise ValueError('Vertex names must be unique')
 
-            if len(np.setdiff1d(names_edges, names.values)):
+            names_vertices = names_vertices.values
+
+            if len(np.setdiff1d(names_edges, names_vertices)):
                 raise ValueError(
                     'Some vertices in the edge DataFrame are missing from vertices DataFrame')
 
-            names = names.values
+            names = names_vertices
 
         # create graph
         g = Graph(n=len(names), directed=directed)
@@ -3128,9 +3132,9 @@ def DataFrame(klass, edges, directed=True, vertices=None):
 
         # edge attributes
         if edges.shape[1] > 2:
-            for e, (_, attr) in zip(g.es, edges.iloc[:, 2:]):
-                for an, av in attr.items():
-                    e[an] = av
+            for e, (_, attr) in zip(g.es, edges.iloc[:, 2:].iterrows()):
+                for a_name, a_value in attr.items():
+                    e[a_name] = a_value
 
         return g
 
@@ -3379,7 +3383,7 @@ def __isub__(self, other):
         elif isinstance(other, tuple) and len(other) == 2:
             self.delete_edges([other])
         elif isinstance(other, list):
-            if len(other)>0:
+            if len(other) > 0:
                 if isinstance(other[0], tuple):
                     self.delete_edges(other)
                 elif isinstance(other[0], (int, long, basestring)):
@@ -3418,7 +3422,7 @@ def __sub__(self, other):
         elif isinstance(other, tuple) and len(other) == 2:
             result.delete_edges([other])
         elif isinstance(other, list):
-            if len(other)>0:
+            if len(other) > 0:
                 if isinstance(other[0], tuple):
                     result.delete_edges(other)
                 elif isinstance(other[0], (int, long, basestring)):
@@ -3454,7 +3458,7 @@ def __mul__(self, other):
             elif other == 1:
                 return self
             elif other > 1:
-                return self.disjoint_union([self]*(other-1))
+                return self.disjoint_union([self] * (other - 1))
             else:
                 return NotImplemented
 
@@ -3752,6 +3756,49 @@ def summary(self, verbosity=0, width=None, *args, **kwds):
         """
         return str(GraphSummary(self, verbosity, width, *args, **kwds))
 
+    def disjoint_union(self, other):
+        '''disjoint_union(self, other)
+
+        Creates the disjoint union of two (or more) graphs.
+
+        @param graphs: graph or list of graphs to be united with
+        the current one.
+        @return: the disjoint union graph
+        '''
+        if isinstance(other, GraphBase):
+            other = [other]
+        return disjoint_union([self] + other)
+
+    def union(self, other, byname='auto'):
+        '''union(self, other)
+
+        Creates the union of two (or more) graphs.
+
+        @param graphs: graph or list of graphs to be united with
+        the current one.
+        @param byname: whether to use vertex names instead of ids. See
+        L{igraph.union} for details.
+        @return: the union graph
+        '''
+        if isinstance(other, GraphBase):
+            other = [other]
+        return union([self] + other, byname=byname)
+
+    def intersection(self, other, byname='auto'):
+        '''intersection(self, other)
+
+        Creates the intersection of two (or more) graphs.
+
+        @param other: graph or list of graphs to be intersected with
+        the current one.
+        @param byname: whether to use vertex names instead of ids. See
+        L{igraph.intersection} for details.
+        @return: the intersection graph
+        '''
+        if isinstance(other, GraphBase):
+            other = [other]
+        return intersection([self] + other, byname=byname)
+
     _format_mapping = {
           "ncol":       ("Read_Ncol", "write_ncol"),
           "lgl":        ("Read_Lgl", "write_lgl"),
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
new file mode 100644
index 000000000..947cd0809
--- /dev/null
+++ b/src/igraph/operators.py
@@ -0,0 +1,482 @@
+# vim:ts=4:sw=4:sts=4:et
+# -*- coding: utf-8 -*-
+"""
+IGraph library.
+
+@undocumented: deprecated, _graphmethod, _add_proxy_methods, _layout_method_wrapper,
+               _3d_version_for
+"""
+
+from __future__ import with_statement
+
+__license__ = u"""
+Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
+Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
+
+This program is free software; you can redistribute it and/or modify
+it under the terms of the GNU General Public License as published by
+the Free Software Foundation; either version 2 of the License, or
+(at your option) any later version.
+
+This program is distributed in the hope that it will be useful,
+but WITHOUT ANY WARRANTY; without even the implied warranty of
+MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+GNU General Public License for more details.
+
+You should have received a copy of the GNU General Public License
+along with this program; if not, write to the Free Software
+Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+02110-1301 USA
+"""
+
+# pylint: disable-msg=W0401
+# W0401: wildcard import
+from igraph._igraph import *
+from igraph._igraph import _union, _intersection, _disjoint_union
+
+from collections import defaultdict, Counter
+from warnings import warn
+
+
+def disjoint_union(graphs):
+    """Graph disjoint union.
+
+    The disjoint union of two or more graphs is created.
+
+    This function keeps the attributes of all graphs. All graph, vertex and
+    edge attributes are copied to the result. If an attribute is present in
+    multiple graphs and would result a name clash, then this attribute is
+    renamed by adding suffixes: _1, _2, etc.
+
+    An error is generated if some input graphs are directed and others are
+    undirected.
+
+    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @return: the disjoint union graph
+    """
+    if any(not isinstance(g, GraphBase) for g in graphs):
+        raise TypeError('Not all elements are graphs')
+
+    ngr = len(graphs)
+    # Trivial cases
+    if ngr == 0:
+        return None
+    if ngr == 1:
+        return graphs[0].copy()
+    # Now there are at least two graphs
+
+    graph_union = _disjoint_union(graphs)
+
+    # Graph attributes
+    # NOTE: a_first_graph tracks which graph has the 1st occurrence of an
+    # attribute, while a_conflict track attributes with naming conflicts
+    a_first_graph = {}
+    a_conflict = set()
+    for ig, g in enumerate(graphs, 1):
+        # NOTE: a_name is the name of the attribute, a_value its value
+        for a_name in g.attributes():
+            a_value = g[a_name]
+            # No conflicts
+            if a_name not in graph_union.attributes():
+                a_first_graph[a_name] = ig
+                graph_union[a_name] = a_value
+                continue
+            if graph_union[a_name] == a_value:
+                continue
+            if a_name not in a_conflict:
+                # New conflict
+                a_conflict.add(a_name)
+                igf = a_first_graph[a_name]
+                graph_union['{:}_{:}'.format(a_name, igf)] = \
+                    graph_union.pop(a_name)
+            graph_union['{:}_{:}'.format(a_name, ig)] = a_value
+
+    # Vertex attributes
+    i = 0
+    for g in graphs:
+        nv = g.vcount()
+        for attr in g.vertex_attributes():
+            graph_union.vs[i: i + nv][attr] = g.vs[attr]
+        i += nv
+
+    # Edge attributes
+    i = 0
+    for g in graphs:
+        ne = g.ecount()
+        for attr in g.edge_attributes():
+            graph_union.es[i: i + ne][attr] = g.es[attr]
+        i += ne
+
+    return graph_union
+
+
+def union(graphs, byname='auto'):
+    """Graph union.
+
+    The union of two or more graphs is created. The graphs may have identical
+    or overlapping vertex sets. Edges which are included in at least one graph
+    will be part of the new graph.
+
+    This function keeps the attributes of all graphs. All graph, vertex and
+    edge attributes are copied to the result. If an attribute is present in
+    multiple graphs and would result a name clash, then this attribute is
+    renamed by adding suffixes: _1, _2, etc.
+
+    The 'name' vertex attribute is treated specially if the operation is
+    performed based on symbolic vertex names. In this case 'name' must be
+    present in all graphs, and it is not renamed in the result graph.
+
+    An error is generated if some input graphs are directed and others are
+    undirected.
+
+    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @param byname: bool or 'auto' specifying the function behaviour with
+      respect to names vertices (i.e. vertices with the 'name' attribute). If
+      False, ignore vertex names. If True, merge vertices based on names. If
+      'auto', use True if all graphs have named vertices and False otherwise
+      (in the latter case, a warning is generated too).
+    @return: the union graph
+    """
+
+    if any(not isinstance(g, GraphBase) for g in graphs):
+        raise TypeError('Not all elements are graphs')
+
+    if byname not in (True, False, 'auto'):
+        raise ValueError('"byname" should be a bool or "auto"')
+
+    ngr = len(graphs)
+    n_named = sum(g.is_named() for g in graphs)
+    if byname == 'auto':
+        byname = n_named == ngr
+        if n_named not in (0, ngr):
+            warn("Some, but not all graphs are named, not using vertex names")
+    elif byname and (n_named != ngr):
+        raise AttributeError("Some graphs are not named")
+    # Now we know that byname is only used is all graphs are named
+
+    # Trivial cases
+    if ngr == 0:
+        return None
+    if ngr == 1:
+        return graphs[0].copy()
+    # Now there are at least two graphs
+
+    if byname:
+        allnames = [g.vs['name'] for g in graphs]
+        uninames = list(set.union(*(set(vns) for vns in allnames)))
+        permutation_map = {x: i for i, x in enumerate(uninames)}
+        nve = len(uninames)
+        newgraphs = []
+        for g, vertex_names in zip(graphs, allnames):
+            # Make a copy
+            ng = g.copy()
+
+            # Add the missing vertices
+            v_missing = list(set(uninames) - set(vertex_names))
+            ng.add_vertices(v_missing)
+
+            # Reorder vertices to match uninames
+            # vertex k -> p[k]
+            permutation = [permutation_map[x] for x in ng.vs['name']]
+            ng = ng.permute_vertices(permutation)
+
+            newgraphs.append(ng)
+    else:
+        newgraphs = graphs
+
+    # If any graph has any edge attributes, we need edgemaps
+    edgemaps = any(len(g.edge_attributes()) for g in graphs)
+    res = _union(newgraphs, edgemaps)
+    if edgemaps:
+        graph_union = res['graph']
+        edgemaps = res['edgemaps']
+    else:
+        graph_union = res
+
+    # Graph attributes
+    a_first_graph = {}
+    a_conflict = set()
+    for ig, g in enumerate(newgraphs, 1):
+        # NOTE: a_name is the name of the attribute, a_value its value
+        for a_name in g.attributes():
+            a_value = g[a_name]
+            # No conflicts
+            if a_name not in graph_union.attributes():
+                a_first_graph[a_name] = ig
+                graph_union[a_name] = a_value
+                continue
+            if graph_union[a_name] == a_value:
+                continue
+            if a_name not in a_conflict:
+                # New conflict
+                a_conflict.add(a_name)
+                igf = a_first_graph[a_name]
+                graph_union['{:}_{:}'.format(a_name, igf)] = \
+                    graph_union.pop(a_name)
+            graph_union['{:}_{:}'.format(a_name, ig)] = a_value
+
+    # Vertex attributes
+    if byname:
+        graph_union.vs['name'] = uninames
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(['name'])
+    nve = graph_union.vcount()
+    for a_name in attrs:
+        # Check for conflicts at at least one vertex
+        conflict = False
+        vals = [None for i in range(nve)]
+        for g in newgraphs:
+            if a_name in g.vertex_attributes():
+                for i, a_value in enumerate(g.vs[a_name]):
+                    if a_value is None:
+                        continue
+                    if vals[i] is None:
+                        vals[i] = a_value
+                        continue
+                    if vals[i] != a_value:
+                        conflict = True
+                        break
+            if conflict:
+                break
+
+        if not conflict:
+            graph_union.vs[a_name] = vals
+            continue
+
+        # There is a conflict, name after the graph number
+        for ig, g in enumerate(newgraphs, 1):
+            if a_name in g.vertex_attributes():
+                graph_union.vs['{:}_{:}'.format(a_name, ig)] = g.vs[a_name]
+
+    # Edge attributes
+    if edgemaps:
+        attrs = set.union(*(set(g.edge_attributes()) for g in newgraphs))
+        ne = graph_union.ecount()
+        for a_name in attrs:
+            # Check for conflicts at at least one edge
+            conflict = False
+            vals = [None for i in range(ne)]
+            for g, emap in zip(newgraphs, edgemaps):
+                if a_name not in g.edge_attributes():
+                    continue
+                for iu, a_value in zip(emap, g.es[a_name]):
+                    if a_value is None:
+                        continue
+                    if vals[iu] is None:
+                        vals[iu] = a_value
+                        continue
+                    if vals[iu] != a_value:
+                        print(g, g.vs['name'], emap, a_value, iu, vals[iu])
+                        conflict = True
+                        break
+                if conflict:
+                    break
+
+            if not conflict:
+                graph_union.es[a_name] = vals
+                continue
+
+            # There is a conflict, name after the graph number
+            for ig, (g, emap) in enumerate(zip(newgraphs, edgemaps), 1):
+                if a_name not in g.edge_attributes():
+                    continue
+                # Pass through map
+                vals = [None for i in range(ne)]
+                for iu, a_value in zip(emap, g.es[a_name]):
+                    vals[iu] = a_value
+                graph_union.es['{:}_{:}'.format(a_name, ig)] = vals
+
+    return graph_union
+
+
+def intersection(graphs, byname='auto', keep_all_vertices=True):
+    """Graph intersection.
+
+    The intersection of two or more graphs is created. The graphs may have
+    identical or overlapping vertex sets. Edges which are included in all
+    graphs will be part of the new graph.
+
+    This function keeps the attributes of all graphs. All graph, vertex and
+    edge attributes are copied to the result. If an attribute is present in
+    multiple graphs and would result a name clash, then this attribute is
+    renamed by adding suffixes: _1, _2, etc.
+
+    The 'name' vertex attribute is treated specially if the operation is
+    performed based on symbolic vertex names. In this case 'name' must be
+    present in all graphs, and it is not renamed in the result graph.
+
+    An error is generated if some input graphs are directed and others are
+    undirected.
+
+    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @param byname: bool or 'auto' specifying the function behaviour with
+      respect to names vertices (i.e. vertices with the 'name' attribute). If
+      False, ignore vertex names. If True, merge vertices based on names. If
+      'auto', use True if all graphs have named vertices and False otherwise
+      (in the latter case, a warning is generated too).
+    @keep_all_vertices: bool specifying if vertices that are not present in all
+      graphs should be kept in the intersection.
+    @return: the intersection graph
+    """
+
+    if any(not isinstance(g, GraphBase) for g in graphs):
+        raise TypeError('Not all elements are graphs')
+
+    if byname not in (True, False, 'auto'):
+        raise ValueError('"byname" should be a bool or "auto"')
+
+    ngr = len(graphs)
+    n_named = sum(g.is_named() for g in graphs)
+    if byname == 'auto':
+        byname = n_named == ngr
+        if n_named not in (0, ngr):
+            warn("Some, but not all graphs are named, not using vertex names")
+    elif byname and (n_named != ngr):
+        raise AttributeError("Some graphs are not named")
+    # Now we know that byname is only used is all graphs are named
+
+    # Trivial cases
+    if ngr == 0:
+        return None
+    if ngr == 1:
+        return graphs[0].copy()
+    # Now there are at least two graphs
+
+    if byname:
+        allnames = [g.vs['name'] for g in graphs]
+
+        if keep_all_vertices:
+            uninames = list(set.union(*(set(vns) for vns in allnames)))
+        else:
+            uninames = list(set.intersection(*(set(vns) for vns in allnames)))
+        permutation_map = {x: i for i, x in enumerate(uninames)}
+
+        nv = len(uninames)
+        newgraphs = []
+        for g, vertex_names in zip(graphs, allnames):
+            # Make a copy
+            ng = g.copy()
+
+            if keep_all_vertices:
+                # Add the missing vertices
+                v_missing = list(set(uninames) - set(vertex_names))
+                ng.add_vertices(v_missing)
+            else:
+                # Delete the private vertices
+                v_private = list(set(vertex_names) - set(uninames))
+                ng.delete_vertices(v_private)
+
+            # Reorder vertices to match uninames
+            # vertex k -> p[k]
+            permutation = [permutation_map[x] for x in ng.vs['name']]
+            ng = ng.permute_vertices(permutation)
+
+            newgraphs.append(ng)
+    else:
+        newgraphs = graphs
+
+    # If any graph has any edge attributes, we need edgemaps
+    edgemaps = any(len(g.edge_attributes()) for g in graphs)
+    res = _intersection(newgraphs, edgemaps)
+    if edgemaps:
+        graph_intsec = res['graph']
+        edgemaps = res['edgemaps']
+    else:
+        graph_intsec = res
+
+    # Graph attributes
+    a_first_graph = {}
+    a_conflict = set()
+    for ig, g in enumerate(newgraphs, 1):
+        # NOTE: a_name is the name of the attribute, a_value its value
+        for a_name in g.attributes():
+            a_value = g[a_name]
+            # No conflicts
+            if a_name not in graph_intsec.attributes():
+                a_first_graph[a_name] = ig
+                graph_intsec[a_name] = a_value
+                continue
+            if graph_intsec[a_name] == a_value:
+                continue
+            if a_name not in a_conflict:
+                # New conflict
+                a_conflict.add(a_name)
+                igf = a_first_graph[a_name]
+                graph_intsec['{:}_{:}'.format(a_name, igf)] = \
+                    graph_intsec.pop(a_name)
+            graph_intsec['{:}_{:}'.format(a_name, ig)] = a_value
+
+    # Vertex attributes
+    if byname:
+        graph_intsec.vs['name'] = uninames
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(['name'])
+    nv = graph_intsec.vcount()
+    for a_name in attrs:
+        # Check for conflicts at at least one vertex
+        conflict = False
+        vals = [None for i in range(nv)]
+        for g in newgraphs:
+            if a_name not in g.vertex_attributes():
+                continue
+            for i, a_value in enumerate(g.vs[a_name]):
+                if a_value is None:
+                    continue
+                if vals[i] is None:
+                    vals[i] = a_value
+                    continue
+                if vals[i] != a_value:
+                    conflict = True
+                    break
+            if conflict:
+                break
+
+        if not conflict:
+            graph_intsec.vs[a_name] = vals
+            continue
+
+        # There is a conflict, name after the graph number
+        for ig, g in enumerate(newgraphs, 1):
+            if a_name in g.vertex_attributes():
+                graph_intsec.vs['{:}_{:}'.format(a_name, ig)] = g.vs[a_name]
+
+    # Edge attributes
+    if edgemaps:
+        attrs = set.union(*(set(g.edge_attributes()) for g in newgraphs))
+        ne = graph_intsec.ecount()
+        for a_name in attrs:
+            # Check for conflicts at at least one edge
+            conflict = False
+            vals = [None for i in range(ne)]
+            for g, emap in zip(newgraphs, edgemaps):
+                if a_name not in g.edge_attributes():
+                    continue
+                for iu, a_value in zip(emap, g.es[a_name]):
+                    if iu == -1:
+                        continue
+                    if a_value is None:
+                        continue
+                    if vals[iu] is None:
+                        vals[iu] = a_value
+                        continue
+                    if vals[iu] != a_value:
+                        conflict = True
+                        break
+                if conflict:
+                    break
+
+            if not conflict:
+                graph_intsec.es[a_name] = vals
+                continue
+
+            # There is a conflict, name after the graph number
+            for ig, (g, emap) in enumerate(zip(newgraphs, edgemaps), 1):
+                if a_name not in g.edge_attributes():
+                    continue
+                # Pass through map
+                vals = [None for i in range(ne)]
+                for iu, a_value in zip(emap, g.es[a_name]):
+                    if iu == -1:
+                        continue
+                    vals[iu] = a_value
+                graph_intsec.es['{:}_{:}'.format(a_name, ig)] = vals
+
+    return graph_intsec
diff --git a/tests/test_generators.py b/tests/test_generators.py
index a8e20d403..5dad1405d 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -179,7 +179,7 @@ def testDataFrame(self):
             columns=[0, 1, 'weight'])
 
         g = Graph.DataFrame(edges, directed=False)
-        self.assertTrue(g.es["weight"] == [0.1, 0.4])
+        self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
         vertices = pd.DataFrame(
             [['A', 'blue'], ['B', 'yellow'], ['C', 'blue']],
@@ -190,12 +190,6 @@ def testDataFrame(self):
         self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
-        vertices.iloc[0, 0] = np.nan
-        g = Graph.DataFrame(edges, directed=True, vertices=vertices)
-        self.assertTrue(g.vs['name'] == ['NA', 'B', 'C'])
-        self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
-        self.assertTrue(g.es["weight"] == [0.4, 0.1])
-
 
 def suite():
     generator_suite = unittest.makeSuite(GeneratorTests)
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 7ea92ec00..064d4215d 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -29,14 +29,30 @@ def testComplementer(self):
         ])
 
     def testMultiplication(self):
-        g = Graph.Full(3)*3
+        g = Graph.Full(3) * 3
         self.assertTrue(g.vcount() == 9 and g.ecount() == 9
-                        and g.clusters().membership == [0,0,0,1,1,1,2,2,2])
+                        and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2])
 
     def testIntersection(self):
         g = Graph.Tree(7, 2) & Graph.Lattice([7])
         self.assertTrue(g.get_edgelist() == [(0, 1)])
 
+    def testIntersectionMethod(self):
+        g = Graph.Tree(7, 2).intersection(Graph.Lattice([7]))
+        self.assertTrue(g.get_edgelist() == [(0, 1)])
+
+    def testDisjointUnion(self):
+        g1 = Graph.Tree(7, 2)
+        g2 = Graph.Lattice([7])
+
+        # Method
+        g = g1.disjoint_union(g2)
+        self.assertTrue(g.vcount() == 14 and g.ecount() == 13)
+
+        # Module function
+        g = disjoint_union([g1, g2])
+        self.assertTrue(g.vcount() == 14 and g.ecount() == 13)
+
     def testUnion(self):
         g = Graph.Tree(7, 2) | Graph.Lattice([7])
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
@@ -57,6 +73,80 @@ def testDifferenceWithSelfLoop(self):
         self.assertTrue(g.vcount() == 10 and g.ecount() == 7)
         self.assertTrue(sorted(g.get_edgelist()) == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)])
 
+    def testUnionMethod(self):
+        g = Graph.Tree(7, 2).union(Graph.Lattice([7]))
+        self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
+
+    def testIntersectionMany(self):
+        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
+        g = intersection(gs)
+        self.assertTrue(g.get_edgelist() == [(0, 1)])
+
+    def testIntersectionManyAttributes(self):
+        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
+        gs[0]['attr'] = 'graph1'
+        gs[0].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
+        gs[1].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
+        gs[0].vs[0]['attr'] = 'set'
+        gs[1].vs[5]['attr'] = 'set_too'
+        g = intersection(gs)
+        names = g.vs['name']
+        self.assertTrue(g['attr'] == 'graph1')
+        self.assertTrue(g.vs[names.index('one')]['attr'] == 'set')
+        self.assertTrue(g.vs[names.index('six')]['attr'] == 'set_too')
+        self.assertTrue(g.ecount() == 1)
+        self.assertTrue(
+            set(g.get_edgelist()[0]) == set([names.index('one'), names.index('two')]),
+        )
+
+    def testIntersectionManyEdgemap(self):
+        gs = [
+            Graph.Formula('A-B'),
+            Graph.Formula('A-B,C-D'),
+            ]
+        gs[0].es[0]['attr'] = 'set'
+        gs[1].es[1]['attr'] = 'set_too'
+        g = intersection(gs)
+        self.assertTrue(g.es['attr'] == ['set'])
+
+    def testUnionMany(self):
+        gs = [Graph.Tree(7, 2), Graph.Lattice([7]), Graph.Lattice([7])]
+        g = union(gs)
+        self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
+
+    def testUnionManyAttributes(self):
+        gs = [
+            Graph.Formula('A-B'),
+            Graph.Formula('A-B,C-D'),
+            ]
+        gs[0]['attr'] = 'graph1'
+        gs[0].vs['attr'] = ['set', 'set_too']
+        gs[0].vs['attr2'] = ['set', 'set_too']
+        gs[1].vs[0]['attr'] = 'set'
+        gs[1].vs[0]['attr2'] = 'conflict'
+        g = union(gs)
+        names = g.vs['name']
+        self.assertTrue(g['attr'] == 'graph1')
+        self.assertTrue(g.vs[names.index('A')]['attr'] == 'set')
+        self.assertTrue(g.vs[names.index('B')]['attr'] == 'set_too')
+        self.assertTrue(g.ecount() == 2)
+        self.assertTrue(sorted(g.vertex_attributes()) == ['attr', 'attr2_1', 'attr2_2', 'name'])
+
+    def testUnionManyEdgemap(self):
+        gs = [
+            Graph.Formula('A-B'),
+            Graph.Formula('C-D, A-B'),
+            ]
+        gs[0].es[0]['attr'] = 'set'
+        gs[1].es[0]['attr'] = 'set_too'
+        g = union(gs)
+        for e in g.es:
+            vnames = [g.vs[e.source]['name'], g.vs[e.target]['name']]
+            if set(vnames) == set(['A', 'B']):
+                self.assertTrue(e['attr'] == 'set')
+            else:
+                self.assertTrue(e['attr'] == 'set_too')
+
     def testInPlaceAddition(self):
         g = Graph.Full(3)
         orig = g

From 38fbd84ff389e42cb540b7b88b08cf7468c2b0df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 23 Sep 2020 12:17:27 +0200
Subject: [PATCH 0041/1681] union, intersection and disjoint_union operators
 now throw ValueError when given no graphs

---
 src/igraph/operators.py |   6 +-
 tests/test_operators.py | 128 +++++++++++++++++++++++++++-------------
 2 files changed, 89 insertions(+), 45 deletions(-)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 947cd0809..469486dc0 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -60,7 +60,7 @@ def disjoint_union(graphs):
     ngr = len(graphs)
     # Trivial cases
     if ngr == 0:
-        return None
+        raise ValueError("disjoint_union() needs at least one graph")
     if ngr == 1:
         return graphs[0].copy()
     # Now there are at least two graphs
@@ -156,7 +156,7 @@ def union(graphs, byname='auto'):
 
     # Trivial cases
     if ngr == 0:
-        return None
+        raise ValueError("union() needs at least one graph")
     if ngr == 1:
         return graphs[0].copy()
     # Now there are at least two graphs
@@ -336,7 +336,7 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
 
     # Trivial cases
     if ngr == 0:
-        return None
+        raise ValueError("intersection() needs at least one graph")
     if ngr == 1:
         return graphs[0].copy()
     # Now there are at least two graphs
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 064d4215d..5261d4386 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -33,6 +33,18 @@ def testMultiplication(self):
         self.assertTrue(g.vcount() == 9 and g.ecount() == 9
                         and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2])
 
+    def testDifference(self):
+        g = Graph.Tree(7, 2) - Graph.Lattice([7])
+        self.assertTrue(g.vcount() == 7 and g.ecount() == 5)
+        self.assertTrue(sorted(g.get_edgelist()) == [(0, 2), (1, 3), (1, 4), (2, 5), (2, 6)])
+
+    def testDifferenceWithSelfLoop(self):
+        # https://github.com/igraph/igraph/issues/597#
+        g = Graph.Ring(10) + [(0, 0)]
+        g -= Graph.Ring(5)
+        self.assertTrue(g.vcount() == 10 and g.ecount() == 7)
+        self.assertTrue(sorted(g.get_edgelist()) == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)])
+
     def testIntersection(self):
         g = Graph.Tree(7, 2) & Graph.Lattice([7])
         self.assertTrue(g.get_edgelist() == [(0, 1)])
@@ -41,6 +53,17 @@ def testIntersectionMethod(self):
         g = Graph.Tree(7, 2).intersection(Graph.Lattice([7]))
         self.assertTrue(g.get_edgelist() == [(0, 1)])
 
+    def testIntersectionNoGraphs(self):
+        self.assertRaises(ValueError, intersection, [])
+
+    def testIntersectionSingle(self):
+        g1 = Graph.Tree(7, 2)
+        g = intersection([g1])
+        self.assertTrue(g != g1)
+        self.assertTrue(g.vcount() == g1.vcount() and g.ecount() == g1.ecount())
+        self.assertTrue(g.is_directed() == g1.is_directed())
+        self.assertTrue(g.get_edgelist() == g1.get_edgelist())
+
     def testDisjointUnion(self):
         g1 = Graph.Tree(7, 2)
         g2 = Graph.Lattice([7])
@@ -53,6 +76,17 @@ def testDisjointUnion(self):
         g = disjoint_union([g1, g2])
         self.assertTrue(g.vcount() == 14 and g.ecount() == 13)
 
+    def testDisjointUnionNoGraphs(self):
+        self.assertRaises(ValueError, disjoint_union, [])
+
+    def testDisjointUnionSingle(self):
+        g1 = Graph.Tree(7, 2)
+        g = disjoint_union([g1])
+        self.assertTrue(g != g1)
+        self.assertTrue(g.vcount() == g1.vcount() and g.ecount() == g1.ecount())
+        self.assertTrue(g.is_directed() == g1.is_directed())
+        self.assertTrue(g.get_edgelist() == g1.get_edgelist())
+
     def testUnion(self):
         g = Graph.Tree(7, 2) | Graph.Lattice([7])
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
@@ -61,53 +95,20 @@ def testUnion(self):
             (2, 6), (3, 4), (4, 5), (5, 6)
         ])
 
-    def testDifference(self):
-        g = Graph.Tree(7, 2) - Graph.Lattice([7])
-        self.assertTrue(g.vcount() == 7 and g.ecount() == 5)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0, 2), (1, 3), (1, 4), (2, 5), (2, 6)])
-
-    def testDifferenceWithSelfLoop(self):
-        # https://github.com/igraph/igraph/issues/597#
-        g = Graph.Ring(10) + [(0, 0)]
-        g -= Graph.Ring(5)
-        self.assertTrue(g.vcount() == 10 and g.ecount() == 7)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)])
-
     def testUnionMethod(self):
         g = Graph.Tree(7, 2).union(Graph.Lattice([7]))
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
 
-    def testIntersectionMany(self):
-        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
-        g = intersection(gs)
-        self.assertTrue(g.get_edgelist() == [(0, 1)])
-
-    def testIntersectionManyAttributes(self):
-        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
-        gs[0]['attr'] = 'graph1'
-        gs[0].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
-        gs[1].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
-        gs[0].vs[0]['attr'] = 'set'
-        gs[1].vs[5]['attr'] = 'set_too'
-        g = intersection(gs)
-        names = g.vs['name']
-        self.assertTrue(g['attr'] == 'graph1')
-        self.assertTrue(g.vs[names.index('one')]['attr'] == 'set')
-        self.assertTrue(g.vs[names.index('six')]['attr'] == 'set_too')
-        self.assertTrue(g.ecount() == 1)
-        self.assertTrue(
-            set(g.get_edgelist()[0]) == set([names.index('one'), names.index('two')]),
-        )
+    def testUnionNoGraphs(self):
+        self.assertRaises(ValueError, union, [])
 
-    def testIntersectionManyEdgemap(self):
-        gs = [
-            Graph.Formula('A-B'),
-            Graph.Formula('A-B,C-D'),
-            ]
-        gs[0].es[0]['attr'] = 'set'
-        gs[1].es[1]['attr'] = 'set_too'
-        g = intersection(gs)
-        self.assertTrue(g.es['attr'] == ['set'])
+    def testUnionSingle(self):
+        g1 = Graph.Tree(7, 2)
+        g = union([g1])
+        self.assertTrue(g != g1)
+        self.assertTrue(g.vcount() == g1.vcount() and g.ecount() == g1.ecount())
+        self.assertTrue(g.is_directed() == g1.is_directed())
+        self.assertTrue(g.get_edgelist() == g1.get_edgelist())
 
     def testUnionMany(self):
         gs = [Graph.Tree(7, 2), Graph.Lattice([7]), Graph.Lattice([7])]
@@ -147,6 +148,49 @@ def testUnionManyEdgemap(self):
             else:
                 self.assertTrue(e['attr'] == 'set_too')
 
+    def testIntersectionNoGraphs(self):
+        self.assertRaises(ValueError, intersection, [])
+
+    def testIntersectionSingle(self):
+        g1 = Graph.Tree(7, 2)
+        g = intersection([g1])
+        self.assertTrue(g != g1)
+        self.assertTrue(g.vcount() == g1.vcount() and g.ecount() == g1.ecount())
+        self.assertTrue(g.is_directed() == g1.is_directed())
+        self.assertTrue(g.get_edgelist() == g1.get_edgelist())
+
+    def testIntersectionMany(self):
+        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
+        g = intersection(gs)
+        self.assertTrue(g.get_edgelist() == [(0, 1)])
+
+    def testIntersectionManyAttributes(self):
+        gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
+        gs[0]['attr'] = 'graph1'
+        gs[0].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
+        gs[1].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
+        gs[0].vs[0]['attr'] = 'set'
+        gs[1].vs[5]['attr'] = 'set_too'
+        g = intersection(gs)
+        names = g.vs['name']
+        self.assertTrue(g['attr'] == 'graph1')
+        self.assertTrue(g.vs[names.index('one')]['attr'] == 'set')
+        self.assertTrue(g.vs[names.index('six')]['attr'] == 'set_too')
+        self.assertTrue(g.ecount() == 1)
+        self.assertTrue(
+            set(g.get_edgelist()[0]) == set([names.index('one'), names.index('two')]),
+        )
+
+    def testIntersectionManyEdgemap(self):
+        gs = [
+            Graph.Formula('A-B'),
+            Graph.Formula('A-B,C-D'),
+            ]
+        gs[0].es[0]['attr'] = 'set'
+        gs[1].es[1]['attr'] = 'set_too'
+        g = intersection(gs)
+        self.assertTrue(g.es['attr'] == ['set'])
+
     def testInPlaceAddition(self):
         g = Graph.Full(3)
         orig = g

From a44e0e525261ff88981552fba89ab69a4fb68d98 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 23 Sep 2020 20:37:36 +1000
Subject: [PATCH 0042/1681] Clear function and improve delete vertices and
 edges (#320)

---
 src/_igraph/graphobject.c | 34 ++++++++++++++++++++++++++++------
 src/igraph/__init__.py    | 37 +++++++++++++++++++++++++------------
 tests/test_basic.py       | 19 +++++++++++++++++++
 3 files changed, 72 insertions(+), 18 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d39a35702..80b4afb12 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -567,10 +567,21 @@ PyObject *igraphmodule_Graph_add_vertices(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_delete_vertices(igraphmodule_GraphObject * self,
                                              PyObject * args, PyObject * kwds) {
-  PyObject *list;
+  PyObject *list = 0;
   igraph_vs_t vs;
 
-  if (!PyArg_ParseTuple(args, "O", &list)) return NULL;
+  if (!PyArg_ParseTuple(args, "|O", &list)) return NULL;
+
+  /* no arguments means delete all. */
+
+  /*Py_None also means all for now, but it is deprecated */
+  if (list == Py_None) {
+        PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
+                   "deprecated since igraph 0.8.3, please use "
+                   "Graph.delete_vertices() instead");
+  }
+
+  /* this already converts no arguments and Py_None to all vertices */
   if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, 0, 0)) return NULL;
 
   if (igraph_delete_vertices(&self->g, vs)) {
@@ -631,13 +642,23 @@ PyObject *igraphmodule_Graph_add_edges(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
-  PyObject *list;
+  PyObject *list = 0;
   igraph_es_t es;
   static char *kwlist[] = { "edges", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list))
     return NULL;
 
+  /* no arguments means delete all. */
+
+  /*Py_None also means all for now, but it is deprecated */
+  if (list == Py_None) {
+        PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
+                   "deprecated since igraph 0.8.3, please use "
+                   "Graph.delete_vertices() instead");
+  }
+
+  /* this already converts no arguments and Py_None to all vertices */
   if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
     /* something bad happened during conversion, return immediately */
     return NULL;
@@ -11910,7 +11931,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "delete_vertices(vs)\n\n"
    "Deletes vertices and all its edges from the graph.\n\n"
    "@param vs: a single vertex ID or the list of vertex IDs\n"
-   "  to be deleted.\n"},
+   "  to be deleted. No argument deletes all vertices.\n"},
 
   /* interface to igraph_add_edges */
   {"add_edges", (PyCFunction) igraphmodule_Graph_add_edges,
@@ -11929,7 +11950,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "All vertices will be kept, even if they lose all their edges.\n"
    "Nonexistent edges will be silently ignored.\n\n"
    "@param es: the list of edges to be removed. Edges are identifed by\n"
-   "  edge IDs. L{EdgeSeq} objects are also accepted here.\n"},
+   "  edge IDs. L{EdgeSeq} objects are also accepted here. No argument\n"
+   "  deletes all edges.\n"},
 
   /* interface to igraph_degree */
   {"degree", (PyCFunction) igraphmodule_Graph_degree,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e61d97a40..364ae550d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -383,30 +383,32 @@ def delete_edges(self, *args, **kwds):
         """Deletes some edges from the graph.
 
         The set of edges to be deleted is determined by the positional and
-        keyword arguments. If any keyword argument is present, or the
-        first positional argument is callable, an edge
-        sequence is derived by calling L{EdgeSeq.select} with the same
-        positional and keyword arguments. Edges in the derived edge sequence
-        will be removed. Otherwise the first positional argument is considered
-        as follows:
-
-          - C{None} - deletes all edges
+        keyword arguments. If the function is called without any arguments,
+        all edges are deleted. If any keyword argument is present, or the
+        first positional argument is callable, an edge sequence is derived by
+        calling L{EdgeSeq.select} with the same positional and keyword
+        arguments. Edges in the derived edge sequence will be removed.
+        Otherwise the first positional argument is considered as follows:
+
+          - C{None} - deletes all edges (deprecated since 0.8.3)
           - a single integer - deletes the edge with the given ID
           - a list of integers - deletes the edges denoted by the given IDs
           - a list of 2-tuples - deletes the edges denoted by the given
             source-target vertex pairs. When multiple edges are present
             between a given source-target vertex pair, only one is removed.
+
+        @deprecated: L{Graph.delete_edges(None)} has been replaced by
+        L{Graph.delete_edges()} - with no arguments - since igraph 0.8.3.
         """
         if len(args) == 0 and len(kwds) == 0:
-            raise ValueError("expected at least one argument")
-        if len(kwds)>0 or (hasattr(args[0], "__call__") and \
-                not isinstance(args[0], EdgeSeq)):
+            return GraphBase.delete_edges(self)
+
+        if len(kwds) > 0 or (callable(args[0]) and not isinstance(args[0], EdgeSeq)):
             edge_seq = self.es(*args, **kwds)
         else:
             edge_seq = args[0]
         return GraphBase.delete_edges(self, edge_seq)
 
-
     def indegree(self, *args, **kwds):
         """Returns the in-degrees in a list.
 
@@ -492,6 +494,17 @@ def biconnected_components(self, return_articulation_points=False):
             return clustering
     blocks = biconnected_components
 
+    def clear(self):
+        """clear()
+
+        Clears the graph, deleting all vertices, edges, and attributes.
+
+        @see: L{Graph.delete_vertices} and L{Graph.delete_edges}.
+        """
+        self.delete_vertices()
+        for attr in self.attributes():
+            del self[attr]
+
     def cohesive_blocks(self):
         """cohesive_blocks()
 
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 6deebd4d7..5368db09e 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -178,6 +178,10 @@ def testDeleteVertices(self):
         self.assertRaises(ValueError, g.delete_vertices, "no-such-vertex")
         self.assertRaises(InternalError, g.delete_vertices, 2)
 
+        # Delete all vertices
+        g.delete_vertices()
+        self.assertEqual(0, g.vcount())
+
     def testAddEdge(self):
         g = Graph()
         g.add_vertices(["spam", "bacon", "eggs", "ham"])
@@ -274,6 +278,21 @@ def testDeleteEdges(self):
         self.assertRaises(ValueError, g.delete_edges, [("A", "C")])
         self.assertRaises(ValueError, g.delete_edges, [(0, 15)])
 
+        # Delete all edges
+        g.delete_edges()
+        self.assertEqual(0, g.ecount())
+
+    def testClear(self):
+        g = Graph.Famous("petersen")
+        g["name"] = list("petersen")
+
+        # Clearing the graph
+        g.clear()
+
+        self.assertEqual(0, g.vcount())
+        self.assertEqual(0, g.ecount())
+        self.assertEqual([], g.attributes())
+
     def testGraphGetEid(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")

From 6c13eadf5841a0f72f8d3a843a77ad13d0a4f310 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 25 Sep 2020 17:52:53 +0200
Subject: [PATCH 0043/1681] removed unused variable [ci skip]

---
 src/_igraph/operators.c | 1 -
 vendor/source/igraph    | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 3de9d4c15..7f82f2b35 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -36,7 +36,6 @@ PyObject *igraphmodule__disjoint_union(PyObject *self,
   PyObject *it, *graphs;
   long int no_of_graphs;
   igraph_vector_ptr_t gs;
-  igraphmodule_GraphObject *o;
   PyObject *result;
   PyTypeObject *result_type;
   igraph_t g;
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 878de1310..21b37c4b7 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 878de131016b23dc3b66d24e598c41325715b21f
+Subproject commit 21b37c4b786ae77736aca8f8dfa4017418b9d486

From 10c2579e6b3fa579950ed08037cbd88d4351103c Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Sat, 26 Sep 2020 10:12:07 +0200
Subject: [PATCH 0044/1681] community_leiden: corrected unitialized variable.
 (#332)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 80b4afb12..765f7c3be 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11639,7 +11639,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   PyObject *edge_weights_o = Py_None;
   PyObject *node_weights_o = Py_None;
   PyObject *initial_membership_o = Py_None;
-  PyObject *res;
+  PyObject *res = Py_None;
 
   int error = 0, i;
   long int n_iterations = 2;

From 0c8b85880f1af6f32e0ae139a7ceca256164ae1a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Sat, 26 Sep 2020 13:29:32 +0200
Subject: [PATCH 0045/1681] Docs: fix broken link in tutorial

---
 doc/source/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 935029af9..b3ffe7752 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -65,7 +65,7 @@ The command-line startup script imports all of |igraph|'s methods and objects in
 namespace, so it is practically equivalent to ``from igraph import *``. The difference between
 the two approaches (apart from saving some typing) is that the command-line script checks
 whether you have any of Python's more advanced shells installed and uses that instead of the
-standard Python shell. Currently the module looks for `IPython <http://ipython.scipy.org>`_ and
+standard Python shell. Currently the module looks for `IPython <https://ipython.org/>`_ and
 IDLE (the Tcl/Tk-based graphical shell supplied with Python). If neither IPython nor IDLE is
 installed, the startup script launches the default Python shell. You can also modify the
 order in which these shells are searched by tweaking |igraph|'s configuration file

From 679943e2c415dcfa2067535b1b2b3363334ff06e Mon Sep 17 00:00:00 2001
From: kmankinen <22212710+kmankinen@users.noreply.github.com>
Date: Thu, 1 Oct 2020 17:12:09 +0300
Subject: [PATCH 0046/1681] Adjacency list example to tutorial (#334)

Co-authored-by: Katja Mankinen <katja.mankinen@csc.fi>
---
 doc/source/tutorial.rst | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index b3ffe7752..76acd1919 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -229,7 +229,7 @@ Let's do the same with a stochastic generator!
 IGRAPH U---- 100 516 --
 + attr: x (v), y (v)
 
-TODO: discuss what the ``+ attr`` line means.
+where ``+ attr`` shows names of the attributes for vertices (v) and edges (e).
 
 :meth:`Graph.GRG` generates a geometric random graph: *n* points are chosen randomly and
 uniformly inside the unit square and pairs of points closer to each other than a predefined
@@ -637,7 +637,14 @@ you look them up by names, the other one will be available only by its index.
 Treating a graph as an adjacency matrix
 =======================================
 
-TODO
+Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*). 
+The adjacency matrix for the example graph is
+
+>>> g.get_adjacency()
+Matrix([[0, 1, 1, 0, 0, 1, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 0, 1, 1, 1, 0], [0, 0, 1, 0, 1, 0, 1], [0, 0, 1, 1, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]])
+
+For example, Claire (``[1, 0, 0, 1, 1, 1, 0]``) is directly connected to Alice (who has vertex index 0), Dennis (index 3),
+Esther (index 4), and Frank (index 5), but not to Bob (index 1) nor George (index 6).
 
 Layouts and plotting
 ====================

From a5815f4eeddbb3c026a47bd3bde71e12e092b623 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 1 Oct 2020 16:27:17 +0200
Subject: [PATCH 0047/1681] bumped vendor/source/igraph to fix a bug in the RT
 layout

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 21b37c4b7..137b56963 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 21b37c4b786ae77736aca8f8dfa4017418b9d486
+Subproject commit 137b569634432c96f6ee3d4f88e09cbaa1b3da58

From 9b0bdfae08d25bf4918a7172d02268247c123afe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 2 Oct 2020 10:20:01 +0200
Subject: [PATCH 0048/1681] updated documentation for eigenvector centrality
 and the C core itself

---
 src/_igraph/graphobject.c | 15 +++++++++++++++
 vendor/source/igraph      |  2 +-
 2 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 765f7c3be..8102a059d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13107,6 +13107,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "eigenvector_centrality(directed=True, scale=True, weights=None, return_eigenvalue=False, arpack_options=None)\n\n"
    "Calculates the eigenvector centralities of the vertices in a graph.\n\n"
+   "Eigenvector centrality is a measure of the importance of a node in a\n"
+   "network. It assigns relative scores to all nodes in the network based\n"
+   "on the principle that connections from high-scoring nodes contribute\n"
+   "more to the score of the node in question than equal connections from\n"
+   "low-scoring nodes. In practice, the centralities are determined by calculating\n"
+   "eigenvector corresponding to the largest positive eigenvalue of the\n"
+   "adjacency matrix. In the undirected case, this function considers\n"
+   "the diagonal entries of the adjacency matrix to be twice the number of\n"
+   "self-loops on the corresponding vertex.\n\n"
+   "In the directed case, the left eigenvector of the adjacency matrix is\n"
+   "calculated. In other words, the centrality of a vertex is proportional\n"
+   "to the sum of centralities of vertices pointing to it.\n\n"
+   "Eigenvector centrality is meaningful only for connected graphs.\n"
+   "Graphs that are not connected should be decomposed into connected\n"
+   "components, and the eigenvector centrality calculated for each separately.\n\n"
    "@param directed: whether to consider edge directions in a directed\n"
    "  graph. Ignored for undirected graphs.\n"
    "@param scale: whether to normalize the centralities so the largest\n"
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 137b56963..3ed99a2e9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 137b569634432c96f6ee3d4f88e09cbaa1b3da58
+Subproject commit 3ed99a2e9c9005258aadead548750cadcc2221f1

From bad92f64db77fc56cb738fd7a5bca2f1c7a5406c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 2 Oct 2020 14:03:11 +0200
Subject: [PATCH 0049/1681] updated igraph subrepo to 0.8.3 [ci skip]

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3ed99a2e9..cafe1e4d4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3ed99a2e9c9005258aadead548750cadcc2221f1
+Subproject commit cafe1e4d447dded9f640fd4f14b7973bef045d62

From b2face64cda748dd6806bed617359bf641c87407 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Oct 2020 21:16:23 +0200
Subject: [PATCH 0050/1681] speed up biconnected_components() postprocessing,
 fixes #281

---
 src/igraph/__init__.py | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 364ae550d..43696c7ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -481,11 +481,14 @@ def biconnected_components(self, return_articulation_points=False):
             trees = GraphBase.biconnected_components(self, False)
 
         clusters = []
-        for tree in trees:
-            cluster = set()
-            for edge in self.es[tree]:
-                cluster.update(edge.tuple)
-            clusters.append(sorted(cluster))
+        if trees:
+            edgelist = self.get_edgelist()
+            for tree in trees:
+                cluster = set()
+                for edge_id in tree:
+                    cluster.update(edgelist[edge_id])
+                clusters.append(sorted(cluster))
+
         clustering = VertexCover(self, clusters)
 
         if return_articulation_points:

From 532f034500809d3f5c5f076027a4132a70fbb558 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Oct 2020 21:24:19 +0200
Subject: [PATCH 0051/1681] Appveyor: switch to an MSYS2 mirror because
 repo.msys2.org is down at the moment [ci skip]

---
 appveyor.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index 7e3ea6a77..b6e8f8d73 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -24,8 +24,8 @@ platform:
 
 install:
   # update msys2 keyring first
-  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
-  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
+  - bash -lc "curl -O https://mirror.yandex.ru/mirrors/msys2/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
+  - bash -lc "curl -O https://mirror.yandex.ru/mirrors/msys2/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
   - bash -lc "pacman --noconfirm -U msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
 
   # update msys2
@@ -33,7 +33,7 @@ install:
   - bash -lc "pacman --noconfirm -Sy"
   - bash -lc "pacman --needed --noconfirm -S zstd"
   - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
-  - pip install cibuildwheel==1.1.0
+  - pip install cibuildwheel==1.6.1
 
 before_build:
   - git submodule update --init --recursive

From e241981762d141b4b2661a71ad6e691dc5ccba6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Oct 2020 21:24:39 +0200
Subject: [PATCH 0052/1681] drop Python 3.5, add Python 3.9 to follow Python's
 branch status

---
 .travis.yml | 6 +++---
 README.md   | 4 ++--
 tox.ini     | 2 +-
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/.travis.yml b/.travis.yml
index cf3a43bd0..3293b1cd4 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -3,10 +3,10 @@ language: python
 
 python:
   - "2.7"
-  - "3.5"
   - "3.6"
   - "3.7"
   - "3.8"
+  - "3.9"
   - pypy3
 
 addons:
@@ -34,7 +34,7 @@ jobs:
         - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
       install:
-        - sudo python -m pip install cibuildwheel==1.1.0
+        - sudo python -m pip install cibuildwheel==1.6.1
       script:
         - python setup.py sdist
         - python -m cibuildwheel --output-dir wheelhouse
@@ -66,7 +66,7 @@ jobs:
         - CIBW_BEFORE_BUILD="python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
       install:
-        - python -m pip install cibuildwheel==1.1.0
+        - python -m pip install cibuildwheel==1.6.1
       script:
         - python -m cibuildwheel --output-dir wheelhouse
       before_deploy: *before_deploy_releases
diff --git a/README.md b/README.md
index f8b13693b..a084ce5e4 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 [![Travis CI](https://img.shields.io/travis/igraph/python-igraph)](https://travis-ci.org/igraph/python-igraph)
-[![PyPI pyversions](https://img.shields.io/badge/python-2.7%20%7C%203.5%20%7C%203.6%20%7C%203.7%20%7C%203.8-blue)](https://pypi.python.org/pypi/python-igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-2.7%20%7C%203.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 
 Python interface for the igraph library
@@ -155,7 +155,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.5 to 3.8, inclusive. Please refer to [this
+means that we support Python 3.6 to 3.9, inclusive. Please refer to [this
 page](https://devguide.python.org/#branchstatus) for the status of Python
 branches and let us know if you encounter problems with `python-igraph` on any
 of the non-EOL Python versions.
diff --git a/tox.ini b/tox.ini
index 84fac76bb..d6f330ab3 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py27, py35, py36, py37, py38, pypy, pypy3
+envlist = py27, py36, py37, py38, py39, pypy, pypy3
 
 [testenv]
 commands = python -m unittest

From 656d8d7cb9f08bbe5f0b0b819073a3a2391c70f1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Oct 2020 21:32:46 +0200
Subject: [PATCH 0053/1681] Appveyor: revert to cibuildwheel 1.1.0

---
 appveyor.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index b6e8f8d73..233d7fa61 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -33,7 +33,7 @@ install:
   - bash -lc "pacman --noconfirm -Sy"
   - bash -lc "pacman --needed --noconfirm -S zstd"
   - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
-  - pip install cibuildwheel==1.6.1
+  - pip install cibuildwheel==1.1.0
 
 before_build:
   - git submodule update --init --recursive

From 6263c44418e91fa2028e9a5287feecc69e716a7b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Oct 2020 22:31:53 +0200
Subject: [PATCH 0054/1681] Travis: Python 3.9 is still referred to as 3.9-dev

---
 .travis.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index 3293b1cd4..ca2f1f73c 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,7 +6,7 @@ python:
   - "3.6"
   - "3.7"
   - "3.8"
-  - "3.9"
+  - "3.9-dev"
   - pypy3
 
 addons:

From 50a8846597698cd5c7ce4f0cba0835485a695919 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 09:46:33 +0200
Subject: [PATCH 0055/1681] Travis: don't install NumPy / SciPy on py39 because
 there are no wheels yet

---
 tox.ini | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tox.ini b/tox.ini
index d6f330ab3..b660866ff 100644
--- a/tox.ini
+++ b/tox.ini
@@ -19,6 +19,11 @@ setenv =
 [testenv:py27]
 commands = python -m unittest discover
 
+[testenv:py39]
+deps =
+    networkx
+    pandas
+
 [flake8]
 max-line-length = 80
 select = C,E,F,W,B,B950

From ed8b329b950b54b7403f28cbf21252c94eb7e06e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 09:49:22 +0200
Subject: [PATCH 0056/1681] Appveyor: it looks like cibuildwheel 1.6.1 requires
 Python 3

---
 appveyor.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index 233d7fa61..867d6d70f 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -33,7 +33,7 @@ install:
   - bash -lc "pacman --noconfirm -Sy"
   - bash -lc "pacman --needed --noconfirm -S zstd"
   - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
-  - pip install cibuildwheel==1.1.0
+  - pip3 install cibuildwheel==1.6.1
 
 before_build:
   - git submodule update --init --recursive

From 034fa38a633383e1ac630e8a8d35a1179f7c92ea Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 10:51:11 +0200
Subject: [PATCH 0057/1681] Appveyor: force using Python 3

---
 appveyor.yml | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index 867d6d70f..b80edf18c 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -6,6 +6,7 @@ environment:
     CIBW_BEFORE_BUILD: python setup.py build_c_core
     CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
     IGRAPH_EXTRA_CONFIGURE_ARGS: "--disable-graphml"
+    PYTHON: "C:\\Python37"
 
   matrix:
     - CIBW_BUILD: "*-win32"
@@ -33,7 +34,14 @@ install:
   - bash -lc "pacman --noconfirm -Sy"
   - bash -lc "pacman --needed --noconfirm -S zstd"
   - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
-  - pip3 install cibuildwheel==1.6.1
+
+  # prepare Python
+  - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
+  - "python --version"
+  - "python -m pip install --upgrade pip"
+
+  # install cibuildwheel
+  - pip install cibuildwheel==1.6.1
 
 before_build:
   - git submodule update --init --recursive

From aa7f8194c7ee128b699a8278ce6d62cc01f25747 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 12:15:16 +0200
Subject: [PATCH 0058/1681] Appveyor: don't build for Python 3.5, we dropped
 supporting it

---
 appveyor.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index b80edf18c..6464920c1 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -10,12 +10,13 @@ environment:
 
   matrix:
     - CIBW_BUILD: "*-win32"
-      CIBW_SKIP: "cp27-*"
+      CIBW_SKIP: "cp27-* cp35-*"
       MSYSTEM: MINGW32
       PATH: C:\msys64\usr\bin;C:\msys64\mingw32\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x86"
 
     - CIBW_BUILD: "*-win_amd64"
+      CIBW_SKIP: "cp27-* cp35-*"
       MSYSTEM: MINGW64
       PATH: C:\msys64\usr\bin;C:\msys64\mingw64\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x64"

From 55f69be8c78fc9cb8a8c80f061a634056c5a8847 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 12:16:56 +0200
Subject: [PATCH 0059/1681] Travis: don't install pandas either for py39

---
 tox.ini | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tox.ini b/tox.ini
index b660866ff..055ea15f8 100644
--- a/tox.ini
+++ b/tox.ini
@@ -20,9 +20,10 @@ setenv =
 commands = python -m unittest discover
 
 [testenv:py39]
+# py39 support is still sparse; most of the optional dependencies have no
+# wheels for Python 3.9 yet so we install only those where they do
 deps =
     networkx
-    pandas
 
 [flake8]
 max-line-length = 80

From df696700444af9180d361fdb7f9cf1b2f615b173 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 14:50:32 +0200
Subject: [PATCH 0060/1681] Travis: trying to use Python 3 as well for
 cibuildwheel

---
 .travis.yml | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/.travis.yml b/.travis.yml
index ca2f1f73c..0525cceb8 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -34,10 +34,10 @@ jobs:
         - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
       install:
-        - sudo python -m pip install cibuildwheel==1.6.1
+        - sudo python3 -m pip install cibuildwheel==1.6.1
       script:
         - python setup.py sdist
-        - python -m cibuildwheel --output-dir wheelhouse
+        - python3 -m cibuildwheel --output-dir wheelhouse
       before_deploy: &before_deploy_releases
         - git config --local user.name "ntamas"
         - git config --local user.email "ntamas@gmail.com"
@@ -61,14 +61,15 @@ jobs:
 
     - stage: wheels
       os: osx
+      osx_image: xcode11.2
       language: shell
       env:
         - CIBW_BEFORE_BUILD="python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
       install:
-        - python -m pip install cibuildwheel==1.6.1
+        - python3 -m pip install cibuildwheel==1.6.1
       script:
-        - python -m cibuildwheel --output-dir wheelhouse
+        - python3 -m cibuildwheel --output-dir wheelhouse
       before_deploy: *before_deploy_releases
       deploy: *deploy_releases
 

From b6595e46189f0af5d1fc085ff2b3edd2e802dbb5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 16:15:38 +0200
Subject: [PATCH 0061/1681] Travis: install pip for Python 3 in the image

---
 .travis.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.travis.yml b/.travis.yml
index 0525cceb8..000da9860 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -34,6 +34,7 @@ jobs:
         - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
       install:
+        - wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
         - sudo python3 -m pip install cibuildwheel==1.6.1
       script:
         - python setup.py sdist

From fccab29c1742bc73d7b684121bb6ee5e48d04663 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Oct 2020 17:29:44 +0200
Subject: [PATCH 0062/1681] Travis: make setup.py sdist quieter so we don't hit
 the log limits

---
 .travis.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index 000da9860..e9486e7c0 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -37,7 +37,7 @@ jobs:
         - wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
         - sudo python3 -m pip install cibuildwheel==1.6.1
       script:
-        - python setup.py sdist
+        - python setup.py -q sdist
         - python3 -m cibuildwheel --output-dir wheelhouse
       before_deploy: &before_deploy_releases
         - git config --local user.name "ntamas"

From b17676fb1267223a5ebbb740bdaf781d7602e466 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 07:35:39 +0200
Subject: [PATCH 0063/1681] Appveyor: repo.msys2.org works again

---
 appveyor.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index 6464920c1..a1cfd8375 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -26,8 +26,8 @@ platform:
 
 install:
   # update msys2 keyring first
-  - bash -lc "curl -O https://mirror.yandex.ru/mirrors/msys2/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
-  - bash -lc "curl -O https://mirror.yandex.ru/mirrors/msys2/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
+  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
+  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
   - bash -lc "pacman --noconfirm -U msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
 
   # update msys2

From 81e0ff9b2138555b690e04fce59218fe49387907 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 07:45:22 +0200
Subject: [PATCH 0064/1681] enable silent rules during igraph compilation to
 make Travis output shorter

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 8aa98e59d..511590b2f 100644
--- a/setup.py
+++ b/setup.py
@@ -300,7 +300,7 @@ def compile_in(self, build_folder, source_folder=None):
             os.chdir(build_folder)
 
             print("Configuring igraph...")
-            configure_args = ["--disable-tls"]
+            configure_args = ["--disable-tls", "--enable-silent-rules"]
             if "IGRAPH_EXTRA_CONFIGURE_ARGS" in os.environ:
                 configure_args.extend(os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" "))
             retcode = subprocess.call(

From 84d0505c7c1537ea54b1003c73493d6577387a69 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 12:13:28 +0200
Subject: [PATCH 0065/1681] bumped version to 0.8.3

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 5b83e8332..3a1483d4e 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.8.2'
+version = '0.8.3'
 # The full version, including alpha/beta/rc tags.
-release = '0.8.2'
+release = '0.8.3'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index b523d76db..aea240828 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 8, 2)
+__version_info__ = (0, 8, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 6f95052e809c92b0b0e2e374e202ed0ffa6fb5fa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 15:20:44 +0200
Subject: [PATCH 0066/1681] igraph.operators module: declare explicitly what is
 being exported

---
 src/igraph/operators.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 469486dc0..6d19075cc 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -37,6 +37,8 @@
 from collections import defaultdict, Counter
 from warnings import warn
 
+__all__ = ("disjoint_union", "union", "intersection")
+
 
 def disjoint_union(graphs):
     """Graph disjoint union.

From de7b34f04c2405bd89063764cfa2c47ef52289a4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 15:45:34 +0200
Subject: [PATCH 0067/1681] don't use a wildcard import in igraph.operators

---
 src/igraph/operators.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 6d19075cc..da5efe31f 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -29,10 +29,7 @@
 02110-1301 USA
 """
 
-# pylint: disable-msg=W0401
-# W0401: wildcard import
-from igraph._igraph import *
-from igraph._igraph import _union, _intersection, _disjoint_union
+from igraph._igraph import GraphBase, _union, _intersection, _disjoint_union
 
 from collections import defaultdict, Counter
 from warnings import warn

From c3379d26e550abc71d176c53e475b10b960f9fd6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 16:19:52 +0200
Subject: [PATCH 0068/1681] igraph.operators: fix documentation header for
 Epydoc

---
 src/igraph/operators.py | 11 +++--------
 1 file changed, 3 insertions(+), 8 deletions(-)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index da5efe31f..a9aee0014 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -1,14 +1,11 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
-"""
-IGraph library.
-
-@undocumented: deprecated, _graphmethod, _add_proxy_methods, _layout_method_wrapper,
-               _3d_version_for
-"""
+"""Implementation of union, disjoint union and intersection operators."""
 
 from __future__ import with_statement
 
+__all__ = ("disjoint_union", "union", "intersection")
+__docformat__ = "restructuredtext en"
 __license__ = u"""
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
@@ -34,8 +31,6 @@
 from collections import defaultdict, Counter
 from warnings import warn
 
-__all__ = ("disjoint_union", "union", "intersection")
-
 
 def disjoint_union(graphs):
     """Graph disjoint union.

From ab408676c15d38047d2768599c7ccfe027893385 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 16:44:11 +0200
Subject: [PATCH 0069/1681] added missing global.rst include in several doc
 chapters

---
 doc/source/analysis.rst   | 2 ++
 doc/source/generation.rst | 2 ++
 2 files changed, 4 insertions(+)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index a4ab5ec74..8c15b4b83 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -1,3 +1,5 @@
+.. include:: include/global.rst
+
 Graph analysis
 ==============
 |igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index a3f5b952e..991e43dfd 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -1,3 +1,5 @@
+.. include:: include/global.rst
+
 Graph generation
 ================
 

From 64e1fecb1f881c0676cdc9177bc073bdc904acd7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 17:29:24 +0200
Subject: [PATCH 0070/1681] fixed several Epydoc warnings

---
 src/_igraph/graphobject.c |  2 +-
 src/igraph/__init__.py    | 72 +++++++++++++++++++--------------------
 src/igraph/operators.py   |  4 +--
 3 files changed, 39 insertions(+), 39 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8102a059d..1cc937635 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14800,7 +14800,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"isomorphic_bliss", (PyCFunction) igraphmodule_Graph_isomorphic_bliss,
    METH_VARARGS | METH_KEYWORDS,
    "isomorphic_bliss(other, return_mapping_12=False, return_mapping_21=False,\n"
-   "  sh1=\"fm\", sh2=None)\n\n"
+   "  sh1=\"fm\", sh2=None, color1=None, color2=None)\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
    "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 43696c7ed..8646d6d3c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -267,7 +267,7 @@ def add_edges(self, es, attributes=None):
         @param es: the list of edges to be added. Every edge is represented
           with a tuple containing the vertex IDs or names of the two
           endpoints. Vertices are enumerated from zero.
-        @params attributes: dict of sequences, all of length equal to the
+        @param attributes: dict of sequences, all of length equal to the
           number of edges to be added, containing the attributes of the new
           edges.
         """
@@ -302,23 +302,23 @@ def add_vertex(self, name=None, **kwds):
         return vertex
 
     def add_vertices(self, n, attributes=None):
-        """add_vertices(n)
+        """add_vertices(n, attributes=None)
 
         Adds some vertices to the graph.
 
+        Note that if C{n} is a sequence of strings, indicating the names of the
+        new vertices, and attributes has a key C{name}, the two conflict. In
+        that case the attribute will be applied.
+
         @param n: the number of vertices to be added, or the name of a single
           vertex to be added, or a sequence of strings, each corresponding to the
           name of a vertex to be added. Names will be assigned to the C{name}
           vertex attribute.
-        @params attributes: dict of sequences, all of length equal to the
+        @param attributes: dict of sequences, all of length equal to the
           number of vertices to be added, containing the attributes of the new
           vertices. If n is a string (so a single vertex is added), then the
           values of this dict are the attributes themselves, but if n=1 then
           they have to be lists of length 1.
-
-        Note that if n is a sequence of strings, indicating the names of the
-        new vertices, and attributes has a key 'name', the two conflict. In
-        that case the attribute will be applied.
         """
         if isinstance(n, basestring):
             # Adding a single vertex with a name
@@ -639,13 +639,15 @@ def get_adjacency(self, type=GET_ADJACENCY_BOTH, attribute=None, \
         return Matrix(data)
 
     def get_adjacency_sparse(self, attribute=None):
-        """Returns the adjacency matrix of a graph as scipy csr matrix.
+        """Returns the adjacency matrix of a graph as a SciPy CSR matrix.
+
         @param attribute: if C{None}, returns the ordinary adjacency
           matrix. When the name of a valid edge attribute is given
           here, the matrix returned will contain the default value
           at the places where there is no edge or the value of the
           given attribute where there is an edge.
-        @return: the adjacency matrix as a L{scipy.sparse.csr_matrix}."""
+        @return: the adjacency matrix as a C{scipy.sparse.csr_matrix}.
+        """
         try:
             from scipy import sparse
         except ImportError:
@@ -697,7 +699,7 @@ def get_adjedgelist(self, *args, **kwds):
         return self.get_inclist(*args, **kwds)
 
     def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
-        """get_all_simple_paths(v, to=None, mode=OUT)
+        """get_all_simple_paths(v, to=None, cutoff=-1, mode=OUT)
 
         Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
@@ -1869,27 +1871,27 @@ def to_graph_tool(
             edge_attributes=None):
         """Converts the graph to graph-tool
 
-        @param graph_attributes: dictionary of graph attributes to transfer.
-          Keys are attributes from the graph, values are data types (see
-          below). C{None} means no graph attributes are transferred.
-        @param vertex_attributes: dictionary of vertex attributes to transfer.
-          Keys are attributes from the vertices, values are data types (see
-          below). C{None} means no vertex attributes are transferred.
-        @param edge_attributes: dictionary of edge attributes to transfer.
-          Keys are attributes from the edges, values are data types (see
-          below). C{None} means no vertex attributes are transferred.
-
         Data types: graph-tool only accepts specific data types. See the
         following web page for a list:
 
         https://graph-tool.skewed.de/static/doc/quickstart.html
 
-        NOTE: because of the restricted data types in graph-tool, vertex and
+        Note: because of the restricted data types in graph-tool, vertex and
         edge attributes require to be type-consistent across all vertices or
         edges. If you set the property for only some vertices/edges, the other
         will be tagged as None in python-igraph, so they can only be converted
         to graph-tool with the type 'object' and any other conversion will
         fail.
+
+        @param graph_attributes: dictionary of graph attributes to transfer.
+          Keys are attributes from the graph, values are data types (see
+          below). C{None} means no graph attributes are transferred.
+        @param vertex_attributes: dictionary of vertex attributes to transfer.
+          Keys are attributes from the vertices, values are data types (see
+          below). C{None} means no vertex attributes are transferred.
+        @param edge_attributes: dictionary of edge attributes to transfer.
+          Keys are attributes from the edges, values are data types (see
+          below). C{None} means no vertex attributes are transferred.
         """
         import graph_tool as gt
 
@@ -3018,7 +3020,7 @@ def GRG(klass, n, radius, torus=False):
 
     @classmethod
     def Incidence(klass, *args, **kwds):
-        """Incidence(matrix, directed=False, mode=ALL, multiple=False)
+        """Incidence(matrix, directed=False, mode=ALL, multiple=False, weighted=None)
 
         Creates a bipartite graph from an incidence matrix.
 
@@ -3074,7 +3076,7 @@ def Incidence(klass, *args, **kwds):
 
     @classmethod
     def DataFrame(klass, edges, directed=True, vertices=None):
-        """DataFrame(directed=True, vertices=None)
+        """DataFrame(edges, directed=True, vertices=None)
 
         Generates a graph from one or two dataframes.
 
@@ -3773,44 +3775,42 @@ def summary(self, verbosity=0, width=None, *args, **kwds):
         return str(GraphSummary(self, verbosity, width, *args, **kwds))
 
     def disjoint_union(self, other):
-        '''disjoint_union(self, other)
+        """disjoint_union(self, other)
 
         Creates the disjoint union of two (or more) graphs.
 
-        @param graphs: graph or list of graphs to be united with
-        the current one.
+        @param other: graph or list of graphs to be united with the current one.
         @return: the disjoint union graph
-        '''
+        """
         if isinstance(other, GraphBase):
             other = [other]
         return disjoint_union([self] + other)
 
     def union(self, other, byname='auto'):
-        '''union(self, other)
+        """union(self, other, byname="auto")
 
         Creates the union of two (or more) graphs.
 
-        @param graphs: graph or list of graphs to be united with
-        the current one.
+        @param other: graph or list of graphs to be united with the current one.
         @param byname: whether to use vertex names instead of ids. See
-        L{igraph.union} for details.
+          L{igraph.union} for details.
         @return: the union graph
-        '''
+        """
         if isinstance(other, GraphBase):
             other = [other]
         return union([self] + other, byname=byname)
 
     def intersection(self, other, byname='auto'):
-        '''intersection(self, other)
+        """intersection(self, other, byname="auto")
 
         Creates the intersection of two (or more) graphs.
 
         @param other: graph or list of graphs to be intersected with
-        the current one.
+          the current one.
         @param byname: whether to use vertex names instead of ids. See
-        L{igraph.intersection} for details.
+          L{igraph.intersection} for details.
         @return: the intersection graph
-        '''
+        """
         if isinstance(other, GraphBase):
             other = [other]
         return intersection([self] + other, byname=byname)
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index a9aee0014..00f8e0c13 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -307,8 +307,8 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
       False, ignore vertex names. If True, merge vertices based on names. If
       'auto', use True if all graphs have named vertices and False otherwise
       (in the latter case, a warning is generated too).
-    @keep_all_vertices: bool specifying if vertices that are not present in all
-      graphs should be kept in the intersection.
+    @param keep_all_vertices: bool specifying if vertices that are not present
+      in all graphs should be kept in the intersection.
     @return: the intersection graph
     """
 

From ea43a546b3463d1874af0ad907bbc55a200d7acf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 17:29:34 +0200
Subject: [PATCH 0071/1681] Travis: skip generating wheels for Python 3.5

---
 .travis.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.travis.yml b/.travis.yml
index e9486e7c0..d4b4da247 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -33,6 +33,7 @@ jobs:
       env:
         - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
+        - CIBW_SKIP="cp35-*"
       install:
         - wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
         - sudo python3 -m pip install cibuildwheel==1.6.1

From a3b48ac4e1a55dfe218c68038031ebcddec9a19b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Oct 2020 20:07:57 +0200
Subject: [PATCH 0072/1681] fix three more warnings in the documentation
 generation

---
 doc/source/generation.rst | 2 +-
 src/igraph/__init__.py    | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 991e43dfd..2e689dd36 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -55,7 +55,7 @@ If you don't specify a format, |igraph| will try to figure it out or, if that fa
 
 From external libraries
 +++++++++++++++++++++++
-|igraph| can read from and write to `networkx`_ and `graph-tool`_ graph formats:
+|igraph| can read from and write to `networkx` and `graph-tool` graph formats:
 
 >>> g = Graph.from_networkx(nwx)
 
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 8646d6d3c..20e9e9cbd 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -260,7 +260,7 @@ def add_edge(self, source, target, **kwds):
         return edge
 
     def add_edges(self, es, attributes=None):
-        """add_edges(es)
+        """add_edges(es, attributes=None)
 
         Adds some edges to the graph.
 

From 64eab5458ae7662707df43721e6d9d23b4f1ad18 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Oct 2020 18:14:12 +0100
Subject: [PATCH 0073/1681] chore: reformatted setup.py with black [skip ci]

---
 setup.py | 93 ++++++++++++++++++++++++++++----------------------------
 1 file changed, 47 insertions(+), 46 deletions(-)

diff --git a/setup.py b/setup.py
index 511590b2f..c20468ccc 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,4 @@
-#usr/bin/env python
+#!usr/bin/env python
 
 import os
 import platform
@@ -29,6 +29,7 @@
 import sysconfig
 
 from select import select
+from time import sleep
 
 ###########################################################################
 
@@ -143,7 +144,7 @@ def is_unix_like(platform=None):
     )
 
 
-def find_msvc_source_folder(folder = ".", requires_built=False):
+def find_msvc_source_folder(folder=".", requires_built=False):
     """Finds the folder that contains the MSVC-specific source of igraph if there
     is any. Returns `None` if no such folder is found. Prints a warning if the
     choice is ambiguous.
@@ -151,15 +152,15 @@ def find_msvc_source_folder(folder = ".", requires_built=False):
     all_msvc_dirs = glob.glob(os.path.join(folder, "igraph-*-msvc"))
     if len(all_msvc_dirs) > 0:
         if len(all_msvc_dirs) > 1:
-            print(
-                "More than one MSVC build directory (..\\..\\igraph-*-msvc) found!"
-            )
+            print("More than one MSVC build directory (..\\..\\igraph-*-msvc) found!")
             print(
                 "It could happen that setup.py uses the wrong one! Please remove all but the right one!\n\n"
             )
 
         msvc_builddir = all_msvc_dirs[-1]
-        if requires_built and not os.path.exists(os.path.join(msvc_builddir, "Release")):
+        if requires_built and not os.path.exists(
+            os.path.join(msvc_builddir, "Release")
+        ):
             print(
                 "There is no 'Release' dir in the MSVC build directory\n(%s)"
                 % msvc_builddir
@@ -179,19 +180,20 @@ def preprocess_fallback_config():
     global LIBIGRAPH_FALLBACK_LIBRARY_DIRS
     global LIBIGRAPH_FALLBACK_LIBRARIES
 
-    if platform.system() == "Windows" and distutils.ccompiler.get_default_compiler() == "msvc":
+    if (
+        platform.system() == "Windows"
+        and distutils.ccompiler.get_default_compiler() == "msvc"
+    ):
         # if this setup is run in the source checkout *and* the igraph msvc was build,
         # this code adds the right library and include dir
-        msvc_builddir = find_msvc_source_folder(os.path.join("..", ".."), requires_built=True)
+        msvc_builddir = find_msvc_source_folder(
+            os.path.join("..", ".."), requires_built=True
+        )
 
         if msvc_builddir is not None:
             print("Using MSVC build dir: %s\n\n" % msvc_builddir)
-            LIBIGRAPH_FALLBACK_INCLUDE_DIRS = [
-                os.path.join(msvc_builddir, "include")
-            ]
-            LIBIGRAPH_FALLBACK_LIBRARY_DIRS = [
-                os.path.join(msvc_builddir, "Release")
-            ]
+            LIBIGRAPH_FALLBACK_INCLUDE_DIRS = [os.path.join(msvc_builddir, "include")]
+            LIBIGRAPH_FALLBACK_LIBRARY_DIRS = [os.path.join(msvc_builddir, "Release")]
             return True
         else:
             return False
@@ -269,7 +271,7 @@ def compile_in(self, build_folder, source_folder=None):
 
         source_folder = os.path.abspath(source_folder)
         build_folder = os.path.abspath(build_folder)
-        
+
         build_to_source_folder = os.path.relpath(source_folder, build_folder)
 
         cwd = os.getcwd()
@@ -302,20 +304,24 @@ def compile_in(self, build_folder, source_folder=None):
             print("Configuring igraph...")
             configure_args = ["--disable-tls", "--enable-silent-rules"]
             if "IGRAPH_EXTRA_CONFIGURE_ARGS" in os.environ:
-                configure_args.extend(os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" "))
+                configure_args.extend(
+                    os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" ")
+                )
             retcode = subprocess.call(
                 "sh {0} {1}".format(
-                    quote_path_for_shell(os.path.join(build_to_source_folder, "configure")),
-                    " ".join(configure_args)
+                    quote_path_for_shell(
+                        os.path.join(build_to_source_folder, "configure")
+                    ),
+                    " ".join(configure_args),
                 ),
                 env=self.enhanced_env(CFLAGS="-fPIC", CXXFLAGS="-fPIC"),
-                shell=True
+                shell=True,
             )
             if retcode:
                 return False
 
             building_on_windows = building_on_windows_msvc()
-            
+
             if building_on_windows:
                 print("Creating Microsoft Visual Studio project...")
                 retcode = subprocess.call("make msvc", shell=True)
@@ -331,13 +337,17 @@ def compile_in(self, build_folder, source_folder=None):
                 devenv = os.environ.get("DEVENV_EXECUTABLE")
                 os.chdir(msvc_source)
                 if devenv is None:
-                    retcode = subprocess.call("devenv /upgrade igraph.vcproj", shell=True)
+                    retcode = subprocess.call(
+                        "devenv /upgrade igraph.vcproj", shell=True
+                    )
                 else:
                     retcode = subprocess.call([devenv, "/upgrade", "igraph.vcproj"])
                 if retcode:
                     return False
 
-                retcode = subprocess.call("msbuild.exe igraph.vcxproj /p:configuration=Release")
+                retcode = subprocess.call(
+                    "msbuild.exe igraph.vcxproj /p:configuration=Release"
+                )
             else:
                 retcode = subprocess.call("make", shell=True)
 
@@ -368,7 +378,7 @@ def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
     ):
         building_on_windows = building_on_windows_msvc()
-            
+
         create_dir_unless_exists(install_folder)
 
         ensure_dir_does_not_exist(install_folder, "include")
@@ -387,9 +397,7 @@ def copy_build_artifacts(
             msvc_builddir = find_msvc_source_folder(build_folder, requires_built=True)
             if msvc_builddir is not None:
                 print("Using MSVC build dir: %s\n\n" % msvc_builddir)
-                for fname in glob.glob(
-                    os.path.join(msvc_builddir, "Release", "*.lib")
-                ):
+                for fname in glob.glob(os.path.join(msvc_builddir, "Release", "*.lib")):
                     shutil.copy(fname, os.path.join(install_folder, "lib"))
             else:
                 print("Cannot find MSVC build dir in %s\n\n" % build_folder)
@@ -497,7 +505,9 @@ def run(self):
                 if buildcfg.use_pkgconfig:
                     detected = buildcfg.detect_from_pkgconfig()
                     if not detected:
-                        print("Cannot find the C core of igraph on this system using pkg-config.")
+                        print(
+                            "Cannot find the C core of igraph on this system using pkg-config."
+                        )
                         sys.exit(1)
                 else:
                     # Build the C core from the vendored igraph source
@@ -510,10 +520,11 @@ def run(self):
                 # Add any extra library paths if needed; this is needed for the
                 # Appveyor CI build
                 if "IGRAPH_EXTRA_LIBRARY_PATH" in os.environ:
-                    buildcfg.library_dirs = list(
-                        os.environ["IGRAPH_EXTRA_LIBRARY_PATH"].split(os.pathsep)
-                    ) + buildcfg.library_dirs
-                
+                    buildcfg.library_dirs = (
+                        list(os.environ["IGRAPH_EXTRA_LIBRARY_PATH"].split(os.pathsep))
+                        + buildcfg.library_dirs
+                    )
+
                 # Replaces library names with full paths to static libraries
                 # where possible. libm.a is excluded because it caused problems
                 # on Sabayon Linux where libm.a is probably not compiled with
@@ -549,9 +560,6 @@ def sdist(self):
         command.
         """
         from setuptools.command.sdist import sdist
-        from distutils.sysconfig import get_python_inc
-
-        buildcfg = self
 
         class custom_sdist(sdist):
             def run(self):
@@ -698,7 +706,7 @@ def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
         versions if the static version is to be found on the library path."""
         building_on_windows = building_on_windows_msvc()
-            
+
         if not building_on_windows and "stdc++" not in self.libraries:
             self.libraries.append("stdc++")
 
@@ -718,7 +726,7 @@ def use_vendored_igraph(self):
         """Assumes that igraph is installed already in ``vendor/install/igraph`` and sets up
         the include and library paths and the library names accordingly."""
         building_on_windows = building_on_windows_msvc()
-            
+
         buildcfg.include_dirs = [os.path.join("vendor", "install", "igraph", "include")]
         buildcfg.library_dirs = [os.path.join("vendor", "install", "igraph", "lib")]
         if not buildcfg.static_extension:
@@ -803,17 +811,10 @@ def use_educated_guess(self):
     author_email="ntamas@gmail.com",
     ext_modules=[igraph_extension],
     package_dir={"igraph": "src/igraph"},
-    packages=[
-        "igraph",
-        "igraph.app",
-        "igraph.drawing",
-        "igraph.remote"
-    ],
+    packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
-    extras_require={
-        "plotting": ["pycairo>=1.18.0"]
-    },
+    extras_require={"plotting": ["pycairo>=1.18.0"]},
     headers=headers,
     platforms="ALL",
     keywords=[
@@ -846,7 +847,7 @@ def use_educated_guess(self):
     cmdclass={
         "build_c_core": buildcfg.build_c_core,  # used by CI
         "build_ext": buildcfg.build_ext,
-        "sdist": buildcfg.sdist
+        "sdist": buildcfg.sdist,
     },
 )
 

From d2c2efc270bf61daadc7aca9719ea8bcdb581ca8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Oct 2020 18:22:59 +0100
Subject: [PATCH 0074/1681] feat: added empty stub for soon-to-be-added CMake
 builder for igraph 0.9 [skip ci]

---
 setup.py | 34 ++++++++++++++++++++++++++++++----
 1 file changed, 30 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index c20468ccc..5d18b9ba1 100644
--- a/setup.py
+++ b/setup.py
@@ -255,9 +255,11 @@ def wait_for_keypress(seconds):
 ###########################################################################
 
 
-class IgraphCCoreBuilder(object):
+class IgraphCCoreAutotoolsBuilder(object):
     """Class responsible for downloading and building the C core of igraph
-    if it is not installed yet."""
+    if it is not installed yet, assuming that the C core uses `configure.ac`
+    and its friends. This used to be the case before igraph 0.9.
+    """
 
     def compile_in(self, build_folder, source_folder=None):
         """Compiles igraph from its source code in the given folder.
@@ -422,6 +424,27 @@ def enhanced_env(**kwargs):
         return env
 
 
+###########################################################################
+
+
+class IgraphCCoreCMakeBuilder(object):
+    """Class responsible for downloading and building the C core of igraph
+    if it is not installed yet, assuming that the C core uses CMake as the
+    build tool. This is the case from igraph 0.9.
+    """
+
+    def compile_in(self, build_folder, source_folder=None):
+        raise NotImplementedError
+
+    def copy_build_artifacts(
+        self, source_folder, build_folder, install_folder, libraries
+    ):
+        raise NotImplementedError
+
+
+###########################################################################
+
+
 class BuildConfiguration(object):
     def __init__(self):
         self.include_dirs = []
@@ -591,7 +614,11 @@ def compile_igraph_from_vendor_source(self):
             return True
 
         vendor_source_path = os.path.join("vendor", "source", "igraph")
-        if not os.path.isfile(os.path.join(vendor_source_path, "configure.ac")):
+        if os.path.isfile(os.path.join(vendor_source_path, "configure.ac")):
+            igraph_builder = IgraphCCoreAutotoolsBuilder()
+        elif os.path.isfile(os.path.join(vendor_source_path, "CMakeLists.txt")):
+            igraph_builder = IgraphCCoreCMakeBuilder()
+        else:
             # No git submodule present with vendored source
             print("Cannot find vendored igraph source in " + vendor_source_path)
             print("")
@@ -607,7 +634,6 @@ def compile_igraph_from_vendor_source(self):
         print("  Install folder: %s" % install_folder)
         print("")
 
-        igraph_builder = IgraphCCoreBuilder()
         libraries = igraph_builder.compile_in(build_folder, source_folder=source_folder)
         if not libraries or not igraph_builder.copy_build_artifacts(
             source_folder=source_folder,

From 19d48e47e2accf82f681c7c5db93b0556c7dd652 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 2 Nov 2020 22:14:09 +0100
Subject: [PATCH 0075/1681] CMake builder now builds the C core; work in
 progress

---
 setup.py | 257 +++++++++++++++++++++++++++++++++----------------------
 1 file changed, 156 insertions(+), 101 deletions(-)

diff --git a/setup.py b/setup.py
index 5d18b9ba1..ded7fc943 100644
--- a/setup.py
+++ b/setup.py
@@ -66,6 +66,20 @@ def exclude_from_list(items, items_to_exclude):
     return [item for item in items if item not in itemset]
 
 
+def find_executable(name):
+    """Finds an executable with the given name on the system PATH and returns
+    its full path.
+    """
+    try:
+        from shutil import which
+
+        return which(name)  # Python 3.3 and above
+    except ImportError:
+        import distutils.spawn
+
+        return distutils.spawn.find_executable(name)  # Earlier than Python 3.3
+
+
 def find_static_library(library_name, library_path):
     """Given the raw name of a library in `library_name`, tries to find a
     static library with this name in the given `library_path`. `library_path`
@@ -261,120 +275,106 @@ class IgraphCCoreAutotoolsBuilder(object):
     and its friends. This used to be the case before igraph 0.9.
     """
 
-    def compile_in(self, build_folder, source_folder=None):
+    def compile_in(self, source_folder, build_folder, install_folder):
         """Compiles igraph from its source code in the given folder.
 
         source_folder is the name of the folder that contains igraph's source
-        files. If it is `None`, it is assumed that it is the same as the
-        build folder.
-        """
-        if source_folder is None:
-            source_folder = build_folder
-
-        source_folder = os.path.abspath(source_folder)
-        build_folder = os.path.abspath(build_folder)
+        files. build_folder is the name of the folder where the build should
+        be executed. Both must be absolute paths.
 
+        Returns:
+            False if the build failed or the list of libraries to link to when
+            linking the Python interface to igraph
+        """
         build_to_source_folder = os.path.relpath(source_folder, build_folder)
 
-        cwd = os.getcwd()
-        try:
-            os.chdir(source_folder)
-
-            # Run the bootstrap script if we have downloaded a tarball from
-            # Github
-            if os.path.isfile("bootstrap.sh") and not os.path.isfile("configure"):
-                print("Bootstrapping igraph...")
-                retcode = subprocess.call("sh bootstrap.sh", shell=True)
-                if retcode:
-                    return False
-
-            # Patch ltmain.sh so it does not freak out when the build directory
-            # contains spaces
-            with open("ltmain.sh") as infp:
-                with open("ltmain.sh.new", "w") as outfp:
-                    for line in infp:
-                        if line.endswith("cd $darwin_orig_dir\n"):
-                            line = line.replace(
-                                "cd $darwin_orig_dir\n", 'cd "$darwin_orig_dir"\n'
-                            )
-                        outfp.write(line)
-            shutil.move("ltmain.sh.new", "ltmain.sh")
-
-            create_dir_unless_exists(build_folder)
-            os.chdir(build_folder)
-
-            print("Configuring igraph...")
-            configure_args = ["--disable-tls", "--enable-silent-rules"]
-            if "IGRAPH_EXTRA_CONFIGURE_ARGS" in os.environ:
-                configure_args.extend(
-                    os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" ")
-                )
-            retcode = subprocess.call(
-                "sh {0} {1}".format(
-                    quote_path_for_shell(
-                        os.path.join(build_to_source_folder, "configure")
-                    ),
-                    " ".join(configure_args),
-                ),
-                env=self.enhanced_env(CFLAGS="-fPIC", CXXFLAGS="-fPIC"),
-                shell=True,
-            )
+        os.chdir(source_folder)
+
+        # Run the bootstrap script if we have downloaded a tarball from
+        # Github
+        if os.path.isfile("bootstrap.sh") and not os.path.isfile("configure"):
+            print("Bootstrapping igraph...")
+            retcode = subprocess.call("sh bootstrap.sh", shell=True)
             if retcode:
                 return False
 
-            building_on_windows = building_on_windows_msvc()
+        # Patch ltmain.sh so it does not freak out when the build directory
+        # contains spaces
+        with open("ltmain.sh") as infp:
+            with open("ltmain.sh.new", "w") as outfp:
+                for line in infp:
+                    if line.endswith("cd $darwin_orig_dir\n"):
+                        line = line.replace(
+                            "cd $darwin_orig_dir\n", 'cd "$darwin_orig_dir"\n'
+                        )
+                    outfp.write(line)
+        shutil.move("ltmain.sh.new", "ltmain.sh")
+
+        os.chdir(build_folder)
+
+        print("Configuring igraph...")
+        configure_args = ["--disable-tls", "--enable-silent-rules"]
+        if "IGRAPH_EXTRA_CONFIGURE_ARGS" in os.environ:
+            configure_args.extend(os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" "))
+        retcode = subprocess.call(
+            "sh {0} {1}".format(
+                quote_path_for_shell(os.path.join(build_to_source_folder, "configure")),
+                " ".join(configure_args),
+            ),
+            env=self.enhanced_env(CFLAGS="-fPIC", CXXFLAGS="-fPIC"),
+            shell=True,
+        )
+        if retcode:
+            return False
+
+        building_on_windows = building_on_windows_msvc()
 
-            if building_on_windows:
-                print("Creating Microsoft Visual Studio project...")
-                retcode = subprocess.call("make msvc", shell=True)
-                if retcode:
-                    return False
+        if building_on_windows:
+            print("Creating Microsoft Visual Studio project...")
+            retcode = subprocess.call("make msvc", shell=True)
+            if retcode:
+                return False
 
-            print("Building igraph...")
-            if building_on_windows:
-                msvc_source = find_msvc_source_folder()
-                if not msvc_source:
-                    return False
-
-                devenv = os.environ.get("DEVENV_EXECUTABLE")
-                os.chdir(msvc_source)
-                if devenv is None:
-                    retcode = subprocess.call(
-                        "devenv /upgrade igraph.vcproj", shell=True
-                    )
-                else:
-                    retcode = subprocess.call([devenv, "/upgrade", "igraph.vcproj"])
-                if retcode:
-                    return False
+        print("Building igraph...")
+        if building_on_windows:
+            msvc_source = find_msvc_source_folder()
+            if not msvc_source:
+                return False
 
-                retcode = subprocess.call(
-                    "msbuild.exe igraph.vcxproj /p:configuration=Release"
-                )
+            devenv = os.environ.get("DEVENV_EXECUTABLE")
+            os.chdir(msvc_source)
+            if devenv is None:
+                retcode = subprocess.call("devenv /upgrade igraph.vcproj", shell=True)
             else:
-                retcode = subprocess.call("make", shell=True)
-
+                retcode = subprocess.call([devenv, "/upgrade", "igraph.vcproj"])
             if retcode:
                 return False
 
-            if building_on_windows:
-                libraries = ["igraph"]
-            else:
-                libraries = []
-                for line in open("igraph.pc"):
-                    if line.startswith("Libs: ") or line.startswith("Libs.private: "):
-                        words = line.strip().split()
-                        libraries.extend(
-                            word[2:] for word in words if word.startswith("-l")
-                        )
+            retcode = subprocess.call(
+                "msbuild.exe igraph.vcxproj /p:configuration=Release"
+            )
+        else:
+            retcode = subprocess.call("make", shell=True)
 
-                if not libraries:
-                    # Educated guess
-                    libraries = ["igraph"]
+        if retcode:
+            return False
 
-            return libraries
+        if building_on_windows:
+            libraries = ["igraph"]
+        else:
+            libraries = []
+            for line in open("igraph.pc"):
+                if line.startswith("Libs: ") or line.startswith("Libs.private: "):
+                    words = line.strip().split()
+                    libraries.extend(
+                        word[2:] for word in words if word.startswith("-l")
+                    )
 
-        finally:
-            os.chdir(cwd)
+            if not libraries:
+                # Educated guess
+                libraries = ["igraph"]
+
+        return libraries
 
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
@@ -431,10 +431,50 @@ class IgraphCCoreCMakeBuilder(object):
     """Class responsible for downloading and building the C core of igraph
     if it is not installed yet, assuming that the C core uses CMake as the
     build tool. This is the case from igraph 0.9.
+
+    Returns:
+        False if the build failed or the list of libraries to link to when
+        linking the Python interface to igraph
     """
 
-    def compile_in(self, build_folder, source_folder=None):
-        raise NotImplementedError
+    def compile_in(self, source_folder, build_folder, install_folder):
+        """Compiles igraph from its source code in the given folder.
+
+        source_folder is the name of the folder that contains igraph's source
+        files. build_folder is the name of the folder where the build should
+        be executed. Both must be absolute paths.
+        """
+        cmake = find_executable("cmake")
+        if not cmake:
+            print(
+                "igraph uses CMake as the build system. You need to install CMake "
+                "before compiling igraph."
+            )
+            return False
+
+        build_to_source_folder = os.path.relpath(source_folder, build_folder)
+        os.chdir(build_folder)
+
+        print("Configuring build...")
+        args = [cmake, build_to_source_folder]
+        for deps in "ARPACK BLAS CXSPARSE GLPK LAPACK".split():
+            args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
+
+        retcode = subprocess.call(args)
+        if retcode:
+            return False
+
+        print("Running build...")
+        retcode = subprocess.call(
+            [cmake, "--build", ".", "--parallel", "--config", "Release"]
+        )
+        if retcode:
+            return False
+
+        print("Installing build...")
+        retcode = subprocess.call([cmake, "--install", ".", "--prefix", install_folder])
+        if retcode:
+            return False
 
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
@@ -614,10 +654,10 @@ def compile_igraph_from_vendor_source(self):
             return True
 
         vendor_source_path = os.path.join("vendor", "source", "igraph")
-        if os.path.isfile(os.path.join(vendor_source_path, "configure.ac")):
-            igraph_builder = IgraphCCoreAutotoolsBuilder()
-        elif os.path.isfile(os.path.join(vendor_source_path, "CMakeLists.txt")):
+        if os.path.isfile(os.path.join(vendor_source_path, "CMakeLists.txt")):
             igraph_builder = IgraphCCoreCMakeBuilder()
+        elif os.path.isfile(os.path.join(vendor_source_path, "configure.ac")):
+            igraph_builder = IgraphCCoreAutotoolsBuilder()
         else:
             # No git submodule present with vendored source
             print("Cannot find vendored igraph source in " + vendor_source_path)
@@ -634,7 +674,22 @@ def compile_igraph_from_vendor_source(self):
         print("  Install folder: %s" % install_folder)
         print("")
 
-        libraries = igraph_builder.compile_in(build_folder, source_folder=source_folder)
+        source_folder = os.path.abspath(source_folder)
+        build_folder = os.path.abspath(build_folder)
+        install_folder = os.path.abspath(install_folder)
+
+        create_dir_unless_exists(build_folder)
+
+        cwd = os.getcwd()
+        try:
+            libraries = igraph_builder.compile_in(
+                source_folder=source_folder,
+                build_folder=build_folder,
+                install_folder=install_folder,
+            )
+        finally:
+            os.chdir(cwd)
+
         if not libraries or not igraph_builder.copy_build_artifacts(
             source_folder=source_folder,
             build_folder=build_folder,

From 1979af57f31b8b4589e105d6e50ac2f9ca383b4f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 5 Nov 2020 08:36:20 +0100
Subject: [PATCH 0076/1681] fix two compiler warnings [ci skip]

---
 src/_igraph/operators.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 7f82f2b35..e748e7a39 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -96,7 +96,7 @@ PyObject *igraphmodule__union(PyObject *self,
 		PyObject *args, PyObject *kwds)
 {
   static char* kwlist[] = { "graphs", "edgemaps", NULL };
-  PyObject *it, *em_list, *graphs, *with_edgemaps_o;
+  PyObject *it, *em_list = 0, *graphs, *with_edgemaps_o;
   int with_edgemaps = 0;
   long int no_of_graphs;
   igraph_vector_ptr_t gs;
@@ -207,7 +207,7 @@ PyObject *igraphmodule__intersection(PyObject *self,
 		PyObject *args, PyObject *kwds)
 {
   static char* kwlist[] = { "graphs", "edgemaps", NULL };
-  PyObject *it, *em_list, *graphs, *with_edgemaps_o;
+  PyObject *it, *em_list = 0, *graphs, *with_edgemaps_o;
   int with_edgemaps = 0;
   long int no_of_graphs;
   igraph_vector_ptr_t gs;

From 6e5f803382b0ff7729dc63556245de12f3dea785 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 5 Nov 2020 19:15:58 +0100
Subject: [PATCH 0077/1681] updated issue templates [skip ci]

---
 .github/ISSUE_TEMPLATE/bug_report.md      | 25 +++++++++++++++++++++++
 .github/ISSUE_TEMPLATE/config.yml         |  4 ++++
 .github/ISSUE_TEMPLATE/feature_request.md | 22 ++++++++++++++++++++
 3 files changed, 51 insertions(+)
 create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md
 create mode 100644 .github/ISSUE_TEMPLATE/config.yml
 create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md

diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
new file mode 100644
index 000000000..678cf49c2
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,25 @@
+---
+name: Bug report
+about: Report a problem in the Python interface of igraph
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To reproduce**
+Steps or minimal example code to reproduce the problem.
+
+If you are confident that the issue is not in the Python interface but in the
+C core of igraph, please add it to the main [igraph repo](https://github.com/igraph/igraph)
+instead.
+
+If you are unsure, feel free to add your issue here - we will transfer it to
+the main [igraph repo](https://github.com/igraph/igraph) if the root cause is
+in the C core of igraph.
+
+**Version information**
+Which version of `python-igraph` are you using and where did you obtain it?
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 000000000..60b5562d1
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,4 @@
+contact_links:
+  - name: igraph support
+    url: https://igraph.discourse.group/
+    about: Ask and answer questions about igraph
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 000000000..31afa92c3
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,22 @@
+---
+name: Feature request
+about: Suggest an idea for python-igraph
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**What is the feature or improvement you would like to see?**
+A concise description of the requested feature. If the feature request is about
+an algorithm, consider adding your request in the main [igraph
+repo](https://github.com/igraph/igraph) instead - in most cases the Python
+interface simply provides access to the functionality of the igraph library, so
+new algorithms should be added there in general.
+
+**Use cases for the feature**
+Explain when and for what purpose the feature would be useful.
+
+**References**
+List any relevant references (papers or books describing relevant algorithms).
+

From d372c8e986651604d1cd6b2fd56c951dd32228ed Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 3 Dec 2020 23:13:53 +1100
Subject: [PATCH 0078/1681] Bugfix Graph.DataFrame vertex names (#348)

---
 src/igraph/__init__.py   | 80 ++++++++++++++++++++++++++++------------
 tests/test_generators.py | 23 +++++++++++-
 2 files changed, 78 insertions(+), 25 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 20e9e9cbd..eb200c1ad 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3075,19 +3075,32 @@ def Incidence(klass, *args, **kwds):
         return result
 
     @classmethod
-    def DataFrame(klass, edges, directed=True, vertices=None):
+    def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
         """DataFrame(edges, directed=True, vertices=None)
 
         Generates a graph from one or two dataframes.
 
-        @param edges: pandas DataFrame containing edges and metadata
+        @param edges: pandas DataFrame containing edges and metadata. The first
+          two columns of this DataFrame contain the source and target vertices
+          for each edge. These indicate the vertex *names* rather than ids
+          unless `use_vids` is True and these are nonnegative integers.
         @param directed: bool setting whether the graph is directed
         @param vertices: None (default) or pandas DataFrame containing vertex
           metadata. The first column must contain the unique ids of the
-          vertices and will be set as attribute 'name'. All other columns
-          will be added as vertex attributes by column name.
+          vertices and will be set as attribute 'name'. Although vertex names
+          are usually strings, they can be any hashable object. All other
+          columns will be added as vertex attributes by column name.
+        @use_vids: whether to interpret the first two columns of the `edges`
+          argument as vertex ids (0-based integers) instead of vertex names.
+          If this argument is set to True and the first two columns of `edges`
+          are not integers, an error is thrown.
 
         @return: the graph
+
+        Vertex names in either the `edges` or `vertices` arguments that are set
+        to NaN (not a number) will be set to the string "NA". That might lead
+        to unexpected behaviour: fill your NaNs with values before calling this
+        function to mitigate.
         """
         import numpy as np
         import pandas as pd
@@ -3095,11 +3108,21 @@ def DataFrame(klass, edges, directed=True, vertices=None):
         if edges.shape[1] < 2:
             raise ValueError("the data frame should contain at least two columns")
 
-        # Handle if some elements are 'NA'
-        if edges.iloc[:, :2].isna().values.any():
-            warn("In 'edges' NA elements were replaced with string \"NA\"")
-            edges = edges.copy()
-            edges.iloc[:, :2].fillna('NA', inplace=True)
+        if use_vids:
+            if str(edges.dtypes[0]).startswith('int') and \
+                    str(edges.dtypes[1]).startswith('int'):
+                names_edges = None
+            else:
+                raise TypeError('vertex ids must be 0-based integers')
+
+        else:
+            # Handle if some elements are 'NA'
+            if edges.iloc[:, :2].isna().values.any():
+                warn("In 'edges' NA elements were replaced with string \"NA\"")
+                edges = edges.copy()
+                edges.iloc[:, :2].fillna('NA', inplace=True)
+
+            names_edges = np.unique(edges.values[:, :2])
 
         if (vertices is not None) and vertices.iloc[:, 0].isna().values.any():
             warn("In the first column of 'vertices' NA elements were replaced "+
@@ -3107,43 +3130,54 @@ def DataFrame(klass, edges, directed=True, vertices=None):
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna('NA', inplace=True)
 
-        names_edges = np.unique(edges.values[:, :2])
-
         if vertices is None:
             names = names_edges
         else:
             if vertices.shape[1] < 1:
                 raise ValueError('vertices has no columns')
 
-            names_vertices = vertices.iloc[:, 0].astype(str)
+            names_vertices = vertices.iloc[:, 0]
 
             if names_vertices.duplicated().any():
                 raise ValueError('Vertex names must be unique')
 
             names_vertices = names_vertices.values
 
-            if len(np.setdiff1d(names_edges, names_vertices)):
+            if (names_edges is not None) and \
+                    len(np.setdiff1d(names_edges, names_vertices)):
                 raise ValueError(
-                    'Some vertices in the edge DataFrame are missing from vertices DataFrame')
+                    'Some vertices in the edge DataFrame are missing from '+
+                    'vertices DataFrame')
 
             names = names_vertices
 
         # create graph
-        g = Graph(n=len(names), directed=directed)
+        if names is not None:
+            nv = len(names)
+        else:
+            nv = edges.iloc[:, :2].values.max() + 1
+        g = Graph(n=nv, directed=directed)
+
+        # vertex names
+        if names is not None:
+            for v, name in zip(g.vs, names):
+                v['name'] = name
 
         # vertex attributes
-        if vertices is not None:
+        if (vertices is not None) and (vertices.shape[1] > 1):
             cols = vertices.columns
             for v, (_, attr) in zip(g.vs, vertices.iterrows()):
-                v['name'] = attr[cols[0]]
-                if len(cols) > 1:
-                    for an in cols[1:]:
-                        v[an] = attr[an]
+                for an in cols[1:]:
+                    v[an] = attr[an]
 
         # create edge list
-        names_idx = pd.Series(index=names, data=np.arange(len(names)))
-        e0 = names_idx[edges.values[:, 0]]
-        e1 = names_idx[edges.values[:, 1]]
+        if names is not None:
+            names_idx = pd.Series(index=names, data=np.arange(len(names)))
+            e0 = names_idx[edges.values[:, 0]]
+            e1 = names_idx[edges.values[:, 1]]
+        else:
+            e0 = edges.values[:, 0]
+            e1 = edges.values[:, 1]
 
         # add the edges
         g.add_edges(zip(e0, e1))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 5dad1405d..e29e3a079 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -177,19 +177,38 @@ def testDataFrame(self):
         edges = pd.DataFrame(
             [['C', 'A', 0.4], ['A', 'B', 0.1]],
             columns=[0, 1, 'weight'])
-
         g = Graph.DataFrame(edges, directed=False)
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
         vertices = pd.DataFrame(
             [['A', 'blue'], ['B', 'yellow'], ['C', 'blue']],
             columns=[0, 'color'])
-
         g = Graph.DataFrame(edges, directed=True, vertices=vertices)
         self.assertTrue(g.vs['name'] == ['A', 'B', 'C'])
         self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
+        # Issue #347
+        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
+        vertices = pd.DataFrame({
+            'node': [1, 2, 3, 4, 5, 6],
+            'label': ['1', '2', '3', '4', '5', '6']})[['node', 'label']]
+        g = Graph.DataFrame(
+            edges,
+            directed=True,
+            vertices=vertices,
+            )
+        self.assertTrue(g.vs['name'] == [1, 2, 3, 4, 5, 6])
+        self.assertTrue(g.vs['label'] == ['1', '2', '3', '4', '5', '6'])
+
+        # Vertex ids
+        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
+        g = Graph.DataFrame(edges)
+        self.assertTrue(g.vcount() == 6)
+
+        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
+        g = Graph.DataFrame(edges, use_vids=True)
+        self.assertTrue(g.vcount() == 7)
 
 def suite():
     generator_suite = unittest.makeSuite(GeneratorTests)

From 6f0f4903c27edd5b25c695f2dc5bd17364d86c97 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 5 Dec 2020 01:40:14 +1100
Subject: [PATCH 0079/1681] Prototype for matplotlib graph drawing (#341)

---
 src/igraph/drawing/__init__.py |  16 ++-
 src/igraph/drawing/edge.py     |   3 -
 src/igraph/drawing/graph.py    | 248 ++++++++++++++++++++++++++++++++-
 src/igraph/drawing/utils.py    |  25 +++-
 4 files changed, 279 insertions(+), 13 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index d39109786..83b38c4e9 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -27,8 +27,8 @@
 from igraph.compat import property, BytesIO
 from igraph.configuration import Configuration
 from igraph.drawing.colors import Palette, palettes
-from igraph.drawing.graph import DefaultGraphDrawer
-from igraph.drawing.utils import BoundingBox, Point, Rectangle, find_cairo
+from igraph.drawing.graph import DefaultGraphDrawer, MatplotlibGraphDrawer
+from igraph.drawing.utils import BoundingBox, Point, Rectangle, find_cairo, find_matplotlib
 from igraph.utils import _is_running_in_ipython, named_temporary_file
 
 __all__ = ["BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot"]
@@ -36,6 +36,7 @@
 __license__ = "GPL"
 
 cairo = find_cairo()
+matplotlib, plt = find_matplotlib()
 
 #####################################################################
 
@@ -50,7 +51,7 @@ class Plot(object):
     since C{pycairo} takes care of the actual drawing. Everything that's supported
     by C{pycairo} should be supported by this class as well.
 
-    Current Cairo surfaces that I'm aware of are:
+    Current Cairo surfaces include:
 
       - C{cairo.GlitzSurface} -- OpenGL accelerated surface for the X11
         Window System.
@@ -385,8 +386,10 @@ def width(self):
         is drawn"""
         return self.bbox.width
 
+
 #####################################################################
 
+
 def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     """Plots the given object to the given target.
 
@@ -449,6 +452,11 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
     @see: Graph.__plot__
     """
+    if hasattr(plt, 'Axes') and isinstance(target, plt.Axes):
+        result = MatplotlibGraphDrawer(ax=target)
+        result.draw(obj, *args, **kwds)
+        return
+
     if not isinstance(bbox, BoundingBox):
         bbox = BoundingBox(bbox)
 
@@ -482,7 +490,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     # so just show or save the result
     if target is None:
         result.show()
-    elif isinstance(target, basestring):
+    elif isinstance(target, str):
         result.save()
 
     # Also return the plot itself
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 077e1fc15..64e5ffc22 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -234,7 +234,6 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
             return bezier_cubic(x0,y0, x1,y1, x2,y2, x3,y3, t1)
 
 
-
         # Draw the edge
         ctx.set_source_rgba(*edge.color)
         ctx.set_line_width(edge.width)
@@ -313,7 +312,6 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
         # Draw the edge
         ctx.stroke()
 
-
         # Draw the arrow head
         ctx.move_to(x2, y2)
         ctx.line_to(*aux_points[0])
@@ -322,7 +320,6 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
         ctx.fill()
 
 
-
 class TaperedEdgeDrawer(AbstractEdgeDrawer):
     """Edge drawer implementation that draws undirected edges as
     straight lines and directed edges as tapered lines that are
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index c24f09ffd..0491c851e 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -15,7 +15,7 @@
 
 from collections import defaultdict
 from itertools import izip
-from math import atan2, cos, pi, sin, tan
+from math import atan2, cos, pi, sin, tan, sqrt
 from warnings import warn
 
 from igraph._igraph import convex_hull, VertexSeq
@@ -576,7 +576,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
         # Add the vertices
         n = graph.vcount()
         new_vertex = display.new_vertex
-        vertex_ids = [new_vertex() for _ in xrange(n)]
+        vertex_ids = [new_vertex() for _ in range(n)]
 
         # Add the edges
         new_edge = display.new_edge
@@ -674,10 +674,10 @@ def draw(self, graph, name="Network from igraph", create_view=True,
         # Create the nodes
         if "node_ids" in kwds:
             node_ids = kwds["node_ids"]
-            if isinstance(node_ids, basestring):
+            if isinstance(node_ids, str):
                 node_ids = graph.vs[node_ids]
         else:
-            node_ids = xrange(graph.vcount())
+            node_ids = range(graph.vcount())
         node_ids = [str(identifier) for identifier in node_ids]
         cy.createNodes(network_id, node_ids)
 
@@ -926,3 +926,243 @@ def draw(self, graph, *args, **kwds):
               will be used to encode the JSON objects.
         """
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
+
+#####################################################################
+
+class MatplotlibGraphDrawer(AbstractGraphDrawer):
+    """Graph drawer that uses a pyplot.Axes as context"""
+
+    _shape_dict = {
+        'rectangle': 's',
+        'circle': 'o',
+        'hidden': 'none',
+        'triangle-up': '^',
+        'triangle-down': 'v',
+    }
+
+
+
+    def __init__(self, ax):
+        """Constructs the graph drawer and associates it with the mpl axes"""
+        self.ax = ax
+
+    def draw(self, graph, *args, **kwds):
+        import matplotlib.markers as mmarkers
+        from matplotlib.path import Path
+        from matplotlib.patches import FancyArrowPatch
+        from matplotlib.patches import ArrowStyle
+
+        def shrink_vertex(ax, aux, vcoord, vsize_squared):
+            '''Shrink edge by vertex size'''
+            aux_display, vcoord_display = ax.transData.transform([aux, vcoord])
+            d = sqrt(((aux_display - vcoord_display)**2).sum())
+            fr = sqrt(vsize_squared) / d
+            end_display = vcoord_display + fr * (aux_display - vcoord_display)
+            end = ax.transData.inverted().transform(end_display)
+            return end
+
+        def callback_factory(ax, vcoord, vsizes, arrows):
+            def callback_edge_offset(event):
+                for arrow, src, tgt in arrows:
+                    v1, v2 = vcoord[src], vcoord[tgt]
+                    # This covers both cases (curved and straight)
+                    aux1, aux2 = arrow._path_original.vertices[[1, -2]]
+                    start = shrink_vertex(ax, aux1, v1, vsizes[src])
+                    end = shrink_vertex(ax, aux2, v2, vsizes[tgt])
+                    arrow._path_original.vertices[0] = start
+                    arrow._path_original.vertices[-1] = end
+
+            return callback_edge_offset
+
+        ax = self.ax
+
+        # FIXME: deal with unnamed *args
+
+        # Get layout
+        layout = kwds.get('layout', graph.layout())
+        if isinstance(layout, str):
+            layout = graph.layout(layout)
+
+        # Vertex coordinates
+        vcoord = layout.coords
+
+        # Vertex properties
+        vsizes = kwds.get('vertex_size', None)
+        # NOTE: ax.scatter uses the *square* of diameter
+        if vsizes is not None:
+            vsizes **= 2
+        if isinstance(vsizes, float) or isinstance(vsizes, int):
+            vsizes = [vsizes] * len(vcoord)
+        c = kwds.get('vertex_color', 'black')
+        alpha = kwds.get('alpha', 1.0)
+        label = kwds.get('vertex_label', None)
+        label_size = kwds.get('vertex_label_size', None)
+        vzorder = kwds.get('vertex_order', 2)
+        # mpl shapes use slightly different names from Cairo
+        shapes = kwds.get('vertex_shape', None)
+        if shapes is not None:
+            if isinstance(shapes, str):
+                shapes = self._shape_dict.get(shapes, shapes)
+            elif isinstance(shapes, mmarkers.MarkerStyle):
+                pass
+
+        # Scatter vertices
+        # NOTE: matplotlib does not support a list of shapes yet
+        x, y = list(zip(*vcoord))
+        ax.scatter(x, y, s=vsizes, c=c, marker=shapes, zorder=vzorder, alpha=alpha)
+
+        # Vertex labels
+        if label is not None:
+            for i, lab in enumerate(label):
+                xi, yi = x[i], y[i]
+                ax.text(xi, yi, lab, fontsize=label_size)
+
+        dx = (max(x) - min(x))
+        dy = (max(y) - min(y))
+        ax.set_xlim(min(x) - 0.05 * dx, max(x) + 0.05 * dx)
+        ax.set_ylim(min(y) - 0.05 * dy, max(y) + 0.05 * dy)
+
+        # Edge properties
+        ne = graph.ecount()
+        ec = kwds.get('edge_color', 'black')
+        edge_width = kwds.get('edge_width', 1)
+        arrow_width = kwds.get('edge_arrow_width', 2)
+        arrow_length = kwds.get('edge_arrow_size', 4)
+        ealpha = kwds.get('edge_alpha', 1.0)
+        ezorder = kwds.get('edge_order', 1.0)
+        try:
+            ezorder = float(ezorder)
+            ezorder = [ezorder] * ne
+        except TypeError:
+            pass
+
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (autocurve is None and \
+                "edge_curved" not in kwds and "curved" not in graph.edge_attributes() \
+                and graph.ecount() < 10000):
+            from igraph import autocurve
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            kwds["edge_curved"] = autocurve(graph, attribute=None, default=default)
+
+        # Arrow style for directed and undirected graphs
+        if graph.is_directed():
+            arrowstyle = ArrowStyle(
+                '-|>', head_length=arrow_length, head_width=arrow_width,
+            )
+        else:
+            arrowstyle = '-'
+
+        # Edge coordinates and curvature
+        nloops = [0 for x in range(ne)]
+        has_curved = 'curved' in graph.es.attributes()
+        arrows = []
+        for ie, edge in enumerate(graph.es):
+            src, tgt = edge.source, edge.target
+            x1, y1 = vcoord[src]
+            x2, y2 = vcoord[tgt]
+
+            # Loops require special treatment
+            if src == tgt:
+                # Find all non-loop edges
+                nloopstot = 0
+                angles = []
+                for tgtn in graph.neighbors(src):
+                    if tgtn == src:
+                        nloopstot += 1
+                        continue
+                    xn, yn = vcoord[tgtn]
+                    angles.append(180. / pi * atan2(yn - y1, xn - x1) % 360)
+                # with .neighbors(mode=ALL), which is default, loops are double
+                # counted
+                nloopstot //= 2
+                angles = sorted(set(angles))
+
+                # Only loops or one non-loop
+                if len(angles) < 2:
+                    ashift = angles[0] if angles else 270
+                    if nloopstot == 1:
+                        # Only one self loop, use a quadrant only
+                        angles = [(ashift + 135) % 360, (ashift + 225) % 360]
+                    else:
+                        nshift = 360. / nloopstot
+                        angles = [(ashift + nshift * nloops[src]) % 360,
+                                  (ashift + nshift * (nloops[src] + 1)) % 360]
+                    nloops[src] += 1
+                else:
+                    angles.append(angles[0] + 360)
+                    idiff = 0
+                    diff = 0
+                    for i in range(len(angles) - 1):
+                        diffi = abs(angles[i + 1] - angles[i])
+                        if diffi > diff:
+                            idiff = i
+                            diff = diffi
+                    angles = angles[idiff: idiff + 2]
+                    ashift = angles[0]
+                    nshift = (angles[1] - angles[0]) / nloopstot
+                    angles = [(ashift + nshift * nloops[src]),
+                              (ashift + nshift * (nloops[src] + 1))]
+                    nloops[src] += 1
+
+                # this is not great, but alright
+                angspan = angles[1] - angles[0]
+                if angspan < 180:
+                    angmid1 = angles[0] + 0.1 * angspan
+                    angmid2 = angles[1] - 0.1 * angspan
+                else:
+                    angmid1 = angles[0] + 0.5 * (angspan - 180) + 45
+                    angmid2 = angles[1] - 0.5 * (angspan - 180) - 45
+                aux1 = (x1 + 0.2 * dx * cos(pi / 180 * angmid1),
+                        y1 + 0.2 * dy * sin(pi / 180 * angmid1))
+                aux2 = (x1 + 0.2 * dx * cos(pi / 180 * angmid2),
+                        y1 + 0.2 * dy * sin(pi / 180 * angmid2))
+                start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
+                end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
+
+                path = Path(
+                    [start, aux1, aux2, end],
+                    # Cubic bezier by mpl
+                    codes=[1, 4, 4, 4])
+
+            else:
+                curved = edge['curved'] if has_curved else False
+                if curved:
+                    aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), \
+                           (2 * y1 + y2) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+                    aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), \
+                           (y1 + 2 * y2) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+                    start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
+                    end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
+
+                    path = Path(
+                        [start, aux1, aux2, end],
+                        # Cubic bezier by mpl
+                        codes=[1, 4, 4, 4])
+                else:
+                    start = shrink_vertex(ax, (x2, y2), (x1, y1), vsizes[src])
+                    end = shrink_vertex(ax, (x1, y1), (x2, y2), vsizes[tgt])
+
+                    path = Path([start, end], codes=[1, 2])
+
+            arrow = FancyArrowPatch(
+                path=path,
+                arrowstyle=arrowstyle,
+                lw=edge_width,
+                color=ec,
+                alpha=ealpha,
+                zorder=ezorder[ie])
+            ax.add_artist(arrow)
+
+            # Store arrows and their sources and targets for autoscaling
+            arrows.append((arrow, src, tgt))
+
+        # Autoscaling during zoom, figure resize, reset axis limits
+        callback = callback_factory(ax, vcoord, vsizes, arrows)
+        ax.get_figure().canvas.mpl_connect('resize_event', callback)
+        ax.callbacks.connect('xlim_changed', callback)
+        ax.callbacks.connect('ylim_changed', callback)
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 47f601687..205b55044 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -393,11 +393,11 @@ class FakeModule(object):
     """Fake module that raises an exception for everything"""
 
     def __getattr__(self, _):
-        raise TypeError("plotting not available")
+        raise AttributeError("plotting not available")
     def __call__(self, _):
         raise TypeError("plotting not available")
     def __setattr__(self, key, value):
-        raise TypeError("plotting not available")
+        raise AttributeError("plotting not available")
 
 #####################################################################
 
@@ -418,6 +418,27 @@ def find_cairo():
 
 #####################################################################
 
+def find_matplotlib():
+    """Tries to import the ``cairo`` Python module if it is installed,
+    also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
+    Returns a fake module if everything fails.
+    """
+    try:
+        import matplotlib as mpl
+        has_mpl = True
+    except ImportError:
+        mpl = FakeModule()
+        has_mpl = False
+
+    if has_mpl:
+        import matplotlib.pyplot as plt
+    else:
+        plt = FakeModule()
+
+    return mpl, plt
+
+#####################################################################
+
 class Point(tuple):
     """Class representing a point on the 2D plane."""
     __slots__ = ()

From 06f8bb9705234e7a0053c6057bb522302e897276 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 5 Dec 2020 01:41:16 +1100
Subject: [PATCH 0080/1681] Documentation on graph visualization (#340)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 doc/source/visualisation.rst | 189 ++++++++++++++++++++++++++++++++++-
 1 file changed, 188 insertions(+), 1 deletion(-)

diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 53b9d0bcb..7f12491d2 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -1,4 +1,191 @@
+.. include:: include/global.rst
+
+=======================
 Visualisation of graphs
 =======================
+|igraph| includes functionality to visualize graphs. There are two main components: graph layouts and graph plotting.
+
+In the following examples, we will assume |igraph| is imported as `ig` and a
+:class:`Graph` object has been previously created, e.g.:
+
+>>> import igraph as ig
+>>> g = ig.Graph(edges=[[0, 1], [2, 3]])
+
+Read the `API documentation`_ for details on each function and class. The `tutorial`_ contains examples to get started.
+
+Graph layouts
+=============
+A graph *layout* is a low-dimensional (usually: 2 dimensional) representation of a graph. Different layouts for the same
+graph can be computed and typically preserve or highlight distinct properties of the graph itself. Some layouts only make
+sense for specific kinds of graphs, such as trees.
+
+|igraph| offers several graph layouts. The general function to compute a graph layout is :meth:`Graph.layout`:
+
+>>> layout = g.layout(layout='auto')
+
+See below for a list of supported layouts. The resulting object is an instance of `igraph.layout.Layout` and has some
+useful properties:
+
+- :attr:`Layout.coords`: the coordinates of the vertices in the layout (each row is a vertex)
+- :attr:`Layout.dim`: the number of dimensions of the embedding (usually 2)
+
+and methods:
+
+- :meth:`Layout.boundaries` the rectangle with the extreme coordinates of the layout
+- :meth:`Layout.bounding_box` the boundary, but as an `igraph.drawing.utils.BoundingBox` (see below)
+- :meth:`Layout.centroid` the coordinates of the centroid of the graph layout
+
+Indexing and slicing can be performed and returns the coordinates of the requested vertices:
+
+>>> coords_subgraph = layout[:2]  # Coordinates of the first two vertices
+
+.. note:: The returned object is a list of lists with the coordinates, not an `igraph.layout.Layout`
+   object. You can wrap the result into such an object easily:
+ 
+   >>> layout_subgraph = ig.Layout(coords=layout[:2])
+
+It is possible to perform linear transformations to the layout:
+
+- :meth:`Layout.translate`
+- :meth:`Layout.center`
+- :meth:`Layout.scale`
+- :meth:`Layout.fit_into`
+- :meth:`Layout.rotate`
+- :meth:`Layout.mirror`
+
+as well as a generic nonlinear transformation via:
+
+- :meth:`Layout.transform`
+
+The following regular layouts are supported:
+
+- `Graph.layout_star`: star layout
+- `Graph.layout_circle`: circular/spherical layout
+- `Graph.layout_grid`: regular grid layout in 2D
+- `Graph.layout_grid_3d`: regular grid layout in 3D
+- `Graph.layout_random`: random layout (2D and 3D)
+
+The following algorithms produce nice layouts for general graphs:
+
+- `Graph.layout_davidson_harel`: Davidson-Harel layout, based on simulated annealing optimization including edge crossings
+- `Graph.layout_drl`: DrL layout for large graphs (2D and 3D), a scalable force-directed layout
+- `Graph.layout_fruchterman_reingold`: Fruchterman-Reingold layout (2D and 3D), a "spring-electric" layout based on classical physics
+- `Graph.layout_graphopt`: the graphopt algorithm, another force-directed layout
+- `Graph.layout_kamada_kawai`: Kamada-Kawai layout (2D and 3D), a "spring" layout based on classical physics
+- `Graph.layout_lgl`: Large Graph Layout
+- `Graph.layout_mds`: multidimensional scaling layout
+
+The following algorithms are useful for *trees* (and for Sugiyama *directed acyclic graphs* or *DAGs*):
+
+- `Graph.layout_reingold_tilford`: Reingold-Tilford layout
+- `Graph.layout_reingold_tilford_circular`: circular Reingold-Tilford layout
+- `Graph.layout_sugiyama`: Sugiyama layout, a hierarchical layout
+
+For *bipartite graphs*, there is a dedicated function:
+
+- `Graph.layout_bipartite`: bipartite layout
+
+More might be added in the future, based on request.
+
+Graph plotting
+==============
+Once the layout of a graph has been computed, |igraph| can assist with the plotting itself. Plotting happens within a single
+function, `igraph.plot`.
+
+Plotting with the default image viewer
+++++++++++++++++++++++++++++++++++++++
+A naked call to `igraph.plot` generates a temporary file and opens it with the default image viewer:
+
+>>> ig.plot(g)
+
+(see below if you are using this in a `Jupyter`_ notebook). This uses the `Cairo`_ library behind the scenes.
+
+Saving a plot to a file
++++++++++++++++++++++++
+A call to `igraph.plot` with a `target` argument stores the graph image in the specified file and does *not*
+open it automatically. Based on the filename extension, any of the following output formats can be chosen:
+PNG, PDF, SVG and PostScript:
+
+>>> ig.plot(g, target='myfile.pdf')
+
+.. note:: PNG is a raster image format while PDF, SVG, and Postscript are vector image formats. Choose one of the last three
+   formats if you are planning on refining the image with a vector image editor such as Inkscape or Illustrator.
+
+Plotting graphs within Matplotlib figures
++++++++++++++++++++++++++++++++++++++++++
+If the target argument is a `matplotlib`_ axes, the graph will be plotted inside that axes:
+
+>>> import matplotlib.pyplot as plt
+>>> fig, ax = plt.subplots()
+>>> ig.plot(g, target=ax)
+
+You can then further manipulate the axes and figure however you like via the `ax` and `fig` variables (or whatever you
+called them). This variant does not use `Cairo`_ directly and might be lacking some features that are available in the
+`Cairo`_ backend: please open an issue on Github to request specific features.
+
+Plotting graphs in Jupyter notebooks
+++++++++++++++++++++++++++++++++++++
+|igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
+calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
+output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
+For instance, to get a compact plot:
+
+>>> ig.plot(g, bbox=(0, 0, 100, 100))
+
+These inline plots can be either in PNG or SVG format. There is currently an open bug that makes SVG fail if more than one graph
+per notebook is plotted: we are working on a fix for that. In the meanwhile, you can use PNG representation.
+
+If you want to use the `matplotlib`_ engine in a Jupyter notebook, you can use the recipe above. First create an axes, then
+tell `igraph.plot` about it via the `target` argument:
+
+>>> import matplotlib.pyplot as plt
+>>> fig, ax = plt.subplots()
+>>> ig.plot(g, target=ax)
+
+Exporting to other graph formats
+++++++++++++++++++++++++++++++++++
+If igraph is missing a certain plotting feature and you cannot wait for us to include it, you can always export your graph
+to a number of formats and use an external graph plotting tool. We support both conversion to file (e.g. DOT format used by
+`graphviz`_) and to popular graph libraries such as `networkx`_ and `graph-tool`_:
+
+>>> dot = g.write('/myfolder/myfile.dot')
+>>> n = g.to_networkx()
+>>> gt = g.to_graph_tool()
+
+You do not need to have any libraries installed if you export to file, but you do need them to convert directly to external
+Python objects (`networkx`_, `graph-tool`_).
+
+Plotting options
+====================
+You can add an argument `layout` to the `plot` function to specify a precomputed layout, e.g.:
+
+>>> layout = g.layout("kamada_kawai")
+>>> ig.plot(g, layout=layout)
+
+It is also possible to use the name of the layout algorithm directly:
+
+>>> ig.plot(g, layout="kamada_kawai")
+
+If the layout is left unspecified, igraph uses the dedicated `layout_auto()` function, which chooses between one of several
+possible layouts based on the number of vertices and edges.
+
+You can also specify vertex and edge color, size, and labels - and more - via additional arguments, e.g.:
+
+>>> ig.plot(g,
+>>>         vertex_size=20,
+>>>         vertex_color=['blue', 'red', 'green', 'yellow'],
+>>>         vertex_label=['first', 'second', 'third', 'fourth'],
+>>>         edge_width=[1, 4],
+>>>         edge_color=['black', 'grey'],
+>>>         )
+
+See the `tutorial`_ for examples and a full list of options.
 
-.. note:: TODO. This is a placeholder section; it is not written yet.
+.. _API documentation: https://igraph.org/python/doc/igraph-module.html
+.. _matplotlib: https://matplotlib.org
+.. _Jupyter: https://jupyter.org/
+.. _tutorial: https://igraph.org/python/doc/tutorial/tutorial.html#layouts-and-plotting
+.. _Cairo: https://www.cairographics.org
+.. _graphviz: http://www.graphviz.org
+.. _networkx: https://networkx.org/
+.. _graph-tool: https://graph-tool.skewed.de/

From 90e56251af00b30540fd06951a7423de249b8fd0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 6 Dec 2020 17:40:42 +1100
Subject: [PATCH 0081/1681] Bugfix #349 for in recent matplotlib drawing PR

---
 src/igraph/drawing/graph.py | 43 +++++++++++++++++++++++++++----------
 1 file changed, 32 insertions(+), 11 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 0491c851e..f713d2b67 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -947,10 +947,13 @@ def __init__(self, ax):
         self.ax = ax
 
     def draw(self, graph, *args, **kwds):
+        # NOTE: matplotlib has numpy as a dependency, so we can use it in here
+        import matplotlib as mpl
         import matplotlib.markers as mmarkers
         from matplotlib.path import Path
         from matplotlib.patches import FancyArrowPatch
         from matplotlib.patches import ArrowStyle
+        import numpy as np
 
         def shrink_vertex(ax, aux, vcoord, vsize_squared):
             '''Shrink edge by vertex size'''
@@ -987,19 +990,38 @@ def callback_edge_offset(event):
         vcoord = layout.coords
 
         # Vertex properties
-        vsizes = kwds.get('vertex_size', None)
-        # NOTE: ax.scatter uses the *square* of diameter
-        if vsizes is not None:
-            vsizes **= 2
-        if isinstance(vsizes, float) or isinstance(vsizes, int):
-            vsizes = [vsizes] * len(vcoord)
-        c = kwds.get('vertex_color', 'black')
+        nv = graph.vcount()
+
+        # Vertex size
+        vsizes = kwds.get('vertex_size', 5)
+        # Enforce numpy array for sizes, because (1) we need the square and (2)
+        # they are needed to calculate autoshrinking of edges
+        if np.isscalar(vsizes):
+            vsizes = np.repeat(vsizes, nv)
+        else:
+            vsizes = np.asarray(vsizes)
+        # ax.scatter uses the *square* of diameter
+        vsizes **= 2
+
+        # Vertex color
+        c = kwds.get('vertex_color', 'steelblue')
+
+        # Vertex opacity
         alpha = kwds.get('alpha', 1.0)
+
+        # Vertex labels
         label = kwds.get('vertex_label', None)
-        label_size = kwds.get('vertex_label_size', None)
+
+        # Vertex label size
+        label_size = kwds.get('vertex_label_size', mpl.rcParams['font.size'])
+
+        # Vertex zorder
         vzorder = kwds.get('vertex_order', 2)
-        # mpl shapes use slightly different names from Cairo
-        shapes = kwds.get('vertex_shape', None)
+
+        # Vertex shapes
+        # mpl shapes use slightly different names from Cairo, but we want the
+        # API to feel consistent, so we use a conversion dictionary
+        shapes = kwds.get('vertex_shape', 'o')
         if shapes is not None:
             if isinstance(shapes, str):
                 shapes = self._shape_dict.get(shapes, shapes)
@@ -1007,7 +1029,6 @@ def callback_edge_offset(event):
                 pass
 
         # Scatter vertices
-        # NOTE: matplotlib does not support a list of shapes yet
         x, y = list(zip(*vcoord))
         ax.scatter(x, y, s=vsizes, c=c, marker=shapes, zorder=vzorder, alpha=alpha)
 

From 12e1654fb6701941e61889a63f6c54b78aa41aab Mon Sep 17 00:00:00 2001
From: MapleCCC <littlelittlemaple@gmail.com>
Date: Sun, 6 Dec 2020 20:27:46 +0800
Subject: [PATCH 0082/1681] Fix outdated link and typo (#352)

* Fix typo in tutorial

* Fix outdated link to "A Byte of Python" in tutorial
---
 doc/source/tutorial.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 76acd1919..16ac2c6be 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -11,7 +11,7 @@ it at least once if you are new to |igraph|. I assume that you have already inst
 you did not, see :ref:`installing-igraph` first. Familiarity with the Python language is also
 assumed; if this is the first time you are trying to use Python, there are many good Python
 tutorials on the Internet to get you started. If this is the first time you ever try to use a
-programming language, `A Byte of Python <http://swaroopch.com/notes/Python>`_ is a good place to
+programming language, `A Byte of Python <https://python.swaroopch.com/>`_ is a good place to
 start out. If you already have a stable programming background in other languages and you just want
 a quick overview of Python, `Learn Python in 10 minutes <https://www.stavros.io/tutorials/python/>`_
 is probably your best bet.
@@ -40,7 +40,7 @@ following:
 
 Another way to make use of |igraph| is to import all its objects and methods into the main
 Python namespace (so you do not have to type the namespace-qualification every time).
-This is fine as long as none of your own objects and methods do not conflict with the ones
+This is fine as long as your own objects and methods do not conflict with the ones
 provided by |igraph|:
 
 >>> from igraph import *
@@ -665,7 +665,7 @@ the screen or to a PDF, PNG or SVG file using the `Cairo library <http://www.cai
 Layout algorithms
 ^^^^^^^^^^^^^^^^^
 
-The layout methods in |igraph| are to be found in the :class:`Graph` object, and their
+The layout methods in |igraph| are to be found in the :class:`Graph` object, and they
 always start with ``layout_``. The following table summarises them:
 
 ==================================== =============== =============================================

From 381a46635a4109c9d75a0705bc809a54dc80e934 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 11 Dec 2020 18:37:36 +1030
Subject: [PATCH 0083/1681] Install from source instructions (#351)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 doc/source/install.rst | 121 ++++++++++++++++++++++++++++++++++-------
 1 file changed, 102 insertions(+), 19 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 6f067f093..b5aeb1599 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -40,6 +40,11 @@ and macOS. Currently there are binary packages for Python 2.7, and Python 3.5 th
 note that support for Python 2.7 will be discontinued with the version 0.9.0 release of
 |igraph|'s Python interface.
 
+To install |python-igraph| globally, use the following command (you probably need
+administrator/root priviledges):
+
+  $ pip install python-igraph
+
 Many users like to install packages into a project-specific `virtual environment
 <https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_.
 A variation of the following commands should work on most platforms:
@@ -48,14 +53,20 @@ A variation of the following commands should work on most platforms:
   $ source venv/bin/activate
   $ pip install python-igraph
 
-To test the installed package, launch Python within the virtual environment and run the
-following:
+Alternatively, if you do not want to activate the virtualenv, you can call the `pip` executable
+in it directly:
 
-  >>> import igraph.test
-  >>> igraph.test.run_tests()
+  $ python -m venv venv
+  $ venv/bin/pip install python-igraph
 
-The above commands run the bundled test cases to ensure that everything is fine with your
-|igraph| installation.
+The unit tests of `python-igraph` are implemented with the standard `unittest` module so you can
+run them like this from your virtualenv:
+
+  $ python -m unittest discover
+  
+As usual, you can also do this without activating the virtualenv:
+
+  $ venv/bin/python -m unittest discover
 
 Installing |igraph| via Conda
 -----------------------------
@@ -77,7 +88,7 @@ The above commands run the bundled test cases to ensure that everything is fine
 |igraph| on Windows
 -------------------
 
-There is a Windows installer for |igraph|'s Python interface on the `Python Package Index
+Precompiled Windows wheels for |igraph|'s Python interface are available on the `Python Package Index
 <http://pypi.python.org/pypi/python-igraph>`_ (see `Installing igraph from the Python Package
 Index`_).
 
@@ -104,11 +115,9 @@ If PyCairo was successfully installed, this will display a Petersen graph.
 |igraph| on macOS
 -----------------
 
-The Mac installer for |igraph|'s Python interface on the `Python Package Index
-<http://pypi.python.org/pypi/python-igraph>`_ works for Intel-based Macs only. PowerPC
-users should compile the package themselves (see `Compiling igraph from source`_).
-
-TODO: Check if PyCairo on Mac still requires using Brew
+Precompiled macOS wheels for |igraph|'s Python interface are available on the `Python Package Index
+<http://pypi.python.org/pypi/python-igraph>`_  (see `Installing igraph from the Python Package
+Index`_).
 
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
 <http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
@@ -131,13 +140,87 @@ If Cairo was successfully installed, this will display a Petersen graph.
 -----------------
 
 |igraph|'s Python interface and its dependencies have been packaged for most popular Linux
-distributions, including Arch Linux, Debian, Fedora, GNU Guix, NixOS, and Ubuntu. Because
-distribution packages are often outdated, you may choose to install |igraph| from the `Python
-Package Index <http://pypi.python.org/pypi/python-igraph>`_ instead to get a more recent
-release (see `Installing igraph from the Python Package Index`_).
+distributions, including Arch Linux, Debian, Fedora, GNU Guix, NixOS, and Ubuntu.
+|python-igraph| and its underlying |igraph| C core are usually in two different packages, but
+your package manager should take care of that dependency for you.
+
+.. note:: Distribution packages can be outdated: if you find that's the case for you, you may
+   choose to install |igraph| from the `Python Package Index <http://pypi.python.org/pypi/python-igraph>`_
+   instead to get a more recent release (see `Installing igraph from the Python Package Index`_).
+
+Compiling |python-igraph| from source
+=====================================
+
+|python-igraph| binds itself into the main |igraph| library using some glue code written in C, so you'll need
+both a C compiler and the library itself. Source tarballs of |python-igraph| obtained from PyPI already
+contain a matching version of the C core of |igraph|.
+
+There are two common scenarios to compile |python-igraph| from source:
+
+1. Your would like to use the latest development version from Github, usually to try out some recently
+   added features
+
+2. The PyPI repository does not include precompiled binaries for your system. This can happen if your operating
+   system is not covered by our continuous development.
+
+Both will be covered in the next sections.
+
+Compiling using pip
+-------------------
+If you want the development version of |python-igraph|, call:
+
+  $ pip install git+https://github.com/igraph/python-igraph
+
+`pip` is smart enough to download the sources from Github, initialize the submodule for the |igraph| C core,
+compile it, and then compile |python-igraph| against it and install it. As above, a virtual environment is
+a commonly used sandbox to test experimental packages.
+
+If you want the latest release from PyPI but prefer to (or have to) install from source, call:
+
+  $ pip install --no-binary ':all:' python-igraph
+
+.. note:: If there is no binary for your system anyway, you can just try without the `--no-binary` option and
+   obtain the same result.
+
+Compiling step by step
+----------------------
+This section should be rarely used in practice but explains how to compile and install |python-igraph| step
+by step without `pip`.
+
+First, obtain the bleeding-edge source code from Github:
+
+  $ git clone https://github.com/igraph/python-igraph.git
+
+or download a recent release from `PyPI <https://pypi.org/project/python-igraph/#files>` or from the
+`Github releases page <https://github.com/igraph/python-igraph/releases/>`. Decompress the archive if
+needed.
+
+Second, go into the folder:
+
+  $ cd python-igraph
+
+(it might have a slightly different name depending on the release).
+
+Third, if you cloned the source from Github, initialize the `git` submodule for the |igraph| C core:
+
+  $ git submodule update --init
+
+.. note:: If you prefer to compile and link |python-igraph| against an existing |igraph| C core, for instance
+   the one you installed with your package manager, you can skip the `git` submodule initialization step. If you
+   downloaded a tarball, you also need to remove the `vendor/source/igraph` folder because the setup script
+   will look for the vendored |igraph| copy first. However, a particular version of |python-igraph| is guaranteed
+   to work only with the version of the C core that is bundled with it (or with the revision that the `git`
+   submodule points to).
+
+Fourth, call the standard Python `setup.py` script, e.g. for compiling:
+
+  $ python setup.py build
 
+(press Enter when prompted). That will compile the |python-igraph| package in a subfolder called
+`build/lib.<your system-your Python version>`, e.g. `build/lib.linux-x86_64-3.8`. You can add
+that folder to your `PYTHONPATH` if you want to import directly from it, or you can call the `setup.py`
+script to install it from there:
 
-Compiling |igraph| from source
-==============================
+  $ python setup.py install
 
-TODO
+.. note:: The `setup.py` script takes a number of options to customize the install location.

From 1ef2215c4c40183eb810b28ba08cdc5690655d67 Mon Sep 17 00:00:00 2001
From: Thierry Thomas <thierry@FreeBSD.org>
Date: Sat, 2 Jan 2021 10:30:26 +0000
Subject: [PATCH 0084/1681] Adding an image viewer for FreeBSD (#354)

---
 src/igraph/configuration.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index df33886f3..4a50ce4ea 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -56,6 +56,18 @@ def get_platform_image_viewer():
                 if os.path.isfile(full_path):
                     return full_path
         return ""
+    elif plat == "FreeBSD":
+        # FreeBSD also has a whole lot of choices, try to find one
+        choices = ["eog", "gthumb", "geeqie", "display",
+                   "gpicview", "gwenview", "qiv", "gimv", "ristretto",
+                   "geeqie", "eom"]
+        paths = ["%%LOCALBASE%%/bin"]
+        for path in paths:
+            for choice in choices:
+                full_path = os.path.join(path, choice)
+                if os.path.isfile(full_path):
+                    return full_path
+        return ""
     elif plat == "Windows" or plat == "Microsoft":    # Thanks to Dale Hunscher
         # Use the built-in Windows image viewer, if available
         return "start"

From 0a3b81e14660d2a79f5695ed0ac056a18396de8d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Jan 2021 12:54:35 +0100
Subject: [PATCH 0085/1681] ci: try Appveyor without zstd

---
 appveyor.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index a1cfd8375..782978be6 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -33,7 +33,6 @@ install:
   # update msys2
   - bash -lc "pacman --needed --noconfirm -Sy pacman-mirrors"
   - bash -lc "pacman --noconfirm -Sy"
-  - bash -lc "pacman --needed --noconfirm -S zstd"
   - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
 
   # prepare Python

From d206314ed20819ff1a6396f0e3896b517b4f8361 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Jan 2021 12:57:41 +0100
Subject: [PATCH 0086/1681] ci: try a newer Appveyor image

---
 appveyor.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index 782978be6..69a63209e 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -1,5 +1,5 @@
 image:
-  - Visual Studio 2017
+  - Visual Studio 2019
 
 environment:
   global:

From ebcc444c10c22db627b21b809ef15a4888d5dc94 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Jan 2021 13:37:00 +0100
Subject: [PATCH 0087/1681] ci: adjust VS path in appveyor.yml for new image

---
 appveyor.yml | 9 ++-------
 1 file changed, 2 insertions(+), 7 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index 69a63209e..4e3ee3605 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -25,11 +25,6 @@ platform:
   - x64
 
 install:
-  # update msys2 keyring first
-  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
-  - bash -lc "curl -O http://repo.msys2.org/msys/x86_64/msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz.sig"
-  - bash -lc "pacman --noconfirm -U msys2-keyring-r21.b39fb11-1-any.pkg.tar.xz"
-
   # update msys2
   - bash -lc "pacman --needed --noconfirm -Sy pacman-mirrors"
   - bash -lc "pacman --noconfirm -Sy"
@@ -51,13 +46,13 @@ for:
       only:
         - MSYSTEM: MINGW32
     build_script:
-      - call "C:\Program Files (x86)\Microsoft Visual Studio\2017\Community\VC\Auxiliary\Build\vcvars32.bat"
+      - call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars32.bat"
       - cibuildwheel --output-dir wheelhouse
   - matrix:
       only:
         - MSYSTEM: MINGW64
     build_script:
-      - call "C:\Program Files (x86)\Microsoft Visual Studio\2017\Community\VC\Auxiliary\Build\vcvars64.bat"
+      - call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars64.bat"
       - cibuildwheel --output-dir wheelhouse
 
 artifacts:

From d353fa03f456dde825fd89eea8a1d8c01f18cb8e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 15 Jan 2021 21:03:24 +1100
Subject: [PATCH 0088/1681] Abandon Python 2 and lint black

---
 setup.py                          |   11 +-
 src/igraph/__init__.py            | 1169 +++++----
 src/igraph/app/shell.py           |  144 +-
 src/igraph/clustering.py          |  246 +-
 src/igraph/compat.py              |   75 -
 src/igraph/configuration.py       |   98 +-
 src/igraph/cut.py                 |   52 +-
 src/igraph/datatypes.py           |  186 +-
 src/igraph/drawing/__init__.py    |   73 +-
 src/igraph/drawing/baseclasses.py |   28 +-
 src/igraph/drawing/colors.py      | 3902 +++++++++++------------------
 src/igraph/drawing/coord.py       |   15 +-
 src/igraph/drawing/edge.py        |  269 +-
 src/igraph/drawing/graph.py       |  392 +--
 src/igraph/drawing/metamagic.py   |   65 +-
 src/igraph/drawing/shapes.py      |  136 +-
 src/igraph/drawing/text.py        |   40 +-
 src/igraph/drawing/utils.py       |  127 +-
 src/igraph/drawing/vertex.py      |   32 +-
 src/igraph/formula.py             |   40 +-
 src/igraph/layout.py              |  124 +-
 src/igraph/matching.py            |   25 +-
 src/igraph/operators.py           |   75 +-
 src/igraph/remote/gephi.py        |   23 +-
 src/igraph/statistics.py          |  199 +-
 src/igraph/summary.py             |   98 +-
 src/igraph/test/foreign.py        |  288 ++-
 src/igraph/utils.py               |   56 +-
 tests/test_structural.py          |    2 +-
 tox.ini                           |    5 +-
 30 files changed, 3796 insertions(+), 4199 deletions(-)
 delete mode 100644 src/igraph/compat.py

diff --git a/setup.py b/setup.py
index ded7fc943..f92ddda81 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (2, 7):
-    print("This module requires Python >= 2.7")
+if sys.version_info < (3, 5):
+    print("This module requires Python >= 3.5")
     sys.exit(0)
 
 # Check whether we are compiling for PyPy. Headers will not be installed
@@ -913,7 +913,6 @@ def use_educated_guess(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python",
-        "Programming Language :: Python :: 2.7",
         "Programming Language :: Python :: 3.5",
         "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
@@ -932,10 +931,4 @@ def use_educated_guess(self):
     },
 )
 
-if sys.version_info <= (2, 7):
-    options["requires"] = options.pop("install_requires")
-
-if sys.version_info > (3, 0):
-    options["use_2to3"] = True
-
 setup(**options)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index eb200c1ad..c87bfa415 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -7,9 +7,8 @@
                _3d_version_for
 """
 
-from __future__ import with_statement
 
-__license__ = u"""
+__license__ = """
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -54,15 +53,17 @@
 import operator
 
 from collections import defaultdict
-from itertools import izip
+
 from shutil import copyfileobj
 from warnings import warn
 
+
 def deprecated(message):
     """Prints a warning message related to the deprecation of some igraph
     feature."""
     warn(message, DeprecationWarning, stacklevel=3)
 
+
 # pylint: disable-msg=E1101
 class Graph(GraphBase):
     """Generic graph.
@@ -167,8 +168,12 @@ def __init__(self, *args, **kwds):
         # Set up default values for the parameters. This should match the order
         # in *args
         kwd_order = (
-            "n", "edges", "directed", "graph_attrs", "vertex_attrs",
-            "edge_attrs"
+            "n",
+            "edges",
+            "directed",
+            "graph_attrs",
+            "vertex_attrs",
+            "edge_attrs",
         )
         params = [0, [], False, {}, {}, {}]
 
@@ -177,9 +182,11 @@ def __init__(self, *args, **kwds):
         unknown_kwds = set(kwds.keys())
         unknown_kwds.difference_update(kwd_order)
         if unknown_kwds:
-            raise TypeError("{0}.__init__ got an unexpected keyword argument {1!r}".format(
-                self.__class__.__name__, unknown_kwds.pop()
-            ))
+            raise TypeError(
+                "{0}.__init__ got an unexpected keyword argument {1!r}".format(
+                    self.__class__.__name__, unknown_kwds.pop()
+                )
+            )
 
         # If the first argument is a list or any other iterable, assume that
         # the number of vertices were omitted
@@ -188,7 +195,7 @@ def __init__(self, *args, **kwds):
             args.insert(0, params[0])
 
         # Override default parameters from args
-        params[:len(args)] = args
+        params[: len(args)] = args
 
         # Override default parameters from keywords
         for idx, k in enumerate(kwd_order):
@@ -210,6 +217,7 @@ def __init__(self, *args, **kwds):
         # as the lower-level C API works with memoryviews only
         try:
             from numpy import ndarray, matrix
+
             if isinstance(edges, (ndarray, matrix)):
                 edges = numpy_to_contiguous_memoryview(edges)
         except ImportError:
@@ -222,18 +230,18 @@ def __init__(self, *args, **kwds):
             GraphBase.__init__(self, nverts, edges, directed)
 
         # Set the graph attributes
-        for key, value in graph_attrs.iteritems():
-            if isinstance(key, (int, long)):
+        for key, value in graph_attrs.items():
+            if isinstance(key, int):
                 key = str(key)
             self[key] = value
         # Set the vertex attributes
-        for key, value in vertex_attrs.iteritems():
-            if isinstance(key, (int, long)):
+        for key, value in vertex_attrs.items():
+            if isinstance(key, int):
                 key = str(key)
             self.vs[key] = value
         # Set the edge attributes
-        for key, value in edge_attrs.iteritems():
-            if isinstance(key, (int, long)):
+        for key, value in edge_attrs.items():
+            if isinstance(key, int):
                 key = str(key)
             self.es[key] = value
 
@@ -255,7 +263,7 @@ def add_edge(self, source, target, **kwds):
         eid = self.ecount()
         self.add_edges([(source, target)])
         edge = self.es[eid]
-        for key, value in kwds.iteritems():
+        for key, value in kwds.items():
             edge[key] = value
         return edge
 
@@ -275,7 +283,7 @@ def add_edges(self, es, attributes=None):
         res = GraphBase.add_edges(self, es)
         n = self.ecount() - eid
         if (attributes is not None) and (n > 0):
-            for key, val in attributes.items():
+            for key, val in list(attributes.items()):
                 self.es[eid:][key] = val
         return res
 
@@ -295,7 +303,7 @@ def add_vertex(self, name=None, **kwds):
         vid = self.vcount()
         self.add_vertices(1)
         vertex = self.vs[vid]
-        for key, value in kwds.iteritems():
+        for key, value in kwds.items():
             vertex[key] = value
         if name is not None:
             vertex["name"] = name
@@ -320,13 +328,13 @@ def add_vertices(self, n, attributes=None):
           values of this dict are the attributes themselves, but if n=1 then
           they have to be lists of length 1.
         """
-        if isinstance(n, basestring):
+        if isinstance(n, str):
             # Adding a single vertex with a name
             m = self.vcount()
             result = GraphBase.add_vertices(self, 1)
             self.vs[m]["name"] = n
             if attributes is not None:
-                for key, val in attributes.items():
+                for key, val in list(attributes.items()):
                     self.vs[m][key] = val
         elif hasattr(n, "__iter__"):
             m = self.vcount()
@@ -338,13 +346,13 @@ def add_vertices(self, n, attributes=None):
             if len(names) > 0:
                 self.vs[m:]["name"] = names
                 if attributes is not None:
-                    for key, val in attributes.items():
+                    for key, val in list(attributes.items()):
                         self.vs[m:][key] = val
         else:
             result = GraphBase.add_vertices(self, n)
             if (attributes is not None) and (n > 0):
                 m = self.vcount() - n
-                for key, val in attributes.items():
+                for key, val in list(attributes.items()):
                     self.vs[m:][key] = val
         return result
 
@@ -355,8 +363,10 @@ def adjacent(self, *args, **kwds):
 
         @deprecated: replaced by L{Graph.incident()} since igraph 0.6
         """
-        deprecated("Graph.adjacent() is deprecated since igraph 0.6, please use "
-                   "Graph.incident() instead")
+        deprecated(
+            "Graph.adjacent() is deprecated since igraph 0.6, please use "
+            "Graph.incident() instead"
+        )
         return self.incident(*args, **kwds)
 
     def as_directed(self, *args, **kwds):
@@ -414,7 +424,7 @@ def indegree(self, *args, **kwds):
 
         See L{degree} for possible arguments.
         """
-        kwds['mode'] = IN
+        kwds["mode"] = IN
         return self.degree(*args, **kwds)
 
     def outdegree(self, *args, **kwds):
@@ -422,7 +432,7 @@ def outdegree(self, *args, **kwds):
 
         See L{degree} for possible arguments.
         """
-        kwds['mode'] = OUT
+        kwds["mode"] = OUT
         return self.degree(*args, **kwds)
 
     def all_st_cuts(self, source, target):
@@ -441,8 +451,10 @@ def all_st_cuts(self, source, target):
         @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
           graphs. Algorithmica 15, 351--372, 1996.
         """
-        return [Cut(self, cut=cut, partition=part)
-                for cut, part in izip(*GraphBase.all_st_cuts(self, source, target))]
+        return [
+            Cut(self, cut=cut, partition=part)
+            for cut, part in zip(*GraphBase.all_st_cuts(self, source, target))
+        ]
 
     def all_st_mincuts(self, source, target, capacity=None):
         """\
@@ -463,8 +475,9 @@ def all_st_mincuts(self, source, target, capacity=None):
           graphs. Algorithmica 15, 351--372, 1996.
         """
         value, cuts, parts = GraphBase.all_st_mincuts(self, source, target, capacity)
-        return [Cut(self, value, cut=cut, partition=part)
-                for cut, part in izip(cuts, parts)]
+        return [
+            Cut(self, value, cut=cut, partition=part) for cut, part in zip(cuts, parts)
+        ]
 
     def biconnected_components(self, return_articulation_points=False):
         """\
@@ -495,6 +508,7 @@ def biconnected_components(self, return_articulation_points=False):
             return clustering, aps
         else:
             return clustering
+
     blocks = biconnected_components
 
     def clear(self):
@@ -538,9 +552,10 @@ def clusters(self, mode=STRONG):
           clusters being sought. Optional, defaults to C{STRONG}.
         @return: a L{VertexClustering} object"""
         return VertexClustering(self, GraphBase.clusters(self, mode))
+
     components = clusters
 
-    def degree_distribution(self, bin_width = 1, *args, **kwds):
+    def degree_distribution(self, bin_width=1, *args, **kwds):
         """degree_distribution(bin_width=1, ...)
 
         Calculates the degree distribution of the graph.
@@ -573,8 +588,9 @@ def dyad_census(self, *args, **kwds):
         """
         return DyadCensus(GraphBase.dyad_census(self, *args, **kwds))
 
-    def get_adjacency(self, type=GET_ADJACENCY_BOTH, attribute=None, \
-            default=0, eids=False):
+    def get_adjacency(
+        self, type=GET_ADJACENCY_BOTH, attribute=None, default=0, eids=False
+    ):
         """Returns the adjacency matrix of a graph.
 
         @param type: either C{GET_ADJACENCY_LOWER} (uses the lower
@@ -599,8 +615,11 @@ def get_adjacency(self, type=GET_ADJACENCY_BOTH, attribute=None, \
           in the matrix for each vertex pair.
         @return: the adjacency matrix as a L{Matrix}.
         """
-        if type != GET_ADJACENCY_LOWER and type != GET_ADJACENCY_UPPER and \
-          type != GET_ADJACENCY_BOTH:
+        if (
+            type != GET_ADJACENCY_LOWER
+            and type != GET_ADJACENCY_UPPER
+            and type != GET_ADJACENCY_BOTH
+        ):
             # Maybe it was called with the first argument as the attribute name
             type, attribute = attribute, type
             if type is None:
@@ -617,7 +636,7 @@ def get_adjacency(self, type=GET_ADJACENCY_BOTH, attribute=None, \
         if attribute not in self.es.attribute_names():
             raise ValueError("Attribute does not exist")
 
-        data = [[default] * self.vcount() for _ in xrange(self.vcount())]
+        data = [[default] * self.vcount() for _ in range(self.vcount())]
 
         if self.is_directed():
             for edge in self.es:
@@ -651,7 +670,9 @@ def get_adjacency_sparse(self, attribute=None):
         try:
             from scipy import sparse
         except ImportError:
-            raise ImportError('You should install scipy package in order to use this function')
+            raise ImportError(
+                "You should install scipy package in order to use this function"
+            )
         import numpy as np
 
         edges = self.get_edgelist()
@@ -664,7 +685,7 @@ def get_adjacency_sparse(self, attribute=None):
             weights = self.es[attribute]
 
         N = self.vcount()
-        mtx = sparse.csr_matrix((weights, zip(*edges)), shape=(N, N))
+        mtx = sparse.csr_matrix((weights, list(zip(*edges))), shape=(N, N))
 
         if not self.is_directed():
             mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T
@@ -684,7 +705,7 @@ def get_adjlist(self, mode=OUT):
           the predecessors and the successors will be returned. Ignored
           for undirected graphs.
         """
-        return [self.neighbors(idx, mode) for idx in xrange(self.vcount())]
+        return [self.neighbors(idx, mode) for idx in range(self.vcount())]
 
     def get_adjedgelist(self, *args, **kwds):
         """get_adjedgelist(mode=OUT)
@@ -694,8 +715,10 @@ def get_adjedgelist(self, *args, **kwds):
         @deprecated: replaced by L{Graph.get_inclist()} since igraph 0.6
         @see: Graph.get_inclist()
         """
-        deprecated("Graph.get_adjedgelist() is deprecated since igraph 0.6, "
-                   "please use Graph.get_inclist() instead")
+        deprecated(
+            "Graph.get_adjedgelist() is deprecated since igraph 0.6, "
+            "please use Graph.get_inclist() instead"
+        )
         return self.get_inclist(*args, **kwds)
 
     def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
@@ -731,7 +754,7 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
         for index, item in enumerate(paths):
             if item < 0:
                 result.append(paths[prev:index])
-                prev = index+1
+                prev = index + 1
         return result
 
     def get_inclist(self, mode=OUT):
@@ -749,7 +772,7 @@ def get_inclist(self, mode=OUT):
           the predecessors and the successors will be returned. Ignored
           for undirected graphs.
         """
-        return [self.incident(idx, mode) for idx in xrange(self.vcount())]
+        return [self.incident(idx, mode) for idx in range(self.vcount())]
 
     def gomory_hu_tree(self, capacity=None, flow="flow"):
         """gomory_hu_tree(capacity=None, flow="flow")
@@ -917,13 +940,21 @@ def path_length_hist(self, directed=True):
         data, unconn = GraphBase.path_length_hist(self, directed)
         hist = Histogram(bin_width=1)
         for i, length in enumerate(data):
-            hist.add(i+1, length)
-        hist.unconnected = long(unconn)
+            hist.add(i + 1, length)
+        hist.unconnected = int(unconn)
         return hist
 
-    def pagerank(self, vertices=None, directed=True, damping=0.85,
-                 weights=None, arpack_options=None, implementation="prpack",
-                 niter=1000, eps=0.001):
+    def pagerank(
+        self,
+        vertices=None,
+        directed=True,
+        damping=0.85,
+        weights=None,
+        arpack_options=None,
+        implementation="prpack",
+        niter=1000,
+        eps=0.001,
+    ):
         """Calculates the Google PageRank values of a graph.
 
         @param vertices: the indices of the vertices being queried.
@@ -957,9 +988,18 @@ def pagerank(self, vertices=None, directed=True, damping=0.85,
           vertices."""
         if arpack_options is None:
             arpack_options = _igraph.arpack_options
-        return self.personalized_pagerank(vertices, directed, damping, None,\
-                                          None, weights, arpack_options, \
-                                          implementation, niter, eps)
+        return self.personalized_pagerank(
+            vertices,
+            directed,
+            damping,
+            None,
+            None,
+            weights,
+            arpack_options,
+            implementation,
+            niter,
+            eps,
+        )
 
     def spanning_tree(self, weights=None, return_tree=True):
         """Calculates a minimum spanning tree for a graph.
@@ -1037,8 +1077,9 @@ def triad_census(self, *args, **kwds):
         return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
 
     # Automorphisms
-    def count_automorphisms_vf2(self, color=None, edge_color=None,
-            node_compat_fn=None, edge_compat_fn=None):
+    def count_automorphisms_vf2(
+        self, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
+    ):
         """Returns the number of automorphisms of the graph.
 
         This function simply calls C{count_isomorphisms_vf2} with the graph
@@ -1048,12 +1089,19 @@ def count_automorphisms_vf2(self, color=None, edge_color=None,
         @return: the number of automorphisms of the graph
         @see: Graph.count_isomorphisms_vf2
         """
-        return self.count_isomorphisms_vf2(self, color1=color, color2=color,
-                edge_color1=edge_color, edge_color2=edge_color,
-                node_compat_fn=node_compat_fn, edge_compat_fn=edge_compat_fn)
+        return self.count_isomorphisms_vf2(
+            self,
+            color1=color,
+            color2=color,
+            edge_color1=edge_color,
+            edge_color2=edge_color,
+            node_compat_fn=node_compat_fn,
+            edge_compat_fn=edge_compat_fn,
+        )
 
-    def get_automorphisms_vf2(self, color=None, edge_color=None,
-            node_compat_fn=None, edge_compat_fn=None):
+    def get_automorphisms_vf2(
+        self, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
+    ):
         """Returns all the automorphisms of the graph
 
         This function simply calls C{get_isomorphisms_vf2} with the graph
@@ -1064,9 +1112,15 @@ def get_automorphisms_vf2(self, color=None, edge_color=None,
           of the graph vertices to itself according to the automorphism
         @see: Graph.get_isomorphisms_vf2
         """
-        return self.get_isomorphisms_vf2(self, color1=color, color2=color,
-                edge_color1=edge_color, edge_color2=edge_color,
-                node_compat_fn=node_compat_fn, edge_compat_fn=edge_compat_fn)
+        return self.get_isomorphisms_vf2(
+            self,
+            color1=color,
+            color2=color,
+            edge_color1=edge_color,
+            edge_color2=edge_color,
+            node_compat_fn=node_compat_fn,
+            edge_compat_fn=edge_compat_fn,
+        )
 
     # Various clustering algorithms -- mostly wrappers around GraphBase
     def community_fastgreedy(self, weights=None):
@@ -1098,8 +1152,9 @@ def community_fastgreedy(self, weights=None):
         else:
             optimal_count = diff
 
-        return VertexDendrogram(self, merges, optimal_count,
-                modularity_params=dict(weights=weights))
+        return VertexDendrogram(
+            self, merges, optimal_count, modularity_params=dict(weights=weights)
+        )
 
     def community_infomap(self, edge_weights=None, vertex_weights=None, trials=10):
         """Finds the community structure of the network according to the Infomap
@@ -1124,14 +1179,17 @@ def community_infomap(self, edge_weights=None, vertex_weights=None, trials=10):
           U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
           U{http://arxiv.org/abs/0906.1405}.
         """
-        membership, codelength = \
-              GraphBase.community_infomap(self, edge_weights, vertex_weights, trials)
-        return VertexClustering(self, membership, \
-                                params={"codelength": codelength}, \
-                                modularity_params={"weights": edge_weights} )
-
-    def community_leading_eigenvector_naive(self, clusters = None, \
-            return_merges = False):
+        membership, codelength = GraphBase.community_infomap(
+            self, edge_weights, vertex_weights, trials
+        )
+        return VertexClustering(
+            self,
+            membership,
+            params={"codelength": codelength},
+            modularity_params={"weights": edge_weights},
+        )
+
+    def community_leading_eigenvector_naive(self, clusters=None, return_merges=False):
         """community_leading_eigenvector_naive(clusters=None,
         return_merges=False)
 
@@ -1158,16 +1216,17 @@ def community_leading_eigenvector_naive(self, clusters = None, \
         eigenvectors of matrices, arXiv:physics/0605087"""
         if clusters is None:
             clusters = -1
-        cl, merges, q = GraphBase.community_leading_eigenvector_naive(self, \
-                clusters, return_merges)
+        cl, merges, q = GraphBase.community_leading_eigenvector_naive(
+            self, clusters, return_merges
+        )
         if merges is None:
-            return VertexClustering(self, cl, modularity = q)
+            return VertexClustering(self, cl, modularity=q)
         else:
-            return VertexDendrogram(self, merges, safemax(cl)+1)
+            return VertexDendrogram(self, merges, safemax(cl) + 1)
 
-
-    def community_leading_eigenvector(self, clusters=None, weights=None, \
-            arpack_options=None):
+    def community_leading_eigenvector(
+        self, clusters=None, weights=None, arpack_options=None
+    ):
         """community_leading_eigenvector(clusters=None, weights=None,
           arpack_options=None)
 
@@ -1198,12 +1257,12 @@ def community_leading_eigenvector(self, clusters=None, weights=None, \
         if arpack_options is not None:
             kwds["arpack_options"] = arpack_options
 
-        membership, _, q = GraphBase.community_leading_eigenvector(self, clusters, **kwds)
-        return VertexClustering(self, membership, modularity = q)
-
+        membership, _, q = GraphBase.community_leading_eigenvector(
+            self, clusters, **kwds
+        )
+        return VertexClustering(self, membership, modularity=q)
 
-    def community_label_propagation(self, weights = None, initial = None, \
-            fixed = None):
+    def community_label_propagation(self, weights=None, initial=None, fixed=None):
         """community_label_propagation(weights=None, initial=None, fixed=None)
 
         Finds the community structure of the graph according to the label
@@ -1236,13 +1295,10 @@ def community_label_propagation(self, weights = None, initial = None, \
           networks. Phys Rev E 76:036106, 2007.
           U{http://arxiv.org/abs/0709.2938}.
         """
-        if isinstance(fixed, basestring):
+        if isinstance(fixed, str):
             fixed = [bool(o) for o in g.vs[fixed]]
-        cl = GraphBase.community_label_propagation(self, \
-                weights, initial, fixed)
-        return VertexClustering(self, cl,
-                modularity_params=dict(weights=weights))
-
+        cl = GraphBase.community_label_propagation(self, weights, initial, fixed)
+        return VertexClustering(self, cl, modularity_params=dict(weights=weights))
 
     def community_multilevel(self, weights=None, return_levels=False):
         """Community structure based on the multilevel algorithm of
@@ -1281,12 +1337,16 @@ def community_multilevel(self, weights=None, return_levels=False):
             levels, qs = GraphBase.community_multilevel(self, weights, True)
             result = []
             for level, q in zip(levels, qs):
-                result.append(VertexClustering(self, level, q,
-                    modularity_params=dict(weights=weights)))
+                result.append(
+                    VertexClustering(
+                        self, level, q, modularity_params=dict(weights=weights)
+                    )
+                )
         else:
             membership = GraphBase.community_multilevel(self, weights, False)
-            result = VertexClustering(self, membership,
-                    modularity_params=dict(weights=weights))
+            result = VertexClustering(
+                self, membership, modularity_params=dict(weights=weights)
+            )
         return result
 
     def community_optimal_modularity(self, *args, **kwds):
@@ -1302,12 +1362,12 @@ def community_optimal_modularity(self, *args, **kwds):
 
         @return: the calculated membership vector and the corresponding
           modularity in a tuple."""
-        membership, modularity = \
-                GraphBase.community_optimal_modularity(self, *args, **kwds)
+        membership, modularity = GraphBase.community_optimal_modularity(
+            self, *args, **kwds
+        )
         return VertexClustering(self, membership, modularity)
 
-    def community_edge_betweenness(self, clusters=None, directed=True,
-            weights=None):
+    def community_edge_betweenness(self, clusters=None, directed=True, weights=None):
         """Community structure based on the betweenness of the edges in the
         network.
 
@@ -1338,11 +1398,12 @@ def community_edge_betweenness(self, clusters=None, directed=True,
             qs.reverse()
         if clusters is None:
             if qs:
-                clusters = qs.index(max(qs))+1
+                clusters = qs.index(max(qs)) + 1
             else:
                 clusters = 1
-        return VertexDendrogram(self, merges, clusters,
-                modularity_params=dict(weights=weights))
+        return VertexDendrogram(
+            self, merges, clusters, modularity_params=dict(weights=weights)
+        )
 
     def community_spinglass(self, *args, **kwds):
         """community_spinglass(weights=None, spins=25, parupdate=False,
@@ -1397,11 +1458,10 @@ def community_spinglass(self, *args, **kwds):
         """
         membership = GraphBase.community_spinglass(self, *args, **kwds)
         if "weights" in kwds:
-            modularity_params=dict(weights=kwds["weights"])
+            modularity_params = dict(weights=kwds["weights"])
         else:
-            modularity_params={}
-        return VertexClustering(self, membership,
-                modularity_params=modularity_params)
+            modularity_params = {}
+        return VertexClustering(self, membership, modularity_params=modularity_params)
 
     def community_walktrap(self, weights=None, steps=4):
         """Community detection algorithm of Latapy & Pons, based on random
@@ -1425,11 +1485,12 @@ def community_walktrap(self, weights=None, steps=4):
         merges, qs = GraphBase.community_walktrap(self, weights, steps)
         qs.reverse()
         if qs:
-            optimal_count = qs.index(max(qs))+1
+            optimal_count = qs.index(max(qs)) + 1
         else:
             optimal_count = 1
-        return VertexDendrogram(self, merges, optimal_count,
-                modularity_params=dict(weights=weights))
+        return VertexDendrogram(
+            self, merges, optimal_count, modularity_params=dict(weights=weights)
+        )
 
     def k_core(self, *args):
         """Returns some k-cores of the graph.
@@ -1443,7 +1504,7 @@ def k_core(self, *args):
         all M{k}-cores in increasing order of M{k}.
         """
         if len(args) == 0:
-            indices = xrange(self.vcount())
+            indices = range(self.vcount())
             return_single = False
         else:
             return_single = True
@@ -1454,22 +1515,30 @@ def k_core(self, *args):
                 except:
                     indices.append(arg)
 
-        if len(indices)>1 or hasattr(args[0], "__iter__"):
+        if len(indices) > 1 or hasattr(args[0], "__iter__"):
             return_single = False
 
         corenesses = self.coreness()
         result = []
-        vidxs = xrange(self.vcount())
+        vidxs = range(self.vcount())
         for idx in indices:
             core_idxs = [vidx for vidx in vidxs if corenesses[vidx] >= idx]
             result.append(self.subgraph(core_idxs))
 
-        if return_single: return result[0]
+        if return_single:
+            return result[0]
         return result
 
-    def community_leiden(self, objective_function="CPM", weights=None,
-        resolution_parameter=1.0, beta=0.01, initial_membership=None,
-        n_iterations=2, node_weights=None):
+    def community_leiden(
+        self,
+        objective_function="CPM",
+        weights=None,
+        resolution_parameter=1.0,
+        beta=0.01,
+        initial_membership=None,
+        n_iterations=2,
+        node_weights=None,
+    ):
         """community_leiden(objective_function=CPM, weights=None,
         resolution_parameter=1.0, beta=0.01, initial_membership=None,
         n_iterations=2, node_weights=None)
@@ -1506,20 +1575,24 @@ def community_leiden(self, objective_function="CPM", weights=None,
           reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
         """
         if objective_function.lower() not in ("cpm", "modularity"):
-          raise ValueError("objective_function must be \"CPM\" or \"modularity\".")
+            raise ValueError('objective_function must be "CPM" or "modularity".')
 
-        membership = GraphBase.community_leiden(self,
-          edge_weights=weights, node_weights=node_weights,
-          resolution_parameter=resolution_parameter,
-          normalize_resolution=(objective_function == "modularity"),
-          beta=beta, initial_membership=initial_membership, n_iterations=n_iterations)
+        membership = GraphBase.community_leiden(
+            self,
+            edge_weights=weights,
+            node_weights=node_weights,
+            resolution_parameter=resolution_parameter,
+            normalize_resolution=(objective_function == "modularity"),
+            beta=beta,
+            initial_membership=initial_membership,
+            n_iterations=n_iterations,
+        )
 
         if weights is not None:
-            modularity_params=dict(weights=weights)
+            modularity_params = dict(weights=weights)
         else:
-            modularity_params={}
-        return VertexClustering(self, membership,
-                modularity_params=modularity_params)
+            modularity_params = {}
+        return VertexClustering(self, membership, modularity_params=modularity_params)
 
     def layout(self, layout=None, *args, **kwds):
         """Returns the layout of the graph according to a layout algorithm.
@@ -1668,9 +1741,9 @@ def layout_auto(self, *args, **kwds):
         vattrs = self.vertex_attributes()
         if "x" in vattrs and "y" in vattrs:
             if dim == 3 and "z" in vattrs:
-                return Layout(zip(self.vs["x"], self.vs["y"], self.vs["z"]))
+                return Layout(list(zip(self.vs["x"], self.vs["y"], self.vs["z"])))
             else:
-                return Layout(zip(self.vs["x"], self.vs["y"]))
+                return Layout(list(zip(self.vs["x"], self.vs["y"])))
 
         if self.vcount() <= 100 and self.is_connected():
             algo = "kk"
@@ -1688,13 +1761,22 @@ def layout_grid_fruchterman_reingold(self, *args, **kwds):
 
         @see: Graph.layout_fruchterman_reingold()
         """
-        deprecated("Graph.layout_grid_fruchterman_reingold() is deprecated since "\
-            "igraph 0.8, please use Graph.layout_fruchterman_reingold(grid=True) instead")
+        deprecated(
+            "Graph.layout_grid_fruchterman_reingold() is deprecated since "
+            "igraph 0.8, please use Graph.layout_fruchterman_reingold(grid=True) instead"
+        )
         kwds["grid"] = True
         return self.layout_fruchterman_reingold(*args, **kwds)
 
-    def layout_sugiyama(self, layers=None, weights=None, hgap=1, vgap=1,
-            maxiter=100, return_extended_graph=False):
+    def layout_sugiyama(
+        self,
+        layers=None,
+        weights=None,
+        hgap=1,
+        vgap=1,
+        maxiter=100,
+        return_extended_graph=False,
+    ):
         """layout_sugiyama(layers=None, weights=None, hgap=1, vgap=1, maxiter=100,
                         return_extended_graph=False)
 
@@ -1751,12 +1833,15 @@ def layout_sugiyama(self, layers=None, weights=None, hgap=1, vgap=1,
           feedback arc set problem. Information Processing Letters 47:319-323, 1993.
         """
         if not return_extended_graph:
-            return Layout(GraphBase._layout_sugiyama(self, layers, weights, hgap,
-                    vgap, maxiter, return_extended_graph))
-
-        layout, extd_graph, extd_to_orig_eids = \
-                GraphBase._layout_sugiyama(self, layers, weights, hgap,
-                        vgap, maxiter, return_extended_graph)
+            return Layout(
+                GraphBase._layout_sugiyama(
+                    self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+                )
+            )
+
+        layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
+            self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+        )
         extd_graph.es["_original_eid"] = extd_to_orig_eids
         return Layout(layout), extd_graph
 
@@ -1836,21 +1921,19 @@ def from_networkx(klass, g):
 
         # Nodes
         vnames = list(g.nodes)
-        vattr = {'_nx_name': vnames}
+        vattr = {"_nx_name": vnames}
         vcount = len(vnames)
         vd = {v: i for i, v in enumerate(vnames)}
 
         # NOTE: we do not need a special class for multigraphs, it is taken
         # care for at the edge level rather than at the graph level.
         graph = klass(
-            n=vcount,
-            directed=g.is_directed(),
-            graph_attrs=gattr,
-            vertex_attrs=vattr)
+            n=vcount, directed=g.is_directed(), graph_attrs=gattr, vertex_attrs=vattr
+        )
 
         # Node attributes
         for v, datum in g.nodes.data():
-            for key, val in datum.items():
+            for key, val in list(datum.items()):
                 graph.vs[vd[v]][key] = val
 
         # Edges and edge attributes
@@ -1859,16 +1942,14 @@ def from_networkx(klass, g):
         # third element is the "color" of the edge)
         for e, (_, _, datum) in zip(g.edges, g.edges.data()):
             eid = graph.add_edge(vd[e[0]], vd[e[1]])
-            for key, val in datum.items():
+            for key, val in list(datum.items()):
                 eid[key] = val
 
         return graph
 
     def to_graph_tool(
-            self,
-            graph_attributes=None,
-            vertex_attributes=None,
-            edge_attributes=None):
+        self, graph_attributes=None, vertex_attributes=None, edge_attributes=None
+    ):
         """Converts the graph to graph-tool
 
         Data types: graph-tool only accepts specific data types. See the
@@ -1904,7 +1985,7 @@ def to_graph_tool(
 
         # Graph attributes
         if graph_attributes is not None:
-            for x, dtype in graph_attributes.items():
+            for x, dtype in list(graph_attributes.items()):
                 # Strange syntax for setting internal properties
                 gprop = g.new_graph_property(str(dtype))
                 g.graph_properties[x] = gprop
@@ -1912,7 +1993,7 @@ def to_graph_tool(
 
         # Vertex attributes
         if vertex_attributes is not None:
-            for x, dtype in vertex_attributes.items():
+            for x, dtype in list(vertex_attributes.items()):
                 # Create a new vertex property
                 g.vertex_properties[x] = g.new_vertex_property(str(dtype))
                 # Fill the values from the igraph.Graph
@@ -1921,12 +2002,12 @@ def to_graph_tool(
 
         # Edges and edge attributes
         if edge_attributes is not None:
-            for x, dtype in edge_attributes.items():
+            for x, dtype in list(edge_attributes.items()):
                 g.edge_properties[x] = g.new_edge_property(str(dtype))
         for edge in self.es:
             e = g.add_edge(edge.source, edge.target)
             if edge_attributes is not None:
-                for x, dtype in edge_attributes.items():
+                for x, dtype in list(edge_attributes.items()):
                     prop = edge.attributes().get(x, None)
                     g.edge_properties[x][e] = prop
 
@@ -1945,13 +2026,10 @@ def from_graph_tool(klass, g):
         vcount = g.num_vertices()
 
         # Graph
-        graph = klass(
-            n=vcount,
-            directed=g.is_directed(),
-            graph_attrs=gattr)
+        graph = klass(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
 
         # Node attributes
-        for key, val in g.vertex_properties.items():
+        for key, val in list(g.vertex_properties.items()):
             prop = val.get_array()
             for i in range(vcount):
                 graph.vs[i][key] = prop[i]
@@ -1961,7 +2039,7 @@ def from_graph_tool(klass, g):
         # attributes later on
         for e in g.edges():
             edge = graph.add_edge(int(e.source()), int(e.target()))
-            for key, val in g.edge_properties.items():
+            for key, val in list(g.edge_properties.items()):
                 edge[key] = val[e]
 
         return graph
@@ -1978,7 +2056,7 @@ def write_adjacency(self, f, sep=" ", eol="\n", *args, **kwds):
           note that igraph is able to read back the written adjacency matrix
           if and only if this is a single newline character
         """
-        if isinstance(f, basestring):
+        if isinstance(f, str):
             f = open(f, "w")
         matrix = self.get_adjacency(*args, **kwds)
         for row in matrix:
@@ -1987,8 +2065,9 @@ def write_adjacency(self, f, sep=" ", eol="\n", *args, **kwds):
         f.close()
 
     @classmethod
-    def Read_Adjacency(klass, f, sep=None, comment_char = "#", attribute=None,
-        *args, **kwds):
+    def Read_Adjacency(
+        klass, f, sep=None, comment_char="#", attribute=None, *args, **kwds
+    ):
         """Constructs a graph based on an adjacency matrix from the given file
 
         Additional positional and keyword arguments not mentioned here are
@@ -2004,13 +2083,15 @@ def Read_Adjacency(klass, f, sep=None, comment_char = "#", attribute=None,
           no weights are stored, values larger than 1 are considered as
           edge multiplicities.
         @return: the created graph"""
-        if isinstance(f, basestring):
+        if isinstance(f, str):
             f = open(f)
         matrix, ri, weights = [], 0, {}
         for line in f:
             line = line.strip()
-            if len(line) == 0: continue
-            if line.startswith(comment_char): continue
+            if len(line) == 0:
+                continue
+            if line.startswith(comment_char):
+                continue
             row = [float(x) for x in line.split(sep)]
             matrix.append(row)
             ri += 1
@@ -2018,10 +2099,10 @@ def Read_Adjacency(klass, f, sep=None, comment_char = "#", attribute=None,
         f.close()
 
         if attribute is None:
-            graph=klass.Adjacency(matrix, *args, **kwds)
+            graph = klass.Adjacency(matrix, *args, **kwds)
         else:
             kwds["attr"] = attribute
-            graph=klass.Weighted_Adjacency(matrix, *args, **kwds)
+            graph = klass.Weighted_Adjacency(matrix, *args, **kwds)
 
         return graph
 
@@ -2043,7 +2124,8 @@ def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
             except KeyError:
                 raise ValueError(
                     "source vertex must be provided in the 'source' graph "
-                    "attribute or in the 'source' argument of write_dimacs()")
+                    "attribute or in the 'source' argument of write_dimacs()"
+                )
 
         if target is None:
             try:
@@ -2051,10 +2133,10 @@ def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
             except KeyError:
                 raise ValueError(
                     "target vertex must be provided in the 'target' graph "
-                    "attribute or in the 'target' argument of write_dimacs()")
+                    "attribute or in the 'target' argument of write_dimacs()"
+                )
 
-        if isinstance(capacity, basestring) and \
-                capacity not in self.edge_attributes():
+        if isinstance(capacity, str) and capacity not in self.edge_attributes():
             warn("'%s' edge attribute does not exist" % capacity)
             capacity = [1] * self.ecount()
 
@@ -2077,6 +2159,7 @@ def write_graphmlz(self, f, compresslevel=9):
           produces the least compression, and 9 is slowest and produces
           the most compression."""
         from igraph.utils import named_temporary_file
+
         with named_temporary_file() as tmpfile:
             self.write_graphml(tmpfile)
             outf = gzip.GzipFile(f, "wb", compresslevel)
@@ -2129,6 +2212,7 @@ def Read_GraphMLz(cls, f, *params, **kwds):
           specify 0 here.
         @return: the loaded graph object"""
         from igraph.utils import named_temporary_file
+
         with named_temporary_file() as tmpfile:
             outf = open(tmpfile, "wb")
             copyfileobj(gzip.GzipFile(f, "rb"), outf)
@@ -2145,15 +2229,16 @@ def write_pickle(self, fname=None, version=-1):
         @return: C{None} if the graph was saved successfully to the
           given file, or a string if C{fname} was C{None}.
         """
-        import cPickle as pickle
+        import pickle as pickle
+
         if fname is None:
             return pickle.dumps(self, version)
         if not hasattr(fname, "write"):
             file_was_opened = True
-            fname = open(fname, 'wb')
+            fname = open(fname, "wb")
         else:
-            file_was_opened=False
-        result=pickle.dump(self, fname, version)
+            file_was_opened = False
+        result = pickle.dump(self, fname, version)
         if file_was_opened:
             fname.close()
         return result
@@ -2172,7 +2257,8 @@ def write_picklez(self, fname=None, version=-1):
         @return: C{None} if the graph was saved successfully to the
           given file.
         """
-        import cPickle as pickle
+        import pickle as pickle
+
         if not hasattr(fname, "write"):
             file_was_opened = True
             fname = gzip.open(fname, "wb")
@@ -2194,7 +2280,8 @@ def Read_Pickle(klass, fname=None):
           a string containing the pickled data.
         @return: the created graph object.
         """
-        import cPickle as pickle
+        import pickle as pickle
+
         if hasattr(fname, "read"):
             # Probably a file or a file-like object
             result = pickle.load(fname)
@@ -2209,13 +2296,17 @@ def Read_Pickle(klass, fname=None):
                     # directly.
                     result = pickle.loads(fname)
                 except TypeError:
-                    raise IOError('Cannot load file. If fname is a file name, that filename may be incorrect.')
+                    raise IOError(
+                        "Cannot load file. If fname is a file name, that filename may be incorrect."
+                    )
             except IOError:
                 try:
                     # No file with the given name, try unpickling directly.
                     result = pickle.loads(fname)
                 except TypeError:
-                    raise IOError('Cannot load file. If fname is a file name, that filename may be incorrect.')
+                    raise IOError(
+                        "Cannot load file. If fname is a file name, that filename may be incorrect."
+                    )
             if fp is not None:
                 result = pickle.load(fp)
                 fp.close()
@@ -2229,7 +2320,8 @@ def Read_Picklez(klass, fname, *args, **kwds):
         @param fname: the name of the file or a stream to read from.
         @return: the created graph object.
         """
-        import cPickle as pickle
+        import pickle as pickle
+
         if hasattr(fname, "read"):
             # Probably a file or a file-like object
             if isinstance(fname, gzip.GzipFile):
@@ -2248,7 +2340,8 @@ def Read_Picklez(klass, fname, *args, **kwds):
         @param fname: the name of the file or a stream to read from.
         @return: the created graph object.
         """
-        import cPickle as pickle
+        import pickle as pickle
+
         if hasattr(fname, "read"):
             # Probably a file or a file-like object
             if isinstance(fname, gzip.GzipFile):
@@ -2264,11 +2357,22 @@ def Read_Picklez(klass, fname, *args, **kwds):
     # pylint: disable-msg=C0301,C0323
     # C0301: line too long.
     # C0323: operator not followed by a space - well, print >>f looks OK
-    def write_svg(self, fname, layout="auto", width=None, height=None, \
-                  labels="label", colors="color", shapes="shape", \
-                  vertex_size=10, edge_colors="color", \
-                  edge_stroke_widths="width", \
-                  font_size=16, *args, **kwds):
+    def write_svg(
+        self,
+        fname,
+        layout="auto",
+        width=None,
+        height=None,
+        labels="label",
+        colors="color",
+        shapes="shape",
+        vertex_size=10,
+        edge_colors="color",
+        edge_stroke_widths="width",
+        font_size=16,
+        *args,
+        **kwds
+    ):
         """Saves the graph as an SVG (Scalable Vector Graphics) file
 
         The file will be Inkscape (http://inkscape.org) compatible.
@@ -2327,7 +2431,7 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
             try:
                 labels = self.vs.get_attribute_values(labels)
             except KeyError:
-                labels = [x+1 for x in xrange(self.vcount())]
+                labels = [x + 1 for x in range(self.vcount())]
         elif labels is None:
             labels = [""] * self.vcount()
 
@@ -2362,10 +2466,10 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
                 raise ValueError("font size can't contain a semicolon")
 
         vcount = self.vcount()
-        labels.extend(str(i+1) for i in xrange(len(labels), vcount))
+        labels.extend(str(i + 1) for i in range(len(labels), vcount))
         colors.extend(["red"] * (vcount - len(colors)))
 
-        if isinstance(fname, basestring):
+        if isinstance(fname, str):
             f = open(fname, "w")
             our_file = True
         else:
@@ -2374,7 +2478,7 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
 
         bbox = BoundingBox(layout.bounding_box())
 
-        sizes = [width-2*vertex_size, height-2*vertex_size]
+        sizes = [width - 2 * vertex_size, height - 2 * vertex_size]
         w, h = bbox.width, bbox.height
 
         ratios = []
@@ -2387,21 +2491,30 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
         else:
             ratios.append(sizes[1] / h)
 
-        layout = [[(row[0] - bbox.left) * ratios[0] + vertex_size, \
-                  (row[1] - bbox.top) * ratios[1] + vertex_size] \
-                  for row in layout]
+        layout = [
+            [
+                (row[0] - bbox.left) * ratios[0] + vertex_size,
+                (row[1] - bbox.top) * ratios[1] + vertex_size,
+            ]
+            for row in layout
+        ]
 
         directed = self.is_directed()
 
-        print >> f, '<?xml version="1.0" encoding="UTF-8" standalone="no"?>'
-        print >> f, '<!-- Created by igraph (http://igraph.org/) for use in Inkscape (http://www.inkscape.org/) -->'
-        print >> f
-        print >> f, '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:svg="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg" xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"'
-        print >> f, 'width="{0}px" height="{1}px">'.format(width, height),
-
+        print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
+        print(
+            "<!-- Created by igraph (http://igraph.org/) for use in Inkscape (http://www.inkscape.org/) -->",
+            file=f,
+        )
+        print(file=f)
+        print(
+            '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:svg="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg" xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"',
+            file=f,
+        )
+        print('width="{0}px" height="{1}px">'.format(width, height), end=" ", file=f)
 
         edge_color_dict = {}
-        print >> f, '<defs id="defs3">'
+        print('<defs id="defs3">', file=f)
         for e_col in set(edge_colors):
             if e_col == "#000000":
                 marker_index = ""
@@ -2409,23 +2522,34 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
                 marker_index = str(len(edge_color_dict))
             # Print an arrow marker for each possible line color
             # This is a copy of Inkscape's standard Arrow 2 marker
-            print >> f, '<marker'
-            print >> f, '   inkscape:stockid="Arrow2Lend{0}"'.format(marker_index)
-            print >> f, '   orient="auto"'
-            print >> f, '   refY="0.0"'
-            print >> f, '   refX="0.0"'
-            print >> f, '   id="Arrow2Lend{0}"'.format(marker_index)
-            print >> f, '   style="overflow:visible;">'
-            print >> f, '  <path'
-            print >> f, '     id="pathArrow{0}"'.format(marker_index)
-            print >> f, '     style="font-size:12.0;fill-rule:evenodd;stroke-width:0.62500000;stroke-linejoin:round;fill:{0}"'.format(e_col)
-            print >> f, '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 6.9831476,1.6157441 8.7185878,4.0337352 z "'
-            print >> f, '     transform="scale(1.1) rotate(180) translate(1,0)" />'
-            print >> f, '</marker>'
+            print("<marker", file=f)
+            print('   inkscape:stockid="Arrow2Lend{0}"'.format(marker_index), file=f)
+            print('   orient="auto"', file=f)
+            print('   refY="0.0"', file=f)
+            print('   refX="0.0"', file=f)
+            print('   id="Arrow2Lend{0}"'.format(marker_index), file=f)
+            print('   style="overflow:visible;">', file=f)
+            print("  <path", file=f)
+            print('     id="pathArrow{0}"'.format(marker_index), file=f)
+            print(
+                '     style="font-size:12.0;fill-rule:evenodd;stroke-width:0.62500000;stroke-linejoin:round;fill:{0}"'.format(
+                    e_col
+                ),
+                file=f,
+            )
+            print(
+                '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 6.9831476,1.6157441 8.7185878,4.0337352 z "',
+                file=f,
+            )
+            print('     transform="scale(1.1) rotate(180) translate(1,0)" />', file=f)
+            print("</marker>", file=f)
 
             edge_color_dict[e_col] = "Arrow2Lend{0}".format(marker_index)
-        print >> f, '</defs>'
-        print >> f, '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" sodipodi:insensitive="true">'
+        print("</defs>", file=f)
+        print(
+            '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" sodipodi:insensitive="true">',
+            file=f,
+        )
 
         for eidx, edge in enumerate(self.es):
             vidxs = edge.tuple
@@ -2437,32 +2561,41 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
             x2 = x2 - vertex_size * math.cos(angle)
             y2 = y2 - vertex_size * math.sin(angle)
 
-            print >> f, '<path'
-            print >> f, '    style="fill:none;stroke:{0};stroke-width:{2};stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-opacity:1;stroke-dasharray:none{1}"'\
-                        .format(edge_colors[eidx], ";marker-end:url(#{0})".\
-                                format(edge_color_dict[edge_colors[eidx]]) \
-                                if directed else "", edge_stroke_widths[eidx])
-            print >> f, '    d="M {0},{1} {2},{3}"'.format(x1, y1, x2, y2)
-            print >> f, '    id="path{0}"'.format(eidx)
-            print >> f, '    inkscape:connector-type="polyline"'
-            print >> f, '    inkscape:connector-curvature="0"'
-            print >> f, '    inkscape:connection-start="#g{0}"'.format(edge.source)
-            print >> f, '    inkscape:connection-start-point="d4"'
-            print >> f, '    inkscape:connection-end="#g{0}"'.format(edge.target)
-            print >> f, '    inkscape:connection-end-point="d4" />'
-
-        print >> f, "  </g>"
-        print >> f
-
-        print >> f, '  <g inkscape:label="Nodes" \
-                    inkscape:groupmode="layer" id="layer1">'
-        print >> f, '  <!-- Vertices -->'
+            print("<path", file=f)
+            print(
+                '    style="fill:none;stroke:{0};stroke-width:{2};stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-opacity:1;stroke-dasharray:none{1}"'.format(
+                    edge_colors[eidx],
+                    ";marker-end:url(#{0})".format(edge_color_dict[edge_colors[eidx]])
+                    if directed
+                    else "",
+                    edge_stroke_widths[eidx],
+                ),
+                file=f,
+            )
+            print('    d="M {0},{1} {2},{3}"'.format(x1, y1, x2, y2), file=f)
+            print('    id="path{0}"'.format(eidx), file=f)
+            print('    inkscape:connector-type="polyline"', file=f)
+            print('    inkscape:connector-curvature="0"', file=f)
+            print('    inkscape:connection-start="#g{0}"'.format(edge.source), file=f)
+            print('    inkscape:connection-start-point="d4"', file=f)
+            print('    inkscape:connection-end="#g{0}"'.format(edge.target), file=f)
+            print('    inkscape:connection-end-point="d4" />', file=f)
+
+        print("  </g>", file=f)
+        print(file=f)
+
+        print(
+            '  <g inkscape:label="Nodes" \
+                    inkscape:groupmode="layer" id="layer1">',
+            file=f,
+        )
+        print("  <!-- Vertices -->", file=f)
 
         if any(x == 3 for x in shapes):
             # Only import tkFont if we really need it. Unfortunately, this will
             # flash up an unneccesary Tk window in some cases
-            import tkFont
-            import Tkinter as tk
+            import tkinter.font
+            import tkinter as tk
 
             # This allows us to dynamically size the width of the nodes.
             # Unfortunately this works only with font sizes specified in pixels.
@@ -2472,54 +2605,103 @@ def write_svg(self, fname, layout="auto", width=None, height=None, \
                 try:
                     font_size_in_pixels = int(font_size)
                 except:
-                    raise ValueError("font sizes must be specified in pixels "
-                                     "when any of the nodes has shape=3 (i.e. "
-                                     "node size determined by text size)")
+                    raise ValueError(
+                        "font sizes must be specified in pixels "
+                        "when any of the nodes has shape=3 (i.e. "
+                        "node size determined by text size)"
+                    )
             tk_window = tk.Tk()
-            font = tkFont.Font(root=tk_window, font=("Sans", font_size_in_pixels, tkFont.NORMAL))
+            font = tkinter.font.Font(
+                root=tk_window, font=("Sans", font_size_in_pixels, tkinter.font.NORMAL)
+            )
         else:
             tk_window = None
 
         for vidx in range(self.vcount()):
-            print >> f, '    <g id="g{0}" transform="translate({1},{2})">'.\
-                        format(vidx, layout[vidx][0], layout[vidx][1])
+            print(
+                '    <g id="g{0}" transform="translate({1},{2})">'.format(
+                    vidx, layout[vidx][0], layout[vidx][1]
+                ),
+                file=f,
+            )
             if shapes[vidx] == 1:
                 # Undocumented feature: can handle two colors but only for circles
                 c = str(colors[vidx])
                 if " " in c:
                     c = c.split(" ")
                     vs = str(vertex_size)
-                    print >> f, '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(vs, c[0])
-                    print >> f, '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(vs, c[1])
-                    print >> f, '     <circle cx="0" cy="0" r="{0}" fill="none"/>'\
-                                .format(vs)
+                    print(
+                        '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
+                                -{0},0" fill="{1}"/>'.format(
+                            vs, c[0]
+                        ),
+                        file=f,
+                    )
+                    print(
+                        '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
+                                -{0},0" fill="{1}"/>'.format(
+                            vs, c[1]
+                        ),
+                        file=f,
+                    )
+                    print(
+                        '     <circle cx="0" cy="0" r="{0}" fill="none"/>'.format(vs),
+                        file=f,
+                    )
                 else:
-                    print >> f, '     <circle cx="0" cy="0" r="{0}" fill="{1}"/>'.\
-                        format(str(vertex_size), str(colors[vidx]))
+                    print(
+                        '     <circle cx="0" cy="0" r="{0}" fill="{1}"/>'.format(
+                            str(vertex_size), str(colors[vidx])
+                        ),
+                        file=f,
+                    )
             elif shapes[vidx] == 2:
-                print >> f, '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" id="rect{2}" style="fill:{3};fill-opacity:1" />'.\
-                    format(vertex_size, vertex_size * 2, vidx, colors[vidx])
+                print(
+                    '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" id="rect{2}" style="fill:{3};fill-opacity:1" />'.format(
+                        vertex_size, vertex_size * 2, vidx, colors[vidx]
+                    ),
+                    file=f,
+                )
             elif shapes[vidx] == 3:
-                (vertex_width, vertex_height) = (font.measure(str(labels[vidx])) + 2, font.metrics("linespace") + 2)
-                print >> f, '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" />'.\
-                    format(vertex_width / 2., vertex_height / 2., vertex_width, vertex_height, vidx, colors[vidx])
-
-            print >> f, '      <text sodipodi:linespacing="125%" y="{0}" x="0" id="text{1}" style="font-size:{2};font-style:normal;font-weight:normal;text-align:center;line-height:125%;letter-spacing:0px;word-spacing:0px;text-anchor:middle;fill:#000000;fill-opacity:1;stroke:none;font-family:Sans">'.format(vertex_size / 2.,vidx, font_size)
-            print >> f, '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">{2}</tspan></text>'.format(vertex_size / 2.,vidx, str(labels[vidx]))
-            print >> f, '    </g>'
-
-        print >> f, '</g>'
-        print >> f
-        print >> f, '</svg>'
+                (vertex_width, vertex_height) = (
+                    font.measure(str(labels[vidx])) + 2,
+                    font.metrics("linespace") + 2,
+                )
+                print(
+                    '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" />'.format(
+                        vertex_width / 2.0,
+                        vertex_height / 2.0,
+                        vertex_width,
+                        vertex_height,
+                        vidx,
+                        colors[vidx],
+                    ),
+                    file=f,
+                )
+
+            print(
+                '      <text sodipodi:linespacing="125%" y="{0}" x="0" id="text{1}" style="font-size:{2};font-style:normal;font-weight:normal;text-align:center;line-height:125%;letter-spacing:0px;word-spacing:0px;text-anchor:middle;fill:#000000;fill-opacity:1;stroke:none;font-family:Sans">'.format(
+                    vertex_size / 2.0, vidx, font_size
+                ),
+                file=f,
+            )
+            print(
+                '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">{2}</tspan></text>'.format(
+                    vertex_size / 2.0, vidx, str(labels[vidx])
+                ),
+                file=f,
+            )
+            print("    </g>", file=f)
+
+        print("</g>", file=f)
+        print(file=f)
+        print("</svg>", file=f)
 
         if our_file:
             f.close()
         if tk_window:
             tk_window.destroy()
 
-
     @classmethod
     def _identify_format(klass, filename):
         """_identify_format(filename)
@@ -2537,10 +2719,11 @@ def _identify_format(klass, filename):
         @return: the format of the file as a string.
         """
         import os.path
+
         if hasattr(filename, "name") and hasattr(filename, "read"):
             # It is most likely a file
             try:
-                filename=filename.name
+                filename = filename.name
             except:
                 return None
 
@@ -2555,9 +2738,25 @@ def _identify_format(klass, filename):
             elif ext2 == ".graphml":
                 return "graphmlz"
 
-        if ext in [".graphml", ".graphmlz", ".lgl", ".ncol", ".pajek",
-            ".gml", ".dimacs", ".edgelist", ".edges", ".edge", ".net",
-            ".pickle", ".picklez", ".dot", ".gw", ".lgr", ".dl"]:
+        if ext in [
+            ".graphml",
+            ".graphmlz",
+            ".lgl",
+            ".ncol",
+            ".pajek",
+            ".gml",
+            ".dimacs",
+            ".edgelist",
+            ".edges",
+            ".edge",
+            ".net",
+            ".pickle",
+            ".picklez",
+            ".dot",
+            ".gw",
+            ".lgr",
+            ".dl",
+        ]:
             return ext[1:]
 
         if ext == ".txt" or ext == ".dat":
@@ -2623,8 +2822,8 @@ def Read(klass, f, format=None, *args, **kwds):
             raise IOError("no reader method for file format: %s" % str(format))
         reader = getattr(klass, reader)
         return reader(f, *args, **kwds)
-    Load = Read
 
+    Load = Read
 
     def write(self, f, format=None, *args, **kwds):
         """Unified writing function for graphs.
@@ -2680,15 +2879,22 @@ def write(self, f, format=None, *args, **kwds):
             raise IOError("no writer method for file format: %s" % str(format))
         writer = getattr(self, writer)
         return writer(f, *args, **kwds)
+
     save = write
 
     #####################################################
     # Constructor for dict-like representation of graphs
 
     @classmethod
-    def DictList(klass, vertices, edges, directed=False, \
-            vertex_name_attr="name", edge_foreign_keys=("source", "target"), \
-            iterative=False):
+    def DictList(
+        klass,
+        vertices,
+        edges,
+        directed=False,
+        vertex_name_attr="name",
+        edge_foreign_keys=("source", "target"),
+        iterative=False,
+    ):
         """Constructs a graph from a list-of-dictionaries representation.
 
         This representation assumes that vertices and edges are encoded in
@@ -2721,6 +2927,7 @@ def DictList(klass, vertices, edges, directed=False, \
           add the edges in a batch from an edge list.
         @return: the graph that was constructed
         """
+
         def create_list_from_indices(l, n):
             result = [None] * n
             for i, v in l:
@@ -2731,13 +2938,13 @@ def create_list_from_indices(l, n):
         vertex_attrs, n = {}, 0
         if vertices:
             for idx, vertex_data in enumerate(vertices):
-                for k, v in vertex_data.iteritems():
+                for k, v in vertex_data.items():
                     try:
                         vertex_attrs[k].append((idx, v))
                     except KeyError:
                         vertex_attrs[k] = [(idx, v)]
                 n += 1
-            for k, v in vertex_attrs.iteritems():
+            for k, v in vertex_attrs.items():
                 vertex_attrs[k] = create_list_from_indices(v, n)
         else:
             vertex_attrs[vertex_name_attr] = []
@@ -2747,7 +2954,7 @@ def create_list_from_indices(l, n):
         if len(vertex_names) != len(set(vertex_names)):
             raise ValueError("vertex names are not unique")
         # Create a reverse mapping from vertex names to indices
-        vertex_name_map = UniqueIdGenerator(initial = vertex_names)
+        vertex_name_map = UniqueIdGenerator(initial=vertex_names)
 
         # Construct the edges
         efk_src, efk_dest = edge_foreign_keys
@@ -2766,7 +2973,7 @@ def create_list_from_indices(l, n):
                     g.vs[n][vertex_name_attr] = dst_name
                     n += 1
                 g.add_edge(v1, v2)
-                for k, v in edge_data.iteritems():
+                for k, v in edge_data.items():
                     g.es[idx][k] = v
 
             return g
@@ -2777,13 +2984,13 @@ def create_list_from_indices(l, n):
                 v2 = vertex_name_map[edge_data[efk_dest]]
 
                 edge_list.append((v1, v2))
-                for k, v in edge_data.iteritems():
+                for k, v in edge_data.items():
                     try:
                         edge_attrs[k].append((idx, v))
                     except KeyError:
                         edge_attrs[k] = [(idx, v)]
                 m += 1
-            for k, v in edge_attrs.iteritems():
+            for k, v in edge_attrs.items():
                 edge_attrs[k] = create_list_from_indices(v, m)
 
             # It may have happened that some vertices were added during
@@ -2791,8 +2998,9 @@ def create_list_from_indices(l, n):
             if len(vertex_name_map) > n:
                 diff = len(vertex_name_map) - n
                 more = [None] * diff
-                for k, v in vertex_attrs.iteritems(): v.extend(more)
-                vertex_attrs[vertex_name_attr] = vertex_name_map.values()
+                for k, v in vertex_attrs.items():
+                    v.extend(more)
+                vertex_attrs[vertex_name_attr] = list(vertex_name_map.values())
                 n = len(vertex_name_map)
 
             # Create the graph
@@ -2802,8 +3010,14 @@ def create_list_from_indices(l, n):
     # Constructor for tuple-like representation of graphs
 
     @classmethod
-    def TupleList(klass, edges, directed=False, \
-            vertex_name_attr="name", edge_attrs=None, weights=False):
+    def TupleList(
+        klass,
+        edges,
+        directed=False,
+        vertex_name_attr="name",
+        edge_attrs=None,
+        weights=False,
+    ):
         """Constructs a graph from a list-of-tuples representation.
 
         This representation assumes that the edges of the graph are encoded
@@ -2851,15 +3065,16 @@ def TupleList(klass, edges, directed=False, \
             if not weights:
                 edge_attrs = ()
             else:
-                if not isinstance(weights, basestring):
+                if not isinstance(weights, str):
                     weights = "weight"
                 edge_attrs = [weights]
         else:
             if weights:
-                raise ValueError("`weights` must be False if `edge_attrs` is "
-                        "not None")
+                raise ValueError(
+                    "`weights` must be False if `edge_attrs` is " "not None"
+                )
 
-        if isinstance(edge_attrs, basestring):
+        if isinstance(edge_attrs, str):
             edge_attrs = [edge_attrs]
 
         # Set up a vertex ID generator
@@ -2881,7 +3096,7 @@ def TupleList(klass, edges, directed=False, \
 
         # Set up the "name" vertex attribute
         vertex_attributes = {}
-        vertex_attributes[vertex_name_attr] = idgen.values()
+        vertex_attributes[vertex_name_attr] = list(idgen.values())
         n = len(idgen)
 
         # Construct the graph
@@ -2889,7 +3104,7 @@ def TupleList(klass, edges, directed=False, \
 
     #################################
     # Constructor for graph formulae
-    Formula=classmethod(construct_graph_from_formula)
+    Formula = classmethod(construct_graph_from_formula)
 
     ###########################
     # Vertex and edge sequence
@@ -3109,45 +3324,50 @@ def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
             raise ValueError("the data frame should contain at least two columns")
 
         if use_vids:
-            if str(edges.dtypes[0]).startswith('int') and \
-                    str(edges.dtypes[1]).startswith('int'):
+            if str(edges.dtypes[0]).startswith("int") and str(
+                edges.dtypes[1]
+            ).startswith("int"):
                 names_edges = None
             else:
-                raise TypeError('vertex ids must be 0-based integers')
+                raise TypeError("vertex ids must be 0-based integers")
 
         else:
             # Handle if some elements are 'NA'
             if edges.iloc[:, :2].isna().values.any():
                 warn("In 'edges' NA elements were replaced with string \"NA\"")
                 edges = edges.copy()
-                edges.iloc[:, :2].fillna('NA', inplace=True)
+                edges.iloc[:, :2].fillna("NA", inplace=True)
 
             names_edges = np.unique(edges.values[:, :2])
 
         if (vertices is not None) and vertices.iloc[:, 0].isna().values.any():
-            warn("In the first column of 'vertices' NA elements were replaced "+
-                 "with string \"NA\"")
+            warn(
+                "In the first column of 'vertices' NA elements were replaced "
+                + 'with string "NA"'
+            )
             vertices = vertices.copy()
-            vertices.iloc[:, 0].fillna('NA', inplace=True)
+            vertices.iloc[:, 0].fillna("NA", inplace=True)
 
         if vertices is None:
             names = names_edges
         else:
             if vertices.shape[1] < 1:
-                raise ValueError('vertices has no columns')
+                raise ValueError("vertices has no columns")
 
             names_vertices = vertices.iloc[:, 0]
 
             if names_vertices.duplicated().any():
-                raise ValueError('Vertex names must be unique')
+                raise ValueError("Vertex names must be unique")
 
             names_vertices = names_vertices.values
 
-            if (names_edges is not None) and \
-                    len(np.setdiff1d(names_edges, names_vertices)):
+            if (names_edges is not None) and len(
+                np.setdiff1d(names_edges, names_vertices)
+            ):
                 raise ValueError(
-                    'Some vertices in the edge DataFrame are missing from '+
-                    'vertices DataFrame')
+                    "Some vertices in the edge DataFrame are missing from "
+                    + "vertices DataFrame"
+                )
 
             names = names_vertices
 
@@ -3161,7 +3381,7 @@ def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
         # vertex names
         if names is not None:
             for v, name in zip(g.vs, names):
-                v['name'] = name
+                v["name"] = name
 
         # vertex attributes
         if (vertices is not None) and (vertices.shape[1] > 1):
@@ -3180,18 +3400,19 @@ def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
             e1 = edges.values[:, 1]
 
         # add the edges
-        g.add_edges(zip(e0, e1))
+        g.add_edges(list(zip(e0, e1)))
 
         # edge attributes
         if edges.shape[1] > 2:
             for e, (_, attr) in zip(g.es, edges.iloc[:, 2:].iterrows()):
-                for a_name, a_value in attr.items():
+                for a_name, a_value in list(attr.items()):
                     e[a_name] = a_value
 
         return g
 
-    def bipartite_projection(self, types="type", multiplicity=True, probe1=-1,
-            which="both"):
+    def bipartite_projection(
+        self, types="type", multiplicity=True, probe1=-1, which="both"
+    ):
         """Projects a bipartite graph into two one-mode graphs. Edge directions
         are ignored while projecting.
 
@@ -3276,8 +3497,7 @@ def bipartite_projection_size(self, types="type", *args, **kwds):
           first projection, followed by the number of vertices and edges in the
           second projection.
         """
-        return super(Graph, self).bipartite_projection_size(types, \
-                *args, **kwds)
+        return super(Graph, self).bipartite_projection_size(types, *args, **kwds)
 
     def get_incidence(self, types="type", *args, **kwds):
         """get_incidence(self, types="type")
@@ -3355,7 +3575,7 @@ def __iadd__(self, other):
 
         @see: L{__add__}
         """
-        if isinstance(other, (int, basestring)):
+        if isinstance(other, (int, str)):
             self.add_vertices(other)
             return self
         elif isinstance(other, tuple) and len(other) == 2:
@@ -3367,12 +3587,11 @@ def __iadd__(self, other):
             if isinstance(other[0], tuple):
                 self.add_edges(other)
                 return self
-            if isinstance(other[0], basestring):
+            if isinstance(other[0], str):
                 self.add_vertices(other)
                 return self
         return NotImplemented
 
-
     def __add__(self, other):
         """Copies the graph and extends the copy depending on the type of
         the other object given.
@@ -3385,18 +3604,18 @@ def __add__(self, other):
           is extended by multiple edges. If it is a L{Graph}, a disjoint
           union is performed.
         """
-        if isinstance(other, (int, basestring)):
+        if isinstance(other, (int, str)):
             g = self.copy()
             g.add_vertices(other)
         elif isinstance(other, tuple) and len(other) == 2:
             g = self.copy()
             g.add_edges([other])
         elif isinstance(other, list):
-            if len(other)>0:
+            if len(other) > 0:
                 if isinstance(other[0], tuple):
                     g = self.copy()
                     g.add_edges(other)
-                elif isinstance(other[0], basestring):
+                elif isinstance(other[0], str):
                     g = self.copy()
                     g.add_vertices(other)
                 elif isinstance(other[0], Graph):
@@ -3413,7 +3632,6 @@ def __add__(self, other):
 
         return g
 
-
     def __and__(self, other):
         """Graph intersection operator.
 
@@ -3425,7 +3643,6 @@ def __and__(self, other):
         else:
             return NotImplemented
 
-
     def __isub__(self, other):
         """In-place subtraction (difference).
 
@@ -3438,7 +3655,7 @@ def __isub__(self, other):
             if len(other) > 0:
                 if isinstance(other[0], tuple):
                     self.delete_edges(other)
-                elif isinstance(other[0], (int, long, basestring)):
+                elif isinstance(other[0], (int, str)):
                     self.delete_vertices(other)
                 else:
                     return NotImplemented
@@ -3454,7 +3671,6 @@ def __isub__(self, other):
             return NotImplemented
         return self
 
-
     def __sub__(self, other):
         """Removes the given object(s) from the graph
 
@@ -3469,7 +3685,7 @@ def __sub__(self, other):
             return self.difference(other)
 
         result = self.copy()
-        if isinstance(other, (int, long, basestring)):
+        if isinstance(other, (int, str)):
             result.delete_vertices([other])
         elif isinstance(other, tuple) and len(other) == 2:
             result.delete_edges([other])
@@ -3477,7 +3693,7 @@ def __sub__(self, other):
             if len(other) > 0:
                 if isinstance(other[0], tuple):
                     result.delete_edges(other)
-                elif isinstance(other[0], (int, long, basestring)):
+                elif isinstance(other[0], (int, str)):
                     result.delete_vertices(other)
                 else:
                     return NotImplemented
@@ -3516,9 +3732,8 @@ def __mul__(self, other):
 
         return NotImplemented
 
-    def __nonzero__(self):
-        """Returns True if the graph has at least one vertex, False otherwise.
-        """
+    def __bool__(self):
+        """Returns True if the graph has at least one vertex, False otherwise."""
         return self.vcount() > 0
 
     def __or__(self, other):
@@ -3532,14 +3747,13 @@ def __or__(self, other):
         else:
             return NotImplemented
 
-
     def __coerce__(self, other):
         """Coercion rules.
 
         This method is needed to allow the graph to react to additions
         with lists, tuples, integers, strings, vertices, edges and so on.
         """
-        if isinstance(other, (int, tuple, list, basestring)):
+        if isinstance(other, (int, tuple, list, str)):
             return self, other
         if isinstance(other, _igraph.Vertex):
             return self, other
@@ -3571,12 +3785,18 @@ def __reduce__(self):
             vattrs[attr] = self.vs[attr]
         for attr in self.es.attribute_names():
             eattrs[attr] = self.es[attr]
-        parameters = (self.vcount(), self.get_edgelist(), \
-            self.is_directed(), gattrs, vattrs, eattrs)
+        parameters = (
+            self.vcount(),
+            self.get_edgelist(),
+            self.is_directed(),
+            gattrs,
+            vattrs,
+            eattrs,
+        )
         return (constructor, parameters, self.__dict__)
 
-    __iter__ = None                # needed for PyPy
-    __hash__ = None                # needed for PyPy
+    __iter__ = None  # needed for PyPy
+    __hash__ = None  # needed for PyPy
 
     def __plot__(self, context, bbox, palette, *args, **kwds):
         """Plots the graph to the given Cairo context in the given bounding box
@@ -3780,11 +4000,11 @@ def __str__(self):
         output.
         """
         params = dict(
-                verbosity=1,
-                width=78,
-                print_graph_attributes=False,
-                print_vertex_attributes=False,
-                print_edge_attributes=False
+            verbosity=1,
+            width=78,
+            print_graph_attributes=False,
+            print_vertex_attributes=False,
+            print_edge_attributes=False,
         )
         return self.summary(**params)
 
@@ -3820,7 +4040,7 @@ def disjoint_union(self, other):
             other = [other]
         return disjoint_union([self] + other)
 
-    def union(self, other, byname='auto'):
+    def union(self, other, byname="auto"):
         """union(self, other, byname="auto")
 
         Creates the union of two (or more) graphs.
@@ -3834,7 +4054,7 @@ def union(self, other, byname='auto'):
             other = [other]
         return union([self] + other, byname=byname)
 
-    def intersection(self, other, byname='auto'):
+    def intersection(self, other, byname="auto"):
         """intersection(self, other, byname="auto")
 
         Creates the intersection of two (or more) graphs.
@@ -3850,29 +4070,29 @@ def intersection(self, other, byname='auto'):
         return intersection([self] + other, byname=byname)
 
     _format_mapping = {
-          "ncol":       ("Read_Ncol", "write_ncol"),
-          "lgl":        ("Read_Lgl", "write_lgl"),
-          "graphdb":    ("Read_GraphDB", None),
-          "graphmlz":   ("Read_GraphMLz", "write_graphmlz"),
-          "graphml":    ("Read_GraphML", "write_graphml"),
-          "gml":        ("Read_GML", "write_gml"),
-          "dot":		(None, "write_dot"),
-          "graphviz":	(None, "write_dot"),
-          "net":        ("Read_Pajek", "write_pajek"),
-          "pajek":      ("Read_Pajek", "write_pajek"),
-          "dimacs":     ("Read_DIMACS", "write_dimacs"),
-          "adjacency":  ("Read_Adjacency", "write_adjacency"),
-          "adj":        ("Read_Adjacency", "write_adjacency"),
-          "edgelist":   ("Read_Edgelist", "write_edgelist"),
-          "edge":       ("Read_Edgelist", "write_edgelist"),
-          "edges":      ("Read_Edgelist", "write_edgelist"),
-          "pickle":     ("Read_Pickle", "write_pickle"),
-          "picklez":    ("Read_Picklez", "write_picklez"),
-          "svg":        (None, "write_svg"),
-          "gw":         (None, "write_leda"),
-          "leda":       (None, "write_leda"),
-          "lgr":        (None, "write_leda"),
-          "dl":         ("Read_DL", None)
+        "ncol": ("Read_Ncol", "write_ncol"),
+        "lgl": ("Read_Lgl", "write_lgl"),
+        "graphdb": ("Read_GraphDB", None),
+        "graphmlz": ("Read_GraphMLz", "write_graphmlz"),
+        "graphml": ("Read_GraphML", "write_graphml"),
+        "gml": ("Read_GML", "write_gml"),
+        "dot": (None, "write_dot"),
+        "graphviz": (None, "write_dot"),
+        "net": ("Read_Pajek", "write_pajek"),
+        "pajek": ("Read_Pajek", "write_pajek"),
+        "dimacs": ("Read_DIMACS", "write_dimacs"),
+        "adjacency": ("Read_Adjacency", "write_adjacency"),
+        "adj": ("Read_Adjacency", "write_adjacency"),
+        "edgelist": ("Read_Edgelist", "write_edgelist"),
+        "edge": ("Read_Edgelist", "write_edgelist"),
+        "edges": ("Read_Edgelist", "write_edgelist"),
+        "pickle": ("Read_Pickle", "write_pickle"),
+        "picklez": ("Read_Picklez", "write_picklez"),
+        "svg": (None, "write_svg"),
+        "gw": (None, "write_leda"),
+        "leda": (None, "write_leda"),
+        "lgr": (None, "write_leda"),
+        "dl": ("Read_DL", None),
     }
 
     _layout_mapping = {
@@ -3912,8 +4132,10 @@ def intersection(self, other, byname='auto'):
     # After adjusting something here, don't forget to update the docstring
     # of Graph.layout if necessary!
 
+
 ##############################################################
 
+
 class VertexSeq(_igraph.VertexSeq):
     """Class representing a sequence of vertices in the graph.
 
@@ -4014,7 +4236,7 @@ def find(self, *args, **kwds):
             else:
                 name = None
 
-            if name is not None and isinstance(name, (str, unicode)):
+            if name is not None and isinstance(name, str):
                 args = [name]
 
         if args:
@@ -4139,15 +4361,16 @@ def select(self, *args, **kwds):
         vs = _igraph.VertexSeq.select(self, *args)
 
         operators = {
-            "lt": operator.lt, \
-            "gt": operator.gt, \
-            "le": operator.le, \
-            "ge": operator.ge, \
-            "eq": operator.eq, \
-            "ne": operator.ne, \
-            "in": lambda a, b: a in b, \
-            "notin": lambda a, b: a not in b }
-        for keyword, value in kwds.iteritems():
+            "lt": operator.lt,
+            "gt": operator.gt,
+            "le": operator.le,
+            "ge": operator.ge,
+            "eq": operator.eq,
+            "ne": operator.ne,
+            "in": lambda a, b: a in b,
+            "notin": lambda a, b: a not in b,
+        }
+        for keyword, value in kwds.items():
             if "_" not in keyword or keyword.rindex("_") == 0:
                 keyword = keyword + "_eq"
             attr, _, op = keyword.rpartition("_")
@@ -4157,12 +4380,12 @@ def select(self, *args, **kwds):
                 # No such operator, assume that it's part of the attribute name
                 attr, op, func = keyword, "eq", operators["eq"]
 
-            if attr[0] == '_':
+            if attr[0] == "_":
                 # Method call, not an attribute
                 values = getattr(vs.graph, attr[1:])(vs)
             else:
                 values = vs[attr]
-            filtered_idxs=[i for i, v in enumerate(values) if func(v, value)]
+            filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
             vs = vs.select(filtered_idxs)
 
         return vs
@@ -4174,8 +4397,10 @@ def __call__(self, *args, **kwds):
         """
         return self.select(*args, **kwds)
 
+
 ##############################################################
 
+
 class EdgeSeq(_igraph.EdgeSeq):
     """Class representing a sequence of edges in the graph.
 
@@ -4433,14 +4658,15 @@ def _ensure_set(value):
             return value
 
         operators = {
-            "lt": operator.lt, \
-            "gt": operator.gt, \
-            "le": operator.le, \
-            "ge": operator.ge, \
-            "eq": operator.eq, \
-            "ne": operator.ne, \
-            "in": lambda a, b: a in b, \
-            "notin": lambda a, b: a not in b }
+            "lt": operator.lt,
+            "gt": operator.gt,
+            "le": operator.le,
+            "ge": operator.ge,
+            "eq": operator.eq,
+            "ne": operator.ne,
+            "in": lambda a, b: a in b,
+            "notin": lambda a, b: a not in b,
+        }
 
         # TODO(ntamas): some keyword arguments should be prioritized over
         # others; for instance, we have optimized code paths for _source and
@@ -4448,18 +4674,18 @@ def _ensure_set(value):
         # these should be executed first. This matters only if there are
         # multiple keyword arguments and es.is_all() is True.
 
-        for keyword, value in kwds.iteritems():
+        for keyword, value in kwds.items():
             if "_" not in keyword or keyword.rindex("_") == 0:
                 keyword = keyword + "_eq"
             pos = keyword.rindex("_")
-            attr, op = keyword[0:pos], keyword[pos+1:]
+            attr, op = keyword[0:pos], keyword[pos + 1 :]
             try:
                 func = operators[op]
             except KeyError:
                 # No such operator, assume that it's part of the attribute name
                 attr, op, func = keyword, "eq", operators["eq"]
 
-            if attr[0] == '_':
+            if attr[0] == "_":
                 if attr in ("_source", "_from", "_target", "_to") and not is_directed:
                     if op not in ("eq", "in"):
                         raise RuntimeError("unsupported for undirected graphs")
@@ -4467,7 +4693,7 @@ def _ensure_set(value):
                     # translate to _incident to avoid confusion
                     attr = "_incident"
                     if func == operators["eq"]:
-                        if hasattr(value, "__iter__") and not isinstance(value, (str, unicode)):
+                        if hasattr(value, "__iter__") and not isinstance(value, str):
                             value = set(value)
                         else:
                             value = set([value])
@@ -4497,7 +4723,7 @@ def _ensure_set(value):
                             value = _ensure_set(value)
 
                 elif attr == "_incident":
-                    func = None          # ignoring function, filtering here
+                    func = None  # ignoring function, filtering here
                     value = _ensure_set(value)
 
                     # Fetch all the edges that are incident on at least one of
@@ -4508,13 +4734,15 @@ def _ensure_set(value):
 
                     if not es.is_all():
                         # Find those that are in the current edge sequence
-                        filtered_idxs = [i for i, e in enumerate(es) if e.index in candidates]
+                        filtered_idxs = [
+                            i for i, e in enumerate(es) if e.index in candidates
+                        ]
                     else:
                         # We are done, the filtered indexes are in the candidates set
                         filtered_idxs = sorted(candidates)
 
                 elif attr == "_within":
-                    func = None          # ignoring function, filtering here
+                    func = None  # ignoring function, filtering here
                     value = _ensure_set(value)
 
                     # Fetch all the edges that are incident on at least one of
@@ -4525,18 +4753,28 @@ def _ensure_set(value):
 
                     if not es.is_all():
                         # Find those where both endpoints are OK
-                        filtered_idxs = [i for i, e in enumerate(es) if e.index in candidates
-                                and e.source in value and e.target in value]
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if e.index in candidates
+                            and e.source in value
+                            and e.target in value
+                        ]
                     else:
                         # Optimized version when the edge sequence contains all the edges
                         # exactly once in increasing order of edge IDs
-                        filtered_idxs = [i for i in candidates
-                                if es[i].source in value and es[i].target in value]
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if es[i].source in value and es[i].target in value
+                        ]
 
                 elif attr == "_between":
                     if len(value) != 2:
-                        raise ValueError("_between selector requires two vertex ID lists")
-                    func = None          # ignoring function, filtering here
+                        raise ValueError(
+                            "_between selector requires two vertex ID lists"
+                        )
+                    func = None  # ignoring function, filtering here
                     set1 = _ensure_set(value[0])
                     set2 = _ensure_set(value[1])
 
@@ -4550,15 +4788,21 @@ def _ensure_set(value):
 
                     if not es.is_all():
                         # Find those where both endpoints are OK
-                        filtered_idxs = [i for i, e in enumerate(es)
-                                if (e.source in set1 and e.target in set2) or
-                                (e.target in set1 and e.source in set2)]
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if (e.source in set1 and e.target in set2)
+                            or (e.target in set1 and e.source in set2)
+                        ]
                     else:
                         # Optimized version when the edge sequence contains all the edges
                         # exactly once in increasing order of edge IDs
-                        filtered_idxs = [i for i in candidates
-                                if (es[i].source in set1 and es[i].target in set2) or
-                                (es[i].target in set1 and es[i].source in set2)]
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if (es[i].source in set1 and es[i].target in set2)
+                            or (es[i].target in set1 and es[i].source in set2)
+                        ]
 
                 else:
                     # Method call, not an attribute
@@ -4575,7 +4819,6 @@ def _ensure_set(value):
 
         return es
 
-
     def __call__(self, *args, **kwds):
         """Shorthand notation to select()
 
@@ -4583,9 +4826,11 @@ def __call__(self, *args, **kwds):
         """
         return self.select(*args, **kwds)
 
+
 ##############################################################
 # Additional methods of VertexSeq and EdgeSeq that call Graph methods
 
+
 def _graphmethod(func=None, name=None):
     """Auxiliary decorator
 
@@ -4604,10 +4849,13 @@ def _graphmethod(func=None, name=None):
     method = getattr(Graph, name)
 
     if hasattr(func, "__call__"):
+
         def decorated(*args, **kwds):
             self = args[0].graph
             return func(args[0], method(self, *args, **kwds))
+
     else:
+
         def decorated(*args, **kwds):
             self = args[0].graph
             return method(self, *args, **kwds)
@@ -4619,10 +4867,13 @@ def decorated(*args, **kwds):
 restricted to this sequence, and returns the result.
 
 @see: Graph.%(name)s() for details.
-""" % { "name": name }
+""" % {
+        "name": name
+    }
 
     return decorated
 
+
 def _add_proxy_methods():
 
     # Proxy methods for VertexSeq and EdgeSeq that forward their arguments to
@@ -4631,38 +4882,63 @@ def _add_proxy_methods():
     # the C source whenever you add a proxy method here if that makes sense for
     # an individual vertex or edge
     decorated_methods = {}
-    decorated_methods[VertexSeq] = \
-        ["degree", "betweenness", "bibcoupling", "closeness", "cocitation",
-        "constraint", "diversity", "eccentricity", "get_shortest_paths", "maxdegree",
-        "pagerank", "personalized_pagerank", "shortest_paths", "similarity_dice",
-        "similarity_jaccard", "subgraph", "indegree", "outdegree", "isoclass",
-        "delete_vertices", "is_separator", "is_minimal_separator"]
-    decorated_methods[EdgeSeq] = \
-        ["count_multiple", "delete_edges", "is_loop", "is_multiple",
-        "is_mutual", "subgraph_edges"]
+    decorated_methods[VertexSeq] = [
+        "degree",
+        "betweenness",
+        "bibcoupling",
+        "closeness",
+        "cocitation",
+        "constraint",
+        "diversity",
+        "eccentricity",
+        "get_shortest_paths",
+        "maxdegree",
+        "pagerank",
+        "personalized_pagerank",
+        "shortest_paths",
+        "similarity_dice",
+        "similarity_jaccard",
+        "subgraph",
+        "indegree",
+        "outdegree",
+        "isoclass",
+        "delete_vertices",
+        "is_separator",
+        "is_minimal_separator",
+    ]
+    decorated_methods[EdgeSeq] = [
+        "count_multiple",
+        "delete_edges",
+        "is_loop",
+        "is_multiple",
+        "is_mutual",
+        "subgraph_edges",
+    ]
 
     rename_methods = {}
-    rename_methods[VertexSeq] = {
-        "delete_vertices": "delete"
-    }
-    rename_methods[EdgeSeq] = {
-        "delete_edges": "delete",
-        "subgraph_edges": "subgraph"
-    }
+    rename_methods[VertexSeq] = {"delete_vertices": "delete"}
+    rename_methods[EdgeSeq] = {"delete_edges": "delete", "subgraph_edges": "subgraph"}
 
-    for klass, methods in decorated_methods.iteritems():
+    for klass, methods in decorated_methods.items():
         for method in methods:
             new_method_name = rename_methods[klass].get(method, method)
             setattr(klass, new_method_name, _graphmethod(None, method))
 
-    setattr(EdgeSeq, "edge_betweenness", _graphmethod( \
-      lambda self, result: [result[i] for i in self.indices], "edge_betweenness"))
+    setattr(
+        EdgeSeq,
+        "edge_betweenness",
+        _graphmethod(
+            lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
+        ),
+    )
+
 
 _add_proxy_methods()
 
 ##############################################################
 # Making sure that layout methods always return a Layout
 
+
 def _layout_method_wrapper(func):
     """Wraps an existing layout method to ensure that it returns a Layout
     instead of a list of lists.
@@ -4670,15 +4946,18 @@ def _layout_method_wrapper(func):
     @param func: the method to wrap. Must be a method of the Graph object.
     @return: a new method
     """
+
     def result(*args, **kwds):
         layout = func(*args, **kwds)
         if not isinstance(layout, Layout):
             layout = Layout(layout)
         return layout
+
     result.__name__ = func.__name__
-    result.__doc__  = func.__doc__
+    result.__doc__ = func.__doc__
     return result
 
+
 for name in dir(Graph):
     if not name.startswith("layout_"):
         continue
@@ -4689,6 +4968,7 @@ def result(*args, **kwds):
 ##############################################################
 # Adding aliases for the 3D versions of the layout methods
 
+
 def _3d_version_for(func):
     """Creates an alias for the 3D version of the given layout algoritm.
 
@@ -4698,22 +4978,30 @@ def _3d_version_for(func):
     @param func: must be a method of the Graph object.
     @return: a new method
     """
+
     def result(*args, **kwds):
         kwds["dim"] = 3
         return func(*args, **kwds)
+
     result.__name__ = "%s_3d" % func.__name__
-    result.__doc__ = """Alias for L{%s()} with dim=3.\n\n@see: Graph.%s()""" \
-            % (func.__name__, func.__name__)
+    result.__doc__ = """Alias for L{%s()} with dim=3.\n\n@see: Graph.%s()""" % (
+        func.__name__,
+        func.__name__,
+    )
     return result
 
-Graph.layout_fruchterman_reingold_3d=_3d_version_for(Graph.layout_fruchterman_reingold)
-Graph.layout_kamada_kawai_3d=_3d_version_for(Graph.layout_kamada_kawai)
-Graph.layout_random_3d=_3d_version_for(Graph.layout_random)
-Graph.layout_grid_3d=_3d_version_for(Graph.layout_grid)
-Graph.layout_sphere=_3d_version_for(Graph.layout_circle)
+
+Graph.layout_fruchterman_reingold_3d = _3d_version_for(
+    Graph.layout_fruchterman_reingold
+)
+Graph.layout_kamada_kawai_3d = _3d_version_for(Graph.layout_kamada_kawai)
+Graph.layout_random_3d = _3d_version_for(Graph.layout_random)
+Graph.layout_grid_3d = _3d_version_for(Graph.layout_grid)
+Graph.layout_sphere = _3d_version_for(Graph.layout_circle)
 
 ##############################################################
 
+
 def autocurve(graph, attribute="curved", default=0):
     """Calculates curvature values for each of the edges in the graph to make
     sure that multiple edges are shown properly on a graph plot.
@@ -4749,7 +5037,7 @@ def autocurve(graph, attribute="curved", default=0):
             multiplicities[u, v].append(edge.index)
 
     result = [default] * graph.ecount()
-    for pair, eids in multiplicities.iteritems():
+    for pair, eids in multiplicities.items():
         # Is it a single edge?
         if len(eids) < 2:
             continue
@@ -4764,9 +5052,9 @@ def autocurve(graph, attribute="curved", default=0):
         for idx, eid in enumerate(eids):
             edge = graph.es[eid]
             if edge.source > edge.target:
-                result[eid] = -sign*curve
+                result[eid] = -sign * curve
             else:
-                result[eid] = sign*curve
+                result[eid] = sign * curve
             if idx % 2 == 1:
                 curve += dcurve
             sign *= -1
@@ -4781,14 +5069,18 @@ def get_include():
     """Returns the folder that contains the C API headers of the Python
     interface of igraph."""
     import igraph
+
     paths = [
         # The following path works if python-igraph is installed already
-        os.path.join(sys.prefix, "include",
-                     "python{0}.{1}".format(*sys.version_info),
-                     "python-igraph"),
+        os.path.join(
+            sys.prefix,
+            "include",
+            "python{0}.{1}".format(*sys.version_info),
+            "python-igraph",
+        ),
         # Fallback for cases when python-igraph is not installed but
         # imported directly from the source tree
-        os.path.join(os.path.dirname(igraph.__file__), "..", "src")
+        os.path.join(os.path.dirname(igraph.__file__), "..", "src"),
     ]
     for path in paths:
         if os.path.exists(os.path.join(path, "igraphmodule_api.h")):
@@ -4805,7 +5097,10 @@ def read(filename, *args, **kwds):
     @param filename: the name of the file to be loaded
     """
     return Graph.Read(filename, *args, **kwds)
-load=read
+
+
+load = read
+
 
 def write(graph, filename, *args, **kwds):
     """Saves a graph to the given file.
@@ -4817,7 +5112,10 @@ def write(graph, filename, *args, **kwds):
     @param filename: the name of the file to be written
     """
     return graph.write(filename, *args, **kwds)
-save=write
+
+
+save = write
+
 
 def summary(obj, stream=None, *args, **kwds):
     """Prints a summary of object o to a given stream
@@ -4837,5 +5135,6 @@ def summary(obj, stream=None, *args, **kwds):
         stream.write(str(obj))
     stream.write("\n")
 
+
 config = configuration.init()
 del construct_graph_from_formula
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index c58f014fa..9b9293055 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -19,7 +19,6 @@
 Mac OS X users are likely to invoke igraph from the command line.
 """
 
-from __future__ import print_function
 
 import re
 import sys
@@ -72,40 +71,41 @@ class TerminalController:
 
     @author: Edward Loper
     """
+
     # Cursor movement:
-    BOL = ''             #: Move the cursor to the beginning of the line
-    UP = ''              #: Move the cursor up one line
-    DOWN = ''            #: Move the cursor down one line
-    LEFT = ''            #: Move the cursor left one char
-    RIGHT = ''           #: Move the cursor right one char
+    BOL = ""  #: Move the cursor to the beginning of the line
+    UP = ""  #: Move the cursor up one line
+    DOWN = ""  #: Move the cursor down one line
+    LEFT = ""  #: Move the cursor left one char
+    RIGHT = ""  #: Move the cursor right one char
 
     # Deletion:
-    CLEAR_SCREEN = ''    #: Clear the screen and move to home position
-    CLEAR_EOL = ''       #: Clear to the end of the line.
-    CLEAR_BOL = ''       #: Clear to the beginning of the line.
-    CLEAR_EOS = ''       #: Clear to the end of the screen
+    CLEAR_SCREEN = ""  #: Clear the screen and move to home position
+    CLEAR_EOL = ""  #: Clear to the end of the line.
+    CLEAR_BOL = ""  #: Clear to the beginning of the line.
+    CLEAR_EOS = ""  #: Clear to the end of the screen
 
     # Output modes:
-    BOLD = ''            #: Turn on bold mode
-    BLINK = ''           #: Turn on blink mode
-    DIM = ''             #: Turn on half-bright mode
-    REVERSE = ''         #: Turn on reverse-video mode
-    NORMAL = ''          #: Turn off all modes
+    BOLD = ""  #: Turn on bold mode
+    BLINK = ""  #: Turn on blink mode
+    DIM = ""  #: Turn on half-bright mode
+    REVERSE = ""  #: Turn on reverse-video mode
+    NORMAL = ""  #: Turn off all modes
 
     # Cursor display:
-    HIDE_CURSOR = ''     #: Make the cursor invisible
-    SHOW_CURSOR = ''     #: Make the cursor visible
+    HIDE_CURSOR = ""  #: Make the cursor invisible
+    SHOW_CURSOR = ""  #: Make the cursor visible
 
     # Terminal size:
-    COLS = None          #: Width of the terminal (None for unknown)
-    LINES = None         #: Height of the terminal (None for unknown)
+    COLS = None  #: Width of the terminal (None for unknown)
+    LINES = None  #: Height of the terminal (None for unknown)
 
     # Foreground colors:
-    BLACK = BLUE = GREEN = CYAN = RED = MAGENTA = YELLOW = WHITE = ''
+    BLACK = BLUE = GREEN = CYAN = RED = MAGENTA = YELLOW = WHITE = ""
 
     # Background colors:
-    BG_BLACK = BG_BLUE = BG_GREEN = BG_CYAN = ''
-    BG_RED = BG_MAGENTA = BG_YELLOW = BG_WHITE = ''
+    BG_BLACK = BG_BLUE = BG_GREEN = BG_CYAN = ""
+    BG_RED = BG_MAGENTA = BG_YELLOW = BG_WHITE = ""
 
     _STRING_CAPABILITIES = """
     BOL=cr UP=cuu1 DOWN=cud1 LEFT=cub1 RIGHT=cuf1
@@ -137,35 +137,35 @@ def __init__(self, term_stream=sys.stdout):
         # terminal has no capabilities.
         try:
             curses.setupterm()
-        except StandardError:
+        except Exception:
             return
 
         # Look up numeric capabilities.
-        self.COLS = curses.tigetnum('cols')
-        self.LINES = curses.tigetnum('lines')
+        self.COLS = curses.tigetnum("cols")
+        self.LINES = curses.tigetnum("lines")
 
         # Look up string capabilities.
         for capability in self._STRING_CAPABILITIES:
-            (attrib, cap_name) = capability.split('=')
-            setattr(self, attrib, self._tigetstr(cap_name) or '')
+            (attrib, cap_name) = capability.split("=")
+            setattr(self, attrib, self._tigetstr(cap_name) or "")
 
         # Colors
-        set_fg = self._tigetstr('setf')
+        set_fg = self._tigetstr("setf")
         if set_fg:
             for i, color in zip(range(len(self._COLORS)), self._COLORS):
-                setattr(self, color, self._tparm(set_fg, i) or '')
-        set_fg_ansi = self._tigetstr('setaf')
+                setattr(self, color, self._tparm(set_fg, i) or "")
+        set_fg_ansi = self._tigetstr("setaf")
         if set_fg_ansi:
             for i, color in zip(range(len(self._ANSICOLORS)), self._ANSICOLORS):
-                setattr(self, color, self._tparm(set_fg_ansi, i) or '')
-        set_bg = self._tigetstr('setb')
+                setattr(self, color, self._tparm(set_fg_ansi, i) or "")
+        set_bg = self._tigetstr("setb")
         if set_bg:
             for i, color in zip(range(len(self._COLORS)), self._COLORS):
-                setattr(self, 'BG_'+color, self._tparm(set_bg, i) or '')
-        set_bg_ansi = self._tigetstr('setab')
+                setattr(self, "BG_" + color, self._tparm(set_bg, i) or "")
+        set_bg_ansi = self._tigetstr("setab")
         if set_bg_ansi:
             for i, color in zip(range(len(self._ANSICOLORS)), self._ANSICOLORS):
-                setattr(self, 'BG_'+color, self._tparm(set_bg_ansi, i) or '')
+                setattr(self, "BG_" + color, self._tparm(set_bg_ansi, i) or "")
 
     @staticmethod
     def _tigetstr(cap_name):
@@ -175,14 +175,16 @@ def _tigetstr(cap_name):
         # For any modern terminal, we should be able to just ignore
         # these, so strip them out.
         import curses
-        cap = curses.tigetstr(cap_name) or b''
+
+        cap = curses.tigetstr(cap_name) or b""
         cap = cap.decode("latin-1")
-        return re.sub(r'\$<\d+>[/*]?', '', cap)
+        return re.sub(r"\$<\d+>[/*]?", "", cap)
 
     @staticmethod
     def _tparm(cap_name, param):
         import curses
-        cap = curses.tparm(cap_name.encode("latin-1"), param) or b''
+
+        cap = curses.tparm(cap_name.encode("latin-1"), param) or b""
         return cap.decode("latin-1")
 
     def render(self, template):
@@ -191,12 +193,12 @@ def render(self, template):
         the corresponding terminal control string (if it's defined) or
         '' (if it's not).
         """
-        return re.sub('r\$\$|\${\w+}', self._render_sub, template)
+        return re.sub("r\$\$|\${\w+}", self._render_sub, template)
 
     def _render_sub(self, match):
         """Helper function for L{render}"""
         s = match.group()
-        if s == '$$':
+        if s == "$$":
             return s
         else:
             return getattr(self, s[2:-1])
@@ -212,18 +214,21 @@ class ProgressBar:
     The progress bar is colored, if the terminal supports color
     output; and adjusts to the width of the terminal.
     """
-    BAR = '%3d%% ${GREEN}[${BOLD}%s%s${NORMAL}${GREEN}]${NORMAL}'
-    HEADER = '${BOLD}${CYAN}%s${NORMAL}\n'
+
+    BAR = "%3d%% ${GREEN}[${BOLD}%s%s${NORMAL}${GREEN}]${NORMAL}"
+    HEADER = "${BOLD}${CYAN}%s${NORMAL}\n"
 
     def __init__(self, term):
         self.term = term
         if not (self.term.CLEAR_EOL and self.term.UP and self.term.BOL):
-            raise ValueError("Terminal isn't capable enough -- you "
-                             "should use a simpler progress display.")
+            raise ValueError(
+                "Terminal isn't capable enough -- you "
+                "should use a simpler progress display."
+            )
         self.width = self.term.COLS or 75
         self.progress_bar = term.render(self.BAR)
         self.header = self.term.render(self.HEADER % "".center(self.width))
-        self.cleared = True     #: true if we haven't drawn the bar yet.
+        self.cleared = True  #: true if we haven't drawn the bar yet.
 
         self.last_percent = 0
         self.last_message = ""
@@ -237,7 +242,7 @@ def update(self, percent=None, message=None):
           C{None}, the previous message will be used.
         """
         if self.cleared:
-            sys.stdout.write("\n"+self.header)
+            sys.stdout.write("\n" + self.header)
             self.cleared = False
 
         if message is None:
@@ -250,12 +255,16 @@ def update(self, percent=None, message=None):
         else:
             self.last_percent = percent
 
-        n = int((self.width-10)*(percent/100.0))
+        n = int((self.width - 10) * (percent / 100.0))
         sys.stdout.write(
-            self.term.BOL + self.term.UP + self.term.UP + self.term.CLEAR_EOL +
-            self.term.render(self.HEADER % message.center(self.width)) +
-            (self.progress_bar % (percent, '='*n, '-'*(self.width-10-n))) + "\n"
-            )
+            self.term.BOL
+            + self.term.UP
+            + self.term.UP
+            + self.term.CLEAR_EOL
+            + self.term.render(self.HEADER % message.center(self.width))
+            + (self.progress_bar % (percent, "=" * n, "-" * (self.width - 10 - n)))
+            + "\n"
+        )
 
     def update_message(self, message):
         """Updates the message of the progress bar.
@@ -267,9 +276,14 @@ def update_message(self, message):
     def clear(self):
         """Clears the progress bar (i.e. removes it from the screen)"""
         if not self.cleared:
-            sys.stdout.write(self.term.BOL + self.term.CLEAR_EOL +
-                             self.term.UP + self.term.CLEAR_EOL +
-                             self.term.UP + self.term.CLEAR_EOL)
+            sys.stdout.write(
+                self.term.BOL
+                + self.term.CLEAR_EOL
+                + self.term.UP
+                + self.term.CLEAR_EOL
+                + self.term.UP
+                + self.term.CLEAR_EOL
+            )
             self.cleared = True
             self.last_percent = 0
             self.last_message = ""
@@ -336,7 +350,7 @@ def __init__(self):
         try:
             sys.ps1
         except AttributeError:
-            sys.ps1 = '>>> '
+            sys.ps1 = ">>> "
 
         root = idlelib.PyShell.Tk(className="Idle")
         idlelib.PyShell.fixwordbreaks(root)
@@ -421,6 +435,7 @@ def __init__(self):
         import sys
 
         from IPython import __version__ as ipython_version
+
         self.ipython_version = ipython_version
 
         try:
@@ -434,6 +449,7 @@ def __init__(self):
         except ImportError:
             # IPython 0.10 and earlier
             import IPython.Shell
+
             self._shell = IPython.Shell.start()
             self._shell.IP.runsource("from igraph import *")
             sys.argv.append("-nosep")
@@ -466,6 +482,7 @@ def __call__(self):
         """Starts the embedded shell."""
         if self._shell is None:
             from code import InteractiveConsole
+
             self._shell = InteractiveConsole()
             print("igraph %s running inside " % __version__, end="", file=sys.stderr)
             self._shell.runsource("from igraph import *")
@@ -483,11 +500,16 @@ def main():
     else:
         print("No configuration file, using defaults", file=sys.stderr)
 
-    if config.has_key("shells"):
+    if "shells" in config:
         parts = [part.strip() for part in config["shells"].split(",")]
         shell_classes = []
-        available_classes = dict([(k, v) for k, v in globals().iteritems()
-                                  if isinstance(v, type) and issubclass(v, Shell)])
+        available_classes = dict(
+            [
+                (k, v)
+                for k, v in globals().items()
+                if isinstance(v, type) and issubclass(v, Shell)
+            ]
+        )
         for part in parts:
             klass = available_classes.get(part, None)
             if klass is None:
@@ -497,6 +519,7 @@ def main():
     else:
         shell_classes = [IPythonShell, ClassicPythonShell]
         import platform
+
         if platform.system() == "Windows":
             shell_classes.insert(0, IDLEShell)
 
@@ -507,7 +530,7 @@ def main():
         try:
             shell = shell_class()
             break
-        except StandardError:
+        except Exception:
             # Try the next one
             if "Classic" in str(shell_class):
                 raise
@@ -524,5 +547,6 @@ def main():
         print("No suitable Python shell was found.", file=sys.stderr)
         print("Check configuration variable `general.shells'.", file=sys.stderr)
 
-if __name__ == '__main__':
+
+if __name__ == "__main__":
     sys.exit(main())
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 8f519ddb1..43dfee021 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -25,12 +25,10 @@
 """
 
 from copy import deepcopy
-from itertools import izip
 from math import pi
-from cStringIO import StringIO
+from io import StringIO
 
 from igraph import community_to_membership
-from igraph.compat import property
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
@@ -38,6 +36,7 @@
 from igraph.summary import _get_wrapper_for_width
 from igraph.utils import str_to_orientation
 
+
 class Clustering(object):
     """Class representing a clustering of an arbitrary ordered set.
 
@@ -80,7 +79,7 @@ class Clustering(object):
     @undocumented: _formatted_cluster_iterator
     """
 
-    def __init__(self, membership, params = None):
+    def __init__(self, membership, params=None):
         """Constructor.
 
         @param membership: the membership list -- that is, the cluster
@@ -88,8 +87,8 @@ def __init__(self, membership, params = None):
         @param params: additional parameters to be stored in this
           object's dictionary."""
         self._membership = list(membership)
-        if len(self._membership)>0:
-            self._len = max(m for m in self._membership if m is not None)+1
+        if len(self._membership) > 0:
+            self._len = max(m for m in self._membership if m is not None) + 1
         else:
             self._len = 0
 
@@ -111,7 +110,7 @@ def __iter__(self):
 
         This method will return a generator that generates the clusters
         one by one."""
-        clusters = [[] for _ in xrange(self._len)]
+        clusters = [[] for _ in range(self._len)]
         for idx, cluster in enumerate(self._membership):
             clusters[cluster].append(idx)
         return iter(clusters)
@@ -171,7 +170,7 @@ def sizes(self, *args):
 
         return counts
 
-    def size_histogram(self, bin_width = 1):
+    def size_histogram(self, bin_width=1):
         """Returns the histogram of cluster sizes.
 
         @param bin_width: the bin width of the histogram
@@ -190,19 +189,24 @@ def summary(self, verbosity=0, width=None):
         @return: the summary of the clustering as a string.
         """
         out = StringIO()
-        print >>out, "Clustering with %d elements and %d clusters" % \
-                (len(self._membership), len(self))
+        print(
+            "Clustering with %d elements and %d clusters"
+            % (
+                len(self._membership),
+                len(self),
+            ),
+            file=out,
+        )
 
         if verbosity < 1:
             return out.getvalue().strip()
 
         ndigits = len(str(len(self)))
-        wrapper = _get_wrapper_for_width(width,
-                subsequent_indent = " " * (ndigits+3))
+        wrapper = _get_wrapper_for_width(width, subsequent_indent=" " * (ndigits + 3))
 
         for idx, cluster in enumerate(self._formatted_cluster_iterator()):
             wrapper.initial_indent = "[%*d] " % (ndigits, idx)
-            print >>out, "\n".join(wrapper.wrap(cluster))
+            print("\n".join(wrapper.wrap(cluster)), file=out)
 
         return out.getvalue().strip()
 
@@ -231,8 +235,14 @@ class VertexClustering(Clustering):
     # Allow None to be passed to __plot__ as the "palette" keyword argument
     _default_palette = None
 
-    def __init__(self, graph, membership = None, modularity = None, \
-                 params = None, modularity_params = None):
+    def __init__(
+        self,
+        graph,
+        membership=None,
+        modularity=None,
+        params=None,
+        modularity_params=None,
+    ):
         """Creates a clustering object for a given graph.
 
         @param graph: the graph that will be associated to the clustering
@@ -248,7 +258,7 @@ def __init__(self, graph, membership = None, modularity = None, \
           containing a C{weight} key with the appropriate value here.
         """
         if membership is None:
-            Clustering.__init__(self, [0]*graph.vcount(), params)
+            Clustering.__init__(self, [0] * graph.vcount(), params)
         else:
             if len(membership) != graph.vcount():
                 raise ValueError("membership list has invalid length")
@@ -355,8 +365,9 @@ def crossing(self):
         """Returns a boolean vector where element M{i} is C{True} iff edge
         M{i} lies between clusters, C{False} otherwise."""
         membership = self.membership
-        return [membership[v1] != membership[v2] \
-                for v1, v2 in self.graph.get_edgelist()]
+        return [
+            membership[v1] != membership[v2] for v1, v2 in self.graph.get_edgelist()
+        ]
 
     @property
     def modularity(self):
@@ -364,6 +375,7 @@ def modularity(self):
         if self._modularity_dirty:
             return self._recalculate_modularity_safe()
         return self._modularity
+
     q = modularity
 
     @property
@@ -381,8 +393,9 @@ def recalculate_modularity(self):
 
         @return: the new modularity score
         """
-        self._modularity = self._graph.modularity(self._membership,
-                **self._modularity_params)
+        self._modularity = self._graph.modularity(
+            self._membership, **self._modularity_params
+        )
         self._modularity_dirty = False
         return self._modularity
 
@@ -410,7 +423,6 @@ def subgraph(self, idx):
         """
         return self._graph.subgraph(self[idx])
 
-
     def subgraphs(self):
         """Gets all the subgraphs belonging to each of the clusters.
 
@@ -420,7 +432,6 @@ def subgraphs(self):
         """
         return [self._graph.subgraph(cl) for cl in self]
 
-
     def giant(self):
         """Returns the largest cluster of the clustered graph.
 
@@ -491,8 +502,9 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         if "edge_color" not in kwds and "color" not in self.graph.edge_attributes():
             # Set up a default edge coloring based on internal vs external edges
             colors = ["grey20", "grey80"]
-            kwds["edge_color"] = [colors[is_crossing]
-                                  for is_crossing in self.crossing()]
+            kwds["edge_color"] = [
+                colors[is_crossing] for is_crossing in self.crossing()
+            ]
 
         if palette is None:
             palette = ClusterColoringPalette(len(self))
@@ -502,7 +514,8 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
                 kwds["mark_groups"] = self
         else:
             kwds["mark_groups"] = _handle_mark_groups_arg_for_clustering(
-                    kwds["mark_groups"], self)
+                kwds["mark_groups"], self
+            )
 
         if "vertex_color" not in kwds:
             kwds["vertex_color"] = self.membership
@@ -523,6 +536,7 @@ def _formatted_cluster_iterator(self):
 
 ###############################################################################
 
+
 class Dendrogram(object):
     """The hierarchical clustering (dendrogram) of some dataset.
 
@@ -563,7 +577,7 @@ def __init__(self, merges):
         self._merges = [tuple(pair) for pair in merges]
         self._nmerges = len(self._merges)
         if self._nmerges:
-            self._nitems = max(self._merges[-1])-self._nmerges+2
+            self._nitems = max(self._merges[-1]) - self._nmerges + 2
         else:
             self._nitems = 0
         self._names = None
@@ -577,7 +591,7 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
         @return: the tuple representation of the clustering
         """
         if n is None:
-            n = len(merges)+1
+            n = len(merges) + 1
         tuple_repr = range(n)
         idxs = range(n)
         for rowidx, row in enumerate(merges):
@@ -587,8 +601,10 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
                 tuple_repr[idxi] = (tuple_repr[idxi], tuple_repr[idxj])
                 tuple_repr[idxj] = None
             except IndexError:
-                raise ValueError("malformed matrix, subgroup referenced "+
-                                 "before being created in step %d" % rowidx)
+                raise ValueError(
+                    "malformed matrix, subgroup referenced "
+                    + "before being created in step %d" % rowidx
+                )
             idxs.append(j)
         return [x for x in tuple_repr if x is not None]
 
@@ -602,7 +618,7 @@ def _traverse_inorder(self):
         result = []
         seen_nodes = set()
 
-        for node_index in reversed(xrange(self._nitems+self._nmerges)):
+        for node_index in reversed(range(self._nitems + self._nmerges)):
             if node_index in seen_nodes:
                 continue
 
@@ -617,7 +633,7 @@ def _traverse_inorder(self):
                 else:
                     # 'last' is a merge node, so let us proceed with the entry
                     # where this merge node was created
-                    stack.extend(self._merges[last-self._nitems])
+                    stack.extend(self._merges[last - self._nitems])
 
         return result
 
@@ -645,7 +661,7 @@ def format(self, format="newick"):
             else:
                 nodes = list(self._names)
             if len(nodes) < n:
-                nodes.extend("" for _ in xrange(n - len(nodes)))
+                nodes.extend("" for _ in range(n - len(nodes)))
             for k, (i, j) in enumerate(self._merges, self._nitems):
                 nodes[k] = "(%s,%s)%s" % (nodes[i], nodes[j], nodes[k])
                 nodes[i] = nodes[j] = None
@@ -668,13 +684,15 @@ def summary(self, verbosity=0, max_leaf_count=40):
         @return: the summary of the dendrogram as a string.
         """
         out = StringIO()
-        print >>out, "Dendrogram, %d elements, %d merges" % \
-                (self._nitems, self._nmerges)
+        print("Dendrogram, %d elements, %d merges" % (
+            self._nitems,
+            self._nmerges,
+        ), file=out)
 
         if self._nitems == 0 or verbosity < 1 or self._nitems > max_leaf_count:
             return out.getvalue().strip()
 
-        print >>out
+        print('', file=out)
 
         positions = [None] * self._nitems
         inorder = self._traverse_inorder()
@@ -684,12 +702,12 @@ def summary(self, verbosity=0, max_leaf_count=40):
         for idx, element in enumerate(inorder):
             positions[element] = nextp
             inorder[idx] = str(element)
-            nextp += max(distance, len(inorder[idx])+1)
+            nextp += max(distance, len(inorder[idx]) + 1)
 
-        width = max(positions)+1
+        width = max(positions) + 1
 
         # Print the nodes on the lowest level
-        print >>out, (" " * (distance-1)).join(inorder)
+        print((" " * (distance - 1)).join(inorder), file=out)
         midx = 0
         max_community_idx = self._nitems
         while midx < self._nmerges:
@@ -698,8 +716,8 @@ def summary(self, verbosity=0, max_leaf_count=40):
                 if position >= 0:
                     char_array[position] = "|"
             char_str = "".join(char_array)
-            for _ in xrange(level_distance-1):
-                print >>out, char_str # Print the lines
+            for _ in range(level_distance - 1):
+                print(char_str, file=out)  # Print the lines
 
             cidx_incr = 0
             while midx < self._nmerges:
@@ -713,16 +731,16 @@ def summary(self, verbosity=0, max_leaf_count=40):
 
                 if pos1 > pos2:
                     pos1, pos2 = pos2, pos1
-                positions.append((pos1+pos2) // 2)
+                positions.append((pos1 + pos2) // 2)
 
                 dashes = "-" * (pos2 - pos1 - 1)
-                char_array[pos1:(pos2+1)] = "`%s'" % dashes
+                char_array[pos1 : (pos2 + 1)] = "`%s'" % dashes
 
                 cidx_incr += 1
 
             max_community_idx += cidx_incr
 
-            print >>out, "".join(char_array)
+            print("".join(char_array), file=out)
 
         return out.getvalue().strip()
 
@@ -732,7 +750,9 @@ def _item_box_size(self, context, horiz, idx):
         if self._names is None or self._names[idx] is None:
             x_bearing, _, _, height, x_advance, _ = context.text_extents("")
         else:
-            x_bearing, _, _, height, x_advance, _ = context.text_extents(str(self._names[idx]))
+            x_bearing, _, _, height, x_advance, _ = context.text_extents(
+                str(self._names[idx])
+            )
 
         if horiz:
             return x_advance - x_bearing, height
@@ -753,12 +773,12 @@ def _plot_item(self, context, horiz, idx, x, y):
 
         height = self._item_box_size(context, True, idx)[1]
         if horiz:
-            context.move_to(x, y+height)
+            context.move_to(x, y + height)
             context.show_text(str(self._names[idx]))
         else:
             context.save()
             context.translate(x, y)
-            context.rotate(-pi/2.)
+            context.rotate(-pi / 2.0)
             context.move_to(0, height)
             context.show_text(str(self._names[idx]))
             context.restore()
@@ -783,10 +803,11 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         from igraph.layout import Layout
 
         if self._names is None:
-            self._names = [str(x) for x in xrange(self._nitems)]
+            self._names = [str(x) for x in range(self._nitems)]
 
-        orientation = str_to_orientation(kwds.get("orientation", "lr"),
-                reversed_vertical=True)
+        orientation = str_to_orientation(
+            kwds.get("orientation", "lr"), reversed_vertical=True
+        )
         horiz = orientation in ("lr", "rl")
 
         # Get the font height
@@ -794,14 +815,15 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
         # Calculate space needed for individual items at the
         # bottom of the dendrogram
-        item_boxes = [self._item_box_size(context, horiz, idx) \
-          for idx in xrange(self._nitems)]
+        item_boxes = [
+            self._item_box_size(context, horiz, idx) for idx in range(self._nitems)
+        ]
 
         # Small correction for cases when the right edge of the labels is
         # aligned with the tips of the dendrogram branches
         ygap = 2 if orientation == "bt" else 0
         xgap = 2 if orientation == "lr" else 0
-        item_boxes = [(x+xgap, y+ygap) for x, y in item_boxes]
+        item_boxes = [(x + xgap, y + ygap) for x, y in item_boxes]
 
         # Calculate coordinates
         layout = Layout([(0, 0)] * self._nitems, dim=2)
@@ -814,7 +836,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
             for id1, id2 in self._merges:
                 y += 1
-                layout.append(((layout[id1][0]+layout[id2][0])/2., y))
+                layout.append(((layout[id1][0] + layout[id2][0]) / 2.0, y))
 
             # Mirror or rotate the layout if necessary
             if orientation == "bt":
@@ -827,7 +849,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
             for id1, id2 in self._merges:
                 x += 1
-                layout.append((x, (layout[id1][1]+layout[id2][1])/2.))
+                layout.append((x, (layout[id1][1] + layout[id2][1]) / 2.0))
 
             # Mirror or rotate the layout if necessary
             if orientation == "rl":
@@ -852,29 +874,31 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
                 delta_y = maxh
 
         if horiz:
-            delta_y += font_height / 2.
+            delta_y += font_height / 2.0
         else:
-            delta_x += font_height / 2.
-        layout.fit_into((delta_x, delta_y, width - delta_x, height - delta_y),
-                        keep_aspect_ratio=False)
+            delta_x += font_height / 2.0
+        layout.fit_into(
+            (delta_x, delta_y, width - delta_x, height - delta_y),
+            keep_aspect_ratio=False,
+        )
 
         context.save()
 
         context.translate(bbox.left, bbox.top)
-        context.set_source_rgb(0., 0., 0.)
+        context.set_source_rgb(0.0, 0.0, 0.0)
         context.set_line_width(1)
 
         # Draw items
         if horiz:
             sgn = 0 if orientation == "rl" else -1
-            for idx in xrange(self._nitems):
+            for idx in range(self._nitems):
                 x = layout[idx][0] + sgn * item_boxes[idx][0]
-                y = layout[idx][1] - item_boxes[idx][1]/2.
+                y = layout[idx][1] - item_boxes[idx][1] / 2.0
                 self._plot_item(context, horiz, idx, x, y)
         else:
             sgn = 1 if orientation == "bt" else 0
-            for idx in xrange(self._nitems):
-                x = layout[idx][0] - item_boxes[idx][0]/2.
+            for idx in range(self._nitems):
+                x = layout[idx][0] - item_boxes[idx][0] / 2.0
                 y = layout[idx][1] + sgn * item_boxes[idx][1]
                 self._plot_item(context, horiz, idx, x, y)
 
@@ -926,15 +950,16 @@ def names(self, items):
         n = self._nitems + self._nmerges
         self._names = items[:n]
         if len(self._names) < n:
-            self._names.extend("" for _ in xrange(n-len(self._names)))
+            self._names.extend("" for _ in range(n - len(self._names)))
 
 
 class VertexDendrogram(Dendrogram):
     """The dendrogram resulting from the hierarchical clustering of the
     vertex set of a graph."""
 
-    def __init__(self, graph, merges, optimal_count = None, params = None,
-            modularity_params = None):
+    def __init__(
+        self, graph, merges, optimal_count=None, params=None, modularity_params=None
+    ):
         """Creates a dendrogram object for a given graph.
 
         @param graph: the graph that will be associated to the clustering
@@ -974,11 +999,11 @@ def as_clustering(self, n=None):
             n = self.optimal_count
         num_elts = self._graph.vcount()
         idgen = UniqueIdGenerator()
-        membership = community_to_membership(self._merges, num_elts, \
-                                             num_elts - n)
+        membership = community_to_membership(self._merges, num_elts, num_elts - n)
         membership = [idgen[m] for m in membership]
-        return VertexClustering(self._graph, membership,
-                modularity_params=self._modularity_params)
+        return VertexClustering(
+            self._graph, membership, modularity_params=self._modularity_params
+        )
 
     @property
     def optimal_count(self):
@@ -994,11 +1019,11 @@ def optimal_count(self):
 
         n = self._graph.vcount()
         max_q, optimal_count = 0, 1
-        for step in xrange(min(n-1, len(self._merges))):
+        for step in range(min(n - 1, len(self._merges))):
             membs = community_to_membership(self._merges, n, step)
             q = self._graph.modularity(membs, **self._modularity_params)
             if q > max_q:
-                optimal_count = n-step
+                optimal_count = n - step
                 max_q = q
         self._optimal_count = optimal_count
         return optimal_count
@@ -1020,16 +1045,19 @@ class VisualVertexBuilder(AttributeCollectorBase):
 
         builder = VisualVertexBuilder(self._graph.vs, kwds)
         self._names = [vertex.label for vertex in builder]
-        self._names = [name if name is not None else str(idx)
-                       for idx, name in enumerate(self._names)]
-        result = Dendrogram.__plot__(self, context, bbox, palette, \
-                *args, **kwds)
+        self._names = [
+            name if name is not None else str(idx)
+            for idx, name in enumerate(self._names)
+        ]
+        result = Dendrogram.__plot__(self, context, bbox, palette, *args, **kwds)
         del self._names
 
         return result
 
+
 ###############################################################################
 
+
 class Cover(object):
     """Class representing a cover of an arbitrary ordered set.
 
@@ -1107,7 +1135,7 @@ def __init__(self, clusters, n=0):
 
         self._clusters = [list(cluster) for cluster in clusters]
         try:
-            self._n = max(max(cluster)+1 for cluster in self._clusters if cluster)
+            self._n = max(max(cluster) + 1 for cluster in self._clusters if cluster)
         except ValueError:
             self._n = 0
         self._n = max(n, self._n)
@@ -1136,7 +1164,7 @@ def membership(self):
         length I{n}, where element I{i} contains the cluster indices of the
         I{i}th item.
         """
-        result = [[] for _ in xrange(self._n)]
+        result = [[] for _ in range(self._n)]
         for idx, cluster in enumerate(self):
             for item in cluster:
                 result[item].append(idx)
@@ -1164,7 +1192,7 @@ def sizes(self, *args):
             return [len(self._clusters[idx]) for idx in args]
         return [len(cluster) for cluster in self]
 
-    def size_histogram(self, bin_width = 1):
+    def size_histogram(self, bin_width=1):
         """Returns the histogram of cluster sizes.
 
         @param bin_width: the bin width of the histogram
@@ -1183,18 +1211,17 @@ def summary(self, verbosity=0, width=None):
         @return: the summary of the cover as a string.
         """
         out = StringIO()
-        print >>out, "Cover with %d clusters" % len(self)
+        print("Cover with %d clusters" % len(self), file=out)
 
         if verbosity < 1:
             return out.getvalue().strip()
 
         ndigits = len(str(len(self)))
-        wrapper = _get_wrapper_for_width(width,
-                subsequent_indent = " " * (ndigits+3))
+        wrapper = _get_wrapper_for_width(width, subsequent_indent=" " * (ndigits + 3))
 
         for idx, cluster in enumerate(self._formatted_cluster_iterator()):
             wrapper.initial_indent = "[%*d] " % (ndigits, idx)
-            print >>out, "\n".join(wrapper.wrap(cluster))
+            print("\n".join(wrapper.wrap(cluster)), file=out)
 
         return out.getvalue().strip()
 
@@ -1219,7 +1246,7 @@ class VertexCover(Cover):
     @undocumented: _formatted_cluster_iterator
     """
 
-    def __init__(self, graph, clusters = None):
+    def __init__(self, graph, clusters=None):
         """Creates a cover object for a given graph.
 
         @param graph: the graph that will be associated to the cover
@@ -1229,10 +1256,12 @@ def __init__(self, graph, clusters = None):
         if clusters is None:
             clusters = [range(graph.vcount())]
 
-        Cover.__init__(self, clusters, n = graph.vcount())
+        Cover.__init__(self, clusters, n=graph.vcount())
         if self._n > graph.vcount():
-            raise ValueError("cluster list contains vertex ID larger than the "
-                             "number of vertices in the graph")
+            raise ValueError(
+                "cluster list contains vertex ID larger than the "
+                "number of vertices in the graph"
+            )
 
         self._graph = graph
 
@@ -1240,8 +1269,10 @@ def crossing(self):
         """Returns a boolean vector where element M{i} is C{True} iff edge
         M{i} lies between clusters, C{False} otherwise."""
         membership = [frozenset(cluster) for cluster in self.membership]
-        return [membership[v1].isdisjoint(membership[v2]) \
-                for v1, v2 in self.graph.get_edgelist()]
+        return [
+            membership[v1].isdisjoint(membership[v2])
+            for v1, v2 in self.graph.get_edgelist()
+        ]
 
     @property
     def graph(self):
@@ -1318,8 +1349,9 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         if "edge_color" not in kwds and "color" not in self.graph.edge_attributes():
             # Set up a default edge coloring based on internal vs external edges
             colors = ["grey20", "grey80"]
-            kwds["edge_color"] = [colors[is_crossing]
-                                  for is_crossing in self.crossing()]
+            kwds["edge_color"] = [
+                colors[is_crossing] for is_crossing in self.crossing()
+            ]
 
         if "palette" in kwds:
             palette = kwds["palette"]
@@ -1331,7 +1363,8 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
                 kwds["mark_groups"] = self
         else:
             kwds["mark_groups"] = _handle_mark_groups_arg_for_clustering(
-                    kwds["mark_groups"], self)
+                kwds["mark_groups"], self
+            )
 
         return self._graph.__plot__(context, bbox, palette, *args, **kwds)
 
@@ -1358,7 +1391,7 @@ class CohesiveBlocks(VertexCover):
     block structures easier.
     """
 
-    def __init__(self, graph, blocks = None, cohesion = None, parent = None):
+    def __init__(self, graph, blocks=None, cohesion=None, parent=None):
         """Constructs a new cohesive block structure for the given graph.
 
         If any of I{blocks}, I{cohesion} or I{parent} is C{None}, all the
@@ -1406,15 +1439,17 @@ def hierarchy(self):
         In other words, the edges point downwards.
         """
         from igraph import Graph
-        edges = [pair for pair in izip(self._parent, xrange(len(self)))
-                 if pair[0] is not None]
+
+        edges = [
+            pair for pair in zip(self._parent, range(len(self))) if pair[0] is not None
+        ]
         return Graph(edges, directed=True)
 
     def max_cohesion(self, idx):
         """Finds the maximum cohesion score among all the groups that contain
         the given vertex."""
         result = 0
-        for cohesion, cluster in izip(self._cohesion, self._clusters):
+        for cohesion, cluster in zip(self._cohesion, self._clusters):
             if idx in cluster:
                 result = max(result, cohesion)
         return result
@@ -1423,7 +1458,7 @@ def max_cohesions(self):
         """For each vertex in the graph, returns the maximum cohesion score
         among all the groups that contain the vertex."""
         result = [0] * self._graph.vcount()
-        for cohesion, cluster in izip(self._cohesion, self._clusters):
+        for cohesion, cluster in zip(self._cohesion, self._clusters):
             for idx in cluster:
                 result[idx] = max(result[idx], cohesion)
         return result
@@ -1458,8 +1493,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             prepare_groups = True
 
         if prepare_groups:
-            colors = [pair for pair in enumerate(self.cohesions())
-                if pair[1] > 1]
+            colors = [pair for pair in enumerate(self.cohesions()) if pair[1] > 1]
             kwds["mark_groups"] = colors
 
         if "vertex_color" not in kwds:
@@ -1467,6 +1501,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
         return VertexCover.__plot__(self, context, bbox, palette, *args, **kwds)
 
+
 def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     """Handles the mark_groups=... keyword argument in plotting methods of
     clusterings.
@@ -1496,8 +1531,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
             if isinstance(first, (int, long)):
                 # Yes. Seems like we have a list of cluster indices.
                 # Assign color indices automatically.
-                group_iter = ((group, color)
-                        for color, group in enumerate(mark_groups))
+                group_iter = ((group, color) for color, group in enumerate(mark_groups))
             else:
                 # No. Seems like we have good ol' group-color pairs.
                 group_iter = mark_groups
@@ -1517,8 +1551,10 @@ def cluster_index_resolver():
 
     return cluster_index_resolver()
 
+
 ##############################################################
 
+
 def _prepare_community_comparison(comm1, comm2, remove_none=False):
     """Auxiliary method that takes two community structures either as
     membership lists or instances of L{Clustering}, and returns a
@@ -1536,6 +1572,7 @@ def _prepare_community_comparison(comm1, comm2, remove_none=False):
       C{None} values are filtered away and only the remaining lists are
       compared.
     """
+
     def _ensure_list(obj):
         if isinstance(obj, Clustering):
             return obj.membership
@@ -1546,8 +1583,9 @@ def _ensure_list(obj):
         raise ValueError("the two membership vectors must be equal in length")
 
     if remove_none and (None in vec1 or None in vec2):
-        idxs_to_remove = [i for i in xrange(len(vec1)) \
-                if vec1[i] is None or vec2[i] is None]
+        idxs_to_remove = [
+            i for i in range(len(vec1)) if vec1[i] is None or vec2[i] is None
+        ]
         idxs_to_remove.reverse()
         n = len(vec1)
         for i in idxs_to_remove:
@@ -1601,6 +1639,7 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
           Classification 2:193-218, 1985.
     """
     import igraph._igraph
+
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
     return igraph._igraph._compare_communities(vec1, vec2, method)
 
@@ -1656,5 +1695,6 @@ def split_join_distance(comm1, comm2, remove_none=False):
       sum of them.
     """
     import igraph._igraph
+
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
     return igraph._igraph._split_join_distance(vec1, vec2)
diff --git a/src/igraph/compat.py b/src/igraph/compat.py
deleted file mode 100644
index 5c9bbc71a..000000000
--- a/src/igraph/compat.py
+++ /dev/null
@@ -1,75 +0,0 @@
-# vim:ts=4:sw=4:sts=4:et
-# -*- coding: utf-8 -*-
-"""
-Compatibility methods and backported versions of newer Python features
-to enable igraph to run on Python 2.5.
-"""
-
-import sys
-
-__license__ = u"""\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
-
-#############################################################################
-# Simulating math.isnan
-
-try:
-    from math import isnan
-except ImportError:
-    def isnan(num):
-        return num != num
-
-#############################################################################
-# Providing @property.setter syntax for Python 2.5
-
-if sys.version_info < (2, 6):
-    _property = property
-
-    class property(property):
-        def __init__(self, fget, *args, **kwds):
-            self.__doc__ = fget.__doc__
-            super(property, self).__init__(fget, *args, **kwds)
-
-        def setter(self, fset):
-            cls_ns = sys._getframe(1).f_locals
-            for k, v in cls_ns.iteritems():
-                if v == self:
-                    propname = k
-                    break
-            cls_ns[propname] = property(self.fget, fset, self.fdel, self.__doc__)
-            return cls_ns[propname]
-else:
-    if isinstance(__builtins__, dict):
-        # This branch is for CPython
-        property = __builtins__["property"]
-    else:
-        # This branch is for PyPy
-        property = __builtins__.property
-
-#############################################################################
-# Providing BytesIO for Python 2.5
-
-try:
-    from io import BytesIO
-except ImportError:
-    # We are on Python 2.5 or earlier because Python 2.6 has a BytesIO
-    # class already
-    from cStringIO import StringIO
-    BytesIO = StringIO
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 4a50ce4ea..2a6921f21 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -29,8 +29,9 @@
 """
 
 import sys
+
 if sys.version_info < (3, 2):
-    from ConfigParser import SafeConfigParser as ConfigParser
+    from configparser import SafeConfigParser as ConfigParser
 else:
     from configparser import ConfigParser
 
@@ -46,9 +47,21 @@ def get_platform_image_viewer():
         return "open"
     elif plat == "Linux":
         # Linux has a whole lot of choices, try to find one
-        choices = ["eog", "gthumb", "gqview", "kuickshow", "xnview", "display",
-                   "gpicview", "gwenview", "qiv", "gimv", "ristretto",
-                   "geeqie", "eom"]
+        choices = [
+            "eog",
+            "gthumb",
+            "gqview",
+            "kuickshow",
+            "xnview",
+            "display",
+            "gpicview",
+            "gwenview",
+            "qiv",
+            "gimv",
+            "ristretto",
+            "geeqie",
+            "eom",
+        ]
         paths = ["/usr/bin", "/bin"]
         for path in paths:
             for choice in choices:
@@ -58,9 +71,19 @@ def get_platform_image_viewer():
         return ""
     elif plat == "FreeBSD":
         # FreeBSD also has a whole lot of choices, try to find one
-        choices = ["eog", "gthumb", "geeqie", "display",
-                   "gpicview", "gwenview", "qiv", "gimv", "ristretto",
-                   "geeqie", "eom"]
+        choices = [
+            "eog",
+            "gthumb",
+            "geeqie",
+            "display",
+            "gpicview",
+            "gwenview",
+            "qiv",
+            "gimv",
+            "ristretto",
+            "geeqie",
+            "eom",
+        ]
         paths = ["%%LOCALBASE%%/bin"]
         for path in paths:
             for choice in choices:
@@ -68,7 +91,7 @@ def get_platform_image_viewer():
                 if os.path.isfile(full_path):
                     return full_path
         return ""
-    elif plat == "Windows" or plat == "Microsoft":    # Thanks to Dale Hunscher
+    elif plat == "Windows" or plat == "Microsoft":  # Thanks to Dale Hunscher
         # Use the built-in Windows image viewer, if available
         return "start"
     else:
@@ -232,53 +255,21 @@ def setfloat(obj, section, key, value):
             obj.set(section, key, str(float(value)))
 
     _types = {
-        "boolean": {
-            "getter": ConfigParser.getboolean,
-            "setter": Types.setboolean
-        },
-        "int": {
-            "getter": ConfigParser.getint,
-            "setter": Types.setint
-        },
-        "float": {
-            "getter": ConfigParser.getfloat,
-            "setter": Types.setfloat
-        }
+        "boolean": {"getter": ConfigParser.getboolean, "setter": Types.setboolean},
+        "int": {"getter": ConfigParser.getint, "setter": Types.setint},
+        "float": {"getter": ConfigParser.getfloat, "setter": Types.setfloat},
     }
 
     _sections = ("general", "apps", "plotting", "remote", "shell")
     _definitions = {
-        "general.shells": {
-            "default": "IPythonShell,ClassicPythonShell"
-        },
-        "general.verbose": {
-            "default": True,
-            "type": "boolean"
-        },
-
-        "apps.image_viewer": {
-            "default": get_platform_image_viewer()
-        },
-
-        "plotting.layout": {
-            "default": "auto"
-        },
-        "plotting.mark_groups": {
-            "default": False,
-            "type": "boolean"
-        },
-        "plotting.palette": {
-            "default": "gray"
-        },
-        "plotting.wrap_labels": {
-            "default": False,
-            "type": "boolean"
-        },
-
-        "shell.ipython.inlining.Plot": {
-            "default": True,
-            "type": "boolean"
-        }
+        "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
+        "general.verbose": {"default": True, "type": "boolean"},
+        "apps.image_viewer": {"default": get_platform_image_viewer()},
+        "plotting.layout": {"default": "auto"},
+        "plotting.mark_groups": {"default": False, "type": "boolean"},
+        "plotting.palette": {"default": "gray"},
+        "plotting.wrap_labels": {"default": False, "type": "boolean"},
+        "shell.ipython.inlining.Plot": {"default": True, "type": "boolean"},
     }
 
     # The singleton instance we are using throughout other modules
@@ -296,7 +287,7 @@ def __init__(self, filename=None):
         for sec in self._sections:
             self._config.add_section(sec)
         # Create default values
-        for name, definition in self._definitions.iteritems():
+        for name, definition in self._definitions.items():
             if "default" in definition:
                 self[name] = definition["default"]
 
@@ -410,7 +401,7 @@ def load(self, stream=None):
           loaded.
         """
         stream = stream or get_user_config_file()
-        if isinstance(stream, basestring):
+        if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
         self._config.readfp(stream)
@@ -464,4 +455,3 @@ def init():
 
     @return: the L{Configuration} object loaded or created."""
     return Configuration.instance()
-
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index 6d0100ab8..0acbaf500 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -24,13 +24,14 @@
 02110-1301 USA
 """
 
+
 class Cut(VertexClustering):
     """A cut of a given graph.
 
     This is a simple class used to represent cuts returned by
     L{Graph.mincut()}, L{Graph.all_st_cuts()} and other functions
     that calculate cuts.
-    
+
     A cut is a special vertex clustering with only two clusters.
     Besides the usual L{VertexClustering} methods, it also has the
     following attributes:
@@ -66,8 +67,7 @@ class Cut(VertexClustering):
     """
 
     # pylint: disable-msg=R0913
-    def __init__(self, graph, value=None, cut=None, partition=None,
-            partition2=None):
+    def __init__(self, graph, value=None, cut=None, partition=None, partition2=None):
         """Initializes the cut.
 
         This should not be called directly, everything is taken care of by
@@ -92,14 +92,21 @@ def __init__(self, graph, value=None, cut=None, partition=None,
         self._cut = cut
 
     def __repr__(self):
-        return "%s(%r, %r, %r, %r)" % \
-          (self.__class__.__name__, self._graph, \
-           self._value, self._cut, self._partition)
+        return "%s(%r, %r, %r, %r)" % (
+            self.__class__.__name__,
+            self._graph,
+            self._value,
+            self._cut,
+            self._partition,
+        )
 
     def __str__(self):
-        return "Graph cut (%d edges, %d vs %d vertices, value=%.4f)" % \
-          (len(self._cut), len(self._partition),
-          self._graph.vcount() - len(self._partition), self._value)
+        return "Graph cut (%d edges, %d vs %d vertices, value=%.4f)" % (
+            len(self._cut),
+            len(self._partition),
+            self._graph.vcount() - len(self._partition),
+            self._value,
+        )
 
     # pylint: disable-msg=C0103
     @property
@@ -131,7 +138,7 @@ class Flow(Cut):
 
       - C{graph} - the graph on which this flow is defined
 
-      - C{value} - the value (capacity) of the flow 
+      - C{value} - the value (capacity) of the flow
 
       - C{flow} - the flow values on each edge. For directed graphs,
         this is simply a list where element M{i} corresponds to the
@@ -174,19 +181,27 @@ def __init__(self, graph, value, flow, cut, partition):
         self._flow = flow
 
     def __repr__(self):
-        return "%s(%r, %r, %r, %r, %r)" % \
-          (self.__class__.__name__, self._graph, \
-           self._value, self._flow, self._cut, self._partition)
+        return "%s(%r, %r, %r, %r, %r)" % (
+            self.__class__.__name__,
+            self._graph,
+            self._value,
+            self._flow,
+            self._cut,
+            self._partition,
+        )
 
     def __str__(self):
-        return "Graph flow (%d edges, %d vs %d vertices, value=%.4f)" % \
-          (len(self._cut), len(self._partition),
-          self._graph.vcount() - len(self._partition), self._value)
+        return "Graph flow (%d edges, %d vs %d vertices, value=%.4f)" % (
+            len(self._cut),
+            len(self._partition),
+            self._graph.vcount() - len(self._partition),
+            self._value,
+        )
 
     @property
     def flow(self):
         """Returns the flow values for each edge.
-        
+
         For directed graphs, this is simply a list where element M{i}
         corresponds to the flow on edge M{i}. For undirected graphs, the
         direction of the flow is not constrained (since the edges are
@@ -195,6 +210,3 @@ def flow(self):
         larger vertex ID to the smaller.
         """
         return self._flow
-
-
-
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index b7f3e1387..b2bf6a17d 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -24,6 +24,7 @@
 02110-1301 USA
 """
 
+
 class Matrix(object):
     """Simple matrix data type.
 
@@ -63,7 +64,7 @@ def Fill(cls, value, *args):
                 height, width = int(args[0]), int(args[0])
         else:
             height, width = int(args[0]), int(args[1])
-        mtrx = [[value]*width for _ in xrange(height)]
+        mtrx = [[value] * width for _ in range(height)]
         return cls(mtrx)
 
     # pylint: disable-msg=C0103
@@ -89,7 +90,7 @@ def Identity(cls, *args):
         """
         # pylint: disable-msg=W0212
         result = cls.Fill(0, *args)
-        for i in xrange(min(result.shape)):
+        for i in range(min(result.shape)):
             result._data[i][i] = 1
         return result
 
@@ -104,11 +105,12 @@ def _set_data(self, data=None):
                 self._ncol = 0
             for row in self._data:
                 if len(row) < self._ncol:
-                    row.extend([0]*(self._ncol-len(row)))
+                    row.extend([0] * (self._ncol - len(row)))
 
     def _get_data(self):
         """Returns the data stored in the matrix as a list of lists"""
         return [list(row) for row in self._data]
+
     data = property(_get_data, _set_data)
 
     @property
@@ -127,20 +129,23 @@ def __add__(self, other):
         if isinstance(other, Matrix):
             if self.shape != other.shape:
                 raise ValueError("matrix shapes do not match")
-            return self.__class__([
-                [a+b for a, b in izip(row_a, row_b)]
-                for row_a, row_b in izip(self, other)
-            ])
+            return self.__class__(
+                [
+                    [a + b for a, b in zip(row_a, row_b)]
+                    for row_a, row_b in zip(self, other)
+                ]
+            )
         else:
-            return self.__class__([
-                [item+other for item in row] for row in self])
+            return self.__class__([[item + other for item in row] for row in self])
 
     def __eq__(self, other):
         """Checks whether a given matrix is equal to another one"""
-        return isinstance(other, Matrix) and \
-                self._nrow == other._nrow and \
-                self._ncol == other._ncol and \
-                self._data == other._data
+        return (
+            isinstance(other, Matrix)
+            and self._nrow == other._nrow
+            and self._ncol == other._ncol
+            and self._data == other._data
+        )
 
     def __getitem__(self, i):
         """Returns a single item, a row or a column of the matrix
@@ -181,12 +186,12 @@ def __iadd__(self, other):
         if isinstance(other, Matrix):
             if self.shape != other.shape:
                 raise ValueError("matrix shapes do not match")
-            for row_a, row_b in izip(self._data, other):
-                for i in xrange(len(row_a)):
+            for row_a, row_b in zip(self._data, other):
+                for i in range(len(row_a)):
                     row_a[i] += row_b[i]
         else:
             for row in self._data:
-                for i in xrange(len(row)):
+                for i in range(len(row)):
                     row[i] += other
         return self
 
@@ -195,12 +200,12 @@ def __isub__(self, other):
         if isinstance(other, Matrix):
             if self.shape != other.shape:
                 raise ValueError("matrix shapes do not match")
-            for row_a, row_b in izip(self._data, other):
-                for i in xrange(len(row_a)):
+            for row_a, row_b in zip(self._data, other):
+                for i in range(len(row_a)):
                     row_a[i] -= row_b[i]
         else:
             for row in self._data:
-                for i in xrange(len(row)):
+                for i in range(len(row)):
                     row[i] -= other
         return self
 
@@ -227,8 +232,7 @@ def __setitem__(self, i, value):
             if len(value) != len(self._data[i]):
                 raise ValueError("new value must have %d items" % self._ncol)
             if any(len(row) != self._ncol for row in value):
-                raise ValueError("rows of new value must have %d items" % \
-                        self._ncol)
+                raise ValueError("rows of new value must have %d items" % self._ncol)
             self._data[i] = [list(row) for row in value]
         elif isinstance(i, tuple):
             try:
@@ -263,13 +267,14 @@ def __sub__(self, other):
         if isinstance(other, Matrix):
             if self.shape != other.shape:
                 raise ValueError("matrix shapes do not match")
-            return self.__class__([
-                [a-b for a, b in izip(row_a, row_b)]
-                for row_a, row_b in izip(self, other)
-            ])
+            return self.__class__(
+                [
+                    [a - b for a, b in zip(row_a, row_b)]
+                    for row_a, row_b in zip(self, other)
+                ]
+            )
         else:
-            return self.__class__([
-                [item-other for item in row] for row in self])
+            return self.__class__([[item - other for item in row] for row in self])
 
     def __repr__(self):
         class_name = self.__class__.__name__
@@ -343,8 +348,8 @@ def __plot__(self, context, bbox, palette, **kwds):
         """
         # pylint: disable-msg=W0142
         # pylint: disable-msg=C0103
-        grid_width = float(kwds.get("grid_width", 1.))
-        border_width = float(kwds.get("border_width", 1.))
+        grid_width = float(kwds.get("grid_width", 1.0))
+        border_width = float(kwds.get("border_width", 1.0))
         style = kwds.get("style", "boolean")
         row_names = kwds.get("row_names")
         col_names = kwds.get("col_names", row_names)
@@ -361,11 +366,11 @@ def __plot__(self, context, bbox, palette, **kwds):
         if row_names is not None:
             row_names = [str(name) for name in islice(row_names, self._nrow)]
             if len(row_names) < self._nrow:
-                row_names.extend([""]*(self._nrow-len(row_names)))
+                row_names.extend([""] * (self._nrow - len(row_names)))
         if col_names is not None:
             col_names = [str(name) for name in islice(col_names, self._ncol)]
             if len(col_names) < self._ncol:
-                col_names.extend([""]*(self._ncol-len(col_names)))
+                col_names.extend([""] * (self._ncol - len(col_names)))
         if values == False:
             values = None
         if values == True:
@@ -381,19 +386,19 @@ def __plot__(self, context, bbox, palette, **kwds):
         if row_names is not None or col_names is not None:
             te = context.text_extents
             space_width = te(" ")[4]
-            max_row_name_width = max([te(s)[4] for s in row_names])+space_width
-            max_col_name_width = max([te(s)[4] for s in col_names])+space_width
+            max_row_name_width = max([te(s)[4] for s in row_names]) + space_width
+            max_col_name_width = max([te(s)[4] for s in col_names]) + space_width
         else:
             max_row_name_width, max_col_name_width = 0, 0
 
         # Calculate sizes
-        total_width = float(bbox.width)-max_row_name_width
-        total_height = float(bbox.height)-max_col_name_width
+        total_width = float(bbox.width) - max_row_name_width
+        total_height = float(bbox.height) - max_col_name_width
         dx = total_width / self.shape[1]
         dy = total_height / self.shape[0]
         if kwds.get("square", True):
             dx, dy = min(dx, dy), min(dx, dy)
-        total_width, total_height = dx*self.shape[1], dy*self.shape[0]
+        total_width, total_height = dx * self.shape[1], dy * self.shape[0]
         ox = bbox.left + (bbox.width - total_width - max_row_name_width) / 2.0
         oy = bbox.top + (bbox.height - total_height - max_col_name_width) / 2.0
         ox += max_row_name_width
@@ -403,11 +408,11 @@ def __plot__(self, context, bbox, palette, **kwds):
         if style == "palette":
             mi, ma = self.min(), self.max()
             color_offset = mi
-            color_ratio = (len(palette)-1) / float(ma-mi)
+            color_ratio = (len(palette) - 1) / float(ma - mi)
 
         # Validate grid width
-        if dx < 3*grid_width or dy < 3*grid_width:
-            grid_width = 0.
+        if dx < 3 * grid_width or dy < 3 * grid_width:
+            grid_width = 0.0
         if grid_width > 0:
             context.set_line_width(grid_width)
         else:
@@ -418,12 +423,12 @@ def __plot__(self, context, bbox, palette, **kwds):
             context.set_line_width(1)
 
         # Draw row names (if any)
-        context.set_source_rgb(0., 0., 0.)
+        context.set_source_rgb(0.0, 0.0, 0.0)
         if row_names is not None:
-            x, y = ox, oy 
+            x, y = ox, oy
             for heading in row_names:
                 _, _, _, h, xa, _ = context.text_extents(heading)
-                context.move_to(x-xa-space_width, y + (dy+h)/2.)
+                context.move_to(x - xa - space_width, y + (dy + h) / 2.0)
                 context.show_text(heading)
                 y += dy
 
@@ -431,11 +436,11 @@ def __plot__(self, context, bbox, palette, **kwds):
         if col_names is not None:
             context.save()
             context.translate(ox, oy)
-            context.rotate(-1.5707963285)   # pi/2
-            x, y = 0., 0.
+            context.rotate(-1.5707963285)  # pi/2
+            x, y = 0.0, 0.0
             for heading in col_names:
                 _, _, _, h, _, _ = context.text_extents(heading)
-                context.move_to(x+space_width, y + (dx+h)/2.)
+                context.move_to(x + space_width, y + (dx + h) / 2.0)
                 context.show_text(heading)
                 y += dx
             context.restore()
@@ -453,11 +458,11 @@ def __plot__(self, context, bbox, palette, **kwds):
                     continue
                 if style == "boolean":
                     if item:
-                        context.set_source_rgb(0., 0., 0.)
+                        context.set_source_rgb(0.0, 0.0, 0.0)
                     else:
-                        context.set_source_rgb(1., 1., 1.)
+                        context.set_source_rgb(1.0, 1.0, 1.0)
                 elif style == "palette":
-                    cidx = int((item-color_offset)*color_ratio)
+                    cidx = int((item - color_offset) * color_ratio)
                     if cidx < 0:
                         cidx = 0
                     context.set_source_rgba(*palette.get(cidx))
@@ -470,12 +475,12 @@ def __plot__(self, context, bbox, palette, **kwds):
                     fill()
                     context.stroke()
                 x += dx
-            x, y = ox, y+dy
+            x, y = ox, y + dy
 
         # Draw cell values
         if values is not None:
             x, y = ox, oy
-            context.set_source_rgb(0., 0., 0.)
+            context.set_source_rgb(0.0, 0.0, 0.0)
             for row in values.data:
                 if hasattr(value_format, "__call__"):
                     values = [value_format(item) for item in row]
@@ -483,19 +488,18 @@ def __plot__(self, context, bbox, palette, **kwds):
                     values = [value_format % item for item in row]
                 for item in values:
                     th, tw = context.text_extents(item)[3:5]
-                    context.move_to(x+(dx-tw)/2., y+(dy+th)/2.)
+                    context.move_to(x + (dx - tw) / 2.0, y + (dy + th) / 2.0)
                     context.show_text(item)
                     x += dx
-                x, y = ox, y+dy
+                x, y = ox, y + dy
 
         # Draw borders
         if border_width > 0:
             context.set_line_width(border_width)
-            context.set_source_rgb(0., 0., 0.)
-            context.rectangle(ox, oy, dx*self.shape[1], dy*self.shape[0])
+            context.set_source_rgb(0.0, 0.0, 0.0)
+            context.rectangle(ox, oy, dx * self.shape[1], dy * self.shape[0])
             context.stroke()
 
-
     def min(self, dim=None):
         """Returns the minimum of the matrix along the given dimension
 
@@ -506,8 +510,7 @@ def min(self, dim=None):
         if dim == 1:
             return [min(row) for row in self._data]
         if dim == 0:
-            return [min(row[idx] for row in self._data) \
-                        for idx in xrange(self._ncol)]
+            return [min(row[idx] for row in self._data) for idx in range(self._ncol)]
         return min(min(row) for row in self._data)
 
     def max(self, dim=None):
@@ -520,8 +523,7 @@ def max(self, dim=None):
         if dim == 1:
             return [max(row) for row in self._data]
         if dim == 0:
-            return [max(row[idx] for row in self._data) \
-                        for idx in xrange(self._ncol)]
+            return [max(row[idx] for row in self._data) for idx in range(self._ncol)]
         return max(max(row) for row in self._data)
 
 
@@ -548,8 +550,18 @@ class DyadCensus(tuple):
 
     @undocumented: _remap
     """
-    _remap = {"mutual": 0, "mut": 0, "sym": 0, "symm": 0,
-        "asy": 1, "asym": 1, "asymm": 1, "asymmetric": 1, "null": 2}
+
+    _remap = {
+        "mutual": 0,
+        "mut": 0,
+        "sym": 0,
+        "symm": 0,
+        "asy": 1,
+        "asym": 1,
+        "asymm": 1,
+        "asymmetric": 1,
+        "null": 2,
+    }
 
     def __getitem__(self, idx):
         return tuple.__getitem__(self, self._remap.get(idx, idx))
@@ -608,18 +620,33 @@ class TriadCensus(tuple):
       >>> print tc["030C"]                  #doctest:+SKIP
       1206
     """
-    _remap = {"003": 0, "012": 1, "102": 2, "021D": 3, "021U": 4, "021C": 5, \
-        "111D": 6, "111U": 7, "030T": 8, "030C": 9, "201": 10, "120D": 11, \
-        "120U": 12, "120C": 13, "210": 14, "300": 15}
+
+    _remap = {
+        "003": 0,
+        "012": 1,
+        "102": 2,
+        "021D": 3,
+        "021U": 4,
+        "021C": 5,
+        "111D": 6,
+        "111U": 7,
+        "030T": 8,
+        "030C": 9,
+        "201": 10,
+        "120D": 11,
+        "120U": 12,
+        "120C": 13,
+        "210": 14,
+        "300": 15,
+    }
 
     def __getitem__(self, idx):
-        if isinstance(idx, basestring):
+        if isinstance(idx, str):
             idx = idx.upper()
         return tuple.__getitem__(self, self._remap.get(idx, idx))
 
     def __getattr__(self, attr):
-        if isinstance(attr, basestring) and attr[0] == 't' \
-                and attr[1:].upper() in self._remap:
+        if isinstance(attr, str) and attr[0] == "t" and attr[1:].upper() in self._remap:
             return tuple.__getitem__(self, self._remap[attr[1:].upper()])
         raise AttributeError("no such attribute: %s" % attr)
 
@@ -637,14 +664,16 @@ def __str__(self):
         if rowcount * colcount < maxidx:
             rowcount += 1
 
-        invmap = dict((v, k) for k, v in self._remap.iteritems())
+        invmap = dict((v, k) for k, v in self._remap.items())
         result, row, idx = [], [], 0
-        for _ in xrange(rowcount):
-            for _ in xrange(colcount):
+        for _ in range(rowcount):
+            for _ in range(colcount):
                 if idx >= maxidx:
-                    break 
-                row.append("%-*s: %*d" % (captionwidth, invmap.get(idx, ""),
-                  numwidth, self[idx]))
+                    break
+                row.append(
+                    "%-*s: %*d"
+                    % (captionwidth, invmap.get(idx, ""), numwidth, self[idx])
+                )
                 idx += 1
             result.append(" | ".join(row))
             row = []
@@ -657,7 +686,7 @@ class UniqueIdGenerator(object):
     names (say, vertex names).
 
     Usage:
-    
+
     >>> gen = UniqueIdGenerator()
     >>> gen["A"]
     0
@@ -688,6 +717,7 @@ def __init__(self, id_generator=None, initial=None):
             id_generator = 0
         if isinstance(id_generator, int):
             import itertools
+
             self._generator = itertools.count(id_generator)
         else:
             self._generator = id_generator
@@ -706,7 +736,7 @@ def __getitem__(self, item):
         try:
             return self._ids[item]
         except KeyError:
-            self._ids[item] = self._generator.next()
+            self._ids[item] = next(self._generator)
             return self._ids[item]
 
     def __setitem__(self, item, value):
@@ -720,15 +750,13 @@ def __len__(self):
     def reverse_dict(self):
         """Returns the reverse mapping, i.e., the one that maps from generated
         IDs to their corresponding objects"""
-        return dict((v, k) for k, v in self._ids.iteritems())
+        return dict((v, k) for k, v in self._ids.items())
 
     def values(self):
         """Returns the values stored so far. If the generator generates items
         according to the standard sorting order, the values returned will be
         exactly in the order they were added. This holds for integer IDs for
         instance (but for many other ID generators as well)."""
-        return sorted(self._ids.keys(), key = self._ids.__getitem__)
+        return sorted(list(self._ids.keys()), key=self._ids.__getitem__)
 
     add = __getitem__
-
-
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 83b38c4e9..9e352fa31 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -15,20 +15,25 @@
 replace it with C{cairocffi} as the two are API-compatible.
 """
 
-from __future__ import with_statement
 
-from cStringIO import StringIO
+from io import StringIO
 from warnings import warn
 
 import os
 import platform
 import time
 
-from igraph.compat import property, BytesIO
+from io import BytesIO
 from igraph.configuration import Configuration
 from igraph.drawing.colors import Palette, palettes
 from igraph.drawing.graph import DefaultGraphDrawer, MatplotlibGraphDrawer
-from igraph.drawing.utils import BoundingBox, Point, Rectangle, find_cairo, find_matplotlib
+from igraph.drawing.utils import (
+    BoundingBox,
+    Point,
+    Rectangle,
+    find_cairo,
+    find_matplotlib,
+)
 from igraph.utils import _is_running_in_ipython, named_temporary_file
 
 __all__ = ["BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot"]
@@ -40,6 +45,7 @@
 
 #####################################################################
 
+
 class Plot(object):
     """Class representing an arbitrary plot
 
@@ -141,8 +147,9 @@ def __init__(self, target=None, bbox=None, palette=None, background=None):
 
         if target is None:
             self._need_tmpfile = True
-            self._surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, \
-                int(self.bbox.width), int(self.bbox.height))
+            self._surface = cairo.ImageSurface(
+                cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
+            )
         elif isinstance(target, cairo.Surface):
             self._surface = target
         else:
@@ -150,17 +157,21 @@ def __init__(self, target=None, bbox=None, palette=None, background=None):
             _, ext = os.path.splitext(target)
             ext = ext.lower()
             if ext == ".pdf":
-                self._surface = cairo.PDFSurface(target, self.bbox.width, \
-                                                 self.bbox.height)
+                self._surface = cairo.PDFSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
             elif ext == ".ps" or ext == ".eps":
-                self._surface = cairo.PSSurface(target, self.bbox.width, \
-                                                self.bbox.height)
+                self._surface = cairo.PSSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
             elif ext == ".png":
-                self._surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, \
-                    int(self.bbox.width), int(self.bbox.height))
+                self._surface = cairo.ImageSurface(
+                    cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
+                )
             elif ext == ".svg":
-                self._surface = cairo.SVGSurface(target, self.bbox.width, \
-                                                 self.bbox.height)
+                self._surface = cairo.SVGSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
             else:
                 raise ValueError("image format not handled by Cairo: %s" % ext)
 
@@ -235,12 +246,12 @@ def remove(self, obj, bbox=None, idx=1):
           C{False} if the object was not on the plot at all or M{idx}
           was larger than the count of occurrences
         """
-        for i in xrange(len(self._objects)):
+        for i in range(len(self._objects)):
             current_obj, current_bbox = self._objects[i][0:2]
             if current_obj is obj and (bbox is None or current_bbox == bbox):
                 idx -= 1
                 if idx == 0:
-                    self._objects[i:(i+1)] = []
+                    self._objects[i : (i + 1)] = []
                     self.mark_dirty()
                     return True
         return False
@@ -264,7 +275,7 @@ def redraw(self, context=None):
                 palette = getattr(obj, "_default_palette", self._palette)
             plotter = getattr(obj, "__plot__", None)
             if plotter is None:
-                warn("%s does not support plotting" % (obj, ))
+                warn("%s does not support plotting" % (obj,))
             else:
                 if opacity < 1.0:
                     ctx.push_group()
@@ -293,10 +304,11 @@ def save(self, fname=None):
                     self._surface.write_to_png(fname)
                     return None
 
-            fname  = fname or self._filename
+            fname = fname or self._filename
             if fname is None:
-                raise ValueError("no file name is known for the surface " + \
-                                 "and none given")
+                raise ValueError(
+                    "no file name is known for the surface " + "and none given"
+                )
             return self._surface.write_to_png(fname)
 
         if fname is not None:
@@ -305,12 +317,12 @@ def save(self, fname=None):
         self._ctx.show_page()
         self._surface.finish()
 
-
     def show(self):
         """Saves the plot to a temporary file and shows it."""
         if not isinstance(self._surface, cairo.ImageSurface):
-            sur = cairo.ImageSurface(cairo.FORMAT_ARGB32,
-                    int(self.bbox.width), int(self.bbox.height))
+            sur = cairo.ImageSurface(
+                cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
+            )
             ctx = cairo.Context(sur)
             self.redraw(ctx)
         else:
@@ -327,8 +339,9 @@ def show(self):
                 # No image viewer was given and none was detected. This
                 # should only happen on unknown platforms.
                 plat = platform.system()
-                raise NotImplementedError("showing plots is not implemented " + \
-                                          "on this platform: %s" % plat)
+                raise NotImplementedError(
+                    "showing plots is not implemented " + "on this platform: %s" % plat
+                )
             else:
                 os.system("%s %s" % (imgviewer, tmpfile))
                 if platform.system() == "Darwin" or self._windows_hacks:
@@ -357,11 +370,11 @@ def _repr_svg_(self):
         # Return the raw SVG representation
         result = io.getvalue()
         if hasattr(result, "encode"):
-            result = result.encode("utf-8")   # for Python 2.x
+            result = result.encode("utf-8")  # for Python 2.x
         else:
-            result = result.decode("utf-8")   # for Python 3.x
+            result = result.decode("utf-8")  # for Python 3.x
 
-        return result, {'isolated': True}  # put it inside an iframe
+        return result, {"isolated": True}  # put it inside an iframe
 
     @property
     def bounding_box(self):
@@ -452,7 +465,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
     @see: Graph.__plot__
     """
-    if hasattr(plt, 'Axes') and isinstance(target, plt.Axes):
+    if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
         result = MatplotlibGraphDrawer(ax=target)
         result.draw(obj, *args, **kwds)
         return
@@ -496,5 +509,5 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     # Also return the plot itself
     return result
 
-#####################################################################
 
+#####################################################################
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index d06e76e4a..ab2c98dc7 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -2,12 +2,12 @@
 Abstract base classes for the drawing routines.
 """
 
-from igraph.compat import property
 from igraph.drawing.utils import BoundingBox
 from math import pi
 
 #####################################################################
 
+
 # pylint: disable-msg=R0903
 # R0903: too few public methods
 class AbstractDrawer(object):
@@ -18,14 +18,16 @@ def draw(self, *args, **kwds):
         """Abstract method, must be implemented in derived classes."""
         raise NotImplementedError("abstract class")
 
+
 #####################################################################
 
+
 # pylint: disable-msg=R0903
 # R0903: too few public methods
 class AbstractCairoDrawer(AbstractDrawer):
     """Abstract class that serves as a base class for anything that
     draws on a Cairo context within a given bounding box.
-    
+
     A subclass of L{AbstractCairoDrawer} is guaranteed to have an
     attribute named C{context} that represents the Cairo context
     to draw on, and an attribute named C{bbox} for the L{BoundingBox}
@@ -78,21 +80,22 @@ def _mark_point(self, x, y, color=0, size=4):
         @param size: the diameter of the marker.
         """
         if isinstance(color, int):
-            colors = [(1, 0, 0), (0, 1, 0), (0, 0, 1), (1, 1, 0),
-                    (0, 1, 1), (1, 0, 1)]
+            colors = [(1, 0, 0), (0, 1, 0), (0, 0, 1), (1, 1, 0), (0, 1, 1), (1, 0, 1)]
             color = colors[color % len(colors)]
         if len(color) == 3:
-            color += (0.5, )
+            color += (0.5,)
 
         ctx = self.context
         ctx.save()
         ctx.set_source_rgba(*color)
-        ctx.arc(x, y, size / 2.0, 0, 2*pi)
+        ctx.arc(x, y, size / 2.0, 0, 2 * pi)
         ctx.fill()
         ctx.restore()
 
+
 #####################################################################
 
+
 class AbstractXMLRPCDrawer(AbstractDrawer):
     """Abstract drawer that uses a remote service via XML-RPC
     to draw something on a remote display.
@@ -101,7 +104,7 @@ class AbstractXMLRPCDrawer(AbstractDrawer):
     def __init__(self, url, service=None):
         """Constructs an abstract drawer using the XML-RPC service
         at the given URL.
-        
+
         @param url: the URL where the XML-RPC calls for the service should
           be addressed to.
         @param service: the name of the service at the XML-RPC address. If
@@ -109,9 +112,10 @@ def __init__(self, url, service=None):
           constructed by C{xmlrpclib.ServerProxy}; if not C{None}, the
           given attribute will be looked up in the server proxy object.
         """
-        import xmlrpclib
+        import xmlrpc.client
+
         url = self._resolve_hostname(url)
-        self.server = xmlrpclib.ServerProxy(url)
+        self.server = xmlrpc.client.ServerProxy(url)
         if service is None:
             self.service = self.server
         else:
@@ -123,7 +127,7 @@ def _resolve_hostname(url):
         and returns a new URL with the resolved IP address. This speeds
         up things big time on Mac OS X where an IP lookup would be
         performed for every XML-RPC call otherwise."""
-        from urlparse import urlparse, urlunparse
+        from urllib.parse import urlparse, urlunparse
         import re
 
         url_parts = urlparse(url)
@@ -133,12 +137,12 @@ def _resolve_hostname(url):
             return url
 
         from socket import gethostbyname
+
         if ":" in hostname:
-            hostname = hostname[0:hostname.index(":")]
+            hostname = hostname[0 : hostname.index(":")]
         hostname = gethostbyname(hostname)
         if url_parts.port is not None:
             hostname = "%s:%d" % (hostname, url_parts.port)
         url_parts = list(url_parts)
         url_parts[1] = hostname
         return urlunparse(url_parts)
-
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 14fa328e8..c77487667 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -4,7 +4,7 @@
 Color handling functions.
 """
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -28,12 +28,27 @@
 from igraph.utils import str_to_orientation
 from math import ceil
 
-__all__ = ["Palette", "GradientPalette", "AdvancedGradientPalette", \
-    "RainbowPalette", "PrecalculatedPalette", "ClusterColoringPalette", \
-    "color_name_to_rgb", "color_name_to_rgba", \
-    "hsv_to_rgb", "hsva_to_rgba", "hsl_to_rgb", "hsla_to_rgba", \
-    "rgb_to_hsv", "rgba_to_hsva", "rgb_to_hsl", "rgba_to_hsla", \
-    "palettes", "known_colors"]
+__all__ = [
+    "Palette",
+    "GradientPalette",
+    "AdvancedGradientPalette",
+    "RainbowPalette",
+    "PrecalculatedPalette",
+    "ClusterColoringPalette",
+    "color_name_to_rgb",
+    "color_name_to_rgba",
+    "hsv_to_rgb",
+    "hsva_to_rgba",
+    "hsl_to_rgb",
+    "hsla_to_rgba",
+    "rgb_to_hsv",
+    "rgba_to_hsva",
+    "rgb_to_hsl",
+    "rgba_to_hsla",
+    "palettes",
+    "known_colors",
+]
+
 
 class Palette(object):
     """Base class of color palettes.
@@ -48,6 +63,7 @@ class Palette(object):
     Palettes can also be used as lists or dicts, for the C{__getitem__}
     method is overridden properly to call L{Palette.get}.
     """
+
     def __init__(self, n):
         self._length = n
         self._cache = {}
@@ -88,7 +104,7 @@ def get(self, v):
             return self._cache[v]
         except KeyError:
             pass
-        if isinstance(v, (int, long)):
+        if isinstance(v, int):
             if v < 0:
                 raise IndexError("color index must be non-negative")
             if v >= self._length:
@@ -115,7 +131,7 @@ class will simply try to interpret it as a single color by
         @return: the colors as a list of RGBA quadruplets. The result will
           be a list even if you passed a single color index or color name.
         """
-        if isinstance(colors, (basestring, int, long)):
+        if isinstance(colors, (str, int)):
             # Single color name or index
             return [self.get(colors)]
         # Multiple colors
@@ -162,12 +178,12 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             C{rl} = C{right-left}, C{tb} = C{top-bottom}, C{bt} = C{bottom-top}.
             The default is C{left-right}.
         """
-        border_width = float(kwds.get("border_width", 1.))
-        grid_width = float(kwds.get("grid_width", 0.))
+        border_width = float(kwds.get("border_width", 1.0))
+        grid_width = float(kwds.get("grid_width", 0.0))
         orientation = str_to_orientation(kwds.get("orientation", "lr"))
 
         # Construct a matrix and plot that
-        indices = range(len(self))
+        indices = list(range(len(self)))
         if orientation in ("rl", "bt"):
             indices.reverse()
         if orientation in ("lr", "rl"):
@@ -175,9 +191,15 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         else:
             matrix = Matrix([[i] for i in indices])
 
-        return matrix.__plot__(context, bbox, self, style="palette",
-                square=False, grid_width=grid_width,
-                border_width=border_width)
+        return matrix.__plot__(
+            context,
+            bbox,
+            self,
+            style="palette",
+            square=False,
+            grid_width=grid_width,
+            border_width=border_width,
+        )
 
     def __repr__(self):
         return "<%s with %d colors>" % (self.__class__.__name__, self._length)
@@ -215,9 +237,10 @@ def _get(self, v):
 
         @param v: numerical index of the color to be retrieved
         @return: a 4-tuple containing the RGBA values"""
-        ratio = float(v)/(len(self)-1)
-        return tuple(self._color1[x]*(1-ratio) + \
-                     self._color2[x]*ratio for x in range(4))
+        ratio = float(v) / (len(self) - 1)
+        return tuple(
+            self._color1[x] * (1 - ratio) + self._color2[x] * ratio for x in range(4)
+        )
 
 
 class AdvancedGradientPalette(Palette):
@@ -243,14 +266,15 @@ def __init__(self, colors, indices=None, n=256):
         Palette.__init__(self, n)
 
         if indices is None:
-            diff = float(n-1) / (len(colors)-1)
-            indices = [i * diff for i in xrange(len(colors))]
+            diff = float(n - 1) / (len(colors) - 1)
+            indices = [i * diff for i in range(len(colors))]
         elif not hasattr(indices, "__iter__"):
             indices = [float(x) for x in indices]
-        self._indices, self._colors = zip(*sorted(zip(indices, colors)))
+        self._indices, self._colors = list(zip(*sorted(zip(indices, colors))))
         self._colors = [color_name_to_rgba(color) for color in self._colors]
-        self._dists = [curr-prev for curr, prev in \
-                zip(self._indices[1:], self._indices)]
+        self._dists = [
+            curr - prev for curr, prev in zip(self._indices[1:], self._indices)
+        ]
 
     def _get(self, v):
         """Returns the color corresponding to the given color index.
@@ -258,13 +282,18 @@ def _get(self, v):
         @param v: numerical index of the color to be retrieved
         @return: a 4-tuple containing the RGBA values"""
         colors = self._colors
-        for i in xrange(len(self._indices)-1):
-            if self._indices[i] <= v and self._indices[i+1] >= v:
+        for i in range(len(self._indices) - 1):
+            if self._indices[i] <= v and self._indices[i + 1] >= v:
                 dist = self._dists[i]
-                ratio = float(v-self._indices[i])/dist
-                return tuple([colors[i][x]*(1-ratio)+colors[i+1][x]*ratio \
-                        for x in range(4)])
-        return (0., 0., 0., 1.)
+                ratio = float(v - self._indices[i]) / dist
+                return tuple(
+                    [
+                        colors[i][x] * (1 - ratio) + colors[i + 1][x] * ratio
+                        for x in range(4)
+                    ]
+                )
+        return (0.0, 0.0, 0.0, 1.0)
+
 
 class RainbowPalette(Palette):
     """A palette that varies the hue of the colors along a scale.
@@ -324,8 +353,7 @@ def _get(self, v):
 
         @param v: numerical index of the color to be retrieved
         @return: a 4-tuple containing the RGBA values"""
-        return hsva_to_rgba(self._start + v * self._dh,
-                self._s, self._v, self._alpha)
+        return hsva_to_rgba(self._start + v * self._dh, self._s, self._v, self._alpha)
 
 
 class PrecalculatedPalette(Palette):
@@ -338,7 +366,7 @@ def __init__(self, l):
         L{color_name_to_rgba()} is OK here."""
         Palette.__init__(self, len(l))
         for idx, color in enumerate(l):
-            if isinstance(color, basestring):
+            if isinstance(color, str):
                 color = color_name_to_rgba(color)
             self._cache[idx] = color
 
@@ -365,8 +393,7 @@ class ClusterColoringPalette(PrecalculatedPalette):
     """
 
     def __init__(self, n):
-        base_colors = ["red", "green", "blue", "yellow", \
-                       "magenta", "cyan", "#808080"]
+        base_colors = ["red", "green", "blue", "yellow", "magenta", "cyan", "#808080"]
         base_colors = [color_name_to_rgba(name) for name in base_colors]
 
         num_base_colors = len(base_colors)
@@ -398,6 +425,7 @@ def clamp(value, min_value, max_value):
         return min_value
     return value
 
+
 def color_name_to_rgb(color, palette=None):
     """Converts a color given in one of the supported color formats to
     R-G-B values.
@@ -410,6 +438,7 @@ def color_name_to_rgb(color, palette=None):
     """
     return color_name_to_rgba(color, palette)[:3]
 
+
 def color_name_to_rgba(color, palette=None):
     """Converts a color given in one of the supported color formats to
     R-G-B-A values.
@@ -462,7 +491,7 @@ def color_name_to_rgba(color, palette=None):
       Since these colors are primarily used by Cairo routines, the tuples
       contain floats in the range 0.0-1.0
     """
-    if not isinstance(color, basestring):
+    if not isinstance(color, str):
         if hasattr(color, "__iter__"):
             components = list(color)
         else:
@@ -472,20 +501,20 @@ def color_name_to_rgba(color, palette=None):
             except AttributeError:
                 raise ValueError("palette index used when no palette was given")
         if len(components) < 4:
-            components += [1.] * (4 - len(components))
+            components += [1.0] * (4 - len(components))
     else:
-        if color[0] == '#':
+        if color[0] == "#":
             color = color[1:]
             if len(color) == 3:
-                components = [int(i, 16) * 17. / 255. for i in color]
+                components = [int(i, 16) * 17.0 / 255.0 for i in color]
                 components.append(1.0)
             elif len(color) == 4:
-                components = [int(i, 16) * 17. / 255. for i in color]
+                components = [int(i, 16) * 17.0 / 255.0 for i in color]
             elif len(color) == 6:
-                components = [int(color[i:i+2], 16) / 255. for i in (0, 2, 4)]
+                components = [int(color[i : i + 2], 16) / 255.0 for i in (0, 2, 4)]
                 components.append(1.0)
             elif len(color) == 8:
-                components = [int(color[i:i+2], 16) / 255. for i in (0, 2, 4, 6)]
+                components = [int(color[i : i + 2], 16) / 255.0 for i in (0, 2, 4, 6)]
         elif color.lower() in known_colors:
             components = known_colors[color.lower()]
         else:
@@ -493,7 +522,7 @@ def color_name_to_rgba(color, palette=None):
             maximums = (255.0, 255.0, 255.0, 1.0)
             for mode in ["rgb(", "rgba(", "hsv(", "hsva(", "hsl(", "hsla("]:
                 if color.startswith(mode) and color[-1] == ")":
-                    color = color[len(mode):-1]
+                    color = color[len(mode) : -1]
                     color_mode = mode[:-1]
                     if mode[0] == "h":
                         maximums = (360.0, 100.0, 100.0, 1.0)
@@ -504,11 +533,11 @@ def color_name_to_rgba(color, palette=None):
                 components = color.split()
                 for idx, comp in enumerate(components):
                     if comp[-1] == "%":
-                        components[idx] = float(comp[:-1])/100.
+                        components[idx] = float(comp[:-1]) / 100.0
                     else:
-                        components[idx] = float(comp)/maximums[idx]
+                        components[idx] = float(comp) / maximums[idx]
                 if len(components) < 4:
-                    components += [1.] * (4 - len(components))
+                    components += [1.0] * (4 - len(components))
                 if color_mode[:3] == "hsv":
                     components = hsva_to_rgba(*components)
                 elif color_mode[:3] == "hsl":
@@ -517,7 +546,8 @@ def color_name_to_rgba(color, palette=None):
                 components = palette.get(int(color))
 
     # At this point, the components are floats
-    return tuple(clamp(val, 0., 1.) for val in components)
+    return tuple(clamp(val, 0.0, 1.0) for val in components)
+
 
 def color_to_html_format(color):
     """Formats a color given as a 3-tuple or 4-tuple in HTML format.
@@ -532,6 +562,7 @@ def color_to_html_format(color):
         return "#{0:02X}{1:02X}{2:02X}{3:02X}".format(*color)
     return "#{0:02X}{1:02X}{2:02X}".format(*color)
 
+
 def darken(color, ratio=0.5):
     """Creates a darker version of a color given by an RGB triplet.
 
@@ -543,7 +574,8 @@ def darken(color, ratio=0.5):
     red, green, blue, alpha = color
     return (red * ratio, green * ratio, blue * ratio, alpha)
 
-def hsla_to_rgba(h, s, l, alpha = 1.0):
+
+def hsla_to_rgba(h, s, l, alpha=1.0):
     """Converts a color given by its HSLA coordinates (hue, saturation,
     lightness, alpha) to RGBA coordinates.
 
@@ -551,25 +583,26 @@ def hsla_to_rgba(h, s, l, alpha = 1.0):
     """
     # This is based on the formulae found at:
     # http://en.wikipedia.org/wiki/HSL_and_HSV
-    c = s*(1 - 2*abs(l - 0.5))
-    h1 = (h*6) % 6
-    x = c*(1 - abs(h1 % 2 - 1))
-    m = l - c/2.
+    c = s * (1 - 2 * abs(l - 0.5))
+    h1 = (h * 6) % 6
+    x = c * (1 - abs(h1 % 2 - 1))
+    m = l - c / 2.0
     h1 = int(h1)
     if h1 < 3:
         if h1 < 1:
-            return (c+m, x+m, m, alpha)
+            return (c + m, x + m, m, alpha)
         elif h1 < 2:
-            return (x+m, c+m, m, alpha)
+            return (x + m, c + m, m, alpha)
         else:
-            return (m, c+m, x+m, alpha)
+            return (m, c + m, x + m, alpha)
     else:
         if h1 < 4:
-            return (m, x+m, c+m, alpha)
+            return (m, x + m, c + m, alpha)
         elif h1 < 5:
-            return (x+m, m, c+m, alpha)
+            return (x + m, m, c + m, alpha)
         else:
-            return (c+m, m, x+m, alpha)
+            return (c + m, m, x + m, alpha)
+
 
 def hsl_to_rgb(h, s, l):
     """Converts a color given by its HSL coordinates (hue, saturation,
@@ -579,7 +612,8 @@ def hsl_to_rgb(h, s, l):
     """
     return hsla_to_rgba(h, s, l)[:3]
 
-def hsva_to_rgba(h, s, v, alpha = 1.0):
+
+def hsva_to_rgba(h, s, v, alpha=1.0):
     """Converts a color given by its HSVA coordinates (hue, saturation,
     value, alpha) to RGB coordinates.
 
@@ -587,25 +621,26 @@ def hsva_to_rgba(h, s, v, alpha = 1.0):
     """
     # This is based on the formulae found at:
     # http://en.wikipedia.org/wiki/HSL_and_HSV
-    c = v*s
-    h1 = (h*6) % 6
-    x = c*(1 - abs(h1 % 2 - 1))
-    m = v-c
+    c = v * s
+    h1 = (h * 6) % 6
+    x = c * (1 - abs(h1 % 2 - 1))
+    m = v - c
     h1 = int(h1)
     if h1 < 3:
         if h1 < 1:
-            return (c+m, x+m, m, alpha)
+            return (c + m, x + m, m, alpha)
         elif h1 < 2:
-            return (x+m, c+m, m, alpha)
+            return (x + m, c + m, m, alpha)
         else:
-            return (m, c+m, x+m, alpha)
+            return (m, c + m, x + m, alpha)
     else:
         if h1 < 4:
-            return (m, x+m, c+m, alpha)
+            return (m, x + m, c + m, alpha)
         elif h1 < 5:
-            return (x+m, m, c+m, alpha)
+            return (x + m, m, c + m, alpha)
         else:
-            return (c+m, m, x+m, alpha)
+            return (c + m, m, x + m, alpha)
+
 
 def hsv_to_rgb(h, s, v):
     """Converts a color given by its HSV coordinates (hue, saturation,
@@ -615,6 +650,7 @@ def hsv_to_rgb(h, s, v):
     """
     return hsva_to_rgba(h, s, v)[:3]
 
+
 def rgba_to_hsla(r, g, b, alpha=1.0):
     """Converts a color given by its RGBA coordinates to HSLA coordinates
     (hue, saturation, lightness, alpha).
@@ -640,11 +676,12 @@ def rgba_to_hsla(r, g, b, alpha=1.0):
         if g < b:
             hue += 1
     elif rgb_max == g:
-        hue = 1/3.0 + (b - r) / d
+        hue = 1 / 3.0 + (b - r) / d
     else:
-        hue = 2/3.0 + (r - g) / d
+        hue = 2 / 3.0 + (r - g) / d
     return hue, sat, lightness, alpha
 
+
 def rgba_to_hsva(r, g, b, alpha=1.0):
     """Converts a color given by its RGBA coordinates to HSVA coordinates
     (hue, saturation, value, alpha).
@@ -671,11 +708,12 @@ def rgba_to_hsva(r, g, b, alpha=1.0):
         if hue < 0:
             hue += 1
     elif rgb_max == g:
-        hue = 1/3.0 + (b - r) / 6.0
+        hue = 1 / 3.0 + (b - r) / 6.0
     else:
-        hue = 2/3.0 + (r - g) / 6.0
+        hue = 2 / 3.0 + (r - g) / 6.0
     return hue, sat, value, alpha
 
+
 def rgb_to_hsl(r, g, b):
     """Converts a color given by its RGB coordinates to HSL coordinates
     (hue, saturation, lightness).
@@ -684,6 +722,7 @@ def rgb_to_hsl(r, g, b):
     """
     return rgba_to_hsla(r, g, b)[:3]
 
+
 def rgb_to_hsv(r, g, b):
     """Converts a color given by its RGB coordinates to HSV coordinates
     (hue, saturation, value).
@@ -692,6 +731,7 @@ def rgb_to_hsv(r, g, b):
     """
     return rgba_to_hsva(r, g, b)[:3]
 
+
 def lighten(color, ratio=0.5):
     """Creates a lighter version of a color given by an RGB triplet.
 
@@ -700,2406 +740,1314 @@ def lighten(color, ratio=0.5):
     of 0.0 will yield the original color.
     """
     red, green, blue, alpha = color
-    return (red + (1.0 - red) * ratio, green + (1.0 - green) * ratio,
-            blue + (1.0 - blue) * ratio, alpha)
-
-known_colors = \
-{   'alice blue': (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
-    'aliceblue': (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
-    'antique white': (   0.98039215686274506,
-                         0.92156862745098034,
-                         0.84313725490196079,
-                         1.0),
-    'antiquewhite': (   0.98039215686274506,
-                        0.92156862745098034,
-                        0.84313725490196079,
-                        1.0),
-    'antiquewhite1': (1.0, 0.93725490196078431, 0.85882352941176465, 1.0),
-    'antiquewhite2': (   0.93333333333333335,
-                         0.87450980392156863,
-                         0.80000000000000004,
-                         1.0),
-    'antiquewhite3': (   0.80392156862745101,
-                         0.75294117647058822,
-                         0.69019607843137254,
-                         1.0),
-    'antiquewhite4': (   0.54509803921568623,
-                         0.51372549019607838,
-                         0.47058823529411764,
-                         1.0),
-    'aqua': (0.0, 1.0, 1.0, 1.0),
-    'aquamarine': (0.49803921568627452, 1.0, 0.83137254901960789, 1.0),
-    'aquamarine1': (0.49803921568627452, 1.0, 0.83137254901960789, 1.0),
-    'aquamarine2': (   0.46274509803921571,
-                       0.93333333333333335,
-                       0.77647058823529413,
-                       1.0),
-    'aquamarine3': (   0.40000000000000002,
-                       0.80392156862745101,
-                       0.66666666666666663,
-                       1.0),
-    'aquamarine4': (   0.27058823529411763,
-                       0.54509803921568623,
-                       0.45490196078431372,
-                       1.0),
-    'azure': (0.94117647058823528, 1.0, 1.0, 1.0),
-    'azure1': (0.94117647058823528, 1.0, 1.0, 1.0),
-    'azure2': (   0.8784313725490196,
-                  0.93333333333333335,
-                  0.93333333333333335,
-                  1.0),
-    'azure3': (   0.75686274509803919,
-                  0.80392156862745101,
-                  0.80392156862745101,
-                  1.0),
-    'azure4': (   0.51372549019607838,
-                  0.54509803921568623,
-                  0.54509803921568623,
-                  1.0),
-    'beige': (   0.96078431372549022,
-                 0.96078431372549022,
-                 0.86274509803921573,
-                 1.0),
-    'bisque': (1.0, 0.89411764705882357, 0.7686274509803922, 1.0),
-    'bisque1': (1.0, 0.89411764705882357, 0.7686274509803922, 1.0),
-    'bisque2': (   0.93333333333333335,
-                   0.83529411764705885,
-                   0.71764705882352942,
-                   1.0),
-    'bisque3': (   0.80392156862745101,
-                   0.71764705882352942,
-                   0.61960784313725492,
-                   1.0),
-    'bisque4': (   0.54509803921568623,
-                   0.49019607843137253,
-                   0.41960784313725491,
-                   1.0),
-    'black': (0.0, 0.0, 0.0, 1.0),
-    'blanched almond': (1.0, 0.92156862745098034, 0.80392156862745101, 1.0),
-    'blanchedalmond': (1.0, 0.92156862745098034, 0.80392156862745101, 1.0),
-    'blue': (0.0, 0.0, 1.0, 1.0),
-    'blue violet': (   0.54117647058823526,
-                       0.16862745098039217,
-                       0.88627450980392153,
-                       1.0),
-    'blue1': (0.0, 0.0, 1.0, 1.0),
-    'blue2': (0.0, 0.0, 0.93333333333333335, 1.0),
-    'blue3': (0.0, 0.0, 0.80392156862745101, 1.0),
-    'blue4': (0.0, 0.0, 0.54509803921568623, 1.0),
-    'blueviolet': (   0.54117647058823526,
-                      0.16862745098039217,
-                      0.88627450980392153,
-                      1.0),
-    'brown': (   0.6470588235294118,
-                 0.16470588235294117,
-                 0.16470588235294117,
-                 1.0),
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-    'skyblue': (   0.52941176470588236,
-                   0.80784313725490198,
-                   0.92156862745098034,
-                   1.0),
-    'skyblue1': (0.52941176470588236, 0.80784313725490198, 1.0, 1.0),
-    'skyblue2': (   0.49411764705882355,
-                    0.75294117647058822,
-                    0.93333333333333335,
-                    1.0),
-    'skyblue3': (   0.42352941176470588,
-                    0.65098039215686276,
-                    0.80392156862745101,
-                    1.0),
-    'skyblue4': (   0.29019607843137257,
-                    0.4392156862745098,
-                    0.54509803921568623,
-                    1.0),
-    'slate blue': (   0.41568627450980394,
-                      0.35294117647058826,
-                      0.80392156862745101,
-                      1.0),
-    'slate gray': (   0.4392156862745098,
-                      0.50196078431372548,
-                      0.56470588235294117,
-                      1.0),
-    'slate grey': (   0.4392156862745098,
-                      0.50196078431372548,
-                      0.56470588235294117,
-                      1.0),
-    'slateblue': (   0.41568627450980394,
-                     0.35294117647058826,
-                     0.80392156862745101,
-                     1.0),
-    'slateblue1': (0.51372549019607838, 0.43529411764705883, 1.0, 1.0),
-    'slateblue2': (   0.47843137254901963,
-                      0.40392156862745099,
-                      0.93333333333333335,
-                      1.0),
-    'slateblue3': (   0.41176470588235292,
-                      0.34901960784313724,
-                      0.80392156862745101,
-                      1.0),
-    'slateblue4': (   0.27843137254901962,
-                      0.23529411764705882,
-                      0.54509803921568623,
-                      1.0),
-    'slategray': (   0.4392156862745098,
-                     0.50196078431372548,
-                     0.56470588235294117,
-                     1.0),
-    'slategray1': (0.77647058823529413, 0.88627450980392153, 1.0, 1.0),
-    'slategray2': (   0.72549019607843135,
-                      0.82745098039215681,
-                      0.93333333333333335,
-                      1.0),
-    'slategray3': (   0.62352941176470589,
-                      0.71372549019607845,
-                      0.80392156862745101,
-                      1.0),
-    'slategray4': (   0.42352941176470588,
-                      0.4823529411764706,
-                      0.54509803921568623,
-                      1.0),
-    'slategrey': (   0.4392156862745098,
-                     0.50196078431372548,
-                     0.56470588235294117,
-                     1.0),
-    'snow': (1.0, 0.98039215686274506, 0.98039215686274506, 1.0),
-    'snow1': (1.0, 0.98039215686274506, 0.98039215686274506, 1.0),
-    'snow2': (   0.93333333333333335,
-                 0.9137254901960784,
-                 0.9137254901960784,
-                 1.0),
-    'snow3': (   0.80392156862745101,
-                 0.78823529411764703,
-                 0.78823529411764703,
-                 1.0),
-    'snow4': (   0.54509803921568623,
-                 0.53725490196078429,
-                 0.53725490196078429,
-                 1.0),
-    'spring green': (0.0, 1.0, 0.49803921568627452, 1.0),
-    'springgreen': (0.0, 1.0, 0.49803921568627452, 1.0),
-    'springgreen1': (0.0, 1.0, 0.49803921568627452, 1.0),
-    'springgreen2': (0.0, 0.93333333333333335, 0.46274509803921571, 1.0),
-    'springgreen3': (0.0, 0.80392156862745101, 0.40000000000000002, 1.0),
-    'springgreen4': (0.0, 0.54509803921568623, 0.27058823529411763, 1.0),
-    'steel blue': (   0.27450980392156865,
-                      0.50980392156862742,
-                      0.70588235294117652,
-                      1.0),
-    'steelblue': (   0.27450980392156865,
-                     0.50980392156862742,
-                     0.70588235294117652,
-                     1.0),
-    'steelblue1': (0.38823529411764707, 0.72156862745098038, 1.0, 1.0),
-    'steelblue2': (   0.36078431372549019,
-                      0.67450980392156867,
-                      0.93333333333333335,
-                      1.0),
-    'steelblue3': (   0.30980392156862746,
-                      0.58039215686274515,
-                      0.80392156862745101,
-                      1.0),
-    'steelblue4': (   0.21176470588235294,
-                      0.39215686274509803,
-                      0.54509803921568623,
-                      1.0),
-    'tan': (0.82352941176470584, 0.70588235294117652, 0.5490196078431373, 1.0),
-    'tan1': (1.0, 0.6470588235294118, 0.30980392156862746, 1.0),
-    'tan2': (   0.93333333333333335,
-                0.60392156862745094,
-                0.28627450980392155,
-                1.0),
-    'tan3': (   0.80392156862745101,
-                0.52156862745098043,
-                0.24705882352941178,
-                1.0),
-    'tan4': (   0.54509803921568623,
-                0.35294117647058826,
-                0.16862745098039217,
-                1.0),
-    'teal': (0.0, 0.5, 0.5, 1.0),
-    'thistle': (   0.84705882352941175,
-                   0.74901960784313726,
-                   0.84705882352941175,
-                   1.0),
-    'thistle1': (1.0, 0.88235294117647056, 1.0, 1.0),
-    'thistle2': (   0.93333333333333335,
-                    0.82352941176470584,
-                    0.93333333333333335,
-                    1.0),
-    'thistle3': (   0.80392156862745101,
-                    0.70980392156862748,
-                    0.80392156862745101,
-                    1.0),
-    'thistle4': (   0.54509803921568623,
-                    0.4823529411764706,
-                    0.54509803921568623,
-                    1.0),
-    'tomato': (1.0, 0.38823529411764707, 0.27843137254901962, 1.0),
-    'tomato1': (1.0, 0.38823529411764707, 0.27843137254901962, 1.0),
-    'tomato2': (   0.93333333333333335,
-                   0.36078431372549019,
-                   0.25882352941176473,
-                   1.0),
-    'tomato3': (   0.80392156862745101,
-                   0.30980392156862746,
-                   0.22352941176470589,
-                   1.0),
-    'tomato4': (   0.54509803921568623,
-                   0.21176470588235294,
-                   0.14901960784313725,
-                   1.0),
-    'turquoise': (   0.25098039215686274,
-                     0.8784313725490196,
-                     0.81568627450980391,
-                     1.0),
-    'turquoise1': (0.0, 0.96078431372549022, 1.0, 1.0),
-    'turquoise2': (0.0, 0.89803921568627454, 0.93333333333333335, 1.0),
-    'turquoise3': (0.0, 0.77254901960784317, 0.80392156862745101, 1.0),
-    'turquoise4': (0.0, 0.52549019607843139, 0.54509803921568623, 1.0),
-    'violet': (   0.93333333333333335,
-                  0.50980392156862742,
-                  0.93333333333333335,
-                  1.0),
-    'violet red': (   0.81568627450980391,
-                      0.12549019607843137,
-                      0.56470588235294117,
-                      1.0),
-    'violetred': (   0.81568627450980391,
-                     0.12549019607843137,
-                     0.56470588235294117,
-                     1.0),
-    'violetred1': (1.0, 0.24313725490196078, 0.58823529411764708, 1.0),
-    'violetred2': (   0.93333333333333335,
-                      0.22745098039215686,
-                      0.5490196078431373,
-                      1.0),
-    'violetred3': (   0.80392156862745101,
-                      0.19607843137254902,
-                      0.47058823529411764,
-                      1.0),
-    'violetred4': (   0.54509803921568623,
-                      0.13333333333333333,
-                      0.32156862745098042,
-                      1.0),
-    'web gray': (   0.5019607843137255,
-                    0.5019607843137255,
-                    0.5019607843137255,
-                    1.0),
-    'webgray': (   0.5019607843137255,
-                   0.5019607843137255,
-                   0.5019607843137255,
-                   1.0),
-    'web green': (0.0, 0.5019607843137255, 0.0, 1.0),
-    'webgreen': (0.0, 0.5019607843137255, 0.0, 1.0),
-    'webgray': (   0.5019607843137255,
-                   0.5019607843137255,
-                   0.5019607843137255,
-                   1.0),
-    'web grey': (   0.5019607843137255,
-                    0.5019607843137255,
-                    0.5019607843137255,
-                    1.0),
-    'webgrey': (   0.5019607843137255,
-                   0.5019607843137255,
-                   0.5019607843137255,
-                   1.0),
-    'web maroon': (0.5019607843137255, 0.0, 0.0, 1.0),
-    'webmaroon': (0.5019607843137255, 0.0, 0.0, 1.0),
-    'web purple': (   0.4980392156862745,
-                      0.0,
-                      0.4980392156862745,
-                      1.0),
-    'webpurple': (   0.4980392156862745,
-                     0.0,
-                     0.4980392156862745,
-                     1.0),
-    'wheat': (   0.96078431372549022,
-                 0.87058823529411766,
-                 0.70196078431372544,
-                 1.0),
-    'wheat1': (1.0, 0.90588235294117647, 0.72941176470588232, 1.0),
-    'wheat2': (   0.93333333333333335,
-                  0.84705882352941175,
-                  0.68235294117647061,
-                  1.0),
-    'wheat3': (   0.80392156862745101,
-                  0.72941176470588232,
-                  0.58823529411764708,
-                  1.0),
-    'wheat4': (   0.54509803921568623,
-                  0.49411764705882355,
-                  0.40000000000000002,
-                  1.0),
-    'white': (1.0, 1.0, 1.0, 1.0),
-    'white smoke': (   0.96078431372549022,
-                       0.96078431372549022,
-                       0.96078431372549022,
-                       1.0),
-    'whitesmoke': (   0.96078431372549022,
-                      0.96078431372549022,
-                      0.96078431372549022,
-                      1.0),
-    'yellow': (1.0, 1.0, 0.0, 1.0),
-    'yellow green': (   0.60392156862745094,
-                        0.80392156862745101,
-                        0.19607843137254902,
-                        1.0),
-    'yellow1': (1.0, 1.0, 0.0, 1.0),
-    'yellow2': (0.93333333333333335, 0.93333333333333335, 0.0, 1.0),
-    'yellow3': (0.80392156862745101, 0.80392156862745101, 0.0, 1.0),
-    'yellow4': (0.54509803921568623, 0.54509803921568623, 0.0, 1.0),
-    'yellowgreen': (   0.60392156862745094,
-                       0.80392156862745101,
-                       0.19607843137254902,
-                       1.0)}
+    return (
+        red + (1.0 - red) * ratio,
+        green + (1.0 - green) * ratio,
+        blue + (1.0 - blue) * ratio,
+        alpha,
+    )
+
+
+known_colors = {
+    "alice blue": (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
+    "aliceblue": (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
+    "antique white": (
+        0.98039215686274506,
+        0.92156862745098034,
+        0.84313725490196079,
+        1.0,
+    ),
+    "antiquewhite": (
+        0.98039215686274506,
+        0.92156862745098034,
+        0.84313725490196079,
+        1.0,
+    ),
+    "antiquewhite1": (1.0, 0.93725490196078431, 0.85882352941176465, 1.0),
+    "antiquewhite2": (
+        0.93333333333333335,
+        0.87450980392156863,
+        0.80000000000000004,
+        1.0,
+    ),
+    "antiquewhite3": (
+        0.80392156862745101,
+        0.75294117647058822,
+        0.69019607843137254,
+        1.0,
+    ),
+    "antiquewhite4": (
+        0.54509803921568623,
+        0.51372549019607838,
+        0.47058823529411764,
+        1.0,
+    ),
+    "aqua": (0.0, 1.0, 1.0, 1.0),
+    "aquamarine": (0.49803921568627452, 1.0, 0.83137254901960789, 1.0),
+    "aquamarine1": (0.49803921568627452, 1.0, 0.83137254901960789, 1.0),
+    "aquamarine2": (0.46274509803921571, 0.93333333333333335, 0.77647058823529413, 1.0),
+    "aquamarine3": (0.40000000000000002, 0.80392156862745101, 0.66666666666666663, 1.0),
+    "aquamarine4": (0.27058823529411763, 0.54509803921568623, 0.45490196078431372, 1.0),
+    "azure": (0.94117647058823528, 1.0, 1.0, 1.0),
+    "azure1": (0.94117647058823528, 1.0, 1.0, 1.0),
+    "azure2": (0.8784313725490196, 0.93333333333333335, 0.93333333333333335, 1.0),
+    "azure3": (0.75686274509803919, 0.80392156862745101, 0.80392156862745101, 1.0),
+    "azure4": (0.51372549019607838, 0.54509803921568623, 0.54509803921568623, 1.0),
+    "beige": (0.96078431372549022, 0.96078431372549022, 0.86274509803921573, 1.0),
+    "bisque": (1.0, 0.89411764705882357, 0.7686274509803922, 1.0),
+    "bisque1": (1.0, 0.89411764705882357, 0.7686274509803922, 1.0),
+    "bisque2": (0.93333333333333335, 0.83529411764705885, 0.71764705882352942, 1.0),
+    "bisque3": (0.80392156862745101, 0.71764705882352942, 0.61960784313725492, 1.0),
+    "bisque4": (0.54509803921568623, 0.49019607843137253, 0.41960784313725491, 1.0),
+    "black": (0.0, 0.0, 0.0, 1.0),
+    "blanched almond": (1.0, 0.92156862745098034, 0.80392156862745101, 1.0),
+    "blanchedalmond": (1.0, 0.92156862745098034, 0.80392156862745101, 1.0),
+    "blue": (0.0, 0.0, 1.0, 1.0),
+    "blue violet": (0.54117647058823526, 0.16862745098039217, 0.88627450980392153, 1.0),
+    "blue1": (0.0, 0.0, 1.0, 1.0),
+    "blue2": (0.0, 0.0, 0.93333333333333335, 1.0),
+    "blue3": (0.0, 0.0, 0.80392156862745101, 1.0),
+    "blue4": (0.0, 0.0, 0.54509803921568623, 1.0),
+    "blueviolet": (0.54117647058823526, 0.16862745098039217, 0.88627450980392153, 1.0),
+    "brown": (0.6470588235294118, 0.16470588235294117, 0.16470588235294117, 1.0),
+    "brown1": (1.0, 0.25098039215686274, 0.25098039215686274, 1.0),
+    "brown2": (0.93333333333333335, 0.23137254901960785, 0.23137254901960785, 1.0),
+    "brown3": (0.80392156862745101, 0.20000000000000001, 0.20000000000000001, 1.0),
+    "brown4": (0.54509803921568623, 0.13725490196078433, 0.13725490196078433, 1.0),
+    "burlywood": (0.87058823529411766, 0.72156862745098038, 0.52941176470588236, 1.0),
+    "burlywood1": (1.0, 0.82745098039215681, 0.60784313725490191, 1.0),
+    "burlywood2": (0.93333333333333335, 0.77254901960784317, 0.56862745098039214, 1.0),
+    "burlywood3": (0.80392156862745101, 0.66666666666666663, 0.49019607843137253, 1.0),
+    "burlywood4": (0.54509803921568623, 0.45098039215686275, 0.33333333333333331, 1.0),
+    "cadet blue": (0.37254901960784315, 0.61960784313725492, 0.62745098039215685, 1.0),
+    "cadetblue": (0.37254901960784315, 0.61960784313725492, 0.62745098039215685, 1.0),
+    "cadetblue1": (0.59607843137254901, 0.96078431372549022, 1.0, 1.0),
+    "cadetblue2": (0.55686274509803924, 0.89803921568627454, 0.93333333333333335, 1.0),
+    "cadetblue3": (0.47843137254901963, 0.77254901960784317, 0.80392156862745101, 1.0),
+    "cadetblue4": (0.32549019607843138, 0.52549019607843139, 0.54509803921568623, 1.0),
+    "chartreuse": (0.49803921568627452, 1.0, 0.0, 1.0),
+    "chartreuse1": (0.49803921568627452, 1.0, 0.0, 1.0),
+    "chartreuse2": (0.46274509803921571, 0.93333333333333335, 0.0, 1.0),
+    "chartreuse3": (0.40000000000000002, 0.80392156862745101, 0.0, 1.0),
+    "chartreuse4": (0.27058823529411763, 0.54509803921568623, 0.0, 1.0),
+    "chocolate": (0.82352941176470584, 0.41176470588235292, 0.11764705882352941, 1.0),
+    "chocolate1": (1.0, 0.49803921568627452, 0.14117647058823529, 1.0),
+    "chocolate2": (0.93333333333333335, 0.46274509803921571, 0.12941176470588237, 1.0),
+    "chocolate3": (0.80392156862745101, 0.40000000000000002, 0.11372549019607843, 1.0),
+    "chocolate4": (0.54509803921568623, 0.27058823529411763, 0.074509803921568626, 1.0),
+    "coral": (1.0, 0.49803921568627452, 0.31372549019607843, 1.0),
+    "coral1": (1.0, 0.44705882352941179, 0.33725490196078434, 1.0),
+    "coral2": (0.93333333333333335, 0.41568627450980394, 0.31372549019607843, 1.0),
+    "coral3": (0.80392156862745101, 0.35686274509803922, 0.27058823529411763, 1.0),
+    "coral4": (0.54509803921568623, 0.24313725490196078, 0.18431372549019609, 1.0),
+    "cornflower blue": (
+        0.39215686274509803,
+        0.58431372549019611,
+        0.92941176470588238,
+        1.0,
+    ),
+    "cornflowerblue": (
+        0.39215686274509803,
+        0.58431372549019611,
+        0.92941176470588238,
+        1.0,
+    ),
+    "cornsilk": (1.0, 0.97254901960784312, 0.86274509803921573, 1.0),
+    "cornsilk1": (1.0, 0.97254901960784312, 0.86274509803921573, 1.0),
+    "cornsilk2": (0.93333333333333335, 0.90980392156862744, 0.80392156862745101, 1.0),
+    "cornsilk3": (0.80392156862745101, 0.78431372549019607, 0.69411764705882351, 1.0),
+    "cornsilk4": (0.54509803921568623, 0.53333333333333333, 0.47058823529411764, 1.0),
+    "crimson": (0.8627450980392157, 0.0784313725490196, 0.23529411764705882, 1.0),
+    "cyan": (0.0, 1.0, 1.0, 1.0),
+    "cyan1": (0.0, 1.0, 1.0, 1.0),
+    "cyan2": (0.0, 0.93333333333333335, 0.93333333333333335, 1.0),
+    "cyan3": (0.0, 0.80392156862745101, 0.80392156862745101, 1.0),
+    "cyan4": (0.0, 0.54509803921568623, 0.54509803921568623, 1.0),
+    "dark blue": (0.0, 0.0, 0.54509803921568623, 1.0),
+    "dark cyan": (0.0, 0.54509803921568623, 0.54509803921568623, 1.0),
+    "dark goldenrod": (
+        0.72156862745098038,
+        0.52549019607843139,
+        0.043137254901960784,
+        1.0,
+    ),
+    "dark gray": (0.66274509803921566, 0.66274509803921566, 0.66274509803921566, 1.0),
+    "dark green": (0.0, 0.39215686274509803, 0.0, 1.0),
+    "dark grey": (0.66274509803921566, 0.66274509803921566, 0.66274509803921566, 1.0),
+    "dark khaki": (0.74117647058823533, 0.71764705882352942, 0.41960784313725491, 1.0),
+    "dark magenta": (0.54509803921568623, 0.0, 0.54509803921568623, 1.0),
+    "dark olive green": (
+        0.33333333333333331,
+        0.41960784313725491,
+        0.18431372549019609,
+        1.0,
+    ),
+    "dark orange": (1.0, 0.5490196078431373, 0.0, 1.0),
+    "dark orchid": (0.59999999999999998, 0.19607843137254902, 0.80000000000000004, 1.0),
+    "dark red": (0.54509803921568623, 0.0, 0.0, 1.0),
+    "dark salmon": (0.9137254901960784, 0.58823529411764708, 0.47843137254901963, 1.0),
+    "dark sea green": (
+        0.5607843137254902,
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+    "red2": (0.93333333333333335, 0.0, 0.0, 1.0),
+    "red3": (0.80392156862745101, 0.0, 0.0, 1.0),
+    "red4": (0.54509803921568623, 0.0, 0.0, 1.0),
+    "rosy brown": (0.73725490196078436, 0.5607843137254902, 0.5607843137254902, 1.0),
+    "rosybrown": (0.73725490196078436, 0.5607843137254902, 0.5607843137254902, 1.0),
+    "rosybrown1": (1.0, 0.75686274509803919, 0.75686274509803919, 1.0),
+    "rosybrown2": (0.93333333333333335, 0.70588235294117652, 0.70588235294117652, 1.0),
+    "rosybrown3": (0.80392156862745101, 0.60784313725490191, 0.60784313725490191, 1.0),
+    "rosybrown4": (0.54509803921568623, 0.41176470588235292, 0.41176470588235292, 1.0),
+    "royal blue": (0.25490196078431371, 0.41176470588235292, 0.88235294117647056, 1.0),
+    "royalblue": (0.25490196078431371, 0.41176470588235292, 0.88235294117647056, 1.0),
+    "royalblue1": (0.28235294117647058, 0.46274509803921571, 1.0, 1.0),
+    "royalblue2": (0.2627450980392157, 0.43137254901960786, 0.93333333333333335, 1.0),
+    "royalblue3": (0.22745098039215686, 0.37254901960784315, 0.80392156862745101, 1.0),
+    "royalblue4": (0.15294117647058825, 0.25098039215686274, 0.54509803921568623, 1.0),
+    "saddle brown": (
+        0.54509803921568623,
+        0.27058823529411763,
+        0.074509803921568626,
+        1.0,
+    ),
+    "saddlebrown": (
+        0.54509803921568623,
+        0.27058823529411763,
+        0.074509803921568626,
+        1.0,
+    ),
+    "salmon": (0.98039215686274506, 0.50196078431372548, 0.44705882352941179, 1.0),
+    "salmon1": (1.0, 0.5490196078431373, 0.41176470588235292, 1.0),
+    "salmon2": (0.93333333333333335, 0.50980392156862742, 0.3843137254901961, 1.0),
+    "salmon3": (0.80392156862745101, 0.4392156862745098, 0.32941176470588235, 1.0),
+    "salmon4": (0.54509803921568623, 0.29803921568627451, 0.22352941176470589, 1.0),
+    "sandy brown": (0.95686274509803926, 0.64313725490196083, 0.37647058823529411, 1.0),
+    "sandybrown": (0.95686274509803926, 0.64313725490196083, 0.37647058823529411, 1.0),
+    "sea green": (0.1803921568627451, 0.54509803921568623, 0.3411764705882353, 1.0),
+    "seagreen": (0.1803921568627451, 0.54509803921568623, 0.3411764705882353, 1.0),
+    "seagreen1": (0.32941176470588235, 1.0, 0.62352941176470589, 1.0),
+    "seagreen2": (0.30588235294117649, 0.93333333333333335, 0.58039215686274515, 1.0),
+    "seagreen3": (0.2627450980392157, 0.80392156862745101, 0.50196078431372548, 1.0),
+    "seagreen4": (0.1803921568627451, 0.54509803921568623, 0.3411764705882353, 1.0),
+    "seashell": (1.0, 0.96078431372549022, 0.93333333333333335, 1.0),
+    "seashell1": (1.0, 0.96078431372549022, 0.93333333333333335, 1.0),
+    "seashell2": (0.93333333333333335, 0.89803921568627454, 0.87058823529411766, 1.0),
+    "seashell3": (0.80392156862745101, 0.77254901960784317, 0.74901960784313726, 1.0),
+    "seashell4": (0.54509803921568623, 0.52549019607843139, 0.50980392156862742, 1.0),
+    "sienna": (0.62745098039215685, 0.32156862745098042, 0.17647058823529413, 1.0),
+    "sienna1": (1.0, 0.50980392156862742, 0.27843137254901962, 1.0),
+    "sienna2": (0.93333333333333335, 0.47450980392156861, 0.25882352941176473, 1.0),
+    "sienna3": (0.80392156862745101, 0.40784313725490196, 0.22352941176470589, 1.0),
+    "sienna4": (0.54509803921568623, 0.27843137254901962, 0.14901960784313725, 1.0),
+    "silver": (0.75, 0.75, 0.75, 1.0),
+    "sky blue": (0.52941176470588236, 0.80784313725490198, 0.92156862745098034, 1.0),
+    "skyblue": (0.52941176470588236, 0.80784313725490198, 0.92156862745098034, 1.0),
+    "skyblue1": (0.52941176470588236, 0.80784313725490198, 1.0, 1.0),
+    "skyblue2": (0.49411764705882355, 0.75294117647058822, 0.93333333333333335, 1.0),
+    "skyblue3": (0.42352941176470588, 0.65098039215686276, 0.80392156862745101, 1.0),
+    "skyblue4": (0.29019607843137257, 0.4392156862745098, 0.54509803921568623, 1.0),
+    "slate blue": (0.41568627450980394, 0.35294117647058826, 0.80392156862745101, 1.0),
+    "slate gray": (0.4392156862745098, 0.50196078431372548, 0.56470588235294117, 1.0),
+    "slate grey": (0.4392156862745098, 0.50196078431372548, 0.56470588235294117, 1.0),
+    "slateblue": (0.41568627450980394, 0.35294117647058826, 0.80392156862745101, 1.0),
+    "slateblue1": (0.51372549019607838, 0.43529411764705883, 1.0, 1.0),
+    "slateblue2": (0.47843137254901963, 0.40392156862745099, 0.93333333333333335, 1.0),
+    "slateblue3": (0.41176470588235292, 0.34901960784313724, 0.80392156862745101, 1.0),
+    "slateblue4": (0.27843137254901962, 0.23529411764705882, 0.54509803921568623, 1.0),
+    "slategray": (0.4392156862745098, 0.50196078431372548, 0.56470588235294117, 1.0),
+    "slategray1": (0.77647058823529413, 0.88627450980392153, 1.0, 1.0),
+    "slategray2": (0.72549019607843135, 0.82745098039215681, 0.93333333333333335, 1.0),
+    "slategray3": (0.62352941176470589, 0.71372549019607845, 0.80392156862745101, 1.0),
+    "slategray4": (0.42352941176470588, 0.4823529411764706, 0.54509803921568623, 1.0),
+    "slategrey": (0.4392156862745098, 0.50196078431372548, 0.56470588235294117, 1.0),
+    "snow": (1.0, 0.98039215686274506, 0.98039215686274506, 1.0),
+    "snow1": (1.0, 0.98039215686274506, 0.98039215686274506, 1.0),
+    "snow2": (0.93333333333333335, 0.9137254901960784, 0.9137254901960784, 1.0),
+    "snow3": (0.80392156862745101, 0.78823529411764703, 0.78823529411764703, 1.0),
+    "snow4": (0.54509803921568623, 0.53725490196078429, 0.53725490196078429, 1.0),
+    "spring green": (0.0, 1.0, 0.49803921568627452, 1.0),
+    "springgreen": (0.0, 1.0, 0.49803921568627452, 1.0),
+    "springgreen1": (0.0, 1.0, 0.49803921568627452, 1.0),
+    "springgreen2": (0.0, 0.93333333333333335, 0.46274509803921571, 1.0),
+    "springgreen3": (0.0, 0.80392156862745101, 0.40000000000000002, 1.0),
+    "springgreen4": (0.0, 0.54509803921568623, 0.27058823529411763, 1.0),
+    "steel blue": (0.27450980392156865, 0.50980392156862742, 0.70588235294117652, 1.0),
+    "steelblue": (0.27450980392156865, 0.50980392156862742, 0.70588235294117652, 1.0),
+    "steelblue1": (0.38823529411764707, 0.72156862745098038, 1.0, 1.0),
+    "steelblue2": (0.36078431372549019, 0.67450980392156867, 0.93333333333333335, 1.0),
+    "steelblue3": (0.30980392156862746, 0.58039215686274515, 0.80392156862745101, 1.0),
+    "steelblue4": (0.21176470588235294, 0.39215686274509803, 0.54509803921568623, 1.0),
+    "tan": (0.82352941176470584, 0.70588235294117652, 0.5490196078431373, 1.0),
+    "tan1": (1.0, 0.6470588235294118, 0.30980392156862746, 1.0),
+    "tan2": (0.93333333333333335, 0.60392156862745094, 0.28627450980392155, 1.0),
+    "tan3": (0.80392156862745101, 0.52156862745098043, 0.24705882352941178, 1.0),
+    "tan4": (0.54509803921568623, 0.35294117647058826, 0.16862745098039217, 1.0),
+    "teal": (0.0, 0.5, 0.5, 1.0),
+    "thistle": (0.84705882352941175, 0.74901960784313726, 0.84705882352941175, 1.0),
+    "thistle1": (1.0, 0.88235294117647056, 1.0, 1.0),
+    "thistle2": (0.93333333333333335, 0.82352941176470584, 0.93333333333333335, 1.0),
+    "thistle3": (0.80392156862745101, 0.70980392156862748, 0.80392156862745101, 1.0),
+    "thistle4": (0.54509803921568623, 0.4823529411764706, 0.54509803921568623, 1.0),
+    "tomato": (1.0, 0.38823529411764707, 0.27843137254901962, 1.0),
+    "tomato1": (1.0, 0.38823529411764707, 0.27843137254901962, 1.0),
+    "tomato2": (0.93333333333333335, 0.36078431372549019, 0.25882352941176473, 1.0),
+    "tomato3": (0.80392156862745101, 0.30980392156862746, 0.22352941176470589, 1.0),
+    "tomato4": (0.54509803921568623, 0.21176470588235294, 0.14901960784313725, 1.0),
+    "turquoise": (0.25098039215686274, 0.8784313725490196, 0.81568627450980391, 1.0),
+    "turquoise1": (0.0, 0.96078431372549022, 1.0, 1.0),
+    "turquoise2": (0.0, 0.89803921568627454, 0.93333333333333335, 1.0),
+    "turquoise3": (0.0, 0.77254901960784317, 0.80392156862745101, 1.0),
+    "turquoise4": (0.0, 0.52549019607843139, 0.54509803921568623, 1.0),
+    "violet": (0.93333333333333335, 0.50980392156862742, 0.93333333333333335, 1.0),
+    "violet red": (0.81568627450980391, 0.12549019607843137, 0.56470588235294117, 1.0),
+    "violetred": (0.81568627450980391, 0.12549019607843137, 0.56470588235294117, 1.0),
+    "violetred1": (1.0, 0.24313725490196078, 0.58823529411764708, 1.0),
+    "violetred2": (0.93333333333333335, 0.22745098039215686, 0.5490196078431373, 1.0),
+    "violetred3": (0.80392156862745101, 0.19607843137254902, 0.47058823529411764, 1.0),
+    "violetred4": (0.54509803921568623, 0.13333333333333333, 0.32156862745098042, 1.0),
+    "web gray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
+    "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
+    "web green": (0.0, 0.5019607843137255, 0.0, 1.0),
+    "webgreen": (0.0, 0.5019607843137255, 0.0, 1.0),
+    "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
+    "web grey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
+    "webgrey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
+    "web maroon": (0.5019607843137255, 0.0, 0.0, 1.0),
+    "webmaroon": (0.5019607843137255, 0.0, 0.0, 1.0),
+    "web purple": (0.4980392156862745, 0.0, 0.4980392156862745, 1.0),
+    "webpurple": (0.4980392156862745, 0.0, 0.4980392156862745, 1.0),
+    "wheat": (0.96078431372549022, 0.87058823529411766, 0.70196078431372544, 1.0),
+    "wheat1": (1.0, 0.90588235294117647, 0.72941176470588232, 1.0),
+    "wheat2": (0.93333333333333335, 0.84705882352941175, 0.68235294117647061, 1.0),
+    "wheat3": (0.80392156862745101, 0.72941176470588232, 0.58823529411764708, 1.0),
+    "wheat4": (0.54509803921568623, 0.49411764705882355, 0.40000000000000002, 1.0),
+    "white": (1.0, 1.0, 1.0, 1.0),
+    "white smoke": (0.96078431372549022, 0.96078431372549022, 0.96078431372549022, 1.0),
+    "whitesmoke": (0.96078431372549022, 0.96078431372549022, 0.96078431372549022, 1.0),
+    "yellow": (1.0, 1.0, 0.0, 1.0),
+    "yellow green": (
+        0.60392156862745094,
+        0.80392156862745101,
+        0.19607843137254902,
+        1.0,
+    ),
+    "yellow1": (1.0, 1.0, 0.0, 1.0),
+    "yellow2": (0.93333333333333335, 0.93333333333333335, 0.0, 1.0),
+    "yellow3": (0.80392156862745101, 0.80392156862745101, 0.0, 1.0),
+    "yellow4": (0.54509803921568623, 0.54509803921568623, 0.0, 1.0),
+    "yellowgreen": (0.60392156862745094, 0.80392156862745101, 0.19607843137254902, 1.0),
+}
 
 palettes = {
     "gray": GradientPalette("black", "white"),
@@ -3109,10 +2057,8 @@ def lighten(color, ratio=0.5):
     "red-yellow-green": AdvancedGradientPalette(["red", "yellow", "green"]),
     "red-black-green": AdvancedGradientPalette(["red", "black", "green"]),
     "rainbow": RainbowPalette(),
-    "heat": AdvancedGradientPalette(["red", "yellow", "white"],
-        indices=[0, 192, 255]),
-    "terrain": AdvancedGradientPalette(["hsv(120, 100%, 65%)",
-        "hsv(60, 100%, 90%)", "hsv(0, 0%, 95%)"])
+    "heat": AdvancedGradientPalette(["red", "yellow", "white"], indices=[0, 192, 255]),
+    "terrain": AdvancedGradientPalette(
+        ["hsv(120, 100%, 65%)", "hsv(60, 100%, 90%)", "hsv(0, 0%, 95%)"]
+    ),
 }
-
-
diff --git a/src/igraph/drawing/coord.py b/src/igraph/drawing/coord.py
index 51253b76e..91db1a05a 100644
--- a/src/igraph/drawing/coord.py
+++ b/src/igraph/drawing/coord.py
@@ -10,6 +10,7 @@
 
 #####################################################################
 
+
 # pylint: disable-msg=R0922
 # R0922: Abstract class is only referenced 1 times
 class CoordinateSystem(AbstractCairoDrawer):
@@ -42,7 +43,7 @@ def draw(self):
     def local_to_context(self, x, y):
         """Converts local coordinates to the context coordinate system (given
         by the bounding box).
-        
+
         This method must be overridden in derived classes."""
         raise NotImplementedError("abstract class")
 
@@ -105,15 +106,17 @@ def draw(self):
         """Draws the coordinate system."""
         # Draw the frame
         coords = self.bbox.coords
-        self.context.set_source_rgb(0., 0., 0.)
+        self.context.set_source_rgb(0.0, 0.0, 0.0)
         self.context.set_line_width(1)
-        self.context.rectangle(coords[0], coords[1], \
-            coords[2]-coords[0], coords[3]-coords[1])
+        self.context.rectangle(
+            coords[0], coords[1], coords[2] - coords[0], coords[3] - coords[1]
+        )
         self.context.stroke()
 
     def local_to_context(self, x, y):
         """Converts local coordinates to the context coordinate system (given
         by the bounding box).
         """
-        return (x-self._ox)*self._sx+self._ox2, self._oy2-(y-self._oy)*self._sy
-
+        return (x - self._ox) * self._sx + self._ox2, self._oy2 - (
+            y - self._oy
+        ) * self._sy
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 64e5ffc22..1afdfd0cc 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -2,9 +2,14 @@
 Drawers for various edge styles in graph plots.
 """
 
-__all__ = ["AbstractEdgeDrawer", "AlphaVaryingEdgeDrawer",
-           "ArrowEdgeDrawer", "DarkToLightEdgeDrawer",
-           "LightToDarkEdgeDrawer", "TaperedEdgeDrawer"]
+__all__ = [
+    "AbstractEdgeDrawer",
+    "AlphaVaryingEdgeDrawer",
+    "ArrowEdgeDrawer",
+    "DarkToLightEdgeDrawer",
+    "LightToDarkEdgeDrawer",
+    "TaperedEdgeDrawer",
+]
 
 __license__ = "GPL"
 
@@ -16,6 +21,7 @@
 
 cairo = find_cairo()
 
+
 class AbstractEdgeDrawer(object):
     """Abstract edge drawer object from which all concrete edge drawer
     implementations are derived."""
@@ -44,19 +50,22 @@ def _curvature_to_float(value):
     def _construct_visual_edge_builder(self):
         """Construct the visual edge builder that will collect the visual
         attributes of an edge when it is being drawn."""
+
         class VisualEdgeBuilder(AttributeCollectorBase):
             """Builder that collects some visual properties of an edge for
             drawing"""
+
             _kwds_prefix = "edge_"
-            arrow_size  = 1.0
+            arrow_size = 1.0
             arrow_width = 1.0
-            color       = ("#444", self.palette.get)
-            curved      = (0.0, self._curvature_to_float)
-            label       = None
+            color = ("#444", self.palette.get)
+            curved = (0.0, self._curvature_to_float)
+            label = None
             label_color = ("black", self.palette.get)
-            label_size  = 12.0
-            font = 'sans-serif'
-            width       = 1.0
+            label_size = 12.0
+            font = "sans-serif"
+            width = 1.0
+
         return VisualEdgeBuilder
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
@@ -85,9 +94,9 @@ def draw_loop_edge(self, edge, vertex):
         ctx.set_source_rgba(*edge.color)
         ctx.set_line_width(edge.width)
         radius = vertex.size * 1.5
-        center_x = vertex.position[0] + cos(pi/4) * radius / 2.
-        center_y = vertex.position[1] - sin(pi/4) * radius / 2.
-        ctx.arc(center_x, center_y, radius/2., 0, pi * 2)
+        center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
+        center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
+        ctx.arc(center_x, center_y, radius / 2.0, 0, pi * 2)
         ctx.stroke()
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
@@ -103,7 +112,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         @param dest_vertex: the target vertex. Visual properties are given
           again as attributes.
         """
-        if src_vertex == dest_vertex:    # TODO
+        if src_vertex == dest_vertex:  # TODO
             return self.draw_loop_edge(edge, src_vertex)
 
         ctx = self.context
@@ -113,10 +122,12 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1 = (2*x1+x2) / 3.0 - edge.curved * 0.5 * (y2-y1), \
-                   (2*y1+y2) / 3.0 + edge.curved * 0.5 * (x2-x1)
-            aux2 = (x1+2*x2) / 3.0 - edge.curved * 0.5 * (y2-y1), \
-                   (y1+2*y2) / 3.0 + edge.curved * 0.5 * (x2-x1)
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
             ctx.line_to(*dest_vertex.position)
@@ -145,13 +156,15 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
         dy = dest_vertex.position[1] - src_vertex.position[1]
         if dx != 0 or dy != 0:
             # Note that we use -dy because the Y axis points downwards
-            angle = atan2(-dy, dx) % (2*pi)
+            angle = atan2(-dy, dx) % (2 * pi)
         else:
             angle = None
 
         # Determine the midpoint
-        pos = ((src_vertex.position[0] + dest_vertex.position[0]) / 2., \
-                (src_vertex.position[1] + dest_vertex.position[1]) / 2)
+        pos = (
+            (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
+            (src_vertex.position[1] + dest_vertex.position[1]) / 2,
+        )
 
         # Determine the alignment based on the angle
         pi4 = pi / 4
@@ -159,14 +172,26 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
             halign, valign = TextAlignment.CENTER, TextAlignment.CENTER
         else:
             index = int((angle / pi4) % 8)
-            halign = [TextAlignment.RIGHT, TextAlignment.RIGHT,
-                    TextAlignment.RIGHT, TextAlignment.RIGHT,
-                    TextAlignment.LEFT, TextAlignment.LEFT,
-                    TextAlignment.LEFT, TextAlignment.LEFT][index]
-            valign = [TextAlignment.BOTTOM, TextAlignment.CENTER,
-                    TextAlignment.CENTER, TextAlignment.TOP,
-                    TextAlignment.TOP, TextAlignment.CENTER,
-                    TextAlignment.CENTER, TextAlignment.BOTTOM][index]
+            halign = [
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+            ][index]
+            valign = [
+                TextAlignment.BOTTOM,
+                TextAlignment.CENTER,
+                TextAlignment.CENTER,
+                TextAlignment.TOP,
+                TextAlignment.TOP,
+                TextAlignment.CENTER,
+                TextAlignment.CENTER,
+                TextAlignment.BOTTOM,
+            ][index]
 
         return pos, (halign, valign)
 
@@ -177,62 +202,71 @@ class ArrowEdgeDrawer(AbstractEdgeDrawer):
     """
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:    # TODO
+        if src_vertex == dest_vertex:  # TODO
             return self.draw_loop_edge(edge, src_vertex)
 
         ctx = self.context
         (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
         (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
 
-
-        def bezier_cubic(x0,y0, x1,y1, x2,y2, x3,y3, t):
-            """ Computes the Bezier curve from point (x0,y0) to (x3,y3)
+        def bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t):
+            """Computes the Bezier curve from point (x0,y0) to (x3,y3)
             via control points (x1,y1) and (x2,y2) with parameter t.
             """
-            xt = (1.0 - t) ** 3 * x0 + 3. *t * (1.0 - t) ** 2 * x1 + 3. * t**2 * (1. - t) * x2 + t**3 * x3
-            yt = (1.0 - t) ** 3 * y0 + 3. *t * (1.0 - t) ** 2 * y1 + 3. * t**2 * (1. - t) * y2 + t**3 * y3
-            return xt,yt
-
-        def euclidean_distance(x1,y1,x2,y2):
-            """ Computes the Euclidean distance between points (x1,y1) and (x2,y2).
-            """
-            return sqrt( (1.0*x1-x2) **2 + (1.0*y1-y2) **2 )
-
-        def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
-            """ Binary search solver for finding the intersection of a Bezier curve
+            xt = (
+                (1.0 - t) ** 3 * x0
+                + 3.0 * t * (1.0 - t) ** 2 * x1
+                + 3.0 * t ** 2 * (1.0 - t) * x2
+                + t ** 3 * x3
+            )
+            yt = (
+                (1.0 - t) ** 3 * y0
+                + 3.0 * t * (1.0 - t) ** 2 * y1
+                + 3.0 * t ** 2 * (1.0 - t) * y2
+                + t ** 3 * y3
+            )
+            return xt, yt
+
+        def euclidean_distance(x1, y1, x2, y2):
+            """Computes the Euclidean distance between points (x1,y1) and (x2,y2)."""
+            return sqrt((1.0 * x1 - x2) ** 2 + (1.0 * y1 - y2) ** 2)
+
+        def intersect_bezier_circle(
+            x0, y0, x1, y1, x2, y2, x3, y3, radius, max_iter=10
+        ):
+            """Binary search solver for finding the intersection of a Bezier curve
             and a circle centered at the curve's end point.
             Returns the x,y of the intersection point.
             TODO: implement safeguard to ensure convergence in ALL possible cases.
             """
             precision = radius / 20.0
-            source_target_distance = euclidean_distance(x0,y0,x3,y3)
+            source_target_distance = euclidean_distance(x0, y0, x3, y3)
             radius = float(radius)
             t0 = 1.0
             t1 = 1.0 - radius / source_target_distance
 
             xt0, yt0 = x3, y3
-            xt1, yt1 = bezier_cubic(x0,y0, x1,y1, x2,y2, x3,y3, t1)
+            xt1, yt1 = bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
 
             distance_t0 = 0
-            distance_t1 = euclidean_distance(x3,y3, xt1,yt1)
+            distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
             counter = 0
             while abs(distance_t1 - radius) > precision and counter < max_iter:
-                if ((distance_t1-radius) > 0) !=  ((distance_t0-radius) > 0):
-                    t_new = (t0 + t1)/2.0
+                if ((distance_t1 - radius) > 0) != ((distance_t0 - radius) > 0):
+                    t_new = (t0 + t1) / 2.0
                 else:
-                    if (abs(distance_t1 - radius) < abs(distance_t0 - radius)):
+                    if abs(distance_t1 - radius) < abs(distance_t0 - radius):
                         # If t1 gets us closer to the circumference step in the same direction
-                        t_new = t1 + (t1 - t0)/ 2.0
+                        t_new = t1 + (t1 - t0) / 2.0
                     else:
                         t_new = t1 - (t1 - t0)
                 t_new = 1 if t_new > 1 else (0 if t_new < 0 else t_new)
-                t0,t1 = t1,t_new
+                t0, t1 = t1, t_new
                 distance_t0 = distance_t1
-                xt1, yt1 = bezier_cubic(x0,y0, x1,y1, x2,y2, x3,y3, t1)
-                distance_t1 = euclidean_distance(x3,y3, xt1,yt1)
+                xt1, yt1 = bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
+                distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
                 counter += 1
-            return bezier_cubic(x0,y0, x1,y1, x2,y2, x3,y3, t1)
-
+            return bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
 
         # Draw the edge
         ctx.set_source_rgba(*edge.color)
@@ -241,10 +275,12 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
 
         if edge.curved:
             # Calculate the curve
-            aux1 = (2*x1+x2) / 3.0 - edge.curved * 0.5 * (y2-y1), \
-                   (2*y1+y2) / 3.0 + edge.curved * 0.5 * (x2-x1)
-            aux2 = (x1+2*x2) / 3.0 - edge.curved * 0.5 * (y2-y1), \
-                   (y1+2*y2) / 3.0 + edge.curved * 0.5 * (x2-x1)
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1
@@ -252,38 +288,60 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
 
             # Determine where the edge intersects the circumference of the
             # vertex shape: Tip of the arrow
-            x2, y2 = intersect_bezier_circle(x_src,y_src, xc1,yc1, xc2,yc2, x_dest,y_dest, dest_vertex.size/2.0)
+            x2, y2 = intersect_bezier_circle(
+                x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
+            )
 
             # Calculate the arrow head coordinates
-            angle = atan2(y_dest - y2, x_dest - x2) # navid
-            arrow_size  = 15. * edge.arrow_size
-            arrow_width = 10. / edge.arrow_width
+            angle = atan2(y_dest - y2, x_dest - x2)  # navid
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
             aux_points = [
-                        (x2 - arrow_size * cos(angle - pi/arrow_width),
-                         y2 - arrow_size * sin(angle - pi/arrow_width)),
-                        (x2 - arrow_size * cos(angle + pi/arrow_width),
-                         y2 - arrow_size * sin(angle + pi/arrow_width)),
-                    ]
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
+            ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid , y_arrow_mid = (aux_points [0][0] + aux_points [1][0]) / 2.0, (aux_points [0][1] + aux_points [1][1]) / 2.0
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
 
             # Vector representing the base of the arrow triangle
-            x_arrow_base_vec, y_arrow_base_vec = (aux_points [0][0] - aux_points [1][0]) , (aux_points [0][1] - aux_points [1][1])
+            x_arrow_base_vec, y_arrow_base_vec = (
+                aux_points[0][0] - aux_points[1][0]
+            ), (aux_points[0][1] - aux_points[1][1])
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1 = (2*x_src+x_arrow_mid) / 3.0 - edge.curved * 0.5 * (y_arrow_mid-y_src), \
-                   (2*y_src+y_arrow_mid) / 3.0 + edge.curved * 0.5 * (x_arrow_mid-x_src)
-            aux2 = (x_src+2*x_arrow_mid) / 3.0 - edge.curved * 0.5 * (y_arrow_mid-y_src), \
-                   (y_src+2*y_arrow_mid) / 3.0 + edge.curved * 0.5 * (x_arrow_mid-x_src)
+            aux1 = (2 * x_src + x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (2 * y_src + y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
+            aux2 = (x_src + 2 * x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (y_src + 2 * y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
 
             # Offset the second control point (aux2) such that it falls precisely on the normal to the arrow base vector
             # Strictly speaking, offset_length is the offset length divided by the length of the arrow base vector.
-            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (y_arrow_mid - aux2[1]) * y_arrow_base_vec
-            offset_length /= euclidean_distance(0,0, x_arrow_base_vec, y_arrow_base_vec) ** 2
-
-            aux2 = aux2[0] + x_arrow_base_vec * offset_length, \
-                   aux2[1] + y_arrow_base_vec * offset_length
+            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
+                y_arrow_mid - aux2[1]
+            ) * y_arrow_base_vec
+            offset_length /= (
+                euclidean_distance(0, 0, x_arrow_base_vec, y_arrow_base_vec) ** 2
+            )
+
+            aux2 = (
+                aux2[0] + x_arrow_base_vec * offset_length,
+                aux2[1] + y_arrow_base_vec * offset_length,
+            )
 
             # Draw tthe curve from the first vertex to the midpoint of the base of the arrow head
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], x_arrow_mid, y_arrow_mid)
@@ -291,21 +349,28 @@ def intersect_bezier_circle(x0,y0, x1,y1, x2,y2, x3,y3, radius, max_iter=10):
             # Determine where the edge intersects the circumference of the
             # vertex shape.
             x2, y2 = dest_vertex.shape.intersection_point(
-                    x2, y2, x1, y1, dest_vertex.size)
+                x2, y2, x1, y1, dest_vertex.size
+            )
 
             # Draw the arrowhead
             angle = atan2(y_dest - y2, x_dest - x2)
-            arrow_size  = 15. * edge.arrow_size
-            arrow_width = 10. / edge.arrow_width
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
             aux_points = [
-                (x2 - arrow_size * cos(angle - pi/arrow_width),
-                 y2 - arrow_size * sin(angle - pi/arrow_width)),
-                (x2 - arrow_size * cos(angle + pi/arrow_width),
-                 y2 - arrow_size * sin(angle + pi/arrow_width)),
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid , y_arrow_mid = (aux_points [0][0] + aux_points [1][0]) / 2.0, (aux_points [0][1] + aux_points [1][1]) / 2.0
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
             # Draw the line
             ctx.line_to(x_arrow_mid, y_arrow_mid)
 
@@ -327,15 +392,14 @@ class TaperedEdgeDrawer(AbstractEdgeDrawer):
     """
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:    # TODO
+        if src_vertex == dest_vertex:  # TODO
             return self.draw_loop_edge(edge, src_vertex)
 
         # Determine where the edge intersects the circumference of the
         # destination vertex.
         src_pos, dest_pos = src_vertex.position, dest_vertex.position
         dest_pos = dest_vertex.shape.intersection_point(
-                dest_pos[0], dest_pos[1], src_pos[0], src_pos[1],
-                dest_vertex.size
+            dest_pos[0], dest_pos[1], src_pos[0], src_pos[1], dest_vertex.size
         )
 
         ctx = self.context
@@ -343,13 +407,17 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         # Draw the edge
         ctx.set_source_rgba(*edge.color)
         ctx.set_line_width(edge.width)
-        angle = atan2(dest_pos[1]-src_pos[1], dest_pos[0]-src_pos[0])
-        arrow_size  = src_vertex.size / 4.
+        angle = atan2(dest_pos[1] - src_pos[1], dest_pos[0] - src_pos[0])
+        arrow_size = src_vertex.size / 4.0
         aux_points = [
-            (src_pos[0] + arrow_size * cos(angle + pi/2),
-             src_pos[1] + arrow_size * sin(angle + pi/2)),
-            (src_pos[0] + arrow_size * cos(angle - pi/2),
-             src_pos[1] + arrow_size * sin(angle - pi/2))
+            (
+                src_pos[0] + arrow_size * cos(angle + pi / 2),
+                src_pos[1] + arrow_size * sin(angle + pi / 2),
+            ),
+            (
+                src_pos[0] + arrow_size * cos(angle - pi / 2),
+                src_pos[1] + arrow_size * sin(angle - pi / 2),
+            ),
         ]
         ctx.move_to(*dest_pos)
         ctx.line_to(*aux_points[0])
@@ -366,11 +434,11 @@ class AlphaVaryingEdgeDrawer(AbstractEdgeDrawer):
 
     def __init__(self, context, alpha_at_src, alpha_at_dest):
         super(AlphaVaryingEdgeDrawer, self).__init__(context)
-        self.alpha_at_src = (clamp(float(alpha_at_src), 0., 1.), )
-        self.alpha_at_dest = (clamp(float(alpha_at_dest), 0., 1.), )
+        self.alpha_at_src = (clamp(float(alpha_at_src), 0.0, 1.0),)
+        self.alpha_at_dest = (clamp(float(alpha_at_dest), 0.0, 1.0),)
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:    # TODO
+        if src_vertex == dest_vertex:  # TODO
             return self.draw_loop_edge(edge, src_vertex)
 
         src_pos, dest_pos = src_vertex.position, dest_vertex.position
@@ -413,4 +481,3 @@ class DarkToLightEdgeDrawer(AlphaVaryingEdgeDrawer):
 
     def __init__(self, context):
         super(DarkToLightEdgeDrawer, self).__init__(context, 1.0, 0.0)
-
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index f713d2b67..6d59b5b66 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -14,15 +14,17 @@
 """
 
 from collections import defaultdict
-from itertools import izip
+
 from math import atan2, cos, pi, sin, tan, sqrt
 from warnings import warn
 
 from igraph._igraph import convex_hull, VertexSeq
-from igraph.compat import property
 from igraph.configuration import Configuration
-from igraph.drawing.baseclasses import AbstractDrawer, AbstractCairoDrawer, \
-                                       AbstractXMLRPCDrawer
+from igraph.drawing.baseclasses import (
+    AbstractDrawer,
+    AbstractCairoDrawer,
+    AbstractXMLRPCDrawer,
+)
 from igraph.drawing.colors import color_to_html_format, color_name_to_rgb
 from igraph.drawing.edge import ArrowEdgeDrawer
 from igraph.drawing.text import TextAlignment, TextDrawer
@@ -39,6 +41,7 @@
 
 #####################################################################
 
+
 # pylint: disable-msg=R0903
 # R0903: too few public methods
 class AbstractGraphDrawer(AbstractDrawer):
@@ -52,7 +55,7 @@ def draw(self, graph, *args, **kwds):
         """Abstract method, must be implemented in derived classes."""
         raise NotImplementedError("abstract class")
 
-    def ensure_layout(self, layout, graph = None):
+    def ensure_layout(self, layout, graph=None):
         """Helper method that ensures that I{layout} is an instance
         of L{Layout}. If it is not, the method will try to convert
         it to a L{Layout} according to the following rules:
@@ -84,11 +87,12 @@ def ensure_layout(self, layout, graph = None):
             layout = Layout(layout)
         return layout
 
+
 #####################################################################
 
+
 class AbstractCairoGraphDrawer(AbstractGraphDrawer, AbstractCairoDrawer):
-    """Abstract base class for graph drawers that draw on a Cairo canvas.
-    """
+    """Abstract base class for graph drawers that draw on a Cairo canvas."""
 
     def __init__(self, context, bbox):
         """Constructs the graph drawer and associates it to the given
@@ -103,8 +107,10 @@ def __init__(self, context, bbox):
         AbstractCairoDrawer.__init__(self, context, bbox)
         AbstractGraphDrawer.__init__(self)
 
+
 #####################################################################
 
+
 class DefaultGraphDrawer(AbstractCairoGraphDrawer):
     """Class implementing the default visualisation of a graph.
 
@@ -116,10 +122,14 @@ class DefaultGraphDrawer(AbstractCairoGraphDrawer):
     See L{Graph.__plot__()} for the keyword arguments understood by
     this drawer."""
 
-    def __init__(self, context, bbox, \
-                 vertex_drawer_factory = DefaultVertexDrawer,
-                 edge_drawer_factory = ArrowEdgeDrawer,
-                 label_drawer_factory = TextDrawer):
+    def __init__(
+        self,
+        context,
+        bbox,
+        vertex_drawer_factory=DefaultVertexDrawer,
+        edge_drawer_factory=ArrowEdgeDrawer,
+        label_drawer_factory=TextDrawer,
+    ):
         """Constructs the graph drawer and associates it to the given
         Cairo context and the given L{BoundingBox}.
 
@@ -175,11 +185,12 @@ def _determine_edge_order(self, graph, kwds):
         reverse = False
         if isinstance(edge_order_by, tuple):
             edge_order_by, reverse = edge_order_by
-            if isinstance(reverse, basestring):
+            if isinstance(reverse, str):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.es[edge_order_by]
-        edge_order = sorted(range(len(attrs)), key=attrs.__getitem__,
-                reverse=bool(reverse))
+        edge_order = sorted(
+            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+        )
 
         return edge_order
 
@@ -203,11 +214,12 @@ def _determine_vertex_order(self, graph, kwds):
         reverse = False
         if isinstance(vertex_order_by, tuple):
             vertex_order_by, reverse = vertex_order_by
-            if isinstance(reverse, basestring):
+            if isinstance(reverse, str):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.vs[vertex_order_by]
-        vertex_order = sorted(range(len(attrs)), key=attrs.__getitem__,
-                reverse=bool(reverse))
+        vertex_order = sorted(
+            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+        )
 
         return vertex_order
 
@@ -229,7 +241,7 @@ def draw(self, graph, palette, *args, **kwds):
             margin = list(margin)
         except TypeError:
             margin = [margin]
-        while len(margin)<4:
+        while len(margin) < 4:
             margin.extend(margin)
 
         # Contract the drawing area by the margin and fit the layout
@@ -239,10 +251,14 @@ def draw(self, graph, palette, *args, **kwds):
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
         autocurve = kwds.get("autocurve", None)
-        if autocurve or (autocurve is None and \
-                "edge_curved" not in kwds and "curved" not in graph.edge_attributes() \
-                and graph.ecount() < 10000):
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in graph.edge_attributes()
+            and graph.ecount() < 10000
+        ):
             from igraph import autocurve
+
             default = kwds.get("edge_curved", 0)
             if default is True:
                 default = 0.5
@@ -261,7 +277,7 @@ def draw(self, graph, palette, *args, **kwds):
 
         # Determine the order in which we will draw the vertices and edges
         vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order   = self._determine_edge_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
 
         # Draw the highlighted groups (if any)
         if "mark_groups" in kwds:
@@ -275,18 +291,16 @@ def draw(self, graph, palette, *args, **kwds):
             if isinstance(mark_groups, dict):
                 # Dictionary mapping vertex indices or tuples of vertex
                 # indices to colors
-                group_iter = mark_groups.iteritems()
+                group_iter = iter(mark_groups.items())
             elif isinstance(mark_groups, (VertexClustering, VertexCover)):
                 # Vertex clustering
-                group_iter = (
-                    (group, color) for color, group in enumerate(mark_groups)
-                )
+                group_iter = ((group, color) for color, group in enumerate(mark_groups))
             elif hasattr(mark_groups, "__iter__"):
                 # Lists, tuples, iterators etc
                 group_iter = iter(mark_groups)
             else:
                 # False
-                group_iter = {}.iteritems()
+                group_iter = iter({}.items())
 
             # We will need a polygon drawer to draw the convex hulls
             polygon_drawer = PolygonDrawer(context, bbox)
@@ -315,19 +329,21 @@ def draw(self, graph, palette, *args, **kwds):
                 if len(polygon) == 2:
                     # Expand the polygon (which is a flat line otherwise)
                     a, b = Point(*polygon[0]), Point(*polygon[1])
-                    c = corner_radius * (a-b).normalized()
+                    c = corner_radius * (a - b).normalized()
                     n = Point(-c[1], c[0])
                     polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
                 else:
                     # Expand the polygon around its center of mass
-                    center = Point(*[sum(coords) / float(len(coords))
-                                      for coords in zip(*polygon)])
-                    polygon = [Point(*point).towards(center, -corner_radius)
-                               for point in polygon]
+                    center = Point(
+                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                    )
+                    polygon = [
+                        Point(*point).towards(center, -corner_radius)
+                        for point in polygon
+                    ]
 
                 # Draw the hull
-                context.set_source_rgba(color[0], color[1], color[2],
-                                        color[3]*0.25)
+                context.set_source_rgba(color[0], color[1], color[2], color[3] * 0.25)
                 polygon_drawer.draw_path(polygon, corner_radius=corner_radius)
                 context.fill_preserve()
                 context.set_source_rgba(*color)
@@ -337,7 +353,7 @@ def draw(self, graph, palette, *args, **kwds):
         es = graph.es
         if edge_order is None:
             # Default edge order
-            edge_coord_iter = izip(es, edge_builder)
+            edge_coord_iter = zip(es, edge_builder)
         else:
             # Specified edge order
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
@@ -356,11 +372,12 @@ def draw(self, graph, palette, *args, **kwds):
         vs = graph.vs
         if vertex_order is None:
             # Default vertex order
-            vertex_coord_iter = izip(vs, vertex_builder, layout)
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
         else:
             # Specified vertex order
-            vertex_coord_iter = ((vs[i], vertex_builder[i], layout[i])
-                    for i in vertex_order)
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
 
         # Draw the vertices
         drawer_method = vertex_drawer.draw
@@ -377,11 +394,10 @@ def draw(self, graph, palette, *args, **kwds):
         # Construct the iterator that we will use to draw the vertex labels
         if vertex_order is None:
             # Default vertex order
-            vertex_coord_iter = izip(vertex_builder, layout)
+            vertex_coord_iter = zip(vertex_builder, layout)
         else:
             # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i])
-                    for i in vertex_order)
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
 
         # Draw the vertex labels
         for vertex, coords in vertex_coord_iter:
@@ -389,8 +405,9 @@ def draw(self, graph, palette, *args, **kwds):
                 continue
 
             # Set the font family, size, color and text
-            context.select_font_face(vertex.font, \
-                cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL)
+            context.select_font_face(
+                vertex.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
+            )
             context.set_font_size(vertex.label_size)
             context.set_source_rgba(*vertex.label_color)
             label_drawer.text = vertex.label
@@ -398,26 +415,26 @@ def draw(self, graph, palette, *args, **kwds):
             if vertex.label_dist:
                 # Label is displaced from the center of the vertex.
                 _, yb, w, h, _, _ = label_drawer.text_extents()
-                w, h = w/2.0, h/2.0
-                radius = vertex.label_dist * vertex.size / 2.
+                w, h = w / 2.0, h / 2.0
+                radius = vertex.label_dist * vertex.size / 2.0
                 # First we find the reference point that is at distance `radius'
                 # from the vertex in the direction given by `label_angle'.
                 # Then we place the label in a way that the line connecting the
                 # center of the bounding box of the label with the center of the
                 # vertex goes through the reference point and the reference
                 # point lies exactly on the bounding box of the vertex.
-                alpha = vertex.label_angle % (2*pi)
+                alpha = vertex.label_angle % (2 * pi)
                 cx = coords[0] + radius * cos(alpha)
                 cy = coords[1] - radius * sin(alpha)
                 # Now we have the reference point. We have to decide which side
                 # of the label box will intersect with the line that connects
                 # the center of the label with the center of the vertex.
                 if w > 0:
-                    beta = atan2(h, w) % (2*pi)
+                    beta = atan2(h, w) % (2 * pi)
                 else:
-                    beta = pi/2.
+                    beta = pi / 2.0
                 gamma = pi - beta
-                if alpha > 2*pi-beta or alpha <= beta:
+                if alpha > 2 * pi - beta or alpha <= beta:
                     # Intersection at left edge of label
                     cx += w
                     cy -= tan(alpha) * w
@@ -426,9 +443,9 @@ def draw(self, graph, palette, *args, **kwds):
                     try:
                         cx += h / tan(alpha)
                     except:
-                        pass    # tan(alpha) == inf
+                        pass  # tan(alpha) == inf
                     cy -= h
-                elif alpha > gamma and alpha <= gamma + 2*beta:
+                elif alpha > gamma and alpha <= gamma + 2 * beta:
                     # Intersection at right edge of label
                     cx -= w
                     cy += tan(alpha) * w
@@ -437,23 +454,27 @@ def draw(self, graph, palette, *args, **kwds):
                     try:
                         cx -= h / tan(alpha)
                     except:
-                        pass    # tan(alpha) == inf
+                        pass  # tan(alpha) == inf
                     cy += h
                 # Draw the label
-                label_drawer.draw_at(cx-w, cy-h-yb, wrap=wrap)
+                label_drawer.draw_at(cx - w, cy - h - yb, wrap=wrap)
             else:
                 # Label is exactly in the center of the vertex
                 cx, cy = coords
-                half_size = vertex.size / 2.
-                label_drawer.bbox = (cx - half_size, cy - half_size,
-                                     cx + half_size, cy + half_size)
+                half_size = vertex.size / 2.0
+                label_drawer.bbox = (
+                    cx - half_size,
+                    cy - half_size,
+                    cx + half_size,
+                    cy + half_size,
+                )
                 label_drawer.draw(wrap=wrap)
 
         # Construct the iterator that we will use to draw the edge labels
         es = graph.es
         if edge_order is None:
             # Default edge order
-            edge_coord_iter = izip(es, edge_builder)
+            edge_coord_iter = zip(es, edge_builder)
         else:
             # Specified edge order
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
@@ -464,8 +485,9 @@ def draw(self, graph, palette, *args, **kwds):
                 continue
 
             # Set the font family, size, color and text
-            context.select_font_face(visual_edge.font, \
-                cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL)
+            context.select_font_face(
+                visual_edge.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
+            )
             context.set_font_size(visual_edge.label_size)
             context.set_source_rgba(*visual_edge.label_color)
             label_drawer.text = visual_edge.label
@@ -473,8 +495,9 @@ def draw(self, graph, palette, *args, **kwds):
             # Ask the edge drawer to propose an anchor point for the label
             src, dest = edge.tuple
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            (x, y), (halign, valign) = \
-                    edge_drawer.get_label_position(edge, src_vertex, dest_vertex)
+            (x, y), (halign, valign) = edge_drawer.get_label_position(
+                edge, src_vertex, dest_vertex
+            )
 
             # Measure the text
             _, yb, w, h, _, _ = label_drawer.text_extents()
@@ -494,12 +517,13 @@ def draw(self, graph, palette, *args, **kwds):
             # Draw the edge label
             label_drawer.halign = halign
             label_drawer.valign = valign
-            label_drawer.bbox = (x-w, y-h, x+w, y+h)
+            label_drawer.bbox = (x - w, y - h, x + w, y + h)
             label_drawer.draw(wrap=wrap)
 
 
 #####################################################################
 
+
 class UbiGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that draws a given graph on an UbiGraph display
     using the XML-RPC API of UbiGraph.
@@ -524,15 +548,8 @@ def __init__(self, url="http://localhost:20738/RPC2"):
         """Constructs an UbiGraph drawer using the display at the given
         URL."""
         super(UbiGraphDrawer, self).__init__(url, "ubigraph")
-        self.vertex_defaults = dict(
-            color="#ff0000",
-            shape="cube",
-            size=1.0
-        )
-        self.edge_defaults = dict(
-            color="#ffffff",
-            width=1.0
-        )
+        self.vertex_defaults = dict(color="#ff0000", shape="cube", size=1.0)
+        self.edge_defaults = dict(color="#ffffff", width=1.0)
 
     def draw(self, graph, *args, **kwds):
         """Draws the given graph on an UbiGraph display.
@@ -545,9 +562,9 @@ def draw(self, graph, *args, **kwds):
         if kwds.get("clear", True):
             display.clear()
 
-            for k, v in self.vertex_defaults.iteritems():
+            for k, v in self.vertex_defaults.items():
                 display.set_vertex_style_attribute(0, k, str(v))
-            for k, v in self.edge_defaults.iteritems():
+            for k, v in self.edge_defaults.items():
                 display.set_edge_style_attribute(0, k, str(v))
 
         # Custom color converter function
@@ -557,14 +574,16 @@ def color_conv(color):
         # Construct the visual vertex/edge builders
         class VisualVertexBuilder(AttributeCollectorBase):
             """Collects some visual properties of a vertex for drawing"""
+
             _kwds_prefix = "vertex_"
             color = (str(self.vertex_defaults["color"]), color_conv)
             label = None
             shape = str(self.vertex_defaults["shape"])
-            size  = float(self.vertex_defaults["size"])
+            size = float(self.vertex_defaults["size"])
 
         class VisualEdgeBuilder(AttributeCollectorBase):
             """Collects some visual properties of an edge for drawing"""
+
             _kwds_prefix = "edge_"
             color = (str(self.edge_defaults["color"]), color_conv)
             label = None
@@ -580,8 +599,10 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
         # Add the edges
         new_edge = display.new_edge
-        eids = [new_edge(vertex_ids[edge.source], vertex_ids[edge.target]) \
-                for edge in graph.es]
+        eids = [
+            new_edge(vertex_ids[edge.source], vertex_ids[edge.target])
+            for edge in graph.es
+        ]
 
         # Add arrowheads if needed
         if graph.is_directed():
@@ -590,7 +611,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
         # Set the vertex attributes
         set_attr = display.set_vertex_attribute
         vertex_defaults = self.vertex_defaults
-        for vertex_id, vertex in izip(vertex_ids, vertex_builder):
+        for vertex_id, vertex in zip(vertex_ids, vertex_builder):
             if vertex.color != vertex_defaults["color"]:
                 set_attr(vertex_id, "color", vertex.color)
             if vertex.label:
@@ -603,7 +624,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
         # Set the edge attributes
         set_attr = display.set_edge_attribute
         edge_defaults = self.edge_defaults
-        for edge_id, edge in izip(eids, edge_builder):
+        for edge_id, edge in zip(eids, edge_builder):
             if edge.color != edge_defaults["color"]:
                 set_attr(edge_id, "color", edge.color)
             if edge.label:
@@ -611,8 +632,10 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             if edge.width != edge_defaults["width"]:
                 set_attr(edge_id, "width", str(edge.width))
 
+
 #####################################################################
 
+
 class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that sends/receives graphs to/from Cytoscape using
     CytoscapeRPC.
@@ -643,8 +666,7 @@ def __init__(self, url="http://localhost:9000/Cytoscape"):
         super(CytoscapeGraphDrawer, self).__init__(url, "Cytoscape")
         self.network_id = None
 
-    def draw(self, graph, name="Network from igraph", create_view=True,
-            *args, **kwds):
+    def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwds):
         """Sends the given graph to Cytoscape as a new network.
 
         @param name: the name of the network in Cytoscape.
@@ -655,7 +677,7 @@ def draw(self, graph, name="Network from igraph", create_view=True,
           vertex attribute or a list specifying the identifiers, one
           for each node in the graph. The default is C{None}, which
           simply uses the vertex index for each vertex."""
-        from xmlrpclib import Fault
+        from xmlrpc.client import Fault
 
         cy = self.service
 
@@ -664,8 +686,10 @@ def draw(self, graph, name="Network from igraph", create_view=True,
             try:
                 network_id = cy.createNetwork(name, False)
             except Fault:
-                warn("CytoscapeRPC too old, cannot create network without view."
-                    " Consider upgrading CytoscapeRPC to use this feature.")
+                warn(
+                    "CytoscapeRPC too old, cannot create network without view."
+                    " Consider upgrading CytoscapeRPC to use this feature."
+                )
                 network_id = cy.createNetwork(name)
         else:
             network_id = cy.createNetwork(name)
@@ -677,7 +701,7 @@ def draw(self, graph, name="Network from igraph", create_view=True,
             if isinstance(node_ids, str):
                 node_ids = graph.vs[node_ids]
         else:
-            node_ids = range(graph.vcount())
+            node_ids = list(range(graph.vcount()))
         node_ids = [str(identifier) for identifier in node_ids]
         cy.createNodes(network_id, node_ids)
 
@@ -686,11 +710,13 @@ def draw(self, graph, name="Network from igraph", create_view=True,
         for v1, v2 in graph.get_edgelist():
             edgelists[0].append(node_ids[v1])
             edgelists[1].append(node_ids[v2])
-        edge_ids = cy.createEdges(network_id,
-                edgelists[0], edgelists[1],
-                ["unknown"] * graph.ecount(),
-                [graph.is_directed()] * graph.ecount(),
-                False
+        edge_ids = cy.createEdges(
+            network_id,
+            edgelists[0],
+            edgelists[1],
+            ["unknown"] * graph.ecount(),
+            [graph.is_directed()] * graph.ecount(),
+            False,
         )
 
         if "layout" in kwds:
@@ -698,9 +724,8 @@ def draw(self, graph, name="Network from igraph", create_view=True,
             layout = self.ensure_layout(kwds["layout"], graph)
             size = 100 * graph.vcount() ** 0.5
             layout.fit_into((size, size), keep_aspect_ratio=True)
-            layout.translate(-size/2., -size/2.)
-            cy.setNodesPositions(network_id,
-                    node_ids, *zip(*list(layout)))
+            layout.translate(-size / 2.0, -size / 2.0)
+            cy.setNodesPositions(network_id, node_ids, *list(zip(*list(layout))))
         else:
             # Ask Cytoscape to perform the default layout so the user can
             # at least see something in Cytoscape while the attributes are
@@ -717,8 +742,9 @@ def draw(self, graph, name="Network from igraph", create_view=True,
 
             # Resolve type conflicts (if any)
             try:
-                while attr in attr_names and \
-                      cy.getNetworkAttributeType(attr) != cy_type:
+                while (
+                    attr in attr_names and cy.getNetworkAttributeType(attr) != cy_type
+                ):
                     attr += "_"
             except Fault:
                 # getNetworkAttributeType is not available in some older versions
@@ -730,11 +756,9 @@ def draw(self, graph, name="Network from igraph", create_view=True,
         attr_names = set(cy.getNodeAttributeNames())
         for attr in graph.vertex_attributes():
             cy_type, values = self.infer_cytoscape_type(graph.vs[attr])
-            values = dict(pair for pair in izip(node_ids, values)
-                    if pair[1] is not None)
+            values = dict(pair for pair in zip(node_ids, values) if pair[1] is not None)
             # Resolve type conflicts (if any)
-            while attr in attr_names and \
-                  cy.getNodeAttributeType(attr) != cy_type:
+            while attr in attr_names and cy.getNodeAttributeType(attr) != cy_type:
                 attr += "_"
             # Send the attribute values
             cy.addNodeAttributes(attr, cy_type, values, True)
@@ -743,16 +767,14 @@ def draw(self, graph, name="Network from igraph", create_view=True,
         attr_names = set(cy.getEdgeAttributeNames())
         for attr in graph.edge_attributes():
             cy_type, values = self.infer_cytoscape_type(graph.es[attr])
-            values = dict(pair for pair in izip(edge_ids, values)
-                    if pair[1] is not None)
+            values = dict(pair for pair in zip(edge_ids, values) if pair[1] is not None)
             # Resolve type conflicts (if any)
-            while attr in attr_names and \
-                  cy.getEdgeAttributeType(attr) != cy_type:
+            while attr in attr_names and cy.getEdgeAttributeType(attr) != cy_type:
                 attr += "_"
             # Send the attribute values
             cy.addEdgeAttributes(attr, cy_type, values)
 
-    def fetch(self, name = None, directed = False, keep_canonical_names = False):
+    def fetch(self, name=None, directed=False, keep_canonical_names=False):
         """Fetches the network with the given name from Cytoscape.
 
         When fetching networks from Cytoscape, the C{canonicalName} attributes
@@ -774,15 +796,15 @@ def fetch(self, name = None, directed = False, keep_canonical_names = False):
             version = version.split(" ")[0]
         version = tuple(map(int, version.split(".")[:2]))
         if version < (1, 3):
-            raise NotImplementedError("CytoscapeGraphDrawer requires "
-                                      "Cytoscape-RPC 1.3 or newer")
+            raise NotImplementedError(
+                "CytoscapeGraphDrawer requires " "Cytoscape-RPC 1.3 or newer"
+            )
 
         # Find out the ID of the network we are interested in
         if name is None:
             network_id = cy.getNetworkID()
         else:
-            network_id = [k for k, v in cy.getNetworkList().iteritems()
-                          if v == name]
+            network_id = [k for k, v in cy.getNetworkList().items() if v == name]
             if not network_id:
                 raise ValueError("no such network: %r" % name)
             elif len(network_id) > 1:
@@ -805,11 +827,11 @@ def fetch(self, name = None, directed = False, keep_canonical_names = False):
                 continue
             has_attr = cy.nodesHaveAttribute(attr_name, vertices)
             filtered = [idx for idx, ok in enumerate(has_attr) if ok]
-            values = cy.getNodesAttributes(attr_name,
-                    [name for name, ok in izip(vertices, has_attr) if ok]
+            values = cy.getNodesAttributes(
+                attr_name, [name for name, ok in zip(vertices, has_attr) if ok]
             )
             attrs = [None] * n
-            for idx, value in izip(filtered, values):
+            for idx, value in zip(filtered, values):
                 attrs[idx] = value
             vertex_attrs[attr_name] = attrs
 
@@ -821,11 +843,11 @@ def fetch(self, name = None, directed = False, keep_canonical_names = False):
                 continue
             has_attr = cy.edgesHaveAttribute(attr_name, edges)
             filtered = [idx for idx, ok in enumerate(has_attr) if ok]
-            values = cy.getEdgesAttributes(attr_name,
-                    [name for name, ok in izip(edges, has_attr) if ok]
+            values = cy.getEdgesAttributes(
+                attr_name, [name for name, ok in zip(edges, has_attr) if ok]
             )
             attrs = [None] * m
-            for idx, value in izip(filtered, values):
+            for idx, value in zip(filtered, values):
                 attrs[idx] = value
             edge_attrs[attr_name] = attrs
 
@@ -840,9 +862,14 @@ def fetch(self, name = None, directed = False, keep_canonical_names = False):
             edge_list.append((vertex_name_index[parts[0]], vertex_name_index[parts[2]]))
         del edges
 
-        return Graph(n, edge_list, directed=directed,
-                graph_attrs=graph_attrs, vertex_attrs=vertex_attrs,
-                edge_attrs=edge_attrs)
+        return Graph(
+            n,
+            edge_list,
+            directed=directed,
+            graph_attrs=graph_attrs,
+            vertex_attrs=vertex_attrs,
+            edge_attrs=edge_attrs,
+        )
 
     @staticmethod
     def infer_cytoscape_type(values):
@@ -858,17 +885,18 @@ def infer_cytoscape_type(values):
         types = [type(value) for value in values if value is not None]
         if all(t == bool for t in types):
             return "BOOLEAN", values
-        if all(issubclass(t, (int, long)) for t in types):
+        if all(issubclass(t, (int, int)) for t in types):
             return "INTEGER", values
         if all(issubclass(t, float) for t in types):
             return "FLOATING", values
         return "STRING", [
-                str(value) if not isinstance(value, basestring) else value
-                for value in values
+            str(value) if not isinstance(value, str) else value for value in values
         ]
 
+
 #####################################################################
 
+
 class GephiGraphStreamingDrawer(AbstractGraphDrawer):
     """Graph drawer that sends a graph to a file-like object (e.g., socket, URL
     connection, file) using the Gephi graph streaming format.
@@ -913,6 +941,7 @@ def __init__(self, conn=None, *args, **kwds):
         super(GephiGraphStreamingDrawer, self).__init__()
 
         from igraph.remote.gephi import GephiGraphStreamer, GephiConnection
+
         self.connection = conn or GephiConnection(*args, **kwds)
         self.streamer = GephiGraphStreamer()
 
@@ -927,21 +956,21 @@ def draw(self, graph, *args, **kwds):
         """
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
 
+
 #####################################################################
 
+
 class MatplotlibGraphDrawer(AbstractGraphDrawer):
     """Graph drawer that uses a pyplot.Axes as context"""
 
     _shape_dict = {
-        'rectangle': 's',
-        'circle': 'o',
-        'hidden': 'none',
-        'triangle-up': '^',
-        'triangle-down': 'v',
+        "rectangle": "s",
+        "circle": "o",
+        "hidden": "none",
+        "triangle-up": "^",
+        "triangle-down": "v",
     }
 
-
-
     def __init__(self, ax):
         """Constructs the graph drawer and associates it with the mpl axes"""
         self.ax = ax
@@ -956,9 +985,9 @@ def draw(self, graph, *args, **kwds):
         import numpy as np
 
         def shrink_vertex(ax, aux, vcoord, vsize_squared):
-            '''Shrink edge by vertex size'''
+            """Shrink edge by vertex size"""
             aux_display, vcoord_display = ax.transData.transform([aux, vcoord])
-            d = sqrt(((aux_display - vcoord_display)**2).sum())
+            d = sqrt(((aux_display - vcoord_display) ** 2).sum())
             fr = sqrt(vsize_squared) / d
             end_display = vcoord_display + fr * (aux_display - vcoord_display)
             end = ax.transData.inverted().transform(end_display)
@@ -982,7 +1011,7 @@ def callback_edge_offset(event):
         # FIXME: deal with unnamed *args
 
         # Get layout
-        layout = kwds.get('layout', graph.layout())
+        layout = kwds.get("layout", graph.layout())
         if isinstance(layout, str):
             layout = graph.layout(layout)
 
@@ -993,7 +1022,7 @@ def callback_edge_offset(event):
         nv = graph.vcount()
 
         # Vertex size
-        vsizes = kwds.get('vertex_size', 5)
+        vsizes = kwds.get("vertex_size", 5)
         # Enforce numpy array for sizes, because (1) we need the square and (2)
         # they are needed to calculate autoshrinking of edges
         if np.isscalar(vsizes):
@@ -1004,24 +1033,24 @@ def callback_edge_offset(event):
         vsizes **= 2
 
         # Vertex color
-        c = kwds.get('vertex_color', 'steelblue')
+        c = kwds.get("vertex_color", "steelblue")
 
         # Vertex opacity
-        alpha = kwds.get('alpha', 1.0)
+        alpha = kwds.get("alpha", 1.0)
 
         # Vertex labels
-        label = kwds.get('vertex_label', None)
+        label = kwds.get("vertex_label", None)
 
         # Vertex label size
-        label_size = kwds.get('vertex_label_size', mpl.rcParams['font.size'])
+        label_size = kwds.get("vertex_label_size", mpl.rcParams["font.size"])
 
         # Vertex zorder
-        vzorder = kwds.get('vertex_order', 2)
+        vzorder = kwds.get("vertex_order", 2)
 
         # Vertex shapes
         # mpl shapes use slightly different names from Cairo, but we want the
         # API to feel consistent, so we use a conversion dictionary
-        shapes = kwds.get('vertex_shape', 'o')
+        shapes = kwds.get("vertex_shape", "o")
         if shapes is not None:
             if isinstance(shapes, str):
                 shapes = self._shape_dict.get(shapes, shapes)
@@ -1038,19 +1067,19 @@ def callback_edge_offset(event):
                 xi, yi = x[i], y[i]
                 ax.text(xi, yi, lab, fontsize=label_size)
 
-        dx = (max(x) - min(x))
-        dy = (max(y) - min(y))
+        dx = max(x) - min(x)
+        dy = max(y) - min(y)
         ax.set_xlim(min(x) - 0.05 * dx, max(x) + 0.05 * dx)
         ax.set_ylim(min(y) - 0.05 * dy, max(y) + 0.05 * dy)
 
         # Edge properties
         ne = graph.ecount()
-        ec = kwds.get('edge_color', 'black')
-        edge_width = kwds.get('edge_width', 1)
-        arrow_width = kwds.get('edge_arrow_width', 2)
-        arrow_length = kwds.get('edge_arrow_size', 4)
-        ealpha = kwds.get('edge_alpha', 1.0)
-        ezorder = kwds.get('edge_order', 1.0)
+        ec = kwds.get("edge_color", "black")
+        edge_width = kwds.get("edge_width", 1)
+        arrow_width = kwds.get("edge_arrow_width", 2)
+        arrow_length = kwds.get("edge_arrow_size", 4)
+        ealpha = kwds.get("edge_alpha", 1.0)
+        ezorder = kwds.get("edge_order", 1.0)
         try:
             ezorder = float(ezorder)
             ezorder = [ezorder] * ne
@@ -1060,10 +1089,14 @@ def callback_edge_offset(event):
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
         autocurve = kwds.get("autocurve", None)
-        if autocurve or (autocurve is None and \
-                "edge_curved" not in kwds and "curved" not in graph.edge_attributes() \
-                and graph.ecount() < 10000):
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in graph.edge_attributes()
+            and graph.ecount() < 10000
+        ):
             from igraph import autocurve
+
             default = kwds.get("edge_curved", 0)
             if default is True:
                 default = 0.5
@@ -1073,14 +1106,16 @@ def callback_edge_offset(event):
         # Arrow style for directed and undirected graphs
         if graph.is_directed():
             arrowstyle = ArrowStyle(
-                '-|>', head_length=arrow_length, head_width=arrow_width,
+                "-|>",
+                head_length=arrow_length,
+                head_width=arrow_width,
             )
         else:
-            arrowstyle = '-'
+            arrowstyle = "-"
 
         # Edge coordinates and curvature
         nloops = [0 for x in range(ne)]
-        has_curved = 'curved' in graph.es.attributes()
+        has_curved = "curved" in graph.es.attributes()
         arrows = []
         for ie, edge in enumerate(graph.es):
             src, tgt = edge.source, edge.target
@@ -1097,7 +1132,7 @@ def callback_edge_offset(event):
                         nloopstot += 1
                         continue
                     xn, yn = vcoord[tgtn]
-                    angles.append(180. / pi * atan2(yn - y1, xn - x1) % 360)
+                    angles.append(180.0 / pi * atan2(yn - y1, xn - x1) % 360)
                 # with .neighbors(mode=ALL), which is default, loops are double
                 # counted
                 nloopstot //= 2
@@ -1110,9 +1145,11 @@ def callback_edge_offset(event):
                         # Only one self loop, use a quadrant only
                         angles = [(ashift + 135) % 360, (ashift + 225) % 360]
                     else:
-                        nshift = 360. / nloopstot
-                        angles = [(ashift + nshift * nloops[src]) % 360,
-                                  (ashift + nshift * (nloops[src] + 1)) % 360]
+                        nshift = 360.0 / nloopstot
+                        angles = [
+                            (ashift + nshift * nloops[src]) % 360,
+                            (ashift + nshift * (nloops[src] + 1)) % 360,
+                        ]
                     nloops[src] += 1
                 else:
                     angles.append(angles[0] + 360)
@@ -1123,11 +1160,13 @@ def callback_edge_offset(event):
                         if diffi > diff:
                             idiff = i
                             diff = diffi
-                    angles = angles[idiff: idiff + 2]
+                    angles = angles[idiff : idiff + 2]
                     ashift = angles[0]
                     nshift = (angles[1] - angles[0]) / nloopstot
-                    angles = [(ashift + nshift * nloops[src]),
-                              (ashift + nshift * (nloops[src] + 1))]
+                    angles = [
+                        (ashift + nshift * nloops[src]),
+                        (ashift + nshift * (nloops[src] + 1)),
+                    ]
                     nloops[src] += 1
 
                 # this is not great, but alright
@@ -1138,32 +1177,40 @@ def callback_edge_offset(event):
                 else:
                     angmid1 = angles[0] + 0.5 * (angspan - 180) + 45
                     angmid2 = angles[1] - 0.5 * (angspan - 180) - 45
-                aux1 = (x1 + 0.2 * dx * cos(pi / 180 * angmid1),
-                        y1 + 0.2 * dy * sin(pi / 180 * angmid1))
-                aux2 = (x1 + 0.2 * dx * cos(pi / 180 * angmid2),
-                        y1 + 0.2 * dy * sin(pi / 180 * angmid2))
+                aux1 = (
+                    x1 + 0.2 * dx * cos(pi / 180 * angmid1),
+                    y1 + 0.2 * dy * sin(pi / 180 * angmid1),
+                )
+                aux2 = (
+                    x1 + 0.2 * dx * cos(pi / 180 * angmid2),
+                    y1 + 0.2 * dy * sin(pi / 180 * angmid2),
+                )
                 start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
                 end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
 
                 path = Path(
                     [start, aux1, aux2, end],
                     # Cubic bezier by mpl
-                    codes=[1, 4, 4, 4])
+                    codes=[1, 4, 4, 4],
+                )
 
             else:
-                curved = edge['curved'] if has_curved else False
+                curved = edge["curved"] if has_curved else False
                 if curved:
-                    aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), \
-                           (2 * y1 + y2) / 3.0 + edge.curved * 0.5 * (x2 - x1)
-                    aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), \
-                           (y1 + 2 * y2) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+                    aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                        2 * y1 + y2
+                    ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+                    aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                        y1 + 2 * y2
+                    ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
                     start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
                     end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
 
                     path = Path(
                         [start, aux1, aux2, end],
                         # Cubic bezier by mpl
-                        codes=[1, 4, 4, 4])
+                        codes=[1, 4, 4, 4],
+                    )
                 else:
                     start = shrink_vertex(ax, (x2, y2), (x1, y1), vsizes[src])
                     end = shrink_vertex(ax, (x1, y1), (x2, y2), vsizes[tgt])
@@ -1176,7 +1223,8 @@ def callback_edge_offset(event):
                 lw=edge_width,
                 color=ec,
                 alpha=ealpha,
-                zorder=ezorder[ie])
+                zorder=ezorder[ie],
+            )
             ax.add_artist(arrow)
 
             # Store arrows and their sources and targets for autoscaling
@@ -1184,6 +1232,6 @@ def callback_edge_offset(event):
 
         # Autoscaling during zoom, figure resize, reset axis limits
         callback = callback_factory(ax, vcoord, vsizes, arrows)
-        ax.get_figure().canvas.mpl_connect('resize_event', callback)
-        ax.callbacks.connect('xlim_changed', callback)
-        ax.callbacks.connect('ylim_changed', callback)
+        ax.get_figure().canvas.mpl_connect("resize_event", callback)
+        ax.callbacks.connect("xlim_changed", callback)
+        ax.callbacks.connect("ylim_changed", callback)
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index 44a22263e..3e78a39da 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -60,8 +60,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 @see: AttributeCollectorMeta, AttributeCollectorBase
 """
 
-from ConfigParser import NoOptionError
-from itertools import izip
+from configparser import NoOptionError
+
 
 from igraph.configuration import Configuration
 
@@ -72,21 +72,21 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 class AttributeSpecification(object):
     """Class that describes how the value of a given attribute should be
     retrieved.
-    
+
     The class contains the following members:
-        
+
         - C{name}: the name of the attribute. This is also used when we
           are trying to get its value from a vertex/edge attribute of a
           graph.
-          
+
         - C{alt_name}: alternative name of the attribute. This is used
           when we are trying to get its value from a Python dict or an
           L{igraph.Configuration} object. If omitted at construction time,
           it will be equal to C{name}.
-          
+
         - C{default}: the default value of the attribute when none of
           the sources we try can provide a meaningful value.
-          
+
         - C{transform}: optional transformation to be performed on the
           attribute value. If C{None} or omitted, it defaults to the
           type of the default value.
@@ -95,11 +95,9 @@ class AttributeSpecification(object):
           index in order to derive the value of the attribute.
     """
 
-    __slots__ = ("name", "alt_name", "default", "transform", "accessor",
-                 "func")
+    __slots__ = ("name", "alt_name", "default", "transform", "accessor", "func")
 
-    def __init__(self, name, default=None, alt_name=None, transform=None,
-                 func=None):
+    def __init__(self, name, default=None, alt_name=None, transform=None, func=None):
         if isinstance(default, tuple):
             default, transform = default
 
@@ -111,7 +109,7 @@ def __init__(self, name, default=None, alt_name=None, transform=None,
         self.accessor = None
 
         if self.transform and not hasattr(self.transform, "__call__"):
-            raise TypeError, "transform must be callable"
+            raise TypeError("transform must be callable")
 
         if self.transform is None and self.default is not None:
             self.transform = type(self.default)
@@ -119,7 +117,7 @@ def __init__(self, name, default=None, alt_name=None, transform=None,
 
 class AttributeCollectorMeta(type):
     """Metaclass for attribute collector classes
-    
+
     Classes that use this metaclass are intended to collect vertex/edge
     attributes from various sources (a Python dict, a vertex/edge sequence,
     default values from the igraph configuration and such) in a given
@@ -154,7 +152,7 @@ class AttributeCollectorMeta(type):
 
     def __new__(mcs, name, bases, attrs):
         attr_specs = []
-        for attr, value in attrs.iteritems():
+        for attr, value in attrs.items():
             if attr.startswith("_") or hasattr(value, "__call__"):
                 continue
             if isinstance(value, AttributeSpecification):
@@ -173,37 +171,37 @@ def __new__(mcs, name, bases, attrs):
 
         attrs["_attributes"] = attr_specs
         attrs["Element"] = mcs.record_generator(
-                "%s.Element" % name,
-                (attr_spec.name for attr_spec in attr_specs)
+            "%s.Element" % name, (attr_spec.name for attr_spec in attr_specs)
         )
 
-        return super(AttributeCollectorMeta, mcs).__new__(mcs, \
-                name, bases, attrs)
+        return super(AttributeCollectorMeta, mcs).__new__(mcs, name, bases, attrs)
 
     @classmethod
     def record_generator(mcs, name, slots):
         """Generates a simple class that has the given slots and nothing else"""
+
         class Element(object):
             """A simple class that holds the attributes collected by the
             attribute collector"""
+
             __slots__ = tuple(slots)
+
             def __init__(self, attrs=()):
                 for attr, value in attrs:
                     setattr(self, attr, value)
+
         Element.__name__ = name
         return Element
 
 
-class AttributeCollectorBase(object):
+class AttributeCollectorBase(object, metaclass=AttributeCollectorMeta):
     """Base class for attribute collector subclasses. Classes that inherit
     this class may use a declarative syntax to specify which vertex or edge
     attributes they intend to collect. See L{AttributeCollectorMeta} for
     the details.
     """
 
-    __metaclass__ = AttributeCollectorMeta
-
-    def __init__(self, seq, kwds = None):
+    def __init__(self, seq, kwds=None):
         """Constructs a new attribute collector that uses the given
         vertex/edge sequence and the given dict as data sources.
 
@@ -213,15 +211,15 @@ def __init__(self, seq, kwds = None):
           attributes collected from I{seq} if necessary.
         """
         elt = self.__class__.Element
-        self._cache = [elt() for _ in xrange(len(seq))]
+        self._cache = [elt() for _ in range(len(seq))]
 
         self.seq = seq
         self.kwds = kwds or {}
 
         for attr_spec in self._attributes:
-            values = self._collect_attributes(attr_spec) 
+            values = self._collect_attributes(attr_spec)
             attr_name = attr_spec.name
-            for cache_elt, val in izip(self._cache, values):
+            for cache_elt, val in zip(self._cache, values):
                 setattr(cache_elt, attr_name, val)
 
     def _collect_attributes(self, attr_spec, config=None):
@@ -260,7 +258,7 @@ def _collect_attributes(self, attr_spec, config=None):
 
         n = len(seq)
 
-        # Special case if the attribute name is "label" 
+        # Special case if the attribute name is "label"
         if attr_spec.name == "label":
             if attr_spec.alt_name in kwds and kwds[attr_spec.alt_name] is None:
                 return [None] * n
@@ -269,7 +267,7 @@ def _collect_attributes(self, attr_spec, config=None):
         # values, call it and store the results
         if attr_spec.func is not None:
             func = attr_spec.func
-            result = [func(i) for i in xrange(n)]
+            result = [func(i) for i in range(n)]
             return result
 
         # Get the configuration object
@@ -294,8 +292,7 @@ def _collect_attributes(self, attr_spec, config=None):
                     len(result)
                 except TypeError:
                     result = [result] * n
-                result = [result[idx] or attrs[idx] \
-                          for idx in xrange(len(result))]
+                result = [result[idx] or attrs[idx] for idx in range(len(result))]
 
         # Special case for string overrides, strings are not treated
         # as sequences here
@@ -314,10 +311,10 @@ def _collect_attributes(self, attr_spec, config=None):
 
         # Ensure that the length is n
         while len(result) < n:
-            if len(result) <= n/2:
+            if len(result) <= n / 2:
                 result.extend(result)
             else:
-                result.extend(result[0:(n-len(result))])
+                result.extend(result[0 : (n - len(result))])
 
         # By now, the length of the result vector should be n as requested
         # Get the configuration defaults
@@ -330,7 +327,7 @@ def _collect_attributes(self, attr_spec, config=None):
             default = attr_spec.default
 
         # Fill the None values with the default values
-        for idx in xrange(len(result)):
+        for idx in range(len(result)):
             if result[idx] is None:
                 result[idx] = default
 
@@ -341,7 +338,6 @@ def _collect_attributes(self, attr_spec, config=None):
 
         return result
 
-
     def __getitem__(self, index):
         """Returns the collected attributes of the vertex/edge with the
         given index."""
@@ -351,6 +347,3 @@ def __getitem__(self, index):
 
     def __len__(self):
         return len(self.seq)
-
-
-
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 741aa9ef6..2a8882189 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -16,11 +16,10 @@
 name in the C{shape} attribute of vertices.
 """
 
-from __future__ import division
 
 __all__ = ["ShapeDrawerDirectory"]
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -47,9 +46,10 @@
 from igraph.drawing.utils import Point
 from igraph.utils import consecutive_pairs
 
+
 class ShapeDrawer(object):
     """Static class, the ancestor of all vertex shape drawer classes.
-    
+
     Custom shapes must implement at least the C{draw_path} method of the class.
     The method I{must not} stroke or fill, it should just set up the current
     Cairo path appropriately."""
@@ -72,8 +72,7 @@ def draw_path(ctx, center_x, center_y, width, height=None):
 
     # pylint: disable-msg=W0613
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the shape centered at (center_x, center_y)
         intersects with a line drawn from (source_x, source_y) to
         (center_x, center_y).
@@ -94,6 +93,7 @@ class NullDrawer(ShapeDrawer):
     """Static drawer class which draws nothing.
 
     This class is used for graph vertices with unknown shapes"""
+
     names = ["null", "none", "empty", "hidden", ""]
 
     @staticmethod
@@ -104,6 +104,7 @@ def draw_path(ctx, center_x, center_y, width, height=None):
 
 class RectangleDrawer(ShapeDrawer):
     """Static class which draws rectangular vertices"""
+
     names = "rectangle rect rectangular square box"
 
     @staticmethod
@@ -112,62 +113,61 @@ def draw_path(ctx, center_x, center_y, width, height=None):
         or filling it.
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.rectangle(center_x - width/2, center_y - height/2,
-                width, height)
+        ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
 
     # pylint: disable-msg=C0103, R0911
     # R0911: too many return statements
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the rectangle centered at (center_x, center_y)
         having the given width and height intersects with a line drawn from
         (source_x, source_y) to (center_x, center_y).
 
         @see: ShapeDrawer.intersection_point"""
         height = height or width
-        delta_x, delta_y = center_x-source_x, center_y-source_y
+        delta_x, delta_y = center_x - source_x, center_y - source_y
 
         if delta_x == 0 and delta_y == 0:
             return center_x, center_y
 
         if delta_y > 0 and delta_x <= delta_y and delta_x >= -delta_y:
             # this is the top edge
-            ry = center_y - height/2
-            ratio = (height/2) / delta_y
-            return center_x-ratio*delta_x, ry
+            ry = center_y - height / 2
+            ratio = (height / 2) / delta_y
+            return center_x - ratio * delta_x, ry
 
         if delta_y < 0 and delta_x <= -delta_y and delta_x >= delta_y:
             # this is the bottom edge
-            ry = center_y + height/2
-            ratio = (height/2) / -delta_y
-            return center_x-ratio*delta_x, ry
+            ry = center_y + height / 2
+            ratio = (height / 2) / -delta_y
+            return center_x - ratio * delta_x, ry
 
         if delta_x > 0 and delta_y <= delta_x and delta_y >= -delta_x:
             # this is the left edge
-            rx = center_x - width/2
-            ratio = (width/2) / delta_x
-            return rx, center_y-ratio*delta_y
+            rx = center_x - width / 2
+            ratio = (width / 2) / delta_x
+            return rx, center_y - ratio * delta_y
 
         if delta_x < 0 and delta_y <= -delta_x and delta_y >= delta_x:
             # this is the right edge
-            rx = center_x + width/2
-            ratio = (width/2) / -delta_x
-            return rx, center_y-ratio*delta_y
+            rx = center_x + width / 2
+            ratio = (width / 2) / -delta_x
+            return rx, center_y - ratio * delta_y
 
         if delta_x == 0:
             if delta_y > 0:
-                return center_x, center_y - height/2
-            return center_x, center_y + height/2
+                return center_x, center_y - height / 2
+            return center_x, center_y + height / 2
 
         if delta_y == 0:
             if delta_x > 0:
-                return center_x - width/2, center_y
-            return center_x + width/2, center_y
+                return center_x - width / 2, center_y
+            return center_x + width / 2, center_y
 
 
 class CircleDrawer(ShapeDrawer):
     """Static class which draws circular vertices"""
+
     names = "circle circular"
 
     @staticmethod
@@ -178,41 +178,39 @@ def draw_path(ctx, center_x, center_y, width, height=None):
         Height is ignored, it is the width that determines the diameter of the circle.
 
         @see: ShapeDrawer.draw_path"""
-        ctx.arc(center_x, center_y, width/2, 0, 2*pi)
+        ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
 
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the circle centered at (center_x, center_y)
         intersects with a line drawn from (source_x, source_y) to
         (center_x, center_y).
 
         @see: ShapeDrawer.intersection_point"""
         height = height or width
-        angle = atan2(center_y-source_y, center_x-source_x)
-        return center_x-width/2 * cos(angle), \
-               center_y-height/2* sin(angle)
+        angle = atan2(center_y - source_y, center_x - source_x)
+        return center_x - width / 2 * cos(angle), center_y - height / 2 * sin(angle)
 
 
 class UpTriangleDrawer(ShapeDrawer):
     """Static class which draws upright triangles"""
+
     names = "triangle triangle-up up-triangle arrow arrow-up up-arrow"
 
     @staticmethod
     def draw_path(ctx, center_x, center_y, width, height=None):
         """Draws an upright triangle on the Cairo context without stroking or
         filling it.
-        
+
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x-width/2, center_y+height/2)
-        ctx.line_to(center_x, center_y-height/2)
-        ctx.line_to(center_x+width/2, center_y+height/2)
+        ctx.move_to(center_x - width / 2, center_y + height / 2)
+        ctx.line_to(center_x, center_y - height / 2)
+        ctx.line_to(center_x + width / 2, center_y + height / 2)
         ctx.close_path()
 
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the triangle centered at (center_x, center_y)
         intersects with a line drawn from (source_x, source_y) to
         (center_x, center_y).
@@ -222,25 +220,26 @@ def intersection_point(center_x, center_y, source_x, source_y, \
         height = height or width
         return center_x, center_y
 
+
 class DownTriangleDrawer(ShapeDrawer):
     """Static class which draws triangles pointing down"""
+
     names = "down-triangle triangle-down arrow-down down-arrow"
 
     @staticmethod
     def draw_path(ctx, center_x, center_y, width, height=None):
         """Draws a triangle on the Cairo context without stroking or
         filling it.
-        
+
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x-width/2, center_y-height/2)
-        ctx.line_to(center_x, center_y+height/2)
-        ctx.line_to(center_x+width/2, center_y-height/2)
+        ctx.move_to(center_x - width / 2, center_y - height / 2)
+        ctx.line_to(center_x, center_y + height / 2)
+        ctx.line_to(center_x + width / 2, center_y - height / 2)
         ctx.close_path()
 
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the triangle centered at (center_x, center_y)
         intersects with a line drawn from (source_x, source_y) to
         (center_x, center_y).
@@ -250,26 +249,27 @@ def intersection_point(center_x, center_y, source_x, source_y, \
         height = height or width
         return center_x, center_y
 
+
 class DiamondDrawer(ShapeDrawer):
     """Static class which draws diamonds (i.e. rhombuses)"""
+
     names = "diamond rhombus"
 
     @staticmethod
     def draw_path(ctx, center_x, center_y, width, height=None):
         """Draws a rhombus on the Cairo context without stroking or
         filling it.
-        
+
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x-width/2, center_y)
-        ctx.line_to(center_x, center_y+height/2)
-        ctx.line_to(center_x+width/2, center_y)
-        ctx.line_to(center_x, center_y-height/2)
+        ctx.move_to(center_x - width / 2, center_y)
+        ctx.line_to(center_x, center_y + height / 2)
+        ctx.line_to(center_x + width / 2, center_y)
+        ctx.line_to(center_x, center_y - height / 2)
         ctx.close_path()
 
     @staticmethod
-    def intersection_point(center_x, center_y, source_x, source_y, \
-            width, height=None):
+    def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the rhombus centered at (center_x, center_y)
         intersects with a line drawn from (source_x, source_y) to
         (center_x, center_y).
@@ -293,20 +293,22 @@ def intersection_point(center_x, center_y, source_x, source_y, \
         height = copysign(height, delta_y)
 
         f = height / (height + width * delta_y / delta_x)
-        return center_x + f * width / 2, center_y + (1-f) * height / 2
+        return center_x + f * width / 2, center_y + (1 - f) * height / 2
+
 
 #####################################################################
 
+
 class PolygonDrawer(AbstractCairoDrawer):
     """Class that is used to draw polygons.
-    
+
     The corner points of the polygon can be set by the C{points}
     property of the drawer, or passed at construction time. Most
     drawing methods in this class also have an extra C{points}
     argument that can be used to override the set of points in the
     C{points} property."""
 
-    def __init__(self, context, bbox=(1, 1), points = []):
+    def __init__(self, context, bbox=(1, 1), points=[]):
         """Constructs a new polygon drawer that draws on the given
         Cairo context.
 
@@ -354,13 +356,12 @@ def draw_path(self, points=None, corner_radius=0):
         # is the smaller of the radii on the two sides adjacent to
         # the corner.
         points = [Point(*point) for point in points]
-        side_vecs = [v-u for u, v in consecutive_pairs(points, circular=True)]
+        side_vecs = [v - u for u, v in consecutive_pairs(points, circular=True)]
         half_side_lengths = [side.length() / 2 for side in side_vecs]
         corner_radii = [corner_radius] * len(points)
-        for idx in xrange(len(corner_radii)):
+        for idx in range(len(corner_radii)):
             prev_idx = -1 if idx == 0 else idx - 1
-            radii = [corner_radius, half_side_lengths[prev_idx],
-                     half_side_lengths[idx]]
+            radii = [corner_radius, half_side_lengths[prev_idx], half_side_lengths[idx]]
             corner_radii[idx] = min(radii)
 
         # Okay, move to the last corner, adjusted by corner_radii[-1]
@@ -375,8 +376,9 @@ def draw_path(self, points=None, corner_radius=0):
             ctx.line_to(*v.towards(u, radius))
             aux1 = v.towards(u, radius / 2)
             aux2 = v.towards(w, radius / 2)
-            ctx.curve_to(aux1.x, aux1.y, aux2.x, aux2.y,
-                         *v.towards(w, corner_radii[idx]))
+            ctx.curve_to(
+                aux1.x, aux1.y, aux2.x, aux2.y, *v.towards(w, corner_radii[idx])
+            )
             u = v
 
     def draw(self, points=None):
@@ -389,12 +391,14 @@ def draw(self, points=None):
         self.draw_path(points)
         self.context.stroke()
 
+
 #####################################################################
 
+
 class ShapeDrawerDirectory(object):
     """Static class that resolves shape names to their corresponding
     shape drawer classes.
-        
+
     Classes that are derived from L{ShapeDrawer} in this module are
     automatically registered by L{ShapeDrawerDirectory} when the module
     is loaded for the first time.
@@ -409,7 +413,7 @@ def register(cls, drawer_class):
         @param drawer_class: the shape drawer class to be registered
         """
         names = drawer_class.names
-        if isinstance(names, (str, unicode)):
+        if isinstance(names, str):
             names = names.split()
 
         for name in names:
@@ -420,7 +424,7 @@ def register_namespace(cls, namespace):
         """Registers all L{ShapeDrawer} classes in the given namespace
 
         @param namespace: a Python dict mapping names to Python objects."""
-        for name, value in namespace.iteritems():
+        for name, value in namespace.items():
             if name.startswith("__"):
                 continue
             if isinstance(value, type):
@@ -430,7 +434,7 @@ def register_namespace(cls, namespace):
     @classmethod
     def resolve(cls, shape):
         """Given a shape name, returns the corresponding shape drawer class
-        
+
         @param shape: the name of the shape
         @return: the corresponding shape drawer class
 
@@ -445,7 +449,7 @@ def resolve(cls, shape):
     def resolve_default(cls, shape, default=NullDrawer):
         """Given a shape name, returns the corresponding shape drawer class
         or the given default shape drawer if the shape name is unknown.
-        
+
         @param shape: the name of the shape
         @param default: the default shape drawer to return when the shape
           is unknown
@@ -454,5 +458,5 @@ def resolve_default(cls, shape, default=NullDrawer):
         """
         return cls.known_shapes.get(shape, default)
 
-ShapeDrawerDirectory.register_namespace(sys.modules[__name__].__dict__)
 
+ShapeDrawerDirectory.register_namespace(sys.modules[__name__].__dict__)
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index bff01c897..323e8ec20 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -6,7 +6,6 @@
 
 import re
 
-from igraph.compat import property
 from igraph.drawing.baseclasses import AbstractCairoDrawer
 from warnings import warn
 
@@ -17,14 +16,17 @@
 
 #####################################################################
 
+
 class TextAlignment(object):
     """Text alignment constants."""
 
     LEFT, CENTER, RIGHT = "left", "center", "right"
     TOP, BOTTOM = "top", "bottom"
 
+
 #####################################################################
 
+
 class TextDrawer(AbstractCairoDrawer):
     """Class that draws text on a Cairo context.
 
@@ -70,7 +72,7 @@ def draw(self, wrap=False):
             dy = bbox.height - total_height - yb + font_descent
         elif self.valign == self.CENTER:
             # Centered vertical alignment
-            dy = (bbox.height - total_height - yb + font_descent + line_height) / 2.
+            dy = (bbox.height - total_height - yb + font_descent + line_height) / 2.0
         else:
             # Top vertical alignment
             dy = line_height
@@ -80,7 +82,7 @@ def draw(self, wrap=False):
             ctx.show_text(line)
         ctx.new_path()
 
-    def get_text_layout(self, x = None, y = None, width = None, wrap = False):
+    def get_text_layout(self, x=None, y=None, width=None, wrap=False):
         """Calculates the layout of the current text. `x` and `y` denote the
         coordinates where the drawing should start. If they are both ``None``,
         the current position of the context will be used.
@@ -131,7 +133,7 @@ def get_text_layout(self, x = None, y = None, width = None, wrap = False):
             if width is None:
                 width = self.text_extents()[2]
             for line, line_width, x_bearing in iterlines:
-                result.append((x + (width-line_width)/2. - x_bearing, y, line))
+                result.append((x + (width - line_width) / 2.0 - x_bearing, y, line))
                 y += line_height
 
         elif self.halign == self.RIGHT:
@@ -146,12 +148,12 @@ def get_text_layout(self, x = None, y = None, width = None, wrap = False):
         else:
             # Left alignment
             for line, _, x_bearing in iterlines:
-                result.append((x-x_bearing, y, line))
+                result.append((x - x_bearing, y, line))
                 y += line_height
 
         return result
 
-    def draw_at(self, x = None, y = None, width = None, wrap = False):
+    def draw_at(self, x=None, y=None, width=None, wrap=False):
         """Draws the text by setting up an appropriate path on the Cairo
         context and filling it. `x` and `y` denote the coordinates where the
         drawing should start. If they are both ``None``, the current position
@@ -263,8 +265,14 @@ def text_extents(self):
         if len(lines) <= 1:
             return self.context.text_extents(self.text)
 
-        x_bearing, y_bearing, width, height, x_advance, y_advance = \
-            self.context.text_extents(lines[0])
+        (
+            x_bearing,
+            y_bearing,
+            width,
+            height,
+            x_advance,
+            y_advance,
+        ) = self.context.text_extents(lines[0])
 
         line_height = self.context.font_extents()[2]
         for line in lines[1:]:
@@ -275,10 +283,12 @@ def text_extents(self):
 
         return x_bearing, y_bearing, width, height, x_advance, y_advance
 
+
 def test():
     """Testing routine for L{TextDrawer}"""
     import math
     from igraph.drawing.utils import find_cairo
+
     cairo = find_cairo()
 
     text = "The quick brown fox\njumps over a\nlazy dog"
@@ -289,7 +299,7 @@ def test():
     drawer = TextDrawer(context, text)
 
     context.set_source_rgb(1, 1, 1)
-    context.set_font_size(16.)
+    context.set_font_size(16.0)
     context.rectangle(0, 0, width, height)
     context.fill()
 
@@ -344,15 +354,17 @@ def mark_point(red, green, blue):
             context.set_source_rgb(0, 0, 0)
             drawer.halign = halign
             drawer.valign = valign
-            drawer.bbox = (i*200, j*200+200, i*200+200, j*200+400)
+            drawer.bbox = (i * 200, j * 200 + 200, i * 200 + 200, j * 200 + 400)
             drawer.draw()
             # Mark the new reference point
             mark_point(1, 0, 0)
 
     # Testing TextDrawer.wrap()
-    drawer.text = "Jackdaws love my big sphinx of quartz. Yay, wrapping! " + \
-                  "Jackdaws love my big sphinx of quartz.\n\n" + \
-                  "Jackdaws  love  my  big  sphinx  of  quartz."
+    drawer.text = (
+        "Jackdaws love my big sphinx of quartz. Yay, wrapping! "
+        + "Jackdaws love my big sphinx of quartz.\n\n"
+        + "Jackdaws  love  my  big  sphinx  of  quartz."
+    )
     drawer.valign = TextDrawer.TOP
     for i, halign in enumerate(("left", "center", "right")):
         context.move_to(i * 200, 840)
@@ -370,6 +382,6 @@ def mark_point(red, green, blue):
 
     surface.write_to_png("test.png")
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 205b55044..32ba062f8 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -2,8 +2,7 @@
 Utility classes for drawing routines.
 """
 
-from igraph.compat import property
-from itertools import izip
+
 from math import atan2, cos, sin
 from operator import itemgetter
 
@@ -12,6 +11,7 @@
 
 #####################################################################
 
+
 class Rectangle(object):
     """Class representing a rectangle."""
 
@@ -174,13 +174,13 @@ def contract(self, margins):
             margins = [float(margins)] * 4
         if len(margins) != 4:
             raise ValueError("margins must be a 4-tuple or a single number")
-        nx1, ny1 = self._left+margins[0], self._top+margins[1]
-        nx2, ny2 = self._right-margins[2], self._bottom-margins[3]
+        nx1, ny1 = self._left + margins[0], self._top + margins[1]
+        nx2, ny2 = self._right - margins[2], self._bottom - margins[3]
         if nx1 > nx2:
-            nx1 = (nx1+nx2)/2.
+            nx1 = (nx1 + nx2) / 2.0
             nx2 = nx1
         if ny1 > ny2:
-            ny1 = (ny1+ny2)/2.
+            ny1 = (ny1 + ny2) / 2.0
             ny2 = ny1
         return self.__class__(nx1, ny1, nx2, ny2)
 
@@ -210,8 +210,12 @@ def isdisjoint(self, other):
             >>> r3.isdisjoint(r1)
             True
         """
-        return self._left > other._right or self._right < other._left \
-                or self._top > other._bottom or self._bottom < other._top
+        return (
+            self._left > other._right
+            or self._right < other._left
+            or self._top > other._bottom
+            or self._bottom < other._top
+        )
 
     def isempty(self):
         """Returns ``True`` if the rectangle is empty (i.e. it has zero
@@ -249,10 +253,13 @@ def intersection(self, other):
         """
         if self.isdisjoint(other):
             return Rectangle(0, 0, 0, 0)
-        return Rectangle(max(self._left, other._left),
-                max(self._top, other._top),
-                min(self._right, other._right),
-                min(self._bottom, other._bottom))
+        return Rectangle(
+            max(self._left, other._left),
+            max(self._top, other._top),
+            min(self._right, other._right),
+            min(self._bottom, other._bottom),
+        )
+
     __and__ = intersection
 
     def translate(self, dx, dy):
@@ -293,10 +300,13 @@ def union(self, other):
             >>> r1.union(r3)
             Rectangle(10.0, 10.0, 90.0, 90.0)
         """
-        return Rectangle(min(self._left, other._left),
-                min(self._top, other._top),
-                max(self._right, other._right),
-                max(self._bottom, other._bottom))
+        return Rectangle(
+            min(self._left, other._left),
+            min(self._top, other._top),
+            max(self._right, other._right),
+            max(self._bottom, other._bottom),
+        )
+
     __or__ = union
 
     def __ior__(self, other):
@@ -315,15 +325,20 @@ def __ior__(self, other):
             >>> r1
             Rectangle(10.0, 10.0, 90.0, 90.0)
         """
-        self._left   = min(self._left,   other._left)
-        self._top    = min(self._top,    other._top)
-        self._right  = max(self._right,  other._right)
+        self._left = min(self._left, other._left)
+        self._top = min(self._top, other._top)
+        self._right = max(self._right, other._right)
         self._bottom = max(self._bottom, other._bottom)
         return self
 
     def __repr__(self):
-        return "%s(%s, %s, %s, %s)" % (self.__class__.__name__, \
-            self._left, self._top, self._right, self._bottom)
+        return "%s(%s, %s, %s, %s)" % (
+            self.__class__.__name__,
+            self._left,
+            self._top,
+            self._right,
+            self._bottom,
+        )
 
     def __eq__(self, other):
         return self.coords == other.coords
@@ -334,14 +349,13 @@ def __ne__(self, other):
     def __bool__(self):
         return self._left != self._right or self._top != self._bottom
 
-    def __nonzero__(self):
-        return self._left != self._right or self._top != self._bottom
-
     def __hash__(self):
         return hash(self.coords)
 
+
 #####################################################################
 
+
 class BoundingBox(Rectangle):
     """Class representing a bounding box (a rectangular area) that
     encloses some objects."""
@@ -358,9 +372,9 @@ def __ior__(self, other):
             >>> print(box1)
             BoundingBox(10.0, 20.0, 100.0, 90.0)
         """
-        self._left   = min(self._left, other._left)
-        self._top    = min(self._top, other._top)
-        self._right  = max(self._right, other._right)
+        self._left = min(self._left, other._left)
+        self._top = min(self._top, other._top)
+        self._right = max(self._right, other._right)
         self._bottom = max(self._bottom, other._bottom)
         return self
 
@@ -378,10 +392,10 @@ def __or__(self, other):
             BoundingBox(10.0, 20.0, 100.0, 90.0)
         """
         return self.__class__(
-                       min(self._left, other._left),
-                       min(self._top, other._top),
-                       max(self._right, other._right),
-                       max(self._bottom, other._bottom)
+            min(self._left, other._left),
+            min(self._top, other._top),
+            max(self._right, other._right),
+            max(self._bottom, other._bottom),
         )
 
 
@@ -394,13 +408,17 @@ class FakeModule(object):
 
     def __getattr__(self, _):
         raise AttributeError("plotting not available")
+
     def __call__(self, _):
         raise TypeError("plotting not available")
+
     def __setattr__(self, key, value):
         raise AttributeError("plotting not available")
 
+
 #####################################################################
 
+
 def find_cairo():
     """Tries to import the ``cairo`` Python module if it is installed,
     also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
@@ -416,8 +434,10 @@ def find_cairo():
             pass
     return module
 
+
 #####################################################################
 
+
 def find_matplotlib():
     """Tries to import the ``cairo`` Python module if it is installed,
     also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
@@ -425,6 +445,7 @@ def find_matplotlib():
     """
     try:
         import matplotlib as mpl
+
         has_mpl = True
     except ImportError:
         mpl = FakeModule()
@@ -437,12 +458,15 @@ def find_matplotlib():
 
     return mpl, plt
 
+
 #####################################################################
 
+
 class Point(tuple):
     """Class representing a point on the 2D plane."""
+
     __slots__ = ()
-    _fields = ('x', 'y')
+    _fields = ("x", "y")
 
     def __new__(cls, x, y):
         """Creates a new point with the given coordinates"""
@@ -451,16 +475,16 @@ def __new__(cls, x, y):
     # pylint: disable-msg=W0622
     # W0622: redefining built-in 'len'
     @classmethod
-    def _make(cls, iterable, new = tuple.__new__, len = len):
+    def _make(cls, iterable, new=tuple.__new__, len=len):
         """Creates a new point from a sequence or iterable"""
         result = new(cls, iterable)
         if len(result) != 2:
-            raise TypeError('Expected 2 arguments, got %d' % len(result))
+            raise TypeError("Expected 2 arguments, got %d" % len(result))
         return result
 
     def __repr__(self):
         """Returns a nicely formatted representation of the point"""
-        return 'Point(x=%r, y=%r)' % self
+        return "Point(x=%r, y=%r)" % self
 
     def _asdict(self):
         """Returns a new dict which maps field names to their values"""
@@ -471,9 +495,9 @@ def _asdict(self):
     def _replace(self, **kwds):
         """Returns a new point object replacing specified fields with new
         values"""
-        result = self._make(map(kwds.pop, ('x', 'y'), self))
+        result = self._make(map(kwds.pop, ("x", "y"), self))
         if kwds:
-            raise ValueError('Got unexpected field names: %r' % kwds.keys())
+            raise ValueError("Got unexpected field names: %r" % list(kwds.keys()))
         return result
 
     def __getnewargs__(self):
@@ -485,20 +509,21 @@ def __getnewargs__(self):
 
     def __add__(self, other):
         """Adds the coordinates of a point to another one"""
-        return self.__class__(x = self.x + other.x, y = self.y + other.y)
+        return self.__class__(x=self.x + other.x, y=self.y + other.y)
 
     def __sub__(self, other):
         """Subtracts the coordinates of a point to another one"""
-        return self.__class__(x = self.x - other.x, y = self.y - other.y)
+        return self.__class__(x=self.x - other.x, y=self.y - other.y)
 
     def __mul__(self, scalar):
         """Multiplies the coordinates by a scalar"""
-        return self.__class__(x = self.x * scalar, y = self.y * scalar)
+        return self.__class__(x=self.x * scalar, y=self.y * scalar)
+
     __rmul__ = __mul__
 
     def __div__(self, scalar):
         """Divides the coordinates by a scalar"""
-        return self.__class__(x = self.x / scalar, y = self.y / scalar)
+        return self.__class__(x=self.x / scalar, y=self.y / scalar)
 
     def as_polar(self):
         """Returns the polar coordinate representation of the point.
@@ -520,7 +545,7 @@ def distance(self, other):
         dx, dy = self.x - other.x, self.y - other.y
         return (dx * dx + dy * dy) ** 0.5
 
-    def interpolate(self, other, ratio = 0.5):
+    def interpolate(self, other, ratio=0.5):
         """Linearly interpolates between the coordinates of this point and
         another one.
 
@@ -529,8 +554,10 @@ def interpolate(self, other, ratio = 0.5):
           return this point, 1 will return the other point.
         """
         ratio = float(ratio)
-        return Point(x = self.x * (1.0 - ratio) + other.x * ratio, \
-                     y = self.y * (1.0 - ratio) + other.y * ratio)
+        return Point(
+            x=self.x * (1.0 - ratio) + other.x * ratio,
+            y=self.y * (1.0 - ratio) + other.y * ratio,
+        )
 
     def length(self):
         """Returns the length of the vector pointing from the origin to this
@@ -542,23 +569,22 @@ def normalized(self):
         after normalization. Returns the normalized point."""
         len = self.length()
         if len == 0:
-            return Point(x = self.x, y = self.y)
-        return Point(x = self.x / len, y = self.y / len)
+            return Point(x=self.x, y=self.y)
+        return Point(x=self.x / len, y=self.y / len)
 
     def sq_length(self):
         """Returns the squared length of the vector pointing from the origin
         to this point."""
-        return (self.x ** 2 + self.y ** 2)
+        return self.x ** 2 + self.y ** 2
 
-    def towards(self, other, distance = 0):
+    def towards(self, other, distance=0):
         """Returns the point that is at a given distance from this point
         towards another one."""
         if not distance:
             return self
 
         angle = atan2(other.y - self.y, other.x - self.x)
-        return Point(self.x + distance * cos(angle),
-                     self.y + distance * sin(angle))
+        return Point(self.x + distance * cos(angle), self.y + distance * sin(angle))
 
     @classmethod
     def FromPolar(cls, radius, angle):
@@ -569,4 +595,3 @@ def FromPolar(cls, radius, angle):
         the origin.
         """
         return cls(radius * cos(angle), radius * sin(angle))
-
diff --git a/src/igraph/drawing/vertex.py b/src/igraph/drawing/vertex.py
index a84ba53e4..bc6d6b2a8 100644
--- a/src/igraph/drawing/vertex.py
+++ b/src/igraph/drawing/vertex.py
@@ -10,10 +10,10 @@
 from igraph.drawing.shapes import ShapeDrawerDirectory
 from math import pi
 
-__all__ = ["AbstractVertexDrawer", "AbstractCairoVertexDrawer", \
-        "DefaultVertexDrawer"]
+__all__ = ["AbstractVertexDrawer", "AbstractCairoVertexDrawer", "DefaultVertexDrawer"]
 __license__ = "GPL"
 
+
 class AbstractVertexDrawer(AbstractDrawer):
     """Abstract vertex drawer object from which all concrete vertex drawer
     implementations are derived."""
@@ -31,7 +31,7 @@ def __init__(self, palette, layout):
 
     def draw(self, visual_vertex, vertex, coords):
         """Draws the given vertex.
-        
+
         @param visual_vertex: object specifying the visual properties of the
             vertex. Its structure is defined by the VisualVertexBuilder of the
             L{DefaultGraphDrawer}; see its source code.
@@ -41,6 +41,7 @@ def draw(self, visual_vertex, vertex, coords):
         """
         raise NotImplementedError("abstract class")
 
+
 class AbstractCairoVertexDrawer(AbstractVertexDrawer, AbstractCairoDrawer):
     """Abstract base class for vertex drawers that draw on a Cairo canvas."""
 
@@ -60,6 +61,7 @@ def __init__(self, context, bbox, palette, layout):
         AbstractCairoDrawer.__init__(self, context, bbox)
         AbstractVertexDrawer.__init__(self, palette, layout)
 
+
 class DefaultVertexDrawer(AbstractCairoVertexDrawer):
     """The default vertex drawer implementation of igraph."""
 
@@ -70,28 +72,38 @@ def __init__(self, context, bbox, palette, layout):
     def _construct_visual_vertex_builder(self):
         class VisualVertexBuilder(AttributeCollectorBase):
             """Collects some visual properties of a vertex for drawing"""
+
             _kwds_prefix = "vertex_"
             color = ("red", self.palette.get)
             frame_color = ("black", self.palette.get)
             frame_width = 1.0
             label = None
-            label_angle = -pi/2
-            label_dist  = 0.0
+            label_angle = -pi / 2
+            label_dist = 0.0
             label_color = ("black", self.palette.get)
-            font = 'sans-serif'
-            label_size  = 14.0
+            font = "sans-serif"
+            label_size = 14.0
             position = dict(func=self.layout.__getitem__)
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
             size = 20.0
             width = None
             height = None
+
         return VisualVertexBuilder
 
     def draw(self, visual_vertex, vertex, coords):
         context = self.context
 
-        width = visual_vertex.width if visual_vertex.width is not None else visual_vertex.size
-        height = visual_vertex.height if visual_vertex.height is not None else visual_vertex.size
+        width = (
+            visual_vertex.width
+            if visual_vertex.width is not None
+            else visual_vertex.size
+        )
+        height = (
+            visual_vertex.height
+            if visual_vertex.height is not None
+            else visual_vertex.size
+        )
 
         visual_vertex.shape.draw_path(context, coords[0], coords[1], width, height)
         context.set_source_rgba(*visual_vertex.color)
@@ -99,5 +111,3 @@ def draw(self, visual_vertex, vertex, coords):
         context.set_source_rgba(*visual_vertex.frame_color)
         context.set_line_width(visual_vertex.frame_width)
         context.stroke()
-
-
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 540febca7..78d826f1c 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -8,7 +8,7 @@
 `igraph.Graph.Formula()`.
 """
 
-from cStringIO import StringIO
+from io import StringIO
 from igraph.datatypes import UniqueIdGenerator
 
 import re
@@ -17,7 +17,7 @@
 
 __all__ = ["construct_graph_from_formula"]
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -37,13 +37,14 @@
 02110-1301 USA
 """
 
+
 def generate_edges(formula):
     """Parses an edge specification from the head of the given
     formula part and yields the following:
-    
+
       - startpoint(s) of the edge by vertex names
       - endpoint(s) of the edge by names or an empty list if the vertices are isolated
-      - a pair of bools to denote whether we had arrowheads at the start and end vertices 
+      - a pair of bools to denote whether we had arrowheads at the start and end vertices
     """
     if formula == "":
         yield [], [""], [False, False]
@@ -55,7 +56,7 @@ def generate_edges(formula):
     parsing_vertices = True
 
     # Tokenize the formula
-    token_gen = tokenize.generate_tokens(StringIO(formula).next)
+    token_gen = tokenize.generate_tokens(StringIO(formula).__next__)
     for token_info in token_gen:
         # Do the state transitions
         token_type, tok, _, _, _ = token_info
@@ -90,7 +91,10 @@ def generate_edges(formula):
                 # End markers are fine
                 pass
             else:
-                msg = "invalid token found in edge specification: %s; token_type=%r; tok=%r" % (formula, token_type, tok)
+                msg = (
+                    "invalid token found in edge specification: %s; token_type=%r; tok=%r"
+                    % (formula, token_type, tok)
+                )
                 raise SyntaxError(msg)
         else:
             # We are parsing an edge operator
@@ -111,10 +115,9 @@ def generate_edges(formula):
     yield start_names, end_names, arrowheads
 
 
-def construct_graph_from_formula(cls, formula = None, attr = "name",
-        simplify = True):
+def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     """Graph.Formula(formula = None, attr = "name", simplify = True)
-    
+
     Generates a graph from a graph formula
 
     A graph formula is a simple string representation of a graph.
@@ -167,7 +170,7 @@ def construct_graph_from_formula(cls, formula = None, attr = "name",
       + attr: name (v)
       + edges (vertex names):
       A->B
-      
+
     If you have may disconnected componnets, you can separate them
     with commas. You can also specify isolated vertices:
 
@@ -199,10 +202,10 @@ def construct_graph_from_formula(cls, formula = None, attr = "name",
     @param simplify: whether the simplify the constructed graph
     @return: the constructed graph:
     """
-    
+
     # If we have no formula, return an empty graph
     if formula is None:
-        return cls(0, vertex_attrs = {attr: []})
+        return cls(0, vertex_attrs={attr: []})
 
     vertex_ids, edges, directed = UniqueIdGenerator(), [], False
     # Loop over each part in the formula
@@ -212,26 +215,23 @@ def construct_graph_from_formula(cls, formula = None, attr = "name",
         # Parse the first vertex specification from the formula
         for start_names, end_names, arrowheads in generate_edges(part):
             start_ids = [vertex_ids[name] for name in start_names]
-            end_ids   = [vertex_ids[name] for name in end_names]
+            end_ids = [vertex_ids[name] for name in end_names]
             if not arrowheads[0] and not arrowheads[1]:
                 # This is an undirected edge. Do we have a directed graph?
                 if not directed:
                     # Nope, add the edge
-                    edges.extend((id1, id2) for id1 in start_ids \
-                                 for id2 in end_ids)
+                    edges.extend((id1, id2) for id1 in start_ids for id2 in end_ids)
             else:
                 # This is a directed edge
                 directed = True
                 if arrowheads[1]:
-                    edges.extend((id1, id2) for id1 in start_ids \
-                                 for id2 in end_ids)
+                    edges.extend((id1, id2) for id1 in start_ids for id2 in end_ids)
                 if arrowheads[0]:
-                    edges.extend((id2, id1) for id1 in start_ids \
-                                 for id2 in end_ids)
+                    edges.extend((id2, id1) for id1 in start_ids for id2 in end_ids)
 
     # Grab the vertex names into a list
     vertex_attrs = {}
-    vertex_attrs[attr] = vertex_ids.values()
+    vertex_attrs[attr] = list(vertex_ids.values())
     # Construct and return the graph
     result = cls(len(vertex_ids), edges, directed, vertex_attrs=vertex_attrs)
     if simplify:
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 7f347b070..1d3fd7623 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -6,13 +6,13 @@
 This package contains the implementation of the L{Layout} object.
 """
 
-from itertools import izip
+
 from math import sin, cos, pi
 
 from igraph.drawing.utils import BoundingBox
 from igraph.statistics import RunningMean
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -32,6 +32,7 @@
 02110-1301 USA
 """
 
+
 class Layout(object):
     """Represents the layout of a graph.
 
@@ -64,7 +65,7 @@ class Layout(object):
         >>> print layout[1]
         [0, 3]
     """
-    
+
     def __init__(self, coords=None, dim=None):
         """Constructor.
 
@@ -90,8 +91,10 @@ def __init__(self, coords=None, dim=None):
             self._dim = int(dim)
             for row in self._coords:
                 if len(row) != self._dim:
-                    raise ValueError("all items in the coordinate list "+
-                                     "must have a length of %d" % self._dim)
+                    raise ValueError(
+                        "all items in the coordinate list "
+                        + "must have a length of %d" % self._dim
+                    )
 
     def __len__(self):
         return len(self._coords)
@@ -121,8 +124,11 @@ def __repr__(self):
             dim_count = "1 dimension"
         else:
             dim_count = "%d dimensions" % self.dim
-        return "<%s with %s and %s>" % (self.__class__.__name__,
-                vertex_count, dim_count)
+        return "<%s with %s and %s>" % (
+            self.__class__.__name__,
+            vertex_count,
+            dim_count,
+        )
 
     @property
     def dim(self):
@@ -138,7 +144,7 @@ def append(self, value):
         """Appends a new point to the layout"""
         if len(value) < self._dim:
             raise ValueError("appended item must have %d elements" % self._dim)
-        self._coords.append([float(coord) for coord in value[0:self._dim]])
+        self._coords.append([float(coord) for coord in value[0 : self._dim]])
 
     def mirror(self, dim):
         """Mirrors the layout along the given dimension(s)
@@ -154,7 +160,6 @@ def mirror(self, dim):
             for row in self._coords:
                 row[current_dim] *= -1
 
-
     def rotate(self, angle, dim1=0, dim2=1, **kwds):
         """Rotates the layout by the given degrees on the plane defined by
         the given two dimensions.
@@ -166,18 +171,17 @@ def rotate(self, angle, dim1=0, dim2=1, **kwds):
           origin will be the origin of the coordinate system.
         """
 
-        origin = list(kwds.get("origin", [0.]*self._dim))
+        origin = list(kwds.get("origin", [0.0] * self._dim))
         if len(origin) != self._dim:
             raise ValueError("origin must have %d dimensions" % self._dim)
 
-        radian = angle * pi / 180.
+        radian = angle * pi / 180.0
         cos_alpha, sin_alpha = cos(radian), sin(radian)
-        
-        for idx, row in enumerate(self._coords): 
-            x, y = row[dim1] - origin[dim1], row[dim2] - origin[dim2]
-            row[dim1] = cos_alpha*x - sin_alpha*y + origin[dim1]
-            row[dim2] = sin_alpha*x + cos_alpha*y + origin[dim2]
 
+        for idx, row in enumerate(self._coords):
+            x, y = row[dim1] - origin[dim1], row[dim2] - origin[dim2]
+            row[dim1] = cos_alpha * x - sin_alpha * y + origin[dim1]
+            row[dim2] = sin_alpha * x + cos_alpha * y + origin[dim2]
 
     def scale(self, *args, **kwds):
         """Scales the layout.
@@ -194,7 +198,7 @@ def scale(self, *args, **kwds):
         @keyword origin: the origin of scaling (this point will stay in place).
           Optional, defaults to the origin of the coordinate system being used.
         """
-        origin = list(kwds.get("origin", [0.]*self._dim))
+        origin = list(kwds.get("origin", [0.0] * self._dim))
         if len(origin) != self._dim:
             raise ValueError("origin must have %d dimensions" % self._dim)
 
@@ -205,16 +209,16 @@ def scale(self, *args, **kwds):
             raise ValueError("scaling factor must be given")
         elif len(scaling) == 1:
             if type(scaling[0]) == int or type(scaling[0]) == float:
-                scaling = scaling*self._dim
+                scaling = scaling * self._dim
             else:
                 scaling = scaling[0]
         if len(scaling) != self._dim:
-            raise ValueError("scaling factor list must have %d elements" \
-                    % self._dim)
+            raise ValueError("scaling factor list must have %d elements" % self._dim)
 
         for idx, row in enumerate(self._coords):
-            self._coords[idx] = [(row[d]-origin[d])*scaling[d]+origin[d] \
-                                 for d in xrange(self._dim)]
+            self._coords[idx] = [
+                (row[d] - origin[d]) * scaling[d] + origin[d] for d in range(self._dim)
+            ]
 
     def translate(self, *args, **kwds):
         """Translates the layout.
@@ -233,15 +237,12 @@ def translate(self, *args, **kwds):
         elif len(v) == 1 and type(v[0]) != int and type(v[0]) != float:
             v = v[0]
         if len(v) != self._dim:
-            raise ValueError("translation vector must have %d dimensions" \
-                    % self._dim)
+            raise ValueError("translation vector must have %d dimensions" % self._dim)
 
         for idx, row in enumerate(self._coords):
-            self._coords[idx] = [row[d]+v[d] for d in xrange(self._dim)]
-
+            self._coords[idx] = [row[d] + v[d] for d in range(self._dim)]
 
-    def to_radial(self, min_angle = 100, max_angle = 80, \
-        min_radius=0.0, max_radius=1.0):
+    def to_radial(self, min_angle=100, max_angle=80, min_radius=0.0, max_radius=1.0):
         """Converts a planar layout to a radial one
 
         This method applies only to 2D layouts. The X coordinate of the
@@ -279,14 +280,13 @@ def to_radial(self, min_angle = 100, max_angle = 80, \
             max_angle += 360
 
         ratio_x = (max_angle - min_angle) / bbox.width
-        ratio_x *= pi / 180.
-        min_angle *= pi / 180.
+        ratio_x *= pi / 180.0
+        min_angle *= pi / 180.0
         ratio_y = (max_radius - min_radius) / bbox.height
         for idx, (x, y) in enumerate(self._coords):
-            alpha  = (x-bbox.left) * ratio_x + min_angle
-            radius = (y-bbox.top) * ratio_y + min_radius
-            self._coords[idx] = [cos(alpha)*radius, -sin(alpha)*radius]
-
+            alpha = (x - bbox.left) * ratio_x + min_angle
+            radius = (y - bbox.top) * ratio_y + min_radius
+            self._coords[idx] = [cos(alpha) * radius, -sin(alpha) * radius]
 
     def transform(self, function, *args, **kwds):
         """Performs an arbitrary transformation on the layout
@@ -297,20 +297,20 @@ def transform(self, function, *args, **kwds):
         @param function: a function which receives the coordinates as a
           tuple and returns the transformed tuple.
         """
-        self._coords = [list(function(tuple(row), *args, **kwds)) \
-            for row in self._coords]
-
+        self._coords = [
+            list(function(tuple(row), *args, **kwds)) for row in self._coords
+        ]
 
     def centroid(self):
         """Returns the centroid of the layout.
 
         The centroid of the layout is the arithmetic mean of the points in
         the layout.
-        
+
         @return: the centroid as a list of floats"""
-        centroid = [RunningMean() for _ in xrange(self._dim)]
+        centroid = [RunningMean() for _ in range(self._dim)]
         for row in self._coords:
-            for dim in xrange(self._dim):
+            for dim in range(self._dim):
                 centroid[dim].add(row[dim])
         return [rm.mean for rm in centroid]
 
@@ -332,12 +332,12 @@ def boundaries(self, border=0):
             raise ValueError("layout contains no layout items")
 
         mins, maxs = [], []
-        for dim in xrange(self._dim):
+        for dim in range(self._dim):
             col = [row[dim] for row in self._coords]
-            mins.append(min(col)-border)
-            maxs.append(max(col)+border)
+            mins.append(min(col) - border)
+            maxs.append(max(col) + border)
         return mins, maxs
-        
+
     def bounding_box(self, border=0):
         """Returns the bounding box of the layout.
 
@@ -360,7 +360,6 @@ def bounding_box(self, border=0):
         except ValueError:
             return BoundingBox(0, 0, 0, 0)
 
-
     def center(self, *args, **kwds):
         """Centers the layout around the given point.
 
@@ -373,18 +372,15 @@ def center(self, *args, **kwds):
           the operation."""
         center = kwds.get("p") or args
         if len(center) == 0:
-            center = [0.] * self._dim
-        elif len(center) == 1 and type(center[0]) != int \
-            and type(center[0]) != float:
+            center = [0.0] * self._dim
+        elif len(center) == 1 and type(center[0]) != int and type(center[0]) != float:
             center = center[0]
         if len(center) != self._dim:
-            raise ValueError("the given point must have %d dimensions" \
-                    % self._dim)
+            raise ValueError("the given point must have %d dimensions" % self._dim)
         centroid = self.centroid()
-        vec = [center[d]-centroid[d] for d in xrange(self._dim)]
+        vec = [center[d] - centroid[d] for d in range(self._dim)]
         self.translate(vec)
 
-
     def copy(self):
         """Creates an exact copy of the layout."""
         return self.__copy__()
@@ -409,20 +405,21 @@ def fit_into(self, bbox, keep_aspect_ratio=True):
                 raise TypeError("bounding boxes work for 2D layouts only")
             corner, target_sizes = [bbox.left, bbox.top], [bbox.width, bbox.height]
         elif len(bbox) == self._dim:
-            corner, target_sizes = [0.] * self._dim, list(bbox)
+            corner, target_sizes = [0.0] * self._dim, list(bbox)
         elif len(bbox) == 2 * self._dim:
-            corner, opposite_corner = list(bbox[0:self._dim]), list(bbox[self._dim:])
-            for i in xrange(self._dim):
+            corner, opposite_corner = list(bbox[0 : self._dim]), list(bbox[self._dim :])
+            for i in range(self._dim):
                 if corner[i] > opposite_corner[i]:
                     corner[i], opposite_corner[i] = opposite_corner[i], corner[i]
-            target_sizes = [max_val-min_val \
-                    for min_val, max_val in izip(corner, opposite_corner)]
+            target_sizes = [
+                max_val - min_val for min_val, max_val in zip(corner, opposite_corner)
+            ]
 
         try:
             mins, maxs = self.boundaries()
         except ValueError:
             mins, maxs = [0.0] * self._dim, [0.0] * self._dim
-        sizes = [max_val - min_val for min_val, max_val in izip(mins, maxs)]
+        sizes = [max_val - min_val for min_val, max_val in zip(mins, maxs)]
 
         for i, size in enumerate(sizes):
             if size == 0:
@@ -430,18 +427,19 @@ def fit_into(self, bbox, keep_aspect_ratio=True):
                 mins[i] -= 1
                 maxs[i] += 1
 
-        ratios = [float(target_size) / current_size \
-                  for current_size, target_size in izip(sizes, target_sizes)]
+        ratios = [
+            float(target_size) / current_size
+            for current_size, target_size in zip(sizes, target_sizes)
+        ]
         if keep_aspect_ratio:
             min_ratio = min(ratios)
             ratios = [min_ratio] * self._dim
 
         translations = []
-        for i in xrange(self._dim):
-            trans = (target_sizes[i] - ratios[i] * sizes[i]) / 2.
+        for i in range(self._dim):
+            trans = (target_sizes[i] - ratios[i] * sizes[i]) / 2.0
             trans -= mins[i] * ratios[i] - corner[i]
             translations.append(trans)
 
         self.scale(*ratios)
         self.translate(*translations)
-
diff --git a/src/igraph/matching.py b/src/igraph/matching.py
index 0e75ad9d2..85d40d226 100644
--- a/src/igraph/matching.py
+++ b/src/igraph/matching.py
@@ -5,7 +5,7 @@
 from igraph.clustering import VertexClustering
 from igraph._igraph import Vertex
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -25,6 +25,7 @@
 02110-1301 USA
 """
 
+
 class Matching(object):
     """A matching of vertices in a graph.
 
@@ -65,7 +66,7 @@ def __init__(self, graph, matching, types=None):
         self._num_matched = 0
         self._types = None
 
-        if isinstance(types, basestring):
+        if isinstance(types, str):
             types = graph.vs[types]
 
         self.types = types
@@ -76,11 +77,14 @@ def __len__(self):
 
     def __repr__(self):
         if self._types is not None:
-            return "%s(%r,%r,types=%r)" % \
-              (self.__class__.__name__, self._graph, self._matching, self._types)
+            return "%s(%r,%r,types=%r)" % (
+                self.__class__.__name__,
+                self._graph,
+                self._matching,
+                self._types,
+            )
         else:
-            return "%s(%r,%r)" % \
-              (self.__class__.__name__, self._graph, self._matching)
+            return "%s(%r,%r)" % (self.__class__.__name__, self._graph, self._matching)
 
     def __str__(self):
         if self._types is not None:
@@ -95,8 +99,11 @@ def edges(self):
         of them will be returned.
         """
         get_eid = self._graph.get_eid
-        eidxs = [get_eid(u, v, directed=False) \
-                for u, v in enumerate(self._matching) if v != -1 and u <= v]
+        eidxs = [
+            get_eid(u, v, directed=False)
+            for u, v in enumerate(self._matching)
+            if v != -1 and u <= v
+        ]
         return self._graph.es[eidxs]
 
     @property
@@ -121,7 +128,7 @@ def is_matched(self, vertex):
 
     def match_of(self, vertex):
         """Returns the vertex a given vertex is matched to.
-        
+
         @param vertex: the vertex we are interested in; either an integer index
           or an instance of L{Vertex}.
         @return: the index of the vertex matched to the given vertex, either as
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 00f8e0c13..a8c19a40d 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -2,11 +2,10 @@
 # -*- coding: utf-8 -*-
 """Implementation of union, disjoint union and intersection operators."""
 
-from __future__ import with_statement
 
 __all__ = ("disjoint_union", "union", "intersection")
 __docformat__ = "restructuredtext en"
-__license__ = u"""
+__license__ = """
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -28,7 +27,6 @@
 
 from igraph._igraph import GraphBase, _union, _intersection, _disjoint_union
 
-from collections import defaultdict, Counter
 from warnings import warn
 
 
@@ -49,7 +47,7 @@ def disjoint_union(graphs):
     @return: the disjoint union graph
     """
     if any(not isinstance(g, GraphBase) for g in graphs):
-        raise TypeError('Not all elements are graphs')
+        raise TypeError("Not all elements are graphs")
 
     ngr = len(graphs)
     # Trivial cases
@@ -81,16 +79,15 @@ def disjoint_union(graphs):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_union['{:}_{:}'.format(a_name, igf)] = \
-                    graph_union.pop(a_name)
-            graph_union['{:}_{:}'.format(a_name, ig)] = a_value
+                graph_union["{:}_{:}".format(a_name, igf)] = graph_union.pop(a_name)
+            graph_union["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes
     i = 0
     for g in graphs:
         nv = g.vcount()
         for attr in g.vertex_attributes():
-            graph_union.vs[i: i + nv][attr] = g.vs[attr]
+            graph_union.vs[i : i + nv][attr] = g.vs[attr]
         i += nv
 
     # Edge attributes
@@ -98,13 +95,13 @@ def disjoint_union(graphs):
     for g in graphs:
         ne = g.ecount()
         for attr in g.edge_attributes():
-            graph_union.es[i: i + ne][attr] = g.es[attr]
+            graph_union.es[i : i + ne][attr] = g.es[attr]
         i += ne
 
     return graph_union
 
 
-def union(graphs, byname='auto'):
+def union(graphs, byname="auto"):
     """Graph union.
 
     The union of two or more graphs is created. The graphs may have identical
@@ -133,14 +130,14 @@ def union(graphs, byname='auto'):
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
-        raise TypeError('Not all elements are graphs')
+        raise TypeError("Not all elements are graphs")
 
-    if byname not in (True, False, 'auto'):
+    if byname not in (True, False, "auto"):
         raise ValueError('"byname" should be a bool or "auto"')
 
     ngr = len(graphs)
     n_named = sum(g.is_named() for g in graphs)
-    if byname == 'auto':
+    if byname == "auto":
         byname = n_named == ngr
         if n_named not in (0, ngr):
             warn("Some, but not all graphs are named, not using vertex names")
@@ -156,7 +153,7 @@ def union(graphs, byname='auto'):
     # Now there are at least two graphs
 
     if byname:
-        allnames = [g.vs['name'] for g in graphs]
+        allnames = [g.vs["name"] for g in graphs]
         uninames = list(set.union(*(set(vns) for vns in allnames)))
         permutation_map = {x: i for i, x in enumerate(uninames)}
         nve = len(uninames)
@@ -171,7 +168,7 @@ def union(graphs, byname='auto'):
 
             # Reorder vertices to match uninames
             # vertex k -> p[k]
-            permutation = [permutation_map[x] for x in ng.vs['name']]
+            permutation = [permutation_map[x] for x in ng.vs["name"]]
             ng = ng.permute_vertices(permutation)
 
             newgraphs.append(ng)
@@ -182,8 +179,8 @@ def union(graphs, byname='auto'):
     edgemaps = any(len(g.edge_attributes()) for g in graphs)
     res = _union(newgraphs, edgemaps)
     if edgemaps:
-        graph_union = res['graph']
-        edgemaps = res['edgemaps']
+        graph_union = res["graph"]
+        edgemaps = res["edgemaps"]
     else:
         graph_union = res
 
@@ -205,14 +202,13 @@ def union(graphs, byname='auto'):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_union['{:}_{:}'.format(a_name, igf)] = \
-                    graph_union.pop(a_name)
-            graph_union['{:}_{:}'.format(a_name, ig)] = a_value
+                graph_union["{:}_{:}".format(a_name, igf)] = graph_union.pop(a_name)
+            graph_union["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes
     if byname:
-        graph_union.vs['name'] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(['name'])
+        graph_union.vs["name"] = uninames
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
     nve = graph_union.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
@@ -239,7 +235,7 @@ def union(graphs, byname='auto'):
         # There is a conflict, name after the graph number
         for ig, g in enumerate(newgraphs, 1):
             if a_name in g.vertex_attributes():
-                graph_union.vs['{:}_{:}'.format(a_name, ig)] = g.vs[a_name]
+                graph_union.vs["{:}_{:}".format(a_name, ig)] = g.vs[a_name]
 
     # Edge attributes
     if edgemaps:
@@ -259,7 +255,7 @@ def union(graphs, byname='auto'):
                         vals[iu] = a_value
                         continue
                     if vals[iu] != a_value:
-                        print(g, g.vs['name'], emap, a_value, iu, vals[iu])
+                        print(g, g.vs["name"], emap, a_value, iu, vals[iu])
                         conflict = True
                         break
                 if conflict:
@@ -277,12 +273,12 @@ def union(graphs, byname='auto'):
                 vals = [None for i in range(ne)]
                 for iu, a_value in zip(emap, g.es[a_name]):
                     vals[iu] = a_value
-                graph_union.es['{:}_{:}'.format(a_name, ig)] = vals
+                graph_union.es["{:}_{:}".format(a_name, ig)] = vals
 
     return graph_union
 
 
-def intersection(graphs, byname='auto', keep_all_vertices=True):
+def intersection(graphs, byname="auto", keep_all_vertices=True):
     """Graph intersection.
 
     The intersection of two or more graphs is created. The graphs may have
@@ -313,14 +309,14 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
-        raise TypeError('Not all elements are graphs')
+        raise TypeError("Not all elements are graphs")
 
-    if byname not in (True, False, 'auto'):
+    if byname not in (True, False, "auto"):
         raise ValueError('"byname" should be a bool or "auto"')
 
     ngr = len(graphs)
     n_named = sum(g.is_named() for g in graphs)
-    if byname == 'auto':
+    if byname == "auto":
         byname = n_named == ngr
         if n_named not in (0, ngr):
             warn("Some, but not all graphs are named, not using vertex names")
@@ -336,7 +332,7 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
     # Now there are at least two graphs
 
     if byname:
-        allnames = [g.vs['name'] for g in graphs]
+        allnames = [g.vs["name"] for g in graphs]
 
         if keep_all_vertices:
             uninames = list(set.union(*(set(vns) for vns in allnames)))
@@ -361,7 +357,7 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
 
             # Reorder vertices to match uninames
             # vertex k -> p[k]
-            permutation = [permutation_map[x] for x in ng.vs['name']]
+            permutation = [permutation_map[x] for x in ng.vs["name"]]
             ng = ng.permute_vertices(permutation)
 
             newgraphs.append(ng)
@@ -372,8 +368,8 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
     edgemaps = any(len(g.edge_attributes()) for g in graphs)
     res = _intersection(newgraphs, edgemaps)
     if edgemaps:
-        graph_intsec = res['graph']
-        edgemaps = res['edgemaps']
+        graph_intsec = res["graph"]
+        edgemaps = res["edgemaps"]
     else:
         graph_intsec = res
 
@@ -395,14 +391,13 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_intsec['{:}_{:}'.format(a_name, igf)] = \
-                    graph_intsec.pop(a_name)
-            graph_intsec['{:}_{:}'.format(a_name, ig)] = a_value
+                graph_intsec["{:}_{:}".format(a_name, igf)] = graph_intsec.pop(a_name)
+            graph_intsec["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes
     if byname:
-        graph_intsec.vs['name'] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(['name'])
+        graph_intsec.vs["name"] = uninames
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
     nv = graph_intsec.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
@@ -430,7 +425,7 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
         # There is a conflict, name after the graph number
         for ig, g in enumerate(newgraphs, 1):
             if a_name in g.vertex_attributes():
-                graph_intsec.vs['{:}_{:}'.format(a_name, ig)] = g.vs[a_name]
+                graph_intsec.vs["{:}_{:}".format(a_name, ig)] = g.vs[a_name]
 
     # Edge attributes
     if edgemaps:
@@ -471,6 +466,6 @@ def intersection(graphs, byname='auto', keep_all_vertices=True):
                     if iu == -1:
                         continue
                     vals[iu] = a_value
-                graph_intsec.es['{:}_{:}'.format(a_name, ig)] = vals
+                graph_intsec.es["{:}_{:}".format(a_name, ig)] = vals
 
     return graph_intsec
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index adb362a60..67f48c90e 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -3,7 +3,7 @@
 """Classes that help igraph communicate with Gephi (http://www.gephi.org)."""
 
 from igraph.compat import property
-import urllib2
+import urllib.request, urllib.error, urllib.parse
 
 try:
     # JSON is optional so we don't blow up with Python < 2.6
@@ -15,11 +15,12 @@
     except ImportError:
         # No simplejson either
         from igraph.drawing.utils import FakeModule
+
         json = FakeModule()
 
 __all__ = ["GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat"]
 __docformat__ = "restructuredtext en"
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -66,7 +67,7 @@ def __init__(self, url=None, host="127.0.0.1", port=8080, workspace=1):
     def __del__(self):
         try:
             self.close()
-        except urllib2.URLError:
+        except urllib.error.URLError:
             # Happens when Gephi is closed before the connection is destroyed
             pass
 
@@ -83,7 +84,7 @@ def flush(self):
         single request."""
         data = b"".join(self._pending_operations)
         self._pending_operations = []
-        conn = urllib2.urlopen(self._update_url, data=data)
+        conn = urllib.request.urlopen(self._update_url, data=data)
         return conn.read()
 
     @property
@@ -241,7 +242,7 @@ def iterjsonobj(self, graph):
         to the destination."""
 
         # Construct a unique ID prefix
-        id_prefix = "igraph:%s" % (hex(id(graph)), )
+        id_prefix = "igraph:%s" % (hex(id(graph)),)
 
         # Add the vertices
         add_node = self.format.get_add_node_event
@@ -252,10 +253,13 @@ def iterjsonobj(self, graph):
         add_edge = self.format.get_add_edge_event
         directed = graph.is_directed()
         for edge in graph.es:
-            yield add_edge("%s:e:%d:%d" % (id_prefix, edge.source, edge.target),
-                    "%s:v:%d" % (id_prefix, edge.source),
-                    "%s:v:%d" % (id_prefix, edge.target),
-                    directed, edge.attributes())
+            yield add_edge(
+                "%s:e:%d:%d" % (id_prefix, edge.source, edge.target),
+                "%s:v:%d" % (id_prefix, edge.source),
+                "%s:v:%d" % (id_prefix, edge.target),
+                directed,
+                edge.attributes(),
+            )
 
     def post(self, graph, destination, encoder=None):
         """Posts the given graph to the destination of the streamer using the
@@ -285,4 +289,3 @@ def send_event(self, event, destination, encoder=None, flush=True):
         destination.write(b"\r\n")
         if flush:
             destination.flush()
-
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 15a0e1aa5..b62199244 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -4,7 +4,7 @@
 Statistics related stuff in igraph
 """
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -26,8 +26,16 @@
 
 import math
 
-__all__ = ["FittedPowerLaw", "Histogram", "RunningMean", "mean", "median", \
-        "percentile", "quantile", "power_law_fit"]
+__all__ = [
+    "FittedPowerLaw",
+    "Histogram",
+    "RunningMean",
+    "mean",
+    "median",
+    "percentile",
+    "quantile",
+    "power_law_fit",
+]
 
 
 class FittedPowerLaw(object):
@@ -38,7 +46,7 @@ class FittedPowerLaw(object):
         >>> result = power_law_fit([1, 2, 3, 4, 5, 6])
         >>> result                   # doctest:+ELLIPSIS
         FittedPowerLaw(continuous=False, alpha=2.425828..., xmin=3.0, L=-7.54633..., D=0.2138..., p=0.99311...)
-        >>> print result             # doctest:+ELLIPSIS
+        >>> print(result)            # doctest:+ELLIPSIS
         Fitted power-law distribution on discrete data
         <BLANKLINE>
         Exponent (alpha)  = 2.425828
@@ -69,9 +77,15 @@ def __init__(self, continuous, alpha, xmin, L, D, p):
         self.p = p
 
     def __repr__(self):
-        return "%s(continuous=%r, alpha=%r, xmin=%r, L=%r, D=%r, p=%r)" % \
-                (self.__class__.__name__, self.continuous, self.alpha, \
-                self.xmin, self.L, self.D, self.p)
+        return "%s(continuous=%r, alpha=%r, xmin=%r, L=%r, D=%r, p=%r)" % (
+            self.__class__.__name__,
+            self.continuous,
+            self.alpha,
+            self.xmin,
+            self.L,
+            self.D,
+            self.p,
+        )
 
     def __str__(self):
         return self.summary(significance=0.05)
@@ -84,8 +98,10 @@ def summary(self, significance=0.05):
           distribution
         @return: the summary as a string
         """
-        result = ["Fitted power-law distribution on %s data" % \
-                ("discrete", "continuous")[bool(self.continuous)]]
+        result = [
+            "Fitted power-law distribution on %s data"
+            % ("discrete", "continuous")[bool(self.continuous)]
+        ]
         result.append("")
         result.append("Exponent (alpha)  = %f" % self.alpha)
         result.append("Cutoff (xmin)     = %f" % self.xmin)
@@ -98,29 +114,29 @@ def summary(self, significance=0.05):
         result.append("p-value           = %f" % self.p)
         result.append("")
         if self.p < significance:
-            result.append("H0 rejected at significance level %g" \
-                    % significance)
+            result.append("H0 rejected at significance level %g" % significance)
         else:
-            result.append("H0 could not be rejected at significance "\
-                    "level %g" % significance)
+            result.append(
+                "H0 could not be rejected at significance " "level %g" % significance
+            )
 
         return "\n".join(result)
 
 
 class Histogram(object):
     """Generic histogram class for real numbers
-    
+
     Example:
-        
+
         >>> h = Histogram(5)     # Initializing, bin width = 5
         >>> h << [2,3,2,7,8,5,5,0,7,9]     # Adding more items
-        >>> print h
+        >>> print(h)
         N = 10, mean +- sd: 4.8000 +- 2.9740
         [ 0,  5): **** (4)
         [ 5, 10): ****** (6)
     """
 
-    def __init__(self, bin_width = 1, data = None):
+    def __init__(self, bin_width=1, data=None):
         """Initializes the histogram with the given data set.
 
         @param bin_width: the bin width of the histogram.
@@ -135,7 +151,7 @@ def __init__(self, bin_width = 1, data = None):
         if data:
             self.add_many(data)
 
-    def _get_bin(self, num, create = False):
+    def _get_bin(self, num, create=False):
         """Returns the bin index corresponding to the given number.
 
         @param num: the number for which the bin is being sought
@@ -145,31 +161,31 @@ def _get_bin(self, num, create = False):
         if len(self._bins) == 0:
             if not create:
                 result = None
-            else: 
-                self._min = int(num/self._bin_width)*self._bin_width
-                self._max = self._min+self._bin_width
+            else:
+                self._min = int(num / self._bin_width) * self._bin_width
+                self._max = self._min + self._bin_width
                 self._bins = [0]
                 result = 0
             return result
 
         if num >= self._min:
-            binidx = int((num-self._min)/self._bin_width)
+            binidx = int((num - self._min) / self._bin_width)
             if binidx < len(self._bins):
                 return binidx
             if not create:
                 return None
-            extra_bins = binidx-len(self._bins)+1
-            self._bins.extend([0]*extra_bins)
-            self._max = self._min + len(self._bins)*self._bin_width
+            extra_bins = binidx - len(self._bins) + 1
+            self._bins.extend([0] * extra_bins)
+            self._max = self._min + len(self._bins) * self._bin_width
             return binidx
 
         if not create:
             return None
 
-        extra_bins = int(math.ceil((self._min-num)/self._bin_width))
-        self._bins[0:0] = [0]*extra_bins
-        self._min -= extra_bins*self._bin_width
-        self._max = self._min + len(self._bins)*self._bin_width
+        extra_bins = int(math.ceil((self._min - num) / self._bin_width))
+        self._bins[0:0] = [0] * extra_bins
+        self._min -= extra_bins * self._bin_width
+        self._max = self._min + len(self._bins) * self._bin_width
         return 0
 
     @property
@@ -196,13 +212,13 @@ def var(self):
 
     def add(self, num, repeat=1):
         """Adds a single number to the histogram.
-        
+
         @param num: the number to be added
         @param repeat: number of repeated additions
         """
         num = float(num)
         binidx = self._get_bin(num, True)
-        self._bins[binidx] += repeat 
+        self._bins[binidx] += repeat
         self._running_mean.add(num, repeat)
 
     def add_many(self, data):
@@ -215,6 +231,7 @@ def add_many(self, data):
             iterator = iter([data])
         for x in iterator:
             self.add(x)
+
     __lshift__ = add_many
 
     def clear(self):
@@ -225,33 +242,43 @@ def clear(self):
 
     def bins(self):
         """Generator returning the bins of the histogram in increasing order
-        
+
         @return: a tuple with the following elements: left bound, right bound,
           number of elements in the bin"""
         x = self._min
         for elem in self._bins:
-            yield (x, x+self._bin_width, elem)
+            yield (x, x + self._bin_width, elem)
             x += self._bin_width
 
     def __plot__(self, context, bbox, _, **kwds):
         """Plotting support"""
         from igraph.drawing.coord import DescartesCoordinateSystem
-        coord_system = DescartesCoordinateSystem(context, bbox, \
-            (kwds.get("min", self._min), 0, \
-             kwds.get("max", self._max), kwds.get("max_value", max(self._bins))
-            ))
+
+        coord_system = DescartesCoordinateSystem(
+            context,
+            bbox,
+            (
+                kwds.get("min", self._min),
+                0,
+                kwds.get("max", self._max),
+                kwds.get("max_value", max(self._bins)),
+            ),
+        )
 
         # Draw the boxes
         context.set_line_width(1)
-        context.set_source_rgb(1., 0., 0.)
+        context.set_source_rgb(1.0, 0.0, 0.0)
         x = self._min
         for value in self._bins:
             top_left_x, top_left_y = coord_system.local_to_context(x, value)
             x += self._bin_width
             bottom_right_x, bottom_right_y = coord_system.local_to_context(x, 0)
-            context.rectangle(top_left_x, top_left_y, \
-                              bottom_right_x - top_left_x, \
-                              bottom_right_y - top_left_y)
+            context.rectangle(
+                top_left_x,
+                top_left_y,
+                bottom_right_x - top_left_x,
+                bottom_right_y - top_left_y,
+            )
             context.fill()
 
         # Draw the axes
@@ -277,8 +304,7 @@ def to_string(self, max_width=78, show_bars=True, show_counts=True):
             number_format = "%d"
         else:
             number_format = "%.3f"
-        num_length = max(len(number_format % self._min), \
-                         len(number_format % self._max))
+        num_length = max(len(number_format % self._min), len(number_format % self._max))
         number_format = "%" + str(num_length) + number_format[1:]
         format_string = "[%s, %s): %%s" % (number_format, number_format)
 
@@ -287,13 +313,12 @@ def to_string(self, max_width=78, show_bars=True, show_counts=True):
             maxval = max(self._bins)
             if show_counts:
                 maxval_length = len(str(maxval))
-                scale = maxval // (max_width-2*num_length-maxval_length-9)
+                scale = maxval // (max_width - 2 * num_length - maxval_length - 9)
             else:
-                scale = maxval // (max_width-2*num_length-6)
+                scale = maxval // (max_width - 2 * num_length - 6)
             scale = max(scale, 1)
 
-        result = ["N = %d, mean +- sd: %.4f +- %.4f" % \
-            (self.n, self.mean, self.sd)]
+        result = ["N = %d, mean +- sd: %.4f +- %.4f" % (self.n, self.mean, self.sd)]
 
         if show_bars:
             # Print the bars
@@ -302,10 +327,12 @@ def to_string(self, max_width=78, show_bars=True, show_counts=True):
             if show_counts:
                 format_string += " (%d)"
                 for left, right, cnt in self.bins():
-                    result.append(format_string % (left, right, '*'*(cnt//scale), cnt))
+                    result.append(
+                        format_string % (left, right, "*" * (cnt // scale), cnt)
+                    )
             else:
                 for left, right, cnt in self.bins():
-                    result.append(format_string % (left, right, '*'*(cnt//scale)))
+                    result.append(format_string % (left, right, "*" * (cnt // scale)))
         elif show_counts:
             # Print the counts only
             for left, right, cnt in self.bins():
@@ -317,10 +344,9 @@ def __str__(self):
         return self.to_string()
 
 
-
 class RunningMean(object):
     """Running mean calculator.
-    
+
     This class can be used to calculate the mean of elements from a
     list, tuple, iterable or any other data source. The mean is
     calculated on the fly without explicitly summing the values,
@@ -332,9 +358,9 @@ class RunningMean(object):
     # pylint: disable-msg=C0103
     def __init__(self, items=None, n=0.0, mean=0.0, sd=0.0):
         """RunningMean(items=None, n=0.0, mean=0.0, sd=0.0)
-        
+
         Initializes the running mean calculator.
-        
+
         There are two possible ways to initialize the calculator.
         First, one can provide an iterable of items; alternatively,
         one can specify the number of items, the mean and the
@@ -359,15 +385,15 @@ def __init__(self, items=None, n=0.0, mean=0.0, sd=0.0):
             self._nitems = float(n)
             self._mean = float(mean)
             if n > 1:
-                self._sqdiff = float(sd) ** 2 * float(n-1)
+                self._sqdiff = float(sd) ** 2 * float(n - 1)
                 self._sd = float(sd)
             else:
                 self._sqdiff = 0.0
                 self._sd = 0.0
-        
+
     def add(self, value, repeat=1):
         """RunningMean.add(value, repeat=1)
-        
+
         Adds the given value to the elements from which we calculate
         the mean and the standard deviation.
 
@@ -377,24 +403,24 @@ def add(self, value, repeat=1):
         repeat = int(repeat)
         self._nitems += repeat
         delta = value - self._mean
-        self._mean += (repeat*delta / self._nitems)
-        self._sqdiff += (repeat*delta) * (value - self._mean)
+        self._mean += repeat * delta / self._nitems
+        self._sqdiff += (repeat * delta) * (value - self._mean)
         if self._nitems > 1:
-            self._sd = (self._sqdiff / (self._nitems-1)) ** 0.5
+            self._sd = (self._sqdiff / (self._nitems - 1)) ** 0.5
 
     def add_many(self, values):
         """RunningMean.add(values)
-        
+
         Adds the values in the given iterable to the elements from
         which we calculate the mean. Can also accept a single number.
         The left shift (C{<<}) operator is aliased to this function,
         so you can use it to add elements as well:
-            
+
           >>> rm=RunningMean()
-          >>> rm << [1,2,3,4] 
+          >>> rm << [1,2,3,4]
           >>> rm.result               # doctest:+ELLIPSIS
           (2.5, 1.290994...)
-        
+
         @param values: the element(s) to be added
         @type values: iterable"""
         try:
@@ -430,16 +456,18 @@ def var(self):
         return self._sd ** 2
 
     def __repr__(self):
-        return "%s(n=%r, mean=%r, sd=%r)" % \
-                (self.__class__.__name__, int(self._nitems),
-                        self._mean, self._sd)
+        return "%s(n=%r, mean=%r, sd=%r)" % (
+            self.__class__.__name__,
+            int(self._nitems),
+            self._mean,
+            self._sd,
+        )
 
     def __str__(self):
-        return "Running mean (N=%d, %f +- %f)" % \
-            (self._nitems, self._mean, self._sd)
-    
+        return "Running mean (N=%d, %f +- %f)" % (self._nitems, self._mean, self._sd)
+
     __lshift__ = add_many
-    
+
     def __float__(self):
         return float(self._mean)
 
@@ -447,7 +475,7 @@ def __int__(self):
         return int(self._mean)
 
     def __long__(self):
-        return long(self._mean)
+        return int(self._mean)
 
     def __complex__(self):
         return complex(self._mean)
@@ -471,6 +499,7 @@ def mean(xs):
     """
     return RunningMean(xs).mean
 
+
 def median(xs, sort=True):
     """Returns the median of an unsorted or sorted numeric vector.
 
@@ -485,10 +514,11 @@ def median(xs, sort=True):
 
     mid = int(len(xs) / 2)
     if 2 * mid == len(xs):
-        return float(xs[mid-1] + xs[mid]) / 2
+        return float(xs[mid - 1] + xs[mid]) / 2
     else:
         return float(xs[mid])
 
+
 def percentile(xs, p=(25, 50, 75), sort=True):
     """Returns the pth percentile of an unsorted or sorted numeric vector.
 
@@ -500,7 +530,7 @@ def percentile(xs, p=(25, 50, 75), sort=True):
         >>> round(percentile([15, 20, 40, 35, 50], 40), 2)
         26.0
         >>> for perc in percentile([15, 20, 40, 35, 50], (0, 25, 50, 75, 100)):
-        ...     print "%.2f" % perc
+        ...     print("%.2f" % perc)
         ...
         15.00
         17.50
@@ -519,8 +549,9 @@ def percentile(xs, p=(25, 50, 75), sort=True):
       list containing the percentiles for each item in the list.
     """
     if hasattr(p, "__iter__"):
-        return quantile(xs, (x/100.0 for x in p), sort)
-    return quantile(xs, p/100.0, sort)
+        return quantile(xs, (x / 100.0 for x in p), sort)
+    return quantile(xs, p / 100.0, sort)
+
 
 def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
     """Fitting a power-law distribution to empirical data
@@ -554,7 +585,7 @@ def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
     @return: a L{FittedPowerLaw} object. The fitted C{xmin} value and the
       power-law exponent can be queried from the C{xmin} and C{alpha}
       properties of the returned object.
-    
+
     @newfield ref: Reference
     @ref: MEJ Newman: Power laws, Pareto distributions and Zipf's law.
       Contemporary Physics 46, 323-351 (2005)
@@ -573,12 +604,16 @@ def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
     fit = FittedPowerLaw(*_power_law_fit(data, xmin, force_continuous))
     if return_alpha_only:
         from igraph import deprecated
-        deprecated("The return_alpha_only keyword argument of power_law_fit is "\
-                "deprecated from igraph 0.7 and will be removed in igraph 0.8")
+
+        deprecated(
+            "The return_alpha_only keyword argument of power_law_fit is "
+            "deprecated from igraph 0.7 and will be removed in igraph 0.8"
+        )
         return fit.alpha
     else:
         return fit
 
+
 def quantile(xs, q=(0.25, 0.5, 0.75), sort=True):
     """Returns the qth quantile of an unsorted or sorted numeric vector.
 
@@ -622,18 +657,19 @@ def quantile(xs, q=(0.25, 0.5, 0.75), sort=True):
     for q in qs:
         if q < 0 or q > 1:
             raise ValueError("q must be between 0 and 1")
-        n = float(q) * (len(xs)+1)
-        k, d = int(n), n-int(n)
+        n = float(q) * (len(xs) + 1)
+        k, d = int(n), n - int(n)
         if k >= len(xs):
             result.append(xs[-1])
         elif k < 1:
             result.append(xs[0])
         else:
-            result.append((1-d) * xs[k-1] + d * xs[k])
+            result.append((1 - d) * xs[k - 1] + d * xs[k])
     if return_single:
         result = result[0]
     return result
 
+
 def sd(xs):
     """Returns the standard deviation of an iterable.
 
@@ -649,6 +685,7 @@ def sd(xs):
     """
     return RunningMean(xs).sd
 
+
 def var(xs):
     """Returns the variance of an iterable.
 
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 143b597b0..2fda39ab0 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -13,7 +13,7 @@
 
 __all__ = ["GraphSummary"]
 
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -33,6 +33,7 @@
 02110-1301 USA
 """
 
+
 class FakeWrapper(object):
     """Object whose interface is compatible with C{textwrap.TextWrapper}
     but does no wrapping."""
@@ -46,6 +47,7 @@ def fill(self, text):
     def wrap(self, text):
         return [text]
 
+
 def _get_wrapper_for_width(width, *args, **kwds):
     """Returns a text wrapper that wraps text for the given width.
 
@@ -56,6 +58,7 @@ def _get_wrapper_for_width(width, *args, **kwds):
         return FakeWrapper(*args, **kwds)
     return TextWrapper(width=width, *args, **kwds)
 
+
 class GraphSummary(object):
     """Summary representation of a graph.
 
@@ -87,14 +90,18 @@ class GraphSummary(object):
       _infer_column_alignment, _new_table, _vertex_attribute_iterator
     """
 
-
-    def __init__(self, graph, verbosity=0, width=78,
-            edge_list_format="auto",
-            max_rows=99999,
-            print_graph_attributes=False,
-            print_vertex_attributes=False,
-            print_edge_attributes=False,
-            full=False):
+    def __init__(
+        self,
+        graph,
+        verbosity=0,
+        width=78,
+        edge_list_format="auto",
+        max_rows=99999,
+        print_graph_attributes=False,
+        print_vertex_attributes=False,
+        print_edge_attributes=False,
+        full=False,
+    ):
         """Constructs a summary representation of a graph.
 
         @param verbosity: the verbosity of the summary. If zero, only
@@ -131,8 +138,7 @@ def __init__(self, graph, verbosity=0, width=78,
         self.print_edge_attributes = print_edge_attributes
         self.verbosity = verbosity
         self.width = width
-        self.wrapper = _get_wrapper_for_width(self.width,
-                break_on_hyphens=False)
+        self.wrapper = _get_wrapper_for_width(self.width, break_on_hyphens=False)
 
         if self._graph.is_named():
             self._edges_header = "+ edges (vertex names):"
@@ -162,7 +168,7 @@ def _construct_edgelist_adjlist(self):
             maxlen = len(str(self._graph.vcount()))
             num_format = "%%%dd" % maxlen
             format_str = "%s %s %%s" % (num_format, self._arrow)
-            for v1 in xrange(self._graph.vcount()):
+            for v1 in range(self._graph.vcount()):
                 neis = self._graph.successors(v1)
                 neis = " ".join(num_format % v2 for v2 in neis)
                 result.append(format_str % (v1, neis))
@@ -175,7 +181,7 @@ def _construct_edgelist_adjlist(self):
                 # Rewrap to multiple columns
                 nrows = len(result) - 1
                 colheight = int(ceil(nrows / float(colcount)))
-                newrows = [[] for _ in xrange(colheight)]
+                newrows = [[] for _ in range(colheight)]
                 for i, row in enumerate(result[1:]):
                     newrows[i % colheight].append(row.ljust(maxlen))
                 result[1:] = ["   ".join(row) for row in newrows]
@@ -190,8 +196,10 @@ def _construct_edgelist_compressed(self):
 
         if self._graph.is_named():
             names = self._graph.vs["name"]
-            edges = ", ".join(arrow % (names[edge.source], names[edge.target])
-                for edge in self._graph.es)
+            edges = ", ".join(
+                arrow % (names[edge.source], names[edge.target])
+                for edge in self._graph.es
+            )
         else:
             edges = " ".join(arrow % edge.tuple for edge in self._graph.es)
 
@@ -204,9 +212,12 @@ def _construct_edgelist_edgelist(self):
         attrs = sorted(self._graph.edge_attributes())
 
         table = self._new_table(headers=["", "edge"] + attrs)
-        table.add_rows(islice(self._edge_attribute_iterator(attrs), 0, self.max_rows),
-                header=False)
-        table.set_cols_align(["l", "l"] + self._infer_column_alignment(edge_attrs=attrs))
+        table.add_rows(
+            islice(self._edge_attribute_iterator(attrs), 0, self.max_rows), header=False
+        )
+        table.set_cols_align(
+            ["l", "l"] + self._infer_column_alignment(edge_attrs=attrs)
+        )
 
         result = [self._edges_header]
         result.extend(table.draw().split("\n"))
@@ -222,7 +233,7 @@ def _construct_graph_attributes(self):
         result = ["+ graph attributes:"]
         attrs.sort()
         for attr in attrs:
-            result.append("[[%s]]" % (attr, ))
+            result.append("[[%s]]" % (attr,))
             result.append(str(self._graph[attr]))
         return result
 
@@ -233,8 +244,10 @@ def _construct_vertex_attributes(self):
             return []
 
         table = self._new_table(headers=[""] + attrs)
-        table.add_rows(islice(self._vertex_attribute_iterator(attrs), 0, self.max_rows),
-                header=False)
+        table.add_rows(
+            islice(self._vertex_attribute_iterator(attrs), 0, self.max_rows),
+            header=False,
+        )
         table.set_cols_align(["l"] + self._infer_column_alignment(vertex_attrs=attrs))
 
         result = ["+ vertex attributes:"]
@@ -246,29 +259,31 @@ def _construct_header(self):
         """Constructs the header part of the summary."""
         graph = self._graph
         params = dict(
-                directed="UD"[graph.is_directed()],
-                named="-N"[graph.is_named()],
-                weighted="-W"[graph.is_weighted()],
-                typed="-T"["type" in graph.vertex_attributes()],
-                vcount=graph.vcount(),
-                ecount=graph.ecount(),
+            directed="UD"[graph.is_directed()],
+            named="-N"[graph.is_named()],
+            weighted="-W"[graph.is_weighted()],
+            typed="-T"["type" in graph.vertex_attributes()],
+            vcount=graph.vcount(),
+            ecount=graph.ecount(),
         )
         if "name" in graph.attributes():
             params["name"] = graph["name"]
         else:
             params["name"] = ""
-        result = ["IGRAPH %(directed)s%(named)s%(weighted)s%(typed)s "\
-                  "%(vcount)d %(ecount)d -- %(name)s" % params]
-
-        attrs = ["%s (g)" % (name, ) for name in sorted(graph.attributes())]
-        attrs.extend("%s (v)" % (name, ) for name in sorted(graph.vertex_attributes()))
-        attrs.extend("%s (e)" % (name, ) for name in sorted(graph.edge_attributes()))
+        result = [
+            "IGRAPH %(directed)s%(named)s%(weighted)s%(typed)s "
+            "%(vcount)d %(ecount)d -- %(name)s" % params
+        ]
+
+        attrs = ["%s (g)" % (name,) for name in sorted(graph.attributes())]
+        attrs.extend("%s (v)" % (name,) for name in sorted(graph.vertex_attributes()))
+        attrs.extend("%s (e)" % (name,) for name in sorted(graph.edge_attributes()))
         if attrs:
             result.append("+ attr: %s" % ", ".join(attrs))
             if self.wrapper is not None:
-                self.wrapper.subsequent_indent = '  '
+                self.wrapper.subsequent_indent = "  "
                 result[-1:] = self.wrapper.wrap(result[-1])
-                self.wrapper.subsequent_indent = ''
+                self.wrapper.subsequent_indent = ""
 
         return result
 
@@ -282,13 +297,15 @@ def _edge_attribute_iterator(self, attribute_order):
             names = self._graph.vs["name"]
             for edge in self._graph.es:
                 formatted_edge = arrow % (names[edge.source], names[edge.target])
-                yield ["[%d]" % edge.index, formatted_edge] + \
-                        [edge[attr] for attr in attribute_order]
+                yield ["[%d]" % edge.index, formatted_edge] + [
+                    edge[attr] for attr in attribute_order
+                ]
         else:
             for edge in self._graph.es:
                 formatted_edge = arrow % edge.tuple
-                yield ["[%d]" % edge.index, formatted_edge] + \
-                        [edge[attr] for attr in attribute_order]
+                yield ["[%d]" % edge.index, formatted_edge] + [
+                    edge[attr] for attr in attribute_order
+                ]
 
     def _infer_column_alignment(self, vertex_attrs=None, edge_attrs=None):
         """Infers the preferred alignment for the given vertex and edge attributes
@@ -347,7 +364,7 @@ def __str__(self):
         if self._graph.ecount() > 0:
             # Add the edge list
             if self.edge_list_format == "auto":
-                if (self.print_edge_attributes and self._graph.edge_attributes()):
+                if self.print_edge_attributes and self._graph.edge_attributes():
                     format = "edgelist"
                 elif median(self._graph.degree(mode="out")) < 3:
                     format = "compressed"
@@ -364,4 +381,3 @@ def __str__(self):
             return "\n".join("\n".join(self.wrapper.wrap(line)) for line in output)
 
         return "\n".join(output)
-
diff --git a/src/igraph/test/foreign.py b/src/igraph/test/foreign.py
index af8c1c950..eabaea1fd 100644
--- a/src/igraph/test/foreign.py
+++ b/src/igraph/test/foreign.py
@@ -1,5 +1,3 @@
-from __future__ import with_statement
-
 import io
 import unittest
 import warnings
@@ -22,7 +20,8 @@
 
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         c
         c        This is a simple example file to demonstrate the
         c     DIMACS input file format for minimum-cost flow problems.
@@ -40,17 +39,18 @@ def testDIMACS(self):
         a 2 3 2
         a 2 4 3
         a 3 4 5
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             graph = Graph.Read_DIMACS(tmpfname, False)
             self.assertTrue(isinstance(graph, Graph))
             self.assertTrue(graph.vcount() == 4 and graph.ecount() == 5)
             self.assertTrue(graph["source"] == 0 and graph["target"] == 3)
-            self.assertTrue(graph.es["capacity"] == [4,2,2,3,5])
+            self.assertTrue(graph.es["capacity"] == [4, 2, 2, 3, 5])
             graph.write_dimacs(tmpfname)
 
-
     def testDL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         dl n=5
         format = fullmatrix
         labels embedded
@@ -61,16 +61,32 @@ def testDL(self):
         Lin 1 0 0 1 0
         Pat 1 0 1 0 1
         russ 0 1 0 1 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
             self.assertTrue(g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
-                     (3,2),(3,4),(4,1),(4,3)])
-
-        with temporary_file(u"""\
+            self.assertTrue(
+                sorted(g.get_edgelist())
+                == [
+                    (0, 1),
+                    (0, 2),
+                    (0, 3),
+                    (1, 0),
+                    (1, 4),
+                    (2, 0),
+                    (2, 3),
+                    (3, 0),
+                    (3, 2),
+                    (3, 4),
+                    (4, 1),
+                    (4, 3),
+                ]
+            )
+
+        with temporary_file(
+            """\
         dl n=5
         format = fullmatrix
         labels:
@@ -83,16 +99,32 @@ def testDL(self):
         1 0 0 1 0
         1 0 1 0 1
         0 1 0 1 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
             self.assertTrue(g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
-                     (3,2),(3,4),(4,1),(4,3)])
-
-        with temporary_file(u"""\
+            self.assertTrue(
+                sorted(g.get_edgelist())
+                == [
+                    (0, 1),
+                    (0, 2),
+                    (0, 3),
+                    (1, 0),
+                    (1, 4),
+                    (2, 0),
+                    (2, 3),
+                    (3, 0),
+                    (3, 2),
+                    (3, 4),
+                    (4, 1),
+                    (4, 3),
+                ]
+            )
+
+        with temporary_file(
+            """\
         DL n=5
         format = edgelist1
         labels:
@@ -104,60 +136,70 @@ def testDL(self):
         sally jim 4
         billy george 5
         jane jim 6
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname, False)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 5)
             self.assertTrue(not g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,2),(2,4)])
+            self.assertTrue(
+                sorted(g.get_edgelist()) == [(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)]
+            )
 
     def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
-        g = func(fname, names=False, weights=False, \
-                directed=False)
+        g = func(fname, names=False, weights=False, directed=False)
         self.assertTrue(isinstance(g, Graph))
         self.assertTrue(g.vcount() == 4 and g.ecount() == 5)
         self.assertTrue(not g.is_directed())
-        self.assertTrue(sorted(g.get_edgelist()) == \
-                [(0,1),(0,2),(1,1),(1,3),(2,3)])
-        self.assertTrue("name" not in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+        self.assertTrue(
+            sorted(g.get_edgelist()) == [(0, 1), (0, 2), (1, 1), (1, 3), (2, 3)]
+        )
+        self.assertTrue(
+            "name" not in g.vertex_attributes() and "weight" not in g.edge_attributes()
+        )
         if not can_be_reopened:
             return
 
-        g = func(fname, names=False, \
-                directed=False)
-        self.assertTrue("name" not in g.vertex_attributes() and \
-                "weight" in g.edge_attributes())
+        g = func(fname, names=False, directed=False)
+        self.assertTrue(
+            "name" not in g.vertex_attributes() and "weight" in g.edge_attributes()
+        )
         self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
 
         g = func(fname, directed=False)
-        self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" in g.edge_attributes())
+        self.assertTrue(
+            "name" in g.vertex_attributes() and "weight" in g.edge_attributes()
+        )
         self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
         self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
 
     def testNCOL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         eggs spam 1
         ham eggs 2
         ham bacon
         bacon spam 3
-        spam spam""") as tmpfname:
+        spam spam"""
+        ) as tmpfname:
             self._testNCOLOrLGL(func=Graph.Read_Ncol, fname=tmpfname)
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         eggs spam
         ham eggs
         ham bacon
         bacon spam
-        spam spam""") as tmpfname:
+        spam spam"""
+        ) as tmpfname:
             g = Graph.Read_Ncol(tmpfname)
-            self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+            self.assertTrue(
+                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
+            )
 
     def testLGL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam 1
         # ham
@@ -166,10 +208,12 @@ def testLGL(self):
         # bacon
         spam 3
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=tmpfname)
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam
         # ham
@@ -178,23 +222,28 @@ def testLGL(self):
         # bacon
         spam
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             with warnings.catch_warnings():
                 warnings.simplefilter("ignore")
                 g = Graph.Read_Lgl(tmpfname)
-            self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+            self.assertTrue(
+                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
+            )
 
         # This is not an LGL file; we are testing error handling here
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         1 2
         1 3
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             with self.assertRaises(InternalError):
                 Graph.Read_Lgl(tmpfname)
 
     def testLGLWithIOModule(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam 1
         # ham
@@ -203,13 +252,16 @@ def testLGLWithIOModule(self):
         # bacon
         spam 3
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             with io.open(tmpfname, "r") as fp:
-                self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=fp,
-                                    can_be_reopened=False)
+                self._testNCOLOrLGL(
+                    func=Graph.Read_Lgl, fname=fp, can_be_reopened=False
+                )
 
     def testAdjacency(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # Test comment line
         0 1 1 0 0 0
         1 0 1 0 0 0
@@ -217,22 +269,73 @@ def testAdjacency(self):
         0 0 0 0 2 2
         0 0 0 2 0 2
         0 0 0 2 2 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_Adjacency(tmpfname)
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 6 and g.ecount() == 18 and
-                g.is_directed() and "weight" not in g.edge_attributes())
+            self.assertTrue(
+                g.vcount() == 6
+                and g.ecount() == 18
+                and g.is_directed()
+                and "weight" not in g.edge_attributes()
+            )
             g = Graph.Read_Adjacency(tmpfname, attribute="weight")
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 6 and g.ecount() == 12 and
-                g.is_directed() and g.es["weight"] == [1,1,1,1,1,1,2,2,2,2,2,2])
+            self.assertTrue(
+                g.vcount() == 6
+                and g.ecount() == 12
+                and g.is_directed()
+                and g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2]
+            )
 
             g.write_adjacency(tmpfname)
 
     def testPickle(self):
-        pickle = [128, 2, 99, 105, 103, 114, 97, 112, 104, 10, 71, 114, 97, 112,
-                  104, 10, 113, 1, 40, 75, 3, 93, 113, 2, 75, 1, 75, 2, 134, 113, 3, 97,
-                  137, 125, 125, 125, 116, 82, 113, 4, 125, 98, 46]
+        pickle = [
+            128,
+            2,
+            99,
+            105,
+            103,
+            114,
+            97,
+            112,
+            104,
+            10,
+            71,
+            114,
+            97,
+            112,
+            104,
+            10,
+            113,
+            1,
+            40,
+            75,
+            3,
+            93,
+            113,
+            2,
+            75,
+            1,
+            75,
+            2,
+            134,
+            113,
+            3,
+            97,
+            137,
+            125,
+            125,
+            125,
+            116,
+            82,
+            113,
+            4,
+            125,
+            98,
+            46,
+        ]
         if sys.version_info > (3, 0):
             pickle = bytes(pickle)
         else:
@@ -240,17 +343,16 @@ def testPickle(self):
         with temporary_file(pickle, "wb") as tmpfname:
             g = Graph.Read_Pickle(pickle)
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and
-                not g.is_directed())
+            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
     @unittest.skipIf(nx is None, "test case depends on networkx")
     def testGraphNetworkx(self):
         # Undirected
         g = Graph.Ring(10)
-        g['gattr'] = 'graph_attribute'
-        g.vs['vattr'] = list(range(g.vcount()))
-        g.es['eattr'] = list(range(len(g.es)))
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
 
         # Go to networkx and back
         g_nx = g.to_networkx()
@@ -263,16 +365,13 @@ def testGraphNetworkx(self):
 
         # Test attributes
         self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(
-            sorted(['vattr', '_nx_name']),
-            sorted(g2.vertex_attributes()))
+        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
         for i, vertex in enumerate(g.vs):
             vertex2 = g2.vs[i]
             for an in vertex.attribute_names():
-                if an == 'vattr':
+                if an == "vattr":
                     continue
-                self.assertEqual(
-                    vertex.attributes()[an], vertex2.attributes()[an])
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
         self.assertEqual(g.edge_attributes(), g2.edge_attributes())
         for edge in g.es:
             eid = g2.get_eid(edge.source, edge.target)
@@ -297,9 +396,9 @@ def testMultigraphNetworkx(self):
         # Undirected
         g = Graph.Ring(10)
         g.add_edge(0, 1)
-        g['gattr'] = 'graph_attribute'
-        g.vs['vattr'] = list(range(g.vcount()))
-        g.es['eattr'] = list(range(len(g.es)))
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
 
         # Go to networkx and back
         g_nx = g.to_networkx()
@@ -312,9 +411,7 @@ def testMultigraphNetworkx(self):
 
         # Test attributes
         self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(
-            sorted(['vattr', '_nx_name']),
-            sorted(g2.vertex_attributes()))
+        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
         self.assertEqual(g.edge_attributes(), g2.edge_attributes())
         # Testing parallel edges is a bit more tricky
         edge2_found = set()
@@ -356,15 +453,16 @@ def testMultigraphNetworkx(self):
     def testGraphGraphTool(self):
         # Undirected
         g = Graph.Ring(10)
-        g['gattr'] = 'graph_attribute'
-        g.vs['vattr'] = list(range(g.vcount()))
-        g.es['eattr'] = list(range(len(g.es)))
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
 
         # Go to graph-tool and back
         g_gt = g.to_graph_tool(
-            graph_attributes={'gattr': 'object'},
-            vertex_attributes={'vattr': 'int'},
-            edge_attributes={'eattr': 'int'})
+            graph_attributes={"gattr": "object"},
+            vertex_attributes={"vattr": "int"},
+            edge_attributes={"eattr": "int"},
+        )
         g2 = Graph.from_graph_tool(g_gt)
 
         self.assertFalse(g2.is_directed())
@@ -378,8 +476,7 @@ def testGraphGraphTool(self):
         for i, vertex in enumerate(g.vs):
             vertex2 = g2.vs[i]
             for an in vertex.attribute_names():
-                self.assertEqual(
-                    vertex.attributes()[an], vertex2.attributes()[an])
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
         self.assertEqual(g.edge_attributes(), g2.edge_attributes())
         for edge in g.es:
             eid = g2.get_eid(edge.source, edge.target)
@@ -405,15 +502,16 @@ def testMultigraphGraphTool(self):
         # Undirected
         g = Graph.Ring(10)
         g.add_edge(0, 1)
-        g['gattr'] = 'graph_attribute'
-        g.vs['vattr'] = list(range(g.vcount()))
-        g.es['eattr'] = list(range(len(g.es)))
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
 
         # Go to graph-tool and back
         g_gt = g.to_graph_tool(
-            graph_attributes={'gattr': 'object'},
-            vertex_attributes={'vattr': 'int'},
-            edge_attributes={'eattr': 'int'})
+            graph_attributes={"gattr": "object"},
+            vertex_attributes={"vattr": "int"},
+            edge_attributes={"eattr": "int"},
+        )
         g2 = Graph.from_graph_tool(g_gt)
 
         self.assertFalse(g2.is_directed())
@@ -427,8 +525,7 @@ def testMultigraphGraphTool(self):
         for i, vertex in enumerate(g.vs):
             vertex2 = g2.vs[i]
             for an in vertex.attribute_names():
-                self.assertEqual(
-                    vertex.attributes()[an], vertex2.attributes()[an])
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
         self.assertEqual(g.edge_attributes(), g2.edge_attributes())
         # Testing parallel edges is a bit more tricky
         edge2_found = set()
@@ -471,10 +568,11 @@ def suite():
     foreign_suite = unittest.makeSuite(ForeignTests)
     return unittest.TestSuite([foreign_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index ea88a81d9..b60eb666e 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -6,6 +6,7 @@
 """
 
 from contextlib import contextmanager
+
 try:
     from collections.abc import MutableMapping
 except ImportError:
@@ -17,13 +18,17 @@
 import tempfile
 
 __all__ = (
-    "dbl_epsilon", "multidict", "named_temporary_file",
-    "numpy_to_contiguous_memoryview", "rescale",
-    "safemin", "safemax"
+    "dbl_epsilon",
+    "multidict",
+    "named_temporary_file",
+    "numpy_to_contiguous_memoryview",
+    "rescale",
+    "safemin",
+    "safemax",
 )
 
 __docformat__ = "restructuredtext en"
-__license__ = u"""\
+__license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
 Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
 
@@ -49,6 +54,7 @@ def _is_running_in_ipython():
     IPython or not."""
     try:
         from IPython import get_ipython
+
         return get_ipython() is not None
     except ImportError:
         return False
@@ -91,8 +97,7 @@ def numpy_to_contiguous_memoryview(obj):
     return memoryview(require(obj, dtype=dtype, requirements="AC"))
 
 
-def rescale(values, out_range=(0., 1.), in_range=None, clamp=False,
-            scale=None):
+def rescale(values, out_range=(0.0, 1.0), in_range=None, clamp=False, scale=None):
     """Rescales a list of numbers into a given range.
 
     `out_range` gives the range of the output values; by default, the minimum
@@ -148,9 +153,9 @@ def rescale(values, out_range=(0., 1.), in_range=None, clamp=False,
 
     ratio = float(ma - mi)
     if not ratio:
-        return [(out_range[0] + out_range[1]) / 2.] * len(values)
+        return [(out_range[0] + out_range[1]) / 2.0] * len(values)
 
-    min_out, max_out = map(float, out_range)
+    min_out, max_out = list(map(float, out_range))
     ratio = (max_out - min_out) / ratio
     result = [(x - mi) * ratio + min_out for x in values]
 
@@ -160,9 +165,7 @@ def rescale(values, out_range=(0., 1.), in_range=None, clamp=False,
         return result
 
 
-def str_to_orientation(
-    value, reversed_horizontal=False, reversed_vertical=False
-):
+def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False):
     """Tries to interpret a string as an orientation value.
 
     The following basic values are understood: ``left-right``, ``bottom-top``,
@@ -186,9 +189,16 @@ def str_to_orientation(
     """
 
     aliases = {
-        "left-right": "lr", "right-left": "rl", "top-bottom": "tb",
-        "bottom-top": "bt", "top-down": "tb", "bottom-up": "bt",
-        "top-bottom": "tb", "bottom-top": "bt", "td": "tb", "bu": "bt"
+        "left-right": "lr",
+        "right-left": "rl",
+        "top-bottom": "tb",
+        "bottom-top": "bt",
+        "top-down": "tb",
+        "bottom-up": "bt",
+        "top-bottom": "tb",
+        "bottom-top": "bt",
+        "td": "tb",
+        "bu": "bt",
     }
 
     dir = ["lr", "rl"][reversed_horizontal]
@@ -227,7 +237,7 @@ def consecutive_pairs(iterable, circular=False):
     it = iter(iterable)
 
     try:
-        prev = it.next()
+        prev = next(it)
     except StopIteration:
         return
     first = prev
@@ -257,8 +267,8 @@ def __init__(self, *args, **kwds):
         self._dict = {}
         if len(args) > 1:
             raise ValueError(
-                "%r expected at most 1 argument, got %d" %
-                (self.__class__.__name__, len(args))
+                "%r expected at most 1 argument, got %d"
+                % (self.__class__.__name__, len(args))
             )
         if args:
             args = args[0]
@@ -356,21 +366,21 @@ def getlist(self, key):
     def iterlists(self):
         """Iterates over ``(key, values)`` pairs where ``values`` is the list
         of values associated with ``key``."""
-        return self._dict.iteritems()
+        return iter(self._dict.items())
 
     def lists(self):
         """Returns a list of ``(key, values)`` pairs where ``values`` is the list
         of values associated with ``key``."""
-        return self._dict.items()
+        return list(self._dict.items())
 
     def update(self, arg, **kwds):
         if hasattr(arg, "keys") and callable(arg.keys):
-            for key in arg.keys():
+            for key in list(arg.keys()):
                 self.add(key, arg[key])
         else:
             for key, value in arg:
                 self.add(key, value)
-        for key, value in kwds.iteritems():
+        for key, value in kwds.items():
             self.add(key, value)
 
 
@@ -389,7 +399,7 @@ def safemax(iterable, default=0):
     """
     it = iter(iterable)
     try:
-        first = it.next()
+        first = next(it)
     except StopIteration:
         return default
     else:
@@ -411,7 +421,7 @@ def safemin(iterable, default=0):
     """
     it = iter(iterable)
     try:
-        first = it.next()
+        first = next(it)
     except StopIteration:
         return default
     else:
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 2f192ce4c..e3e72d516 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -5,7 +5,7 @@
 import warnings
 
 from igraph import *
-from igraph.compat import isnan
+from math import isnan
 
 class SimplePropertiesTests(unittest.TestCase):
     gfull  = Graph.Full(10)
diff --git a/tox.ini b/tox.ini
index 055ea15f8..e70312f9f 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py27, py36, py37, py38, py39, pypy, pypy3
+envlist = py36, py37, py38, py39, pypy, pypy3
 
 [testenv]
 commands = python -m unittest
@@ -16,9 +16,6 @@ deps =
 setenv =
     TESTING_IN_TOX=1
 
-[testenv:py27]
-commands = python -m unittest discover
-
 [testenv:py39]
 # py39 support is still sparse; most of the optional dependencies have no
 # wheels for Python 3.9 yet so we install only those where they do

From 705da0a18f46db551cd2832037c24c01296b25fb Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 15 Jan 2021 21:18:24 +1100
Subject: [PATCH 0089/1681] 2to3 and black lint of tests

---
 tests/test_atlas.py          | 109 +++++--
 tests/test_attributes.py     |  47 +--
 tests/test_basic.py          | 256 +++++++--------
 tests/test_bipartite.py      | 146 ++++++---
 tests/test_cliques.py        | 191 +++++++----
 tests/test_colortests.py     |  83 ++---
 tests/test_conversion.py     | 154 +++++----
 tests/test_decomposition.py  | 382 +++++++++++++++-------
 tests/test_edgeseq.py        |   8 +-
 tests/test_flow.py           |  96 +++---
 tests/test_foreign.py        | 227 +++++++++----
 tests/test_games.py          |  71 +++--
 tests/test_generators.py     | 161 +++++-----
 tests/test_homepage.py       |  19 +-
 tests/test_indexing.py       |  13 +-
 tests/test_isomorphism.py    | 340 +++++++++++++-------
 tests/test_iterators.py      |  33 +-
 tests/test_layouts.py        | 141 ++++----
 tests/test_matching.py       |  56 +++-
 tests/test_operators.py      | 345 ++++++++++++++------
 tests/test_rng.py            |   9 +-
 tests/test_separators.py     |  20 +-
 tests/test_spectral.py       |  59 ++--
 tests/test_structural.py     | 600 ++++++++++++++++++++++++-----------
 tests/test_unicode_issues.py |  12 +-
 tests/test_vertexseq.py      |   8 +-
 tests/test_walks.py          |   6 +-
 tests/utils.py               |  10 +-
 28 files changed, 2346 insertions(+), 1256 deletions(-)

diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 438c2a04a..322a61f89 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -1,5 +1,3 @@
-from __future__ import division
-
 import warnings
 import unittest
 from igraph import *
@@ -11,17 +9,27 @@ def testPageRank(self):
             try:
                 pr = g.pagerank()
             except Exception as ex:
-                self.assertTrue(False, msg="PageRank calculation threw exception for graph #%d: %s" % (idx, ex))
+                self.assertTrue(
+                    False,
+                    msg="PageRank calculation threw exception for graph #%d: %s"
+                    % (idx, ex),
+                )
                 raise
 
             if g.vcount() == 0:
                 self.assertEqual([], pr)
                 continue
 
-            self.assertAlmostEqual(1.0, sum(pr), places=5, \
-                    msg="PageRank sum is not 1.0 for graph #%d (%r)" % (idx, pr))
-            self.assertTrue(min(pr) >= 0, \
-                    msg="Minimum PageRank is less than 0 for graph #%d (%r)" % (idx, pr))
+            self.assertAlmostEqual(
+                1.0,
+                sum(pr),
+                places=5,
+                msg="PageRank sum is not 1.0 for graph #%d (%r)" % (idx, pr),
+            )
+            self.assertTrue(
+                min(pr) >= 0,
+                msg="Minimum PageRank is less than 0 for graph #%d (%r)" % (idx, pr),
+            )
 
     def testEigenvectorCentrality(self):
         # Temporarily turn off the warning handler because g.evcent() will print
@@ -37,7 +45,11 @@ def testEigenvectorCentrality(self):
                 try:
                     ec, eval = g.evcent(return_eigenvalue=True)
                 except Exception as ex:
-                    self.assertTrue(False, msg="Eigenvector centrality threw exception for graph #%d: %s" % (idx, ex))
+                    self.assertTrue(
+                        False,
+                        msg="Eigenvector centrality threw exception for graph #%d: %s"
+                        % (idx, ex),
+                    )
                     raise
 
                 if g.vcount() == 0:
@@ -50,23 +62,40 @@ def testEigenvectorCentrality(self):
 
                 n = g.vcount()
                 if abs(eval) < 1e-4:
-                    self.assertTrue(min(ec) >= -1e-10,
-                            msg="Minimum eigenvector centrality is smaller than 0 for graph #%d" % idx)
-                    self.assertTrue(max(ec) <= 1,
-                            msg="Maximum eigenvector centrality is greater than 1 for graph #%d" % idx)
+                    self.assertTrue(
+                        min(ec) >= -1e-10,
+                        msg="Minimum eigenvector centrality is smaller than 0 for graph #%d"
+                        % idx,
+                    )
+                    self.assertTrue(
+                        max(ec) <= 1,
+                        msg="Maximum eigenvector centrality is greater than 1 for graph #%d"
+                        % idx,
+                    )
                     continue
 
-                self.assertAlmostEqual(max(ec), 1, places=7, \
-                        msg="Maximum eigenvector centrality is %r (not 1) for graph #%d (%r)" % \
-                        (max(ec), idx, ec))
-                self.assertTrue(min(ec) >= 0, \
-                        msg="Minimum eigenvector centrality is less than 0 for graph #%d" % idx)
+                self.assertAlmostEqual(
+                    max(ec),
+                    1,
+                    places=7,
+                    msg="Maximum eigenvector centrality is %r (not 1) for graph #%d (%r)"
+                    % (max(ec), idx, ec),
+                )
+                self.assertTrue(
+                    min(ec) >= 0,
+                    msg="Minimum eigenvector centrality is less than 0 for graph #%d"
+                    % idx,
+                )
 
                 ec2 = [sum(ec[u.index] for u in v.predecessors()) for v in g.vs]
                 for i in range(n):
-                    self.assertAlmostEqual(ec[i] * eval, ec2[i], places=7, \
-                            msg="Eigenvector centrality in graph #%d seems to be invalid "\
-                            "for vertex %d" % (idx, i))
+                    self.assertAlmostEqual(
+                        ec[i] * eval,
+                        ec2[i],
+                        places=7,
+                        msg="Eigenvector centrality in graph #%d seems to be invalid "
+                        "for vertex %d" % (idx, i),
+                    )
         finally:
             # Reset the warning handler
             warnings.resetwarnings()
@@ -78,10 +107,15 @@ def testHubScore(self):
                 self.assertEqual([], sc)
                 continue
 
-            self.assertAlmostEqual(max(sc), 1, places=7, \
-                    msg="Maximum authority score is not 1 for graph #%d" % idx)
-            self.assertTrue(min(sc) >= 0, \
-                    msg="Minimum hub score is less than 0 for graph #%d" % idx)
+            self.assertAlmostEqual(
+                max(sc),
+                1,
+                places=7,
+                msg="Maximum authority score is not 1 for graph #%d" % idx,
+            )
+            self.assertTrue(
+                min(sc) >= 0, msg="Minimum hub score is less than 0 for graph #%d" % idx
+            )
 
     def testAuthorityScore(self):
         for idx, g in enumerate(self.__class__.graphs):
@@ -90,29 +124,40 @@ def testAuthorityScore(self):
                 self.assertEqual([], sc)
                 continue
 
-            self.assertAlmostEqual(max(sc), 1, places=7, \
-                    msg="Maximum authority score is not 1 for graph #%d" % idx)
-            self.assertTrue(min(sc) >= 0, \
-                    msg="Minimum authority score is less than 0 for graph #%d" % idx)
+            self.assertAlmostEqual(
+                max(sc),
+                1,
+                places=7,
+                msg="Maximum authority score is not 1 for graph #%d" % idx,
+            )
+            self.assertTrue(
+                min(sc) >= 0,
+                msg="Minimum authority score is less than 0 for graph #%d" % idx,
+            )
+
 
 class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
     graphs = [Graph.Atlas(i) for i in range(1253)]
     skip_graphs = set([180])
 
+
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
-    graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + \
-             [Graph.Isoclass(4, i, directed=True) for i in range(218)]
+    graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + [
+        Graph.Isoclass(4, i, directed=True) for i in range(218)
+    ]
     skip_graphs = set([136])
 
+
 def suite():
     atlas_suite = unittest.makeSuite(GraphAtlasTests)
     isoclass_suite = unittest.makeSuite(IsoclassTests)
     return unittest.TestSuite([atlas_suite, isoclass_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4d81ee18f..a95c49261 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -3,6 +3,7 @@
 import unittest
 from igraph import *
 
+
 class AttributeTests(unittest.TestCase):
     def testGraphAttributes(self):
         g = Graph.Full(5)
@@ -45,23 +46,23 @@ def testMassVertexAttributeAssignment(self):
         g = Graph.Full(5)
         g.vs.set_attribute_values("name", list(range(5)))
         self.assertTrue(g.vs.get_attribute_values("name") == list(range(5)))
-        g.vs["name"] = list(range(5,10))
-        self.assertTrue(g.vs["name"] == list(range(5,10)))
-        g.vs["name2"] = (1,2,3,4,6) 
-        self.assertTrue(g.vs["name2"] == [1,2,3,4,6])
+        g.vs["name"] = list(range(5, 10))
+        self.assertTrue(g.vs["name"] == list(range(5, 10)))
+        g.vs["name2"] = (1, 2, 3, 4, 6)
+        self.assertTrue(g.vs["name2"] == [1, 2, 3, 4, 6])
         g.vs.set_attribute_values("name", [2])
-        self.assertTrue(g.vs["name"] == [2]*5)
+        self.assertTrue(g.vs["name"] == [2] * 5)
 
     def testMassEdgeAttributeAssignment(self):
         g = Graph.Full(5)
         g.es.set_attribute_values("name", list(range(10)))
         self.assertTrue(g.es.get_attribute_values("name") == list(range(10)))
-        g.es["name"] = list(range(10,20))
-        self.assertTrue(g.es["name"] == list(range(10,20)))
-        g.es["name2"] = (1,2,3,4,6,1,2,3,4,6) 
-        self.assertTrue(g.es["name2"] == [1,2,3,4,6,1,2,3,4,6])
+        g.es["name"] = list(range(10, 20))
+        self.assertTrue(g.es["name"] == list(range(10, 20)))
+        g.es["name2"] = (1, 2, 3, 4, 6, 1, 2, 3, 4, 6)
+        self.assertTrue(g.es["name2"] == [1, 2, 3, 4, 6, 1, 2, 3, 4, 6])
         g.es.set_attribute_values("name", [2])
-        self.assertTrue(g.es["name"] == [2]*10)
+        self.assertTrue(g.es["name"] == [2] * 10)
 
     def testVertexNameIndexing(self):
         g = Graph.Famous("bull")
@@ -71,10 +72,10 @@ def testVertexNameIndexing(self):
         g.vs[2]["name"] = "quack"
         self.assertRaises(ValueError, g.degree, "baz")
         self.assertTrue(g.degree("quack") == 3)
-        self.assertTrue(g.degree(u"quack") == 3)
-        self.assertTrue(g.degree([u"bar", u"thud", 0]) == [3, 1, 2])
+        self.assertTrue(g.degree("quack") == 3)
+        self.assertTrue(g.degree(["bar", "thud", 0]) == [3, 1, 2])
         del g.vs["name"]
-        self.assertRaises(ValueError, g.degree, [u"bar", u"thud", 0])
+        self.assertRaises(ValueError, g.degree, ["bar", "thud", 0])
 
     def testVertexNameIndexingBytes(self):
         g = Graph.Famous("bull")
@@ -91,7 +92,7 @@ def testUnhashableVertexNames(self):
         g = Graph.Famous("bull")
         g.vs["name"] = [str(x) for x in range(4)]
 
-        value = "this is not hashable".split() 
+        value = "this is not hashable".split()
         g.vs[2]["name"] = value
 
         # Trigger an indexing by doing a lookup by name
@@ -108,7 +109,7 @@ def testUnhashableVertexNames(self):
 
     def testVertexNameIndexingBug196(self):
         g = Graph()
-        a, b = b'a', b'b'
+        a, b = b"a", b"b"
         g.add_vertices([a, b])
         g.add_edges([(a, b)])
         self.assertEqual(g.ecount(), 1)
@@ -126,9 +127,10 @@ def testInvalidAttributeNames(self):
             self.assertRaises(TypeError, g.es[0].__setitem__, attr_name, "foo")
             self.assertRaises(TypeError, g.es[0].__getitem__, attr_name, "foo")
 
+
 class AttributeCombinationTests(unittest.TestCase):
     def setUp(self):
-        el = [(0,1), (1,0), (1,2), (2,3), (2,3), (2,3), (3,3)] 
+        el = [(0, 1), (1, 0), (1, 2), (2, 3), (2, 3), (2, 3), (3, 3)]
         self.g = Graph(el)
         self.g.es["weight"] = [1, 2, 3, 4, 5, 6, 7]
         self.g.es["weight2"] = [1, 2, 3, 4, 5, 6, 7]
@@ -267,20 +269,23 @@ def testCombinationNone(self):
 class UnicodeAttributeTests(unittest.TestCase):
     def testUnicodeAttributeNameCombination(self):
         g = Graph.Erdos_Renyi(n=9, m=20)
-        g.es[u"test"] = 1
-        g.contract_vertices([0,0,0,1,1,1,2,2,2])
+        g.es["test"] = 1
+        g.contract_vertices([0, 0, 0, 1, 1, 1, 2, 2, 2])
 
 
 def suite():
     attribute_suite = unittest.makeSuite(AttributeTests)
     attribute_combination_suite = unittest.makeSuite(AttributeCombinationTests)
     unicode_attributes_suite = unittest.makeSuite(UnicodeAttributeTests)
-    return unittest.TestSuite([attribute_suite, attribute_combination_suite,
-        unicode_attributes_suite])
+    return unittest.TestSuite(
+        [attribute_suite, attribute_combination_suite, unicode_attributes_suite]
+    )
+
 
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 5368db09e..2d7c7be6a 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -1,8 +1,13 @@
 import unittest
 
 from igraph import (
-    ALL, Graph, IN, InternalError, is_degree_sequence,
-    is_graphical_degree_sequence, Matrix
+    ALL,
+    Graph,
+    IN,
+    InternalError,
+    is_degree_sequence,
+    is_graphical_degree_sequence,
+    Matrix,
 )
 
 try:
@@ -15,32 +20,35 @@ class BasicTests(unittest.TestCase):
     def testGraphCreation(self):
         g = Graph()
         self.assertTrue(isinstance(g, Graph))
-        self.assertTrue(
-            g.vcount() == 0 and g.ecount() == 0 and not g.is_directed()
-        )
+        self.assertTrue(g.vcount() == 0 and g.ecount() == 0 and not g.is_directed())
 
         g = Graph(3, [(0, 1), (1, 2), (2, 0)])
         self.assertTrue(
-            g.vcount() == 3 and g.ecount() == 3 and not g.is_directed() and
-            g.is_simple()
+            g.vcount() == 3
+            and g.ecount() == 3
+            and not g.is_directed()
+            and g.is_simple()
         )
 
         g = Graph(2, [(0, 1), (1, 2), (2, 3)], True)
         self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and
-            g.is_simple()
+            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and g.is_simple()
         )
 
         g = Graph([(0, 1), (1, 2), (2, 1)])
         self.assertTrue(
-            g.vcount() == 3 and g.ecount() == 3 and not g.is_directed() and
-            not g.is_simple()
+            g.vcount() == 3
+            and g.ecount() == 3
+            and not g.is_directed()
+            and not g.is_simple()
         )
 
         g = Graph(((0, 1), (0, 0), (1, 2)))
         self.assertTrue(
-            g.vcount() == 3 and g.ecount() == 3 and not g.is_directed() and
-            not g.is_simple()
+            g.vcount() == 3
+            and g.ecount() == 3
+            and not g.is_directed()
+            and not g.is_simple()
         )
 
         g = Graph(8, None)
@@ -61,8 +69,7 @@ def testGraphCreationWithNumPy(self):
         arr = np.array([(0, 1), (1, 2), (2, 3)])
         g = Graph(arr, directed=True)
         self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and
-            g.is_simple()
+            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and g.is_simple()
         )
 
         # Sliced NumPy array -- the sliced array is non-contiguous but we
@@ -70,8 +77,7 @@ def testGraphCreationWithNumPy(self):
         arr = np.array([(0, 1), (10, 11), (1, 2), (11, 12), (2, 3), (12, 13)])
         g = Graph(arr[::2, :], directed=True)
         self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and
-            g.is_simple()
+            g.vcount() == 4 and g.ecount() == 3 and g.is_directed() and g.is_simple()
         )
 
         # 1D NumPy array -- should raise a TypeError because we need a 2D array
@@ -79,9 +85,7 @@ def testGraphCreationWithNumPy(self):
         self.assertRaises(TypeError, Graph, arr)
 
         # 3D NumPy array -- should raise a TypeError because we need a 2D array
-        arr = np.array(
-            [([0, 1], [10, 11]), ([1, 2], [11, 12]), ([2, 3], [12, 13])]
-        )
+        arr = np.array([([0, 1], [10, 11]), ([1, 2], [11, 12]), ([2, 3], [12, 13])])
         self.assertRaises(TypeError, Graph, arr)
 
         # NumPy array with strings -- should be a casting error
@@ -117,9 +121,7 @@ def testAddVertex(self):
         vertex = g.add_vertex(name="frob", spam="cheese", ham=42)
         self.assertTrue(g.vcount() == 5 and g.ecount() == 0)
         self.assertEqual(4, vertex.index)
-        self.assertEqual(
-            sorted(g.vertex_attributes()), ["ham", "name", "spam"]
-        )
+        self.assertEqual(sorted(g.vertex_attributes()), ["ham", "name", "spam"])
         self.assertEqual(g.vs["spam"], [None] * 4 + ["cheese"])
         self.assertEqual(g.vs["ham"], [None] * 4 + [42])
 
@@ -136,7 +138,7 @@ def testAddVertices(self):
         self.assertTrue(g.vcount() == 5 and g.ecount() == 0)
         self.assertEqual(g.vs[2:]["name"], ["spam", "bacon", "eggs"])
 
-        g.add_vertices(2, attributes={'color': ['k', 'b']})
+        g.add_vertices(2, attributes={"color": ["k", "b"]})
         self.assertEqual(g.vs[2:]["name"], ["spam", "bacon", "eggs", None, None])
         self.assertEqual(g.vs[5:]["color"], ["k", "b"])
 
@@ -214,17 +216,25 @@ def testAddEdges(self):
 
         g.add_edges([("spam", "eggs"), ("spam", "ham")])
         self.assertEqual(g.vcount(), 4)
-        self.assertEqual(g.get_edgelist(), [
-            (0, 1), (1, 2), (2, 3), (1, 3), (0, 2), (0, 3)
-        ])
-
-        g.add_edges([(0, 0), (1, 1)], attributes={'color': ['k', 'b']})
-        self.assertEqual(g.get_edgelist(), [
-            (0, 1), (1, 2), (2, 3), (1, 3), (0, 2), (0, 3), (0, 0), (1, 1),
-        ])
         self.assertEqual(
-            g.es['color'],
-            [None, None, None, None, None, None, 'k', 'b'])
+            g.get_edgelist(), [(0, 1), (1, 2), (2, 3), (1, 3), (0, 2), (0, 3)]
+        )
+
+        g.add_edges([(0, 0), (1, 1)], attributes={"color": ["k", "b"]})
+        self.assertEqual(
+            g.get_edgelist(),
+            [
+                (0, 1),
+                (1, 2),
+                (2, 3),
+                (1, 3),
+                (0, 2),
+                (0, 3),
+                (0, 0),
+                (1, 1),
+            ],
+        )
+        self.assertEqual(g.es["color"], [None, None, None, None, None, None, "k", "b"])
 
     def testDeleteEdges(self):
         g = Graph.Famous("petersen")
@@ -297,7 +307,7 @@ def testGraphGetEid(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")
         edges_to_ids = dict((v, k) for k, v in enumerate(g.get_edgelist()))
-        for (source, target), edge_id in edges_to_ids.items():
+        for (source, target), edge_id in list(edges_to_ids.items()):
             source_name, target_name = g.vs[(source, target)]["name"]
             self.assertEqual(edge_id, g.get_eid(source, target))
             self.assertEqual(edge_id, g.get_eid(source_name, target_name))
@@ -343,28 +353,38 @@ def testMultiplesLoops(self):
         g.add_edges([(0, 1), (7, 7), (6, 6), (6, 6), (6, 6)])
 
         # is_loop
-        self.assertTrue(g.is_loop() == [
-            False, False, False, False, False, False, False,
-            True, True, True, True
-        ])
-        self.assertTrue(g.is_loop(g.ecount()-2))
-        self.assertTrue(g.is_loop(range(6, 8)) == [False, True])
+        self.assertTrue(
+            g.is_loop()
+            == [False, False, False, False, False, False, False, True, True, True, True]
+        )
+        self.assertTrue(g.is_loop(g.ecount() - 2))
+        self.assertTrue(g.is_loop(list(range(6, 8))) == [False, True])
 
         # is_multiple
-        self.assertTrue(g.is_multiple() == [
-            False, False, False, False, False, False, True,
-            False, False, True, True
-        ])
+        self.assertTrue(
+            g.is_multiple()
+            == [
+                False,
+                False,
+                False,
+                False,
+                False,
+                False,
+                True,
+                False,
+                False,
+                True,
+                True,
+            ]
+        )
 
         # has_multiple
         self.assertTrue(g.has_multiple())
 
         # count_multiple
-        self.assertTrue(
-            g.count_multiple() == [2, 1, 1, 1, 1, 1, 2, 1, 3, 3, 3]
-        )
-        self.assertTrue(g.count_multiple(g.ecount()-1) == 3)
-        self.assertTrue(g.count_multiple(range(2, 5)) == [1, 1, 1])
+        self.assertTrue(g.count_multiple() == [2, 1, 1, 1, 1, 1, 2, 1, 3, 3, 3])
+        self.assertTrue(g.count_multiple(g.ecount() - 1) == 3)
+        self.assertTrue(g.count_multiple(list(range(2, 5))) == [1, 1, 1])
 
         # check if a mutual directed edge pair is reported as multiple
         g = Graph(2, [(0, 1), (1, 0)], directed=True)
@@ -372,6 +392,7 @@ def testMultiplesLoops(self):
 
     def testPickling(self):
         import pickle
+
         g = Graph([(0, 1), (1, 2)])
         g["data"] = "abcdef"
         g.vs["data"] = [3, 4, 5]
@@ -448,22 +469,16 @@ class GraphDictListTests(unittest.TestCase):
     def setUp(self):
         self.vertices = [
             {"name": "Alice", "age": 48, "gender": "F"},
-            {"name": "Bob",   "age": 33, "gender": "M"},
+            {"name": "Bob", "age": 33, "gender": "M"},
             {"name": "Cecil", "age": 45, "gender": "F"},
-            {"name": "David", "age": 34, "gender": "M"}
+            {"name": "David", "age": 34, "gender": "M"},
         ]
         self.edges = [
             {"source": "Alice", "target": "Bob", "friendship": 4, "advice": 4},
             {"source": "Cecil", "target": "Bob", "friendship": 5, "advice": 5},
-            {
-                "source": "Cecil", "target": "Alice",
-                "friendship": 5, "advice": 5
-            },
-            {
-                "source": "David", "target": "Alice",
-                "friendship": 2, "advice": 4
-            },
-            {"source": "David", "target": "Bob", "friendship": 1, "advice": 2}
+            {"source": "Cecil", "target": "Alice", "friendship": 5, "advice": 5},
+            {"source": "David", "target": "Alice", "friendship": 2, "advice": 4},
+            {"source": "David", "target": "Bob", "friendship": 1, "advice": 2},
         ]
 
     def testGraphFromDictList(self):
@@ -475,9 +490,7 @@ def testGraphFromDictList(self):
     def testGraphFromDictIterator(self):
         g = Graph.DictList(iter(self.vertices), iter(self.edges))
         self.checkIfOK(g, "name")
-        g = Graph.DictList(
-            iter(self.vertices), iter(self.edges), iterative=True
-        )
+        g = Graph.DictList(iter(self.vertices), iter(self.edges), iterative=True)
         self.checkIfOK(g, "name")
 
     def testGraphFromDictIteratorNoVertices(self):
@@ -487,19 +500,15 @@ def testGraphFromDictIteratorNoVertices(self):
         self.checkIfOK(g, "name", check_vertex_attrs=False)
 
     def testGraphFromDictListExtraVertexName(self):
-        del self.vertices[2:]      # No data for "Cecil" and "David"
+        del self.vertices[2:]  # No data for "Cecil" and "David"
         g = Graph.DictList(self.vertices, self.edges)
-        self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 5 and not g.is_directed()
-        )
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5 and not g.is_directed())
         self.assertTrue(g.vs["name"] == ["Alice", "Bob", "Cecil", "David"])
         self.assertTrue(g.vs["age"] == [48, 33, None, None])
         self.assertTrue(g.vs["gender"] == ["F", "M", None, None])
         self.assertTrue(g.es["friendship"] == [4, 5, 5, 2, 1])
         self.assertTrue(g.es["advice"] == [4, 5, 5, 4, 2])
-        self.assertTrue(g.get_edgelist() == [
-            (0, 1), (1, 2), (0, 2), (0, 3), (1, 3)
-        ])
+        self.assertTrue(g.get_edgelist() == [(0, 1), (1, 2), (0, 2), (0, 3), (1, 3)])
 
     def testGraphFromDictListAlternativeName(self):
         for vdata in self.vertices:
@@ -510,18 +519,16 @@ def testGraphFromDictListAlternativeName(self):
         )
         self.checkIfOK(g, "name_alternative")
         g = Graph.DictList(
-            self.vertices, self.edges, vertex_name_attr="name_alternative",
-            iterative=True
+            self.vertices,
+            self.edges,
+            vertex_name_attr="name_alternative",
+            iterative=True,
         )
         self.checkIfOK(g, "name_alternative")
 
     def checkIfOK(self, g, name_attr, check_vertex_attrs=True):
-        self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 5 and not g.is_directed()
-        )
-        self.assertTrue(g.get_edgelist() == [
-            (0, 1), (1, 2), (0, 2), (0, 3), (1, 3)
-        ])
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5 and not g.is_directed())
+        self.assertTrue(g.get_edgelist() == [(0, 1), (1, 2), (0, 2), (0, 3), (1, 3)])
         self.assertTrue(g.vs[name_attr] == ["Alice", "Bob", "Cecil", "David"])
         if check_vertex_attrs:
             self.assertTrue(g.vs["age"] == [48, 33, 45, 34])
@@ -537,7 +544,7 @@ def setUp(self):
             ("Cecil", "Bob", 5, 5),
             ("Cecil", "Alice", 5, 5),
             ("David", "Alice", 2, 4),
-            ("David", "Bob", 1, 2)
+            ("David", "Bob", 1, 2),
         ]
 
     def testGraphFromTupleList(self):
@@ -547,10 +554,10 @@ def testGraphFromTupleList(self):
     def testGraphFromTupleListWithEdgeAttributes(self):
         g = Graph.TupleList(self.edges, edge_attrs=("friendship", "advice"))
         self.checkIfOK(g, "name", ("friendship", "advice"))
-        g = Graph.TupleList(self.edges, edge_attrs=("friendship", ))
-        self.checkIfOK(g, "name", ("friendship", ))
+        g = Graph.TupleList(self.edges, edge_attrs=("friendship",))
+        self.checkIfOK(g, "name", ("friendship",))
         g = Graph.TupleList(self.edges, edge_attrs="friendship")
-        self.checkIfOK(g, "name", ("friendship", ))
+        self.checkIfOK(g, "name", ("friendship",))
 
     def testGraphFromTupleListWithDifferentNameAttribute(self):
         g = Graph.TupleList(self.edges, vertex_name_attr="spam")
@@ -558,29 +565,26 @@ def testGraphFromTupleListWithDifferentNameAttribute(self):
 
     def testGraphFromTupleListWithWeights(self):
         g = Graph.TupleList(self.edges, weights=True)
-        self.checkIfOK(g, "name", ("weight", ))
+        self.checkIfOK(g, "name", ("weight",))
         g = Graph.TupleList(self.edges, weights="friendship")
-        self.checkIfOK(g, "name", ("friendship", ))
+        self.checkIfOK(g, "name", ("friendship",))
         g = Graph.TupleList(self.edges, weights=False)
         self.checkIfOK(g, "name", ())
         self.assertRaises(
-            ValueError, Graph.TupleList, [self.edges], weights=True,
-            edge_attrs="friendship"
+            ValueError,
+            Graph.TupleList,
+            [self.edges],
+            weights=True,
+            edge_attrs="friendship",
         )
 
     def testNoneForMissingAttributes(self):
-        g = Graph.TupleList(
-            self.edges, edge_attrs=("friendship", "advice", "spam")
-        )
+        g = Graph.TupleList(self.edges, edge_attrs=("friendship", "advice", "spam"))
         self.checkIfOK(g, "name", ("friendship", "advice", "spam"))
 
     def checkIfOK(self, g, name_attr, edge_attrs):
-        self.assertTrue(
-            g.vcount() == 4 and g.ecount() == 5 and not g.is_directed()
-        )
-        self.assertTrue(g.get_edgelist() == [
-            (0, 1), (1, 2), (0, 2), (0, 3), (1, 3)
-        ])
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5 and not g.is_directed())
+        self.assertTrue(g.get_edgelist() == [(0, 1), (1, 2), (0, 2), (0, 3), (1, 3)])
         self.assertTrue(g.attributes() == [])
         self.assertTrue(g.vertex_attributes() == [name_attr])
         self.assertTrue(g.vs[name_attr] == ["Alice", "Bob", "Cecil", "David"])
@@ -609,14 +613,13 @@ def testIsDegreeSequence(self):
         self.assertFalse(is_degree_sequence([2, 1, -2]))
         self.assertFalse(is_degree_sequence([2, 1, 1, 1], [1, 1, 1, -2]))
         self.assertTrue(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3]))
-        self.assertTrue(is_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None
-        ))
+        self.assertTrue(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None))
         self.assertFalse(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]))
-        self.assertTrue(is_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3],
-            [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
-        ))
+        self.assertTrue(
+            is_degree_sequence(
+                [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
+            )
+        )
 
     def testIsGraphicalSequence(self):
         self.assertTrue(is_graphical_degree_sequence([]))
@@ -627,26 +630,21 @@ def testIsGraphicalSequence(self):
         self.assertFalse(is_graphical_degree_sequence([1], [1]))
         self.assertFalse(is_graphical_degree_sequence([2]))
         self.assertFalse(is_graphical_degree_sequence([2, 1, 1, 1]))
-        self.assertTrue(is_graphical_degree_sequence(
-            [2, 1, 1, 1], [1, 1, 1, 2]
-        ))
+        self.assertTrue(is_graphical_degree_sequence([2, 1, 1, 1], [1, 1, 1, 2]))
         self.assertFalse(is_graphical_degree_sequence([2, 1, -2]))
-        self.assertFalse(is_graphical_degree_sequence(
-            [2, 1, 1, 1], [1, 1, 1, -2]
-        ))
-        self.assertTrue(is_graphical_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
-        ))
-        self.assertTrue(is_graphical_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None
-        ))
-        self.assertFalse(is_graphical_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
-        ))
-        self.assertTrue(is_graphical_degree_sequence(
-            [3, 3, 3, 3, 3, 3, 3, 3, 3, 3],
-            [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
-        ))
+        self.assertFalse(is_graphical_degree_sequence([2, 1, 1, 1], [1, 1, 1, -2]))
+        self.assertTrue(is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3]))
+        self.assertTrue(
+            is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None)
+        )
+        self.assertFalse(
+            is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])
+        )
+        self.assertTrue(
+            is_graphical_degree_sequence(
+                [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
+            )
+        )
         self.assertTrue(is_graphical_degree_sequence([3, 3, 3, 3, 4]))
 
 
@@ -686,10 +684,16 @@ def suite():
     graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
     degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
     inheritance_suite = unittest.makeSuite(InheritanceTests)
-    return unittest.TestSuite([
-        basic_suite, datatype_suite, graph_dict_list_suite,
-        graph_tuple_list_suite, degree_sequence_suite, inheritance_suite
-    ])
+    return unittest.TestSuite(
+        [
+            basic_suite,
+            datatype_suite,
+            graph_dict_list_suite,
+            graph_tuple_list_suite,
+            degree_sequence_suite,
+            inheritance_suite,
+        ]
+    )
 
 
 def test():
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 74a57a002..283686cf6 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -1,99 +1,149 @@
 import unittest
 from igraph import *
 
+
 class BipartiteTests(unittest.TestCase):
     def testCreateBipartite(self):
-        g = Graph.Bipartite([0, 1]*5, [(0,1),(2,3),(4,5),(6,7),(8,9)])
-        self.assertTrue(g.vcount() == 10 and g.ecount() == 5 and g.is_directed() == False)
+        g = Graph.Bipartite([0, 1] * 5, [(0, 1), (2, 3), (4, 5), (6, 7), (8, 9)])
+        self.assertTrue(
+            g.vcount() == 10 and g.ecount() == 5 and g.is_directed() is False
+        )
         self.assertTrue(g.is_bipartite())
-        self.assertTrue(g.vs["type"] == [False, True]*5)
+        self.assertTrue(g.vs["type"] == [False, True] * 5)
 
     def testFullBipartite(self):
         g = Graph.Full_Bipartite(10, 5)
-        self.assertTrue(g.vcount() == 15 and g.ecount() == 50 and g.is_directed() == False)
+        self.assertTrue(
+            g.vcount() == 15 and g.ecount() == 50 and g.is_directed() is False
+        )
         expected = sorted([(i, j) for i in range(10) for j in range(10, 15)])
         self.assertTrue(sorted(g.get_edgelist()) == expected)
-        self.assertTrue(g.vs["type"] == [False]*10 + [True]*5)
+        self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
         g = Graph.Full_Bipartite(10, 5, directed=True, mode=OUT)
-        self.assertTrue(g.vcount() == 15 and g.ecount() == 50 and g.is_directed() == True)
+        self.assertTrue(
+            g.vcount() == 15 and g.ecount() == 50 and g.is_directed() is True
+        )
         self.assertTrue(sorted(g.get_edgelist()) == expected)
-        self.assertTrue(g.vs["type"] == [False]*10 + [True]*5)
+        self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
         g = Graph.Full_Bipartite(10, 5, directed=True, mode=IN)
-        self.assertTrue(g.vcount() == 15 and g.ecount() == 50 and g.is_directed() == True)
-        self.assertTrue(sorted(g.get_edgelist()) == sorted([(i,j) for j, i in expected]))
-        self.assertTrue(g.vs["type"] == [False]*10 + [True]*5)
+        self.assertTrue(
+            g.vcount() == 15 and g.ecount() == 50 and g.is_directed() is True
+        )
+        self.assertTrue(
+            sorted(g.get_edgelist()) == sorted([(i, j) for j, i in expected])
+        )
+        self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
         g = Graph.Full_Bipartite(10, 5, directed=True)
-        self.assertTrue(g.vcount() == 15 and g.ecount() == 100 and g.is_directed() == True)
+        self.assertTrue(
+            g.vcount() == 15 and g.ecount() == 100 and g.is_directed() is True
+        )
         expected.extend([(j, i) for i, j in expected])
         expected.sort()
         self.assertTrue(sorted(g.get_edgelist()) == expected)
-        self.assertTrue(g.vs["type"] == [False]*10 + [True]*5)
+        self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
     def testIncidence(self):
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]])
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
-        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3)])
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 5, not g.is_directed())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
-        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3),(1,3)])
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
+        self.assertListEqual(
+            sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3), (1, 3)]
+        )
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
-        self.assertListEqual(sorted(g.get_edgelist()), [(0,3),(0,4),(1,2),(1,3)])
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
-        self.assertListEqual(sorted(g.get_edgelist()), [(2,1),(3,0),(3,1),(4,0)])
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
+        self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Create a weighted Graph
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted=True)
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertTrue(
+            all(
+                (g.vcount() == 5, g.ecount() == 4, not g.is_directed(), g.is_weighted())
+            )
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=`str`
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), not g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertTrue(
+            all(
+                (
+                    g.vcount() == 5,
+                    g.ecount() == 4,
+                    not g.is_directed(),
+                    not g.is_weighted(),
+                )
+            )
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es["some_attr_name"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=""
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="")
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed(), not g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertTrue(
+            all(
+                (
+                    g.vcount() == 5,
+                    g.ecount() == 4,
+                    not g.is_directed(),
+                    not g.is_weighted(),
+                )
+            )
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es[""], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=out with weighted
         g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        self.assertTrue(
+            all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2),(1,3)])
+        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=in with weighted
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in", weighted=True)
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        g = Graph.Incidence(
+            [[0, 1, 1], [1, 2, 0]], directed=True, mode="in", weighted=True
+        )
+        self.assertTrue(
+            all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
         self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Should work when directed=True and mode=all with weighted
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="all", weighted=True)
-        self.assertTrue(all((g.vcount() == 5, g.ecount() == 8, g.is_directed(), g.is_weighted())))
-        self.assertListEqual(g.vs["type"], [False]*2 + [True]*3)
+        g = Graph.Incidence(
+            [[0, 1, 1], [1, 2, 0]], directed=True, mode="all", weighted=True
+        )
+        self.assertTrue(
+            all((g.vcount() == 5, g.ecount() == 8, g.is_directed(), g.is_weighted()))
+        )
+        self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 1, 1, 2, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)])
+        self.assertListEqual(
+            sorted(g.get_edgelist()),
+            [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)],
+        )
 
     def testIncidenceError(self):
         msg = "arguments weighted and multiple can not co-exist"
@@ -152,26 +202,28 @@ def testBipartiteProjection(self):
 
     def testIsBipartite(self):
         g = Graph.Star(10)
-        self.assertTrue(g.is_bipartite() == True)
-        self.assertTrue(g.is_bipartite(True) == (True, [False] + [True]*9))
+        self.assertTrue(g.is_bipartite() is True)
+        self.assertTrue(g.is_bipartite(True) == (True, [False] + [True] * 9))
         g = Graph.Tree(100, 3)
-        self.assertTrue(g.is_bipartite() == True)
+        self.assertTrue(g.is_bipartite() is True)
         g = Graph.Ring(9)
-        self.assertTrue(g.is_bipartite() == False)
+        self.assertTrue(g.is_bipartite() is False)
         self.assertTrue(g.is_bipartite(True) == (False, None))
         g = Graph.Ring(10)
-        self.assertTrue(g.is_bipartite() == True)
+        self.assertTrue(g.is_bipartite() is True)
         g += (2, 0)
         self.assertTrue(g.is_bipartite(True) == (False, None))
-        
+
+
 def suite():
     bipartite_suite = unittest.makeSuite(BipartiteTests)
     return unittest.TestSuite([bipartite_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 1cb2de48e..f972fd715 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -1,5 +1,3 @@
-from __future__ import print_function
-
 import unittest
 
 from igraph import *
@@ -9,48 +7,89 @@
 
 class CliqueTests(unittest.TestCase):
     def setUp(self):
-        self.g=Graph.Full(6)
+        self.g = Graph.Full(6)
         self.g.delete_edges([(0, 1), (0, 2), (3, 5)])
 
     def testCliques(self):
-        tests = {(4, -1): [[1, 2, 3, 4], [1, 2, 4, 5]],
-                 (2, 2): [[0, 3], [0, 4], [0, 5],
-                          [1, 2], [1, 3], [1, 4], [1, 5],
-                          [2, 3], [2, 4], [2, 5], [3, 4], [4, 5]],
-                 (-1, -1): [[0], [1], [2], [3], [4], [5],
-                            [0, 3], [0, 4], [0, 5],
-                            [1, 2], [1, 3], [1, 4], [1, 5],
-                            [2, 3], [2, 4], [2, 5], [3, 4], [4, 5],
-                            [0, 3, 4], [0, 4, 5],
-                            [1, 2, 3], [1, 2, 4], [1, 2, 5],
-                            [1, 3, 4], [1, 4, 5], [2, 3, 4], [2, 4, 5],
-                            [1, 2, 3, 4], [1, 2, 4, 5]]}
-        for (lo, hi), exp in tests.items():
+        tests = {
+            (4, -1): [[1, 2, 3, 4], [1, 2, 4, 5]],
+            (2, 2): [
+                [0, 3],
+                [0, 4],
+                [0, 5],
+                [1, 2],
+                [1, 3],
+                [1, 4],
+                [1, 5],
+                [2, 3],
+                [2, 4],
+                [2, 5],
+                [3, 4],
+                [4, 5],
+            ],
+            (-1, -1): [
+                [0],
+                [1],
+                [2],
+                [3],
+                [4],
+                [5],
+                [0, 3],
+                [0, 4],
+                [0, 5],
+                [1, 2],
+                [1, 3],
+                [1, 4],
+                [1, 5],
+                [2, 3],
+                [2, 4],
+                [2, 5],
+                [3, 4],
+                [4, 5],
+                [0, 3, 4],
+                [0, 4, 5],
+                [1, 2, 3],
+                [1, 2, 4],
+                [1, 2, 5],
+                [1, 3, 4],
+                [1, 4, 5],
+                [2, 3, 4],
+                [2, 4, 5],
+                [1, 2, 3, 4],
+                [1, 2, 4, 5],
+            ],
+        }
+        for (lo, hi), exp in list(tests.items()):
             self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi))))
 
     def testLargestCliques(self):
-        self.assertEqual(sorted(map(sorted, self.g.largest_cliques())),
-                         [[1, 2, 3, 4], [1, 2, 4, 5]])
+        self.assertEqual(
+            sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
+        )
 
     def testMaximalCliques(self):
-        self.assertEqual(sorted(map(sorted, self.g.maximal_cliques())),
-                         [[0, 3, 4], [0, 4, 5],
-                          [1, 2, 3, 4], [1, 2, 4, 5]])
-        self.assertEqual(sorted(map(sorted, self.g.maximal_cliques(min=4))),
-                         [[1, 2, 3, 4], [1, 2, 4, 5]])
-        self.assertEqual(sorted(map(sorted, self.g.maximal_cliques(max=3))),
-                         [[0, 3, 4], [0, 4, 5]])
+        self.assertEqual(
+            sorted(map(sorted, self.g.maximal_cliques())),
+            [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
+        )
+        self.assertEqual(
+            sorted(map(sorted, self.g.maximal_cliques(min=4))),
+            [[1, 2, 3, 4], [1, 2, 4, 5]],
+        )
+        self.assertEqual(
+            sorted(map(sorted, self.g.maximal_cliques(max=3))), [[0, 3, 4], [0, 4, 5]]
+        )
 
     def testMaximalCliquesFile(self):
         def read_cliques(fname):
             with open(fname) as fp:
-                return sorted(sorted(int(item) for item in line.split())
-                                for line in fp)
+                return sorted(sorted(int(item) for item in line.split()) for line in fp)
 
         with temporary_file() as fname:
             self.g.maximal_cliques(file=fname)
-            self.assertEqual([[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
-                             read_cliques(fname))
+            self.assertEqual(
+                [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]], read_cliques(fname)
+            )
 
         with temporary_file() as fname:
             self.g.maximal_cliques(min=4, file=fname)
@@ -67,28 +106,52 @@ def testCliqueNumber(self):
 
 class IndependentVertexSetTests(unittest.TestCase):
     def setUp(self):
-        self.g1=Graph.Tree(5, 2, TREE_UNDIRECTED)
-        self.g2=Graph.Tree(10, 2, TREE_UNDIRECTED)
+        self.g1 = Graph.Tree(5, 2, TREE_UNDIRECTED)
+        self.g2 = Graph.Tree(10, 2, TREE_UNDIRECTED)
 
     def testIndependentVertexSets(self):
-        tests = {(4, -1): [],
-                 (2, 2): [(0, 3), (0, 4), (1, 2), (2, 3), (2, 4), (3, 4)],
-                 (-1, -1): [(0,), (1,), (2,), (3,), (4,),
-                            (0, 3), (0, 4), (1, 2), (2, 3), (2, 4),
-                            (3, 4), (0, 3, 4), (2, 3, 4)]}
-        for (lo, hi), exp in tests.items():
+        tests = {
+            (4, -1): [],
+            (2, 2): [(0, 3), (0, 4), (1, 2), (2, 3), (2, 4), (3, 4)],
+            (-1, -1): [
+                (0,),
+                (1,),
+                (2,),
+                (3,),
+                (4,),
+                (0, 3),
+                (0, 4),
+                (1, 2),
+                (2, 3),
+                (2, 4),
+                (3, 4),
+                (0, 3, 4),
+                (2, 3, 4),
+            ],
+        }
+        for (lo, hi), exp in list(tests.items()):
             self.assertEqual(exp, self.g1.independent_vertex_sets(lo, hi))
 
     def testLargestIndependentVertexSets(self):
-        self.assertEqual(self.g1.largest_independent_vertex_sets(),
-                         [(0, 3, 4), (2, 3, 4)])
+        self.assertEqual(
+            self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
+        )
 
     def testMaximalIndependentVertexSets(self):
-        self.assertEqual(self.g2.maximal_independent_vertex_sets(),
-                         [(0, 3, 4, 5, 6), (0, 3, 5, 6, 9),
-                          (0, 4, 5, 6, 7, 8), (0, 5, 6, 7, 8, 9),
-                          (1, 2, 7, 8, 9), (1, 5, 6, 7, 8, 9),
-                          (2, 3, 4), (2, 3, 9), (2, 4, 7, 8)])
+        self.assertEqual(
+            self.g2.maximal_independent_vertex_sets(),
+            [
+                (0, 3, 4, 5, 6),
+                (0, 3, 5, 6, 9),
+                (0, 4, 5, 6, 7, 8),
+                (0, 5, 6, 7, 8, 9),
+                (1, 2, 7, 8, 9),
+                (1, 5, 6, 7, 8, 9),
+                (2, 3, 4),
+                (2, 3, 9),
+                (2, 4, 7, 8),
+            ],
+        )
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)
@@ -122,13 +185,14 @@ def testTriads(self):
         tc = self.g.triad_census()
         accessors = ["003", "012", "021d", "030C"]
         for a in accessors:
-            self.assertTrue(isinstance(getattr(tc, "t"+a), int))
+            self.assertTrue(isinstance(getattr(tc, "t" + a), int))
             self.assertTrue(isinstance(tc[a], int))
         self.assertTrue(isinstance(list(tc), list))
         self.assertTrue(isinstance(tuple(tc), tuple))
         self.assertTrue(len(list(tc)) == 16)
         self.assertTrue(len(tuple(tc)) == 16)
 
+
 class CliqueBenchmark(object):
     """This is a benchmark, not a real test case. You can run it
     using:
@@ -140,6 +204,7 @@ class CliqueBenchmark(object):
     def __init__(self):
         from time import time
         import gc
+
         self.time = time
         self.gc_collect = gc.collect
 
@@ -163,15 +228,17 @@ def timeit(self, g):
         cl = g.maximal_cliques()
         end = self.time()
         self.gc_collect()
-        return len(cl), mid-start, end-mid
+        return len(cl), mid - start, end - mid
 
     def testRandom(self):
-        np = {100: [0.6, 0.7],
-              300: [0.1, 0.2, 0.3, 0.4],
-              500: [0.1, 0.2, 0.3],
-              700: [0.1, 0.2],
-              1000:[0.1, 0.2],
-              10000: [0.001, 0.003, 0.005, 0.01, 0.02]}
+        np = {
+            100: [0.6, 0.7],
+            300: [0.1, 0.2, 0.3, 0.4],
+            500: [0.1, 0.2, 0.3],
+            700: [0.1, 0.2],
+            1000: [0.1, 0.2],
+            10000: [0.001, 0.003, 0.005, 0.01, 0.02],
+        }
 
         print()
         print("Erdos-Renyi random graphs")
@@ -189,12 +256,19 @@ def testMoonMoser(self):
         print("Moon-Moser graphs")
         print("       n exp_clqs #cliques        t1        t2")
         for n in ns:
-            n3 = n/3
-            types = range(n3) * 3
-            el = [(i, j) for i in range(n) for j in range(i+1,n) if types[i] != types[j]]
+            n3 = n / 3
+            types = list(range(n3)) * 3
+            el = [
+                (i, j)
+                for i in range(n)
+                for j in range(i + 1, n)
+                if types[i] != types[j]
+            ]
             g = Graph(n, el)
             result = self.timeit(g)
-            print("%8d %8d %8d %8.4fs %8.4fs" % tuple([n, (3**(n/3))] + list(result)))
+            print(
+                "%8d %8d %8d %8.4fs %8.4fs" % tuple([n, (3 ** (n / 3))] + list(result))
+            )
 
     def testGRG(self):
         ns = [100, 1000, 5000, 10000, 25000, 50000]
@@ -203,7 +277,7 @@ def testGRG(self):
         print("Geometric random graphs")
         print("       n        d #cliques        t1        t2")
         for n in ns:
-            d = 2. / (n ** 0.5)
+            d = 2.0 / (n ** 0.5)
             g = Graph.GRG(n, d)
             result = self.timeit(g)
             print("%8d %8.3f %8d %8.4fs %8.4fs" % tuple([n, d] + list(result)))
@@ -215,10 +289,11 @@ def suite():
     motif_suite = unittest.makeSuite(MotifTests)
     return unittest.TestSuite([clique_suite, indvset_suite, motif_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_colortests.py b/tests/test_colortests.py
index df7332ef1..4cf99954c 100644
--- a/tests/test_colortests.py
+++ b/tests/test_colortests.py
@@ -1,42 +1,42 @@
 import unittest
 
-try:
-    from itertools import izip
-except ImportError:
-    izip = zip  # Python 3.x
-
 from igraph import *
 
+
 class ColorTests(unittest.TestCase):
     def assertAlmostEqualMany(self, items1, items2, eps):
-        for idx, (item1, item2) in enumerate(izip(items1, items2)):
-            self.assertAlmostEqual(item1, item2, places=eps,
-                    msg="mismatch at index %d, %r != %r with %d digits"
-                    % (idx, items1, items2, eps))
+        for idx, (item1, item2) in enumerate(zip(items1, items2)):
+            self.assertAlmostEqual(
+                item1,
+                item2,
+                places=eps,
+                msg="mismatch at index %d, %r != %r with %d digits"
+                % (idx, items1, items2, eps),
+            )
 
     def setUp(self):
         columns = ["r", "g", "b", "h", "v", "l", "s_hsv", "s_hsl", "alpha"]
         # Examples taken from http://en.wikipedia.org/wiki/HSL_and_HSV
         values = [
-                (1, 1, 1, 0, 1, 1, 0, 0, 1),
-                (0.5, 0.5, 0.5, 0, 0.5, 0.5, 0, 0, 0.5),
-                (0, 0, 0, 0, 0, 0, 0, 0, 1),
-                (1, 0, 0, 0, 1, 0.5, 1, 1, 0.5),
-                (0.75, 0.75, 0, 60, 0.75, 0.375, 1, 1, 0.25),
-                (0, 0.5, 0, 120, 0.5, 0.25, 1, 1, 0.75),
-                (0.5, 1, 1, 180, 1, 0.75, 0.5, 1, 1),
-                (0.5, 0.5, 1, 240, 1, 0.75, 0.5, 1, 1),
-                (0.75, 0.25, 0.75, 300, 0.75, 0.5, 0.666666667, 0.5, 0.25),
-                (0.211, 0.149, 0.597, 248.3, 0.597, 0.373, 0.750, 0.601, 1),
-                (0.495, 0.493, 0.721, 240.5, 0.721, 0.607, 0.316, 0.290, 0.75),
+            (1, 1, 1, 0, 1, 1, 0, 0, 1),
+            (0.5, 0.5, 0.5, 0, 0.5, 0.5, 0, 0, 0.5),
+            (0, 0, 0, 0, 0, 0, 0, 0, 1),
+            (1, 0, 0, 0, 1, 0.5, 1, 1, 0.5),
+            (0.75, 0.75, 0, 60, 0.75, 0.375, 1, 1, 0.25),
+            (0, 0.5, 0, 120, 0.5, 0.25, 1, 1, 0.75),
+            (0.5, 1, 1, 180, 1, 0.75, 0.5, 1, 1),
+            (0.5, 0.5, 1, 240, 1, 0.75, 0.5, 1, 1),
+            (0.75, 0.25, 0.75, 300, 0.75, 0.5, 0.666666667, 0.5, 0.25),
+            (0.211, 0.149, 0.597, 248.3, 0.597, 0.373, 0.750, 0.601, 1),
+            (0.495, 0.493, 0.721, 240.5, 0.721, 0.607, 0.316, 0.290, 0.75),
         ]
-        self.data = [dict(zip(columns, value)) for value in values]
+        self.data = [dict(list(zip(columns, value))) for value in values]
         for row in self.data:
-            row["h"] /= 360.
+            row["h"] /= 360.0
 
     def _testGeneric(self, method, args1, args2=("r", "g", "b")):
-        if len(args1) == len(args2)+1:
-            args2 += ("alpha", )
+        if len(args1) == len(args2) + 1:
+            args2 += ("alpha",)
         for data in self.data:
             vals1 = [data.get(arg, 0.0) for arg in args1]
             vals2 = [data.get(arg, 0.0) for arg in args2]
@@ -58,34 +58,38 @@ def testRGBtoHSL(self):
         self._testGeneric(rgb_to_hsl, "r g b".split(), "h s_hsl l".split())
 
     def testRGBAtoHSLA(self):
-        self._testGeneric(rgba_to_hsla, "r g b alpha".split(), "h s_hsl l alpha".split())
+        self._testGeneric(
+            rgba_to_hsla, "r g b alpha".split(), "h s_hsl l alpha".split()
+        )
 
     def testRGBtoHSV(self):
         self._testGeneric(rgb_to_hsv, "r g b".split(), "h s_hsv v".split())
 
     def testRGBAtoHSVA(self):
-        self._testGeneric(rgba_to_hsva, "r g b alpha".split(), "h s_hsv v alpha".split())
+        self._testGeneric(
+            rgba_to_hsva, "r g b alpha".split(), "h s_hsv v alpha".split()
+        )
 
 
 class PaletteTests(unittest.TestCase):
     def testGradientPalette(self):
         gp = GradientPalette("red", "blue", 3)
-        self.assertTrue(gp.get(0) == (1., 0., 0., 1.))
-        self.assertTrue(gp.get(1) == (0.5, 0., 0.5, 1.))
-        self.assertTrue(gp.get(2) == (0., 0., 1., 1.))
+        self.assertTrue(gp.get(0) == (1.0, 0.0, 0.0, 1.0))
+        self.assertTrue(gp.get(1) == (0.5, 0.0, 0.5, 1.0))
+        self.assertTrue(gp.get(2) == (0.0, 0.0, 1.0, 1.0))
 
     def testAdvancedGradientPalette(self):
         agp = AdvancedGradientPalette(["red", "black", "blue"], n=9)
-        self.assertTrue(agp.get(0) == (1., 0., 0., 1.))
-        self.assertTrue(agp.get(2) == (0.5, 0., 0., 1.))
-        self.assertTrue(agp.get(4) == (0., 0., 0., 1.))
-        self.assertTrue(agp.get(5) == (0., 0., 0.25, 1.))
-        self.assertTrue(agp.get(8) == (0., 0., 1., 1.))
+        self.assertTrue(agp.get(0) == (1.0, 0.0, 0.0, 1.0))
+        self.assertTrue(agp.get(2) == (0.5, 0.0, 0.0, 1.0))
+        self.assertTrue(agp.get(4) == (0.0, 0.0, 0.0, 1.0))
+        self.assertTrue(agp.get(5) == (0.0, 0.0, 0.25, 1.0))
+        self.assertTrue(agp.get(8) == (0.0, 0.0, 1.0, 1.0))
 
         agp = AdvancedGradientPalette(["red", "black", "blue"], [0, 8, 2], 9)
-        self.assertTrue(agp.get(0) == (1., 0., 0., 1.))
-        self.assertTrue(agp.get(1) == (0.5, 0., 0.5, 1.))
-        self.assertTrue(agp.get(5) == (0., 0., 0.5, 1.))
+        self.assertTrue(agp.get(0) == (1.0, 0.0, 0.0, 1.0))
+        self.assertTrue(agp.get(1) == (0.5, 0.0, 0.5, 1.0))
+        self.assertTrue(agp.get(5) == (0.0, 0.0, 0.5, 1.0))
 
 
 def suite():
@@ -93,10 +97,11 @@ def suite():
     palette_suite = unittest.makeSuite(PaletteTests)
     return unittest.TestSuite([color_suite, palette_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 8a00cbe09..6c3860806 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -1,46 +1,50 @@
 import unittest
 from igraph import *
 
+
 class DirectedUndirectedTests(unittest.TestCase):
     def testToUndirected(self):
-        graph = Graph([(0,1), (0,2), (1,0)], directed=True)
+        graph = Graph([(0, 1), (0, 2), (1, 0)], directed=True)
 
         graph2 = graph.copy()
         graph2.to_undirected(mode=False)
         self.assertTrue(graph2.vcount() == graph.vcount())
         self.assertTrue(graph2.is_directed() == False)
-        self.assertTrue(sorted(graph2.get_edgelist()) == [(0,1), (0,1), (0,2)])
+        self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (0, 2)])
 
         graph2 = graph.copy()
         graph2.to_undirected()
         self.assertTrue(graph2.vcount() == graph.vcount())
         self.assertTrue(graph2.is_directed() == False)
-        self.assertTrue(sorted(graph2.get_edgelist()) == [(0,1), (0,2)])
+        self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
 
         graph2 = graph.copy()
-        graph2.es["weight"] = [1,2,3]
+        graph2.es["weight"] = [1, 2, 3]
         graph2.to_undirected(mode="collapse", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
         self.assertTrue(graph2.is_directed() == False)
-        self.assertTrue(sorted(graph2.get_edgelist()) == [(0,1), (0,2)])
-        self.assertTrue(graph2.es["weight"] == [4,2])
+        self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
+        self.assertTrue(graph2.es["weight"] == [4, 2])
 
-        graph = Graph([(0,1),(1,0),(0,1),(1,0),(2,1),(1,2)], directed=True)
+        graph = Graph([(0, 1), (1, 0), (0, 1), (1, 0), (2, 1), (1, 2)], directed=True)
         graph2 = graph.copy()
-        graph2.es["weight"] = [1,2,3,4,5,6]
+        graph2.es["weight"] = [1, 2, 3, 4, 5, 6]
         graph2.to_undirected(mode="mutual", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
         self.assertTrue(graph2.is_directed() == False)
-        self.assertTrue(sorted(graph2.get_edgelist()) == [(0,1), (0,1), (1,2)])
-        self.assertTrue(graph2.es["weight"] == [7,3,11] or graph2.es["weight"] == [3,7,11])
+        self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (1, 2)])
+        self.assertTrue(
+            graph2.es["weight"] == [7, 3, 11] or graph2.es["weight"] == [3, 7, 11]
+        )
 
     def testToDirected(self):
-        graph = Graph([(0,1), (0,2), (2,3), (2,4)], directed=False)
+        graph = Graph([(0, 1), (0, 2), (2, 3), (2, 4)], directed=False)
         graph.to_directed()
         self.assertTrue(graph.is_directed())
         self.assertTrue(graph.vcount() == 5)
-        self.assertTrue(sorted(graph.get_edgelist()) == \
-                [(0,1), (0,2), (1,0), (2,0), (2,3), (2,4), (3,2), (4,2)]
+        self.assertTrue(
+            sorted(graph.get_edgelist())
+            == [(0, 1), (0, 2), (1, 0), (2, 0), (2, 3), (2, 4), (3, 2), (4, 2)]
         )
 
 
@@ -48,43 +52,64 @@ class GraphRepresentationTests(unittest.TestCase):
     def testGetAdjacency(self):
         # Undirected case
         g = Graph.Tree(6, 3)
-        g.es["weight"] = range(5)
-        self.assertTrue(g.get_adjacency() == Matrix([
-            [0, 1, 1, 1, 0, 0],
-            [1, 0, 0, 0, 1, 1],
-            [1, 0, 0, 0, 0, 0],
-            [1, 0, 0, 0, 0, 0],
-            [0, 1, 0, 0, 0, 0],
-            [0, 1, 0, 0, 0, 0]
-        ]))
-        self.assertTrue(g.get_adjacency(attribute="weight") == Matrix([
-            [0, 0, 1, 2, 0, 0],
-            [0, 0, 0, 0, 3, 4],
-            [1, 0, 0, 0, 0, 0],
-            [2, 0, 0, 0, 0, 0],
-            [0, 3, 0, 0, 0, 0],
-            [0, 4, 0, 0, 0, 0]
-        ]))
-        self.assertTrue(g.get_adjacency(eids=True) == Matrix([
-            [0, 1, 2, 3, 0, 0],
-            [1, 0, 0, 0, 4, 5],
-            [2, 0, 0, 0, 0, 0],
-            [3, 0, 0, 0, 0, 0],
-            [0, 4, 0, 0, 0, 0],
-            [0, 5, 0, 0, 0, 0]
-        ])-1)
+        g.es["weight"] = list(range(5))
+        self.assertTrue(
+            g.get_adjacency()
+            == Matrix(
+                [
+                    [0, 1, 1, 1, 0, 0],
+                    [1, 0, 0, 0, 1, 1],
+                    [1, 0, 0, 0, 0, 0],
+                    [1, 0, 0, 0, 0, 0],
+                    [0, 1, 0, 0, 0, 0],
+                    [0, 1, 0, 0, 0, 0],
+                ]
+            )
+        )
+        self.assertTrue(
+            g.get_adjacency(attribute="weight")
+            == Matrix(
+                [
+                    [0, 0, 1, 2, 0, 0],
+                    [0, 0, 0, 0, 3, 4],
+                    [1, 0, 0, 0, 0, 0],
+                    [2, 0, 0, 0, 0, 0],
+                    [0, 3, 0, 0, 0, 0],
+                    [0, 4, 0, 0, 0, 0],
+                ]
+            )
+        )
+        self.assertTrue(
+            g.get_adjacency(eids=True)
+            == Matrix(
+                [
+                    [0, 1, 2, 3, 0, 0],
+                    [1, 0, 0, 0, 4, 5],
+                    [2, 0, 0, 0, 0, 0],
+                    [3, 0, 0, 0, 0, 0],
+                    [0, 4, 0, 0, 0, 0],
+                    [0, 5, 0, 0, 0, 0],
+                ]
+            )
+            - 1
+        )
 
         # Directed case
         g = Graph.Tree(6, 3, "tree_out")
-        g.add_edges([(0,1), (1,0)])
-        self.assertTrue(g.get_adjacency() == Matrix([
-            [0, 2, 1, 1, 0, 0],
-            [1, 0, 0, 0, 1, 1],
-            [0, 0, 0, 0, 0, 0],
-            [0, 0, 0, 0, 0, 0],
-            [0, 0, 0, 0, 0, 0],
-            [0, 0, 0, 0, 0, 0]
-        ]))
+        g.add_edges([(0, 1), (1, 0)])
+        self.assertTrue(
+            g.get_adjacency()
+            == Matrix(
+                [
+                    [0, 2, 1, 1, 0, 0],
+                    [1, 0, 0, 0, 1, 1],
+                    [0, 0, 0, 0, 0, 0],
+                    [0, 0, 0, 0, 0, 0],
+                    [0, 0, 0, 0, 0, 0],
+                    [0, 0, 0, 0, 0, 0],
+                ]
+            )
+        )
 
     def testGetSparseAdjacency(self):
         try:
@@ -95,32 +120,37 @@ def testGetSparseAdjacency(self):
 
         # Undirected case
         g = Graph.Tree(6, 3)
-        g.es["weight"] = range(5)
-        self.assertTrue(np.all(
-            (g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
-        ))
-        self.assertTrue(np.all(
-            (g.get_adjacency_sparse(attribute="weight") == np.array(g.get_adjacency(attribute="weight").data))
-        ))
+        g.es["weight"] = list(range(5))
+        self.assertTrue(
+            np.all((g.get_adjacency_sparse() == np.array(g.get_adjacency().data)))
+        )
+        self.assertTrue(
+            np.all(
+                (
+                    g.get_adjacency_sparse(attribute="weight")
+                    == np.array(g.get_adjacency(attribute="weight").data)
+                )
+            )
+        )
 
         # Directed case
         g = Graph.Tree(6, 3, "tree_out")
-        g.add_edges([(0,1), (1,0)])
-        self.assertTrue(np.all(
-            g.get_adjacency_sparse() == np.array(g.get_adjacency().data)
-        ))
+        g.add_edges([(0, 1), (1, 0)])
+        self.assertTrue(
+            np.all(g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
+        )
 
 
 def suite():
     direction_suite = unittest.makeSuite(DirectedUndirectedTests)
     representation_suite = unittest.makeSuite(GraphRepresentationTests)
-    return unittest.TestSuite([direction_suite,
-        representation_suite])
+    return unittest.TestSuite([direction_suite, representation_suite])
+
 
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 1f48c2f09..3eaef38fb 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -3,27 +3,31 @@
 import math
 
 from igraph import *
+
 try:
     set, frozenset
 except NameError:
     import sets
+
     set, frozenset = sets.Set, sets.ImmutableSet
 
 
 class SubgraphTests(unittest.TestCase):
     def testSubgraph(self):
         g = Graph.Lattice([10, 10], circular=False, mutual=False)
-        g.vs["id"] = range(g.vcount())
+        g.vs["id"] = list(range(g.vcount()))
 
         vs = [0, 1, 2, 10, 11, 12, 20, 21, 22]
         sg = g.subgraph(vs)
 
-        self.assertTrue(sg.isomorphic(Graph.Lattice([3, 3], circular=False, mutual=False)))
+        self.assertTrue(
+            sg.isomorphic(Graph.Lattice([3, 3], circular=False, mutual=False))
+        )
         self.assertTrue(sg.vs["id"] == vs)
 
     def testSubgraphEdges(self):
         g = Graph.Lattice([10, 10], circular=False, mutual=False)
-        g.es["id"] = range(g.ecount())
+        g.es["id"] = list(range(g.ecount()))
 
         es = [0, 1, 2, 5, 20, 21, 22, 24, 38, 40]
         sg = g.subgraph_edges(es)
@@ -36,20 +40,37 @@ def testSubgraphEdges(self):
 
 class DecompositionTests(unittest.TestCase):
     def testKCores(self):
-        g = Graph(11, [(0,1), (0,2), (0,3), (1,2), (1,3), (2,3),
-                       (2,4), (2,5), (3,6), (3,7), (1,7), (7,8),
-                       (1,9), (1,10), (9,10)])
-        self.assertTrue(g.coreness() == [3,3,3,3,1,1,1,2,1,2,2])
+        g = Graph(
+            11,
+            [
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (1, 2),
+                (1, 3),
+                (2, 3),
+                (2, 4),
+                (2, 5),
+                (3, 6),
+                (3, 7),
+                (1, 7),
+                (7, 8),
+                (1, 9),
+                (1, 10),
+                (9, 10),
+            ],
+        )
+        self.assertTrue(g.coreness() == [3, 3, 3, 3, 1, 1, 1, 2, 1, 2, 2])
         self.assertTrue(g.shell_index() == g.coreness())
 
-        l=g.k_core(3).get_edgelist()
+        l = g.k_core(3).get_edgelist()
         l.sort()
-        self.assertTrue(l == [(0,1), (0,2), (0,3), (1,2), (1,3), (2,3)])
+        self.assertTrue(l == [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)])
 
 
 class ClusteringTests(unittest.TestCase):
     def setUp(self):
-        self.cl = Clustering([0,0,0,1,1,2,1,1,4,4])
+        self.cl = Clustering([0, 0, 0, 1, 1, 2, 1, 1, 4, 4])
 
     def testClusteringIndex(self):
         self.assertTrue(self.cl[0] == [0, 1, 2])
@@ -62,7 +83,7 @@ def testClusteringLength(self):
         self.assertTrue(len(self.cl) == 5)
 
     def testClusteringMembership(self):
-        self.assertTrue(self.cl.membership == [0,0,0,1,1,2,1,1,4,4])
+        self.assertTrue(self.cl.membership == [0, 0, 0, 1, 1, 2, 1, 1, 4, 4])
 
     def testClusteringSizes(self):
         self.assertTrue(self.cl.sizes() == [3, 4, 1, 0, 2])
@@ -81,7 +102,7 @@ def setUp(self):
 
     def testFromStringAttribute(self):
         cl = VertexClustering.FromAttribute(self.graph, "string")
-        self.assertTrue(cl.membership == [0,0,0,1,1,2,2,2,0,1])
+        self.assertTrue(cl.membership == [0, 0, 0, 1, 1, 2, 2, 2, 0, 1])
 
     def testFromIntAttribute(self):
         cl = VertexClustering.FromAttribute(self.graph, "int")
@@ -93,7 +114,7 @@ def testFromIntAttribute(self):
 
     def testClusterGraph(self):
         cl = VertexClustering(self.graph, [0, 0, 0, 1, 1, 1, 2, 2, 2, 2])
-        self.graph.delete_edges(self.graph.es.select(_between=([0,1,2], [3,4,5])))
+        self.graph.delete_edges(self.graph.es.select(_between=([0, 1, 2], [3, 4, 5])))
         clg = cl.cluster_graph(dict(string="concat", int=max))
 
         self.assertTrue(sorted(clg.get_edgelist()) == [(0, 2), (1, 2)])
@@ -102,8 +123,14 @@ def testClusterGraph(self):
         self.assertTrue(clg.vs["int"] == [41, 64, 47])
 
         clg = cl.cluster_graph(dict(string="concat", int=max), False)
-        self.assertTrue(sorted(clg.get_edgelist()) == \
-            [(0, 0)]*3 + [(0, 2)]*12 + [(1, 1)]*3 + [(1, 2)]*12 + [(2, 2)]*6)
+        self.assertTrue(
+            sorted(clg.get_edgelist())
+            == [(0, 0)] * 3
+            + [(0, 2)] * 12
+            + [(1, 1)] * 3
+            + [(1, 2)] * 12
+            + [(2, 2)] * 6
+        )
         self.assertTrue(not clg.is_directed())
         self.assertTrue(clg.vs["string"] == ["aaa", "bbc", "ccab"])
         self.assertTrue(clg.vs["int"] == [41, 64, 47])
@@ -111,7 +138,7 @@ def testClusterGraph(self):
 
 class CoverTests(unittest.TestCase):
     def setUp(self):
-        self.cl = Cover([(0,1,2,3), (3,4,5,6,9), (), (8,9)])
+        self.cl = Cover([(0, 1, 2, 3), (3, 4, 5, 6, 9), (), (8, 9)])
 
     def testCoverIndex(self):
         self.assertTrue(self.cl[0] == [0, 1, 2, 3])
@@ -133,9 +160,9 @@ def testCoverHistogram(self):
 
     def testCoverConstructorWithN(self):
         self.assertTrue(self.cl.n == 10)
-        cl = Cover(self.cl, n = 15)
+        cl = Cover(self.cl, n=15)
         self.assertTrue(cl.n == 15)
-        cl = Cover(self.cl, n = 1)
+        cl = Cover(self.cl, n=1)
         self.assertTrue(cl.n == 10)
 
 
@@ -151,29 +178,30 @@ def assertMembershipsEqual(self, observed, expected):
             observed = observed.membership
         if hasattr(expected, "membership"):
             expected = expected.membership
-        self.assertEqual(self.reindexMembership(expected), \
-                         self.reindexMembership(observed))
+        self.assertEqual(
+            self.reindexMembership(expected), self.reindexMembership(observed)
+        )
 
     def testClauset(self):
         # Two cliques of size 5 with one connecting edge
         g = Graph.Full(5) + Graph.Full(5)
         g.add_edges([(0, 5)])
         cl = g.community_fastgreedy().as_clustering()
-        self.assertMembershipsEqual(cl, [0,0,0,0,0,1,1,1,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.4523, places=3)
 
         # Lollipop, weighted
         g = Graph.Full(4) + Graph.Full(2)
-        g.add_edges([(3,4)])
+        g.add_edges([(3, 4)])
         weights = [1, 1, 1, 1, 1, 1, 10, 10]
         cl = g.community_fastgreedy(weights).as_clustering()
-        self.assertMembershipsEqual(cl, [0,0,0,1,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.1708, places=3)
 
         # Same graph, different weights
         g.es["weight"] = [3] * g.ecount()
         cl = g.community_fastgreedy("weight").as_clustering()
-        self.assertMembershipsEqual(cl, [0,0,0,0,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 1, 1])
         self.assertAlmostEqual(cl.q, 0.1796, places=3)
 
         # Disconnected graph
@@ -184,34 +212,34 @@ def testClauset(self):
         # Empty graph
         g = Graph(20)
         cl = g.community_fastgreedy().as_clustering()
-        self.assertMembershipsEqual(cl, range(g.vcount()))
+        self.assertMembershipsEqual(cl, list(range(g.vcount())))
 
     def testEdgeBetweenness(self):
         # Full graph, no weights
         g = Graph.Full(5)
         cl = g.community_edge_betweenness().as_clustering()
-        self.assertMembershipsEqual(cl, [0]*5)
+        self.assertMembershipsEqual(cl, [0] * 5)
 
         # Full graph with weights
         g.es["weight"] = 1
-        g[0,1] = g[1,2] = g[2,0] = g[3,4] = 10
+        g[0, 1] = g[1, 2] = g[2, 0] = g[3, 4] = 10
 
         # We need to specify the desired cluster count explicitly; this is
         # because edge betweenness-based detection does not play well with
         # modularity-based cluster count selection (the edge weights have
         # different semantics) so we need to give igraph a hint
         cl = g.community_edge_betweenness(weights="weight").as_clustering(n=2)
-        self.assertMembershipsEqual(cl, [0,0,0,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 1, 1])
         self.assertAlmostEqual(cl.q, 0.2750, places=3)
 
     def testEigenvector(self):
         g = Graph.Full(5) + Graph.Full(5)
         g.add_edges([(0, 5)])
         cl = g.community_leading_eigenvector()
-        self.assertMembershipsEqual(cl, [0,0,0,0,0,1,1,1,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.4523, places=3)
         cl = g.community_leading_eigenvector(2)
-        self.assertMembershipsEqual(cl, [0,0,0,0,0,1,1,1,1,1])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.4523, places=3)
 
     def testInfomap(self):
@@ -219,7 +247,11 @@ def testInfomap(self):
         cl = g.community_infomap()
         self.assertAlmostEqual(cl.codelength, 4.60605, places=3)
         self.assertAlmostEqual(cl.q, 0.40203, places=3)
-        self.assertMembershipsEqual(cl, [1,1,1,1,2,2,2,1,0,1,2,1,1,1,0,0,2,1,0,1,0,1] + [0]*12)
+        self.assertMembershipsEqual(
+            cl,
+            [1, 1, 1, 1, 2, 2, 2, 1, 0, 1, 2, 1, 1, 1, 0, 0, 2, 1, 0, 1, 0, 1]
+            + [0] * 12,
+        )
 
         # Smoke testing with vertex and edge weights
         v_weights = [random.randint(1, 5) for _ in range(g.vcount())]
@@ -234,29 +266,59 @@ def testLabelPropagation(self):
         # test.
         g = Graph.GRG(100, 0.2)
         cl = g.community_label_propagation()
-        g = Graph([(0,1),(1,2),(2,3)])
+        g = Graph([(0, 1), (1, 2), (2, 3)])
         g.es["weight"] = [2, 1, 2]
         g.vs["initial"] = [0, -1, -1, 1]
-        cl = g.community_label_propagation("weight", "initial", [1,0,0,1])
-        self.assertMembershipsEqual(cl, [0,0,1,1])
-        cl = g.community_label_propagation(initial="initial", fixed=[1,0,0,1])
-        self.assertTrue(cl.membership == [0, 0, 1, 1] or \
-                        cl.membership == [0, 1, 1, 1] or \
-                        cl.membership == [0, 0, 0, 1])
+        cl = g.community_label_propagation("weight", "initial", [1, 0, 0, 1])
+        self.assertMembershipsEqual(cl, [0, 0, 1, 1])
+        cl = g.community_label_propagation(initial="initial", fixed=[1, 0, 0, 1])
+        self.assertTrue(
+            cl.membership == [0, 0, 1, 1]
+            or cl.membership == [0, 1, 1, 1]
+            or cl.membership == [0, 0, 0, 1]
+        )
 
     def testMultilevel(self):
         # Example graph from the paper
         g = Graph(16)
-        g += [(0,2), (0,3), (0,4), (0,5),
-              (1,2), (1,4), (1,7), (2,4), (2,5), (2,6),
-              (3,7), (4,10), (5,7), (5,11), (6,7), (6,11),
-              (8,9), (8,10), (8,11), (8,14), (8,15),
-              (9,12), (9,14), (10,11), (10,12), (10,13),
-              (10,14), (11,13)]
+        g += [
+            (0, 2),
+            (0, 3),
+            (0, 4),
+            (0, 5),
+            (1, 2),
+            (1, 4),
+            (1, 7),
+            (2, 4),
+            (2, 5),
+            (2, 6),
+            (3, 7),
+            (4, 10),
+            (5, 7),
+            (5, 11),
+            (6, 7),
+            (6, 11),
+            (8, 9),
+            (8, 10),
+            (8, 11),
+            (8, 14),
+            (8, 15),
+            (9, 12),
+            (9, 14),
+            (10, 11),
+            (10, 12),
+            (10, 13),
+            (10, 14),
+            (11, 13),
+        ]
         cls = g.community_multilevel(return_levels=True)
         self.assertTrue(len(cls) == 2)
-        self.assertMembershipsEqual(cls[0], [1,1,1,0,1,1,0,0,2,2,2,3,2,3,2,2])
-        self.assertMembershipsEqual(cls[1], [0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1])
+        self.assertMembershipsEqual(
+            cls[0], [1, 1, 1, 0, 1, 1, 0, 0, 2, 2, 2, 3, 2, 3, 2, 2]
+        )
+        self.assertMembershipsEqual(
+            cls[1], [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1]
+        )
         self.assertAlmostEqual(cls[0].q, 0.346301, places=5)
         self.assertAlmostEqual(cls[1].q, 0.392219, places=5)
 
@@ -271,21 +333,59 @@ def testOptimalModularity(self):
 
             ws = [i % 5 for i in range(g.ecount())]
             cl = g.community_optimal_modularity(weights=ws)
-            self.assertAlmostEqual(cl.q, g.modularity(cl.membership, weights=ws),
-                    places=7)
+            self.assertAlmostEqual(
+                cl.q, g.modularity(cl.membership, weights=ws), places=7
+            )
 
             g = Graph.Famous("zachary")
             cl = g.community_optimal_modularity()
             self.assertTrue(len(cl) == 4)
-            self.assertMembershipsEqual(cl, [0, 0, 0, 0, 1, 1, 1, 0, 2, 2, 1, \
-                    0, 0, 0, 2, 2, 1, 0, 2, 0, 2, 0, 2, 3, 3, 3, 2, 3, 3, \
-                    2, 2, 3, 2, 2])
+            self.assertMembershipsEqual(
+                cl,
+                [
+                    0,
+                    0,
+                    0,
+                    0,
+                    1,
+                    1,
+                    1,
+                    0,
+                    2,
+                    2,
+                    1,
+                    0,
+                    0,
+                    0,
+                    2,
+                    2,
+                    1,
+                    0,
+                    2,
+                    0,
+                    2,
+                    0,
+                    2,
+                    3,
+                    3,
+                    3,
+                    2,
+                    3,
+                    3,
+                    2,
+                    2,
+                    3,
+                    2,
+                    2,
+                ],
+            )
             self.assertAlmostEqual(cl.q, 0.4197896, places=7)
 
-            ws = [2+(i % 3) for i in range(g.ecount())]
+            ws = [2 + (i % 3) for i in range(g.ecount())]
             cl = g.community_optimal_modularity(weights=ws)
-            self.assertAlmostEqual(cl.q, g.modularity(cl.membership, weights=ws),
-                    places=7)
+            self.assertAlmostEqual(
+                cl.q, g.modularity(cl.membership, weights=ws), places=7
+            )
 
         except NotImplementedError:
             # Well, meh
@@ -293,51 +393,71 @@ def testOptimalModularity(self):
 
     def testSpinglass(self):
         g = Graph.Full(5) + Graph.Full(5) + Graph.Full(5)
-        g += [(0,5), (5,10), (10, 0)]
+        g += [(0, 5), (5, 10), (10, 0)]
 
         # Spinglass community detection is a bit unstable, so run it three times
         ok = False
         for i in range(3):
             cl = g.community_spinglass()
-            if self.reindexMembership(cl) == [0,0,0,0,0,1,1,1,1,1,2,2,2,2,2]:
+            if self.reindexMembership(cl) == [
+                0,
+                0,
+                0,
+                0,
+                0,
+                1,
+                1,
+                1,
+                1,
+                1,
+                2,
+                2,
+                2,
+                2,
+                2,
+            ]:
                 ok = True
                 break
         self.assertTrue(ok)
 
     def testWalktrap(self):
         g = Graph.Full(5) + Graph.Full(5) + Graph.Full(5)
-        g += [(0,5), (5,10), (10, 0)]
+        g += [(0, 5), (5, 10), (10, 0)]
         cl = g.community_walktrap().as_clustering()
-        self.assertMembershipsEqual(cl, [0,0,0,0,0,1,1,1,1,1,2,2,2,2,2])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])
         cl = g.community_walktrap(steps=3).as_clustering()
-        self.assertMembershipsEqual(cl, [0,0,0,0,0,1,1,1,1,1,2,2,2,2,2])
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])
 
     def testLeiden(self):
 
         # Example from paper (Fig. C.1)
         high_weight = 3.0
-        low_weight = 3.0/2.0
-        edges = [(0, 1, high_weight),
-                (2, 3, high_weight),
-                (4, 2, high_weight),
-                (3, 4, high_weight),
-                (5, 6, high_weight),
-                (7, 5, high_weight),
-                (6, 7, high_weight),
-                (0, 2, low_weight),
-                (0, 3, low_weight),
-                (0, 4, low_weight),
-                (1, 5, low_weight),
-                (1, 6, low_weight),
-                (1, 7, low_weight)]
+        low_weight = 3.0 / 2.0
+        edges = [
+            (0, 1, high_weight),
+            (2, 3, high_weight),
+            (4, 2, high_weight),
+            (3, 4, high_weight),
+            (5, 6, high_weight),
+            (7, 5, high_weight),
+            (6, 7, high_weight),
+            (0, 2, low_weight),
+            (0, 3, low_weight),
+            (0, 4, low_weight),
+            (1, 5, low_weight),
+            (1, 6, low_weight),
+            (1, 7, low_weight),
+        ]
         G = Graph.TupleList(edges, weights=True)
 
         import random
+
         random.seed(0)
         set_random_number_generator(random)
         # We don't find the optimal partition if we are greedy
-        cl = G.community_leiden("CPM", resolution_parameter=1, weights='weight',
-                                beta=0, n_iterations=-1)
+        cl = G.community_leiden(
+            "CPM", resolution_parameter=1, weights="weight", beta=0, n_iterations=-1
+        )
         self.assertMembershipsEqual(cl, [0, 0, 1, 1, 1, 2, 2, 2])
 
         random.seed(0)
@@ -346,20 +466,27 @@ def testLeiden(self):
         # (The randomness is only present in the refinement, which is why we
         # start from all nodes in the same community: this should then be
         # refined).
-        cl = G.community_leiden("CPM", resolution_parameter=1, weights='weight',
-                                beta=5, n_iterations=-1,
-                                initial_membership=[0]*G.vcount())
+        cl = G.community_leiden(
+            "CPM",
+            resolution_parameter=1,
+            weights="weight",
+            beta=5,
+            n_iterations=-1,
+            initial_membership=[0] * G.vcount(),
+        )
         self.assertMembershipsEqual(cl, [0, 1, 0, 0, 0, 1, 1, 1])
 
+
 class CohesiveBlocksTests(unittest.TestCase):
     def genericTests(self, cbs):
         self.assertTrue(isinstance(cbs, CohesiveBlocks))
-        self.assertTrue(all(cbs.cohesion(i) == c
-                            for i, c in enumerate(cbs.cohesions())))
-        self.assertTrue(all(cbs.parent(i) == c
-                            for i, c in enumerate(cbs.parents())))
-        self.assertTrue(all(cbs.max_cohesion(i) == c
-                            for i, c in enumerate(cbs.max_cohesions())))
+        self.assertTrue(
+            all(cbs.cohesion(i) == c for i, c in enumerate(cbs.cohesions()))
+        )
+        self.assertTrue(all(cbs.parent(i) == c for i, c in enumerate(cbs.parents())))
+        self.assertTrue(
+            all(cbs.max_cohesion(i) == c for i, c in enumerate(cbs.max_cohesions()))
+        )
 
     def testCohesiveBlocks1(self):
         # Taken from the igraph R manual
@@ -369,33 +496,52 @@ def testCohesiveBlocks1(self):
 
         cbs = g.cohesive_blocks()
         self.genericTests(cbs)
-        self.assertEqual(sorted(list(cbs)),
-                [list(range(0, 5)), list(range(18)), [0, 1, 2, 3, 4, 6, 7, 8, 9, 10],
-                 list(range(6, 10)), list(range(12, 16)), list(range(12, 17))])
+        self.assertEqual(
+            sorted(list(cbs)),
+            [
+                list(range(0, 5)),
+                list(range(18)),
+                [0, 1, 2, 3, 4, 6, 7, 8, 9, 10],
+                list(range(6, 10)),
+                list(range(12, 16)),
+                list(range(12, 17)),
+            ],
+        )
         self.assertEqual(cbs.cohesions(), [1, 2, 2, 4, 3, 3])
-        self.assertEqual(cbs.max_cohesions(), [4, 4, 4, 4, 4,
-            1, 3, 3, 3, 3, 2, 1, 3, 3, 3, 3, 2, 1])
+        self.assertEqual(
+            cbs.max_cohesions(), [4, 4, 4, 4, 4, 1, 3, 3, 3, 3, 2, 1, 3, 3, 3, 3, 2, 1]
+        )
         self.assertEqual(cbs.parents(), [None, 0, 0, 1, 2, 1])
 
     def testCohesiveBlocks2(self):
         # Taken from the Moody-White paper
-        g = Graph.Formula("1-2:3:4:5:6, 2-3:4:5:7, 3-4:6:7, 4-5:6:7, "
-                          "5-6:7:21, 6-7, 7-8:11:14:19, 8-9:11:14, 9-10, "
-                          "10-12:13, 11-12:14, 12-16, 13-16, 14-15, 15-16, "
-                          "17-18:19:20, 18-20:21, 19-20:22:23, 20-21, "
-                          "21-22:23, 22-23")
+        g = Graph.Formula(
+            "1-2:3:4:5:6, 2-3:4:5:7, 3-4:6:7, 4-5:6:7, "
+            "5-6:7:21, 6-7, 7-8:11:14:19, 8-9:11:14, 9-10, "
+            "10-12:13, 11-12:14, 12-16, 13-16, 14-15, 15-16, "
+            "17-18:19:20, 18-20:21, 19-20:22:23, 20-21, "
+            "21-22:23, 22-23"
+        )
 
         cbs = g.cohesive_blocks()
         self.genericTests(cbs)
 
-        expected_blocks = [list(range(7)), list(range(23)), list(range(7))+list(range(16, 23)),
-                list(range(6, 16)), [6, 7, 10, 13]]
-        observed_blocks = sorted(sorted(int(x)-1 for x in g.vs[bl]["name"]) for bl in cbs)
+        expected_blocks = [
+            list(range(7)),
+            list(range(23)),
+            list(range(7)) + list(range(16, 23)),
+            list(range(6, 16)),
+            [6, 7, 10, 13],
+        ]
+        observed_blocks = sorted(
+            sorted(int(x) - 1 for x in g.vs[bl]["name"]) for bl in cbs
+        )
         self.assertEqual(expected_blocks, observed_blocks)
         self.assertTrue(cbs.cohesions() == [1, 2, 2, 5, 3])
         self.assertTrue(cbs.parents() == [None, 0, 0, 1, 2])
-        self.assertTrue(sorted(cbs.hierarchy().get_edgelist()) ==
-                [(0, 1), (0, 2), (1, 3), (2, 4)])
+        self.assertTrue(
+            sorted(cbs.hierarchy().get_edgelist()) == [(0, 1), (0, 2), (1, 3), (2, 4)]
+        )
 
     def testCohesiveBlockingErrors(self):
         g = Graph.GRG(100, 0.2)
@@ -409,14 +555,17 @@ def setUp(self):
             ([0, 0, 0, 1, 1, 1], [1, 1, 1, 0, 0, 0]),
             ([0, 0, 0, 1, 1, 1], [0, 0, 1, 1, 2, 2]),
             ([0, 0, 0, 0, 0, 0], [0, 1, 2, 3, 4, 5]),
-            ([0, 0, 0, 0, 1, 1, 1, 2, 2, 2, 2, 2],
-             [2, 0, 1, 0, 2, 0, 2, 0, 1, 0, 3, 1])
+            (
+                [0, 0, 0, 0, 1, 1, 1, 2, 2, 2, 2, 2],
+                [2, 0, 1, 0, 2, 0, 2, 0, 1, 0, 3, 1],
+            ),
         ]
 
     def _testMethod(self, method, expected):
         for clusters, result in zip(self.clusterings, expected):
-            self.assertAlmostEqual(compare_communities(method=method, *clusters),
-                    result, places=3)
+            self.assertAlmostEqual(
+                compare_communities(method=method, *clusters), result, places=3
+            )
 
     def testCompareVI(self):
         expected = [0, 0.8675, math.log(6)]
@@ -435,7 +584,7 @@ def testCompareSplitJoin(self):
         self.assertEqual(split_join_distance(l1, l2), (6, 5))
 
     def testCompareRand(self):
-        expected = [1, 2/3., 0, 0.590909]
+        expected = [1, 2 / 3.0, 0, 0.590909]
         self._testMethod("rand", expected)
 
     def testCompareAdjustedRand(self):
@@ -444,9 +593,11 @@ def testCompareAdjustedRand(self):
 
     def testRemoveNone(self):
         l1 = Clustering([1, 1, 1, None, None, 2, 2, 2, 2])
-        l2 = Clustering([1, 1, 2,    2, None, 2, 3, 3, None])
-        self.assertAlmostEqual(compare_communities(l1, l2, "nmi", remove_none=True), \
-                0.5158, places=3)
+        l2 = Clustering([1, 1, 2, 2, None, 2, 3, 3, None])
+        self.assertAlmostEqual(
+            compare_communities(l1, l2, "nmi", remove_none=True), 0.5158, places=3
+        )
+
 
 def suite():
     decomposition_suite = unittest.makeSuite(DecompositionTests)
@@ -456,14 +607,23 @@ def suite():
     community_suite = unittest.makeSuite(CommunityTests)
     cohesive_blocks_suite = unittest.makeSuite(CohesiveBlocksTests)
     comparison_suite = unittest.makeSuite(ComparisonTests)
-    return unittest.TestSuite([decomposition_suite, clustering_suite, \
-            vertex_clustering_suite, cover_suite, community_suite, \
-            cohesive_blocks_suite, comparison_suite])
+    return unittest.TestSuite(
+        [
+            decomposition_suite,
+            clustering_suite,
+            vertex_clustering_suite,
+            cover_suite,
+            community_suite,
+            cohesive_blocks_suite,
+            comparison_suite,
+        ]
+    )
+
 
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index d5235882d..6ec581d70 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -52,7 +52,7 @@ def testRepr(self):
         output = repr(self.g.es[0])
         self.assertEqual(output, "igraph.Edge(%r, 0, {})" % self.g)
 
-        self.g.es["weight"] = range(10, 0, -1)
+        self.g.es["weight"] = list(range(10, 0, -1))
         output = repr(self.g.es[3])
         self.assertEqual(output, "igraph.Edge(%r, 3, {'weight': 7})" % self.g)
 
@@ -128,7 +128,7 @@ def assert_edges_unique_in(self, es):
 
     def setUp(self):
         self.g = Graph.Full(10)
-        self.g.es["test"] = range(45)
+        self.g.es["test"] = list(range(45))
 
     def testCreation(self):
         self.assertTrue(len(EdgeSeq(self.g)) == 45)
@@ -176,7 +176,7 @@ def testPartialAttributeAssignment(self):
         expected = [[0, i][i % 2] for i in range(self.g.ecount())]
         self.assertTrue(self.g.es["test"] == expected)
 
-        only_even["test2"] = range(23)
+        only_even["test2"] = list(range(23))
         expected = [[i // 2, None][i % 2] for i in range(self.g.ecount())]
         self.assertTrue(self.g.es["test2"] == expected)
 
@@ -255,7 +255,7 @@ def testIntegerFilteringSelect(self):
         self.assertTrue(subset["test"] == [2, 3, 4, 2])
 
     def testIterableFilteringSelect(self):
-        subset = self.g.es.select(range(5, 8))
+        subset = self.g.es.select(list(range(5, 8)))
         self.assertTrue(len(subset) == 3)
         self.assertTrue(subset["test"] == [5, 6, 7])
 
diff --git a/tests/test_flow.py b/tests/test_flow.py
index b420c8995..e2319a4b2 100644
--- a/tests/test_flow.py
+++ b/tests/test_flow.py
@@ -4,6 +4,7 @@
 from itertools import combinations
 from random import randint
 
+
 class MaxFlowTests(unittest.TestCase):
     def setUp(self):
         self.g = Graph(4, [(0, 1), (0, 2), (1, 2), (1, 3), (2, 3)])
@@ -11,8 +12,7 @@ def setUp(self):
         self.g.es["capacity"] = self.capacities
 
     def testCapacities(self):
-        self.assertTrue(self.capacities == \
-            self.g.es.get_attribute_values("capacity"))
+        self.assertTrue(self.capacities == self.g.es.get_attribute_values("capacity"))
 
     def testEdgeConnectivity(self):
         self.assertTrue(self.g.edge_connectivity(0, 3) == 2)
@@ -48,8 +48,10 @@ def testMaxFlow(self):
         self.assertEqual(flow.value, 4)
         self.assertEqual(flow.cut, [3, 4])
         self.assertEqual([e.index for e in flow.es], [3, 4])
-        self.assertTrue(set(flow.partition[0]).union(flow.partition[1]) == \
-          set(range(self.g.vcount())))
+        self.assertTrue(
+            set(flow.partition[0]).union(flow.partition[1])
+            == set(range(self.g.vcount()))
+        )
 
         self.assertRaises(KeyError, self.g.maxflow, 0, 3, "unknown")
 
@@ -61,9 +63,9 @@ def constructSimpleGraph(self, directed=False):
         return g
 
     def constructLadderGraph(self, directed=False):
-        el  = list(zip(range(0, 5), range(1, 6)))
-        el += list(zip(range(6, 11), range(7, 12)))
-        el += list(zip(range(0, 6), range(6, 12)))
+        el = list(zip(list(range(0, 5)), list(range(1, 6))))
+        el += list(zip(list(range(6, 11)), list(range(7, 12))))
+        el += list(zip(list(range(0, 6)), list(range(6, 12))))
         g = Graph(el, directed=directed)
         return g
 
@@ -82,8 +84,9 @@ def testMinCut(self):
         mc = g.mincut()
         self.assertTrue(isinstance(mc, Cut))
         self.assertTrue(mc.value == 2)
-        self.assertTrue(set(mc.partition[0]).union(mc.partition[1]) == \
-          set(range(g.vcount())))
+        self.assertTrue(
+            set(mc.partition[0]).union(mc.partition[1]) == set(range(g.vcount()))
+        )
         self.assertTrue(isinstance(str(mc), str))
         self.assertTrue(isinstance(repr(mc), str))
         self.assertTrue(isinstance(mc.es, EdgeSeq))
@@ -98,8 +101,9 @@ def testMinCutWithSourceAndTarget(self):
         self.assertTrue(isinstance(mc, Cut))
         self.assertTrue(mc.cut == [3, 4])
         self.assertTrue(mc.value == 4)
-        self.assertTrue(set(mc.partition[0]).union(mc.partition[1]) == \
-          set(range(g.vcount())))
+        self.assertTrue(
+            set(mc.partition[0]).union(mc.partition[1]) == set(range(g.vcount()))
+        )
         mc = g.mincut(0, 3)
         self.assertTrue(isinstance(mc, Cut))
         self.assertTrue(mc.cut == [3, 4])
@@ -116,8 +120,9 @@ def testStMinCut(self):
         self.assertTrue(isinstance(mc, Cut))
         self.assertTrue(mc.cut == [3, 4])
         self.assertTrue(mc.value == 4)
-        self.assertTrue(set(mc.partition[0]).union(mc.partition[1]) == \
-          set(range(g.vcount())))
+        self.assertTrue(
+            set(mc.partition[0]).union(mc.partition[1]) == set(range(g.vcount()))
+        )
         mc = g.st_mincut(0, 3)
         self.assertTrue(isinstance(mc, Cut))
         self.assertTrue(mc.cut == [3, 4])
@@ -128,23 +133,29 @@ def testStMinCut(self):
         self.assertTrue(mc.value == 6)
         self.assertRaises(KeyError, g.st_mincut, 2, 0, capacity="unknown")
 
-
     def testAllSTCuts1(self):
         # Simple graph with four vertices
         g = self.constructSimpleGraph(directed=True)
-        partitions = [((0, 1, 1, 1), 2), ((0, 0, 1, 1), 3),
-                      ((0, 1, 0, 1), 2), ((0, 0, 0, 1), 2)]
+        partitions = [
+            ((0, 1, 1, 1), 2),
+            ((0, 0, 1, 1), 3),
+            ((0, 1, 0, 1), 2),
+            ((0, 0, 0, 1), 2),
+        ]
         values = dict(partitions)
         partitions = [partition for partition, _ in partitions]
-        for cut in g.all_st_cuts(0,3):
+        for cut in g.all_st_cuts(0, 3):
             membership = tuple(cut.membership)
-            self.assertTrue(membership in partitions,
-                "%r not found among expected partitions" % (membership,))
+            self.assertTrue(
+                membership in partitions,
+                "%r not found among expected partitions" % (membership,),
+            )
             self.assertEqual(cut.value, values[membership])
             self.assertEqual(len(cut.es), values[membership])
             partitions.remove(membership)
-        self.assertTrue(partitions == [],
-                "expected partitions not seen: %r" % (partitions, ))
+        self.assertTrue(
+            partitions == [], "expected partitions not seen: %r" % (partitions,)
+        )
 
     def testAllSTCuts2(self):
         # "Ladder graph"
@@ -155,11 +166,11 @@ def testAllSTCuts2(self):
         for cut in cuts:
             g2 = g.copy()
             g2.delete_edges(cut.es)
-            self.assertFalse(g2.is_connected(),
-                "%r is not a real cut" % (cut.membership,))
+            self.assertFalse(
+                g2.is_connected(), "%r is not a real cut" % (cut.membership,)
+            )
             self.assertFalse(cut.value < 2 or cut.value > 6)
 
-
     def testAllSTMinCuts2(self):
         # "Ladder graph"
         g = self.constructLadderGraph()
@@ -171,14 +182,15 @@ def testAllSTMinCuts2(self):
             self.assertEqual(cut.value, 2)
             g2 = g.copy()
             g2.delete_edges(cut.es)
-            self.assertFalse(g2.is_connected(),
-                "%r is not a real cut" % (cut.membership,))
+            self.assertFalse(
+                g2.is_connected(), "%r is not a real cut" % (cut.membership,)
+            )
 
         g.es["capacity"] = [2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1]
         cuts = g.all_st_mincuts(0, 11, "capacity")
         self.assertEqual(len(cuts), 2)
-        self.assertEqual(cuts[0].membership, [0,0,1,1,1,1,0,0,1,1,1,1])
-        self.assertEqual(cuts[1].membership, [0,0,0,0,1,1,0,0,0,0,1,1])
+        self.assertEqual(cuts[0].membership, [0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1])
+        self.assertEqual(cuts[1].membership, [0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1])
         self.assertEqual(cuts[0].value, 2)
         self.assertEqual(cuts[1].value, 2)
 
@@ -191,16 +203,22 @@ def testEmpty(self):
         self.assertEqual(0, t.ecount())
 
     def testSimpleExample(self):
-        g = Graph(6, [(0,1),(0,2),(1,2),(1,3),(1,4),(2,4),(3,4),(3,5),(4,5)], \
-                directed=False)
-        g.es["capacity"] = [1,7,1,3,2,4,1,6,2]
+        g = Graph(
+            6,
+            [(0, 1), (0, 2), (1, 2), (1, 3), (1, 4), (2, 4), (3, 4), (3, 5), (4, 5)],
+            directed=False,
+        )
+        g.es["capacity"] = [1, 7, 1, 3, 2, 4, 1, 6, 2]
         t = g.gomory_hu_tree("capacity")
         self.validate_gomory_hu_tree(g, t)
 
     def testDirected(self):
-        g = Graph(6, [(0,1),(0,2),(1,2),(1,3),(1,4),(2,4),(3,4),(3,5),(4,5)], \
-                directed=True)
-        g.es["capacity"] = [1,7,1,3,2,4,1,6,2]
+        g = Graph(
+            6,
+            [(0, 1), (0, 2), (1, 2), (1, 3), (1, 4), (2, 4), (3, 4), (3, 5), (4, 5)],
+            directed=True,
+        )
+        g.es["capacity"] = [1, 7, 1, 3, 2, 4, 1, 6, 2]
         self.assertRaises(InternalError, g.gomory_hu_tree, "capacity")
 
     def testRandomGRG(self):
@@ -213,7 +231,7 @@ def validate_gomory_hu_tree(self, g, t):
         n = g.vcount()
 
         self.assertEqual(n, t.vcount())
-        self.assertEqual(n-1, t.ecount())
+        self.assertEqual(n - 1, t.ecount())
         self.assertFalse(t.is_directed())
 
         if "capacity" in g.edge_attributes():
@@ -221,7 +239,7 @@ def validate_gomory_hu_tree(self, g, t):
         else:
             capacities = None
 
-        for i, j in combinations(range(n), 2):
+        for i, j in combinations(list(range(n)), 2):
             path = t.get_shortest_paths(i, j, output="epath")
             if path:
                 path = path[0]
@@ -229,16 +247,18 @@ def validate_gomory_hu_tree(self, g, t):
                 observed_flow = g.maxflow_value(i, j, capacities)
                 self.assertEqual(observed_flow, expected_flow)
 
+
 def suite():
     flow_suite = unittest.makeSuite(MaxFlowTests)
     cut_suite = unittest.makeSuite(CutTests)
     gomory_hu_suite = unittest.makeSuite(GomoryHuTests)
     return unittest.TestSuite([flow_suite, cut_suite, gomory_hu_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index ff30ec2af..8f2ace5d0 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -1,5 +1,3 @@
-from __future__ import with_statement
-
 import io
 import unittest
 import warnings
@@ -11,7 +9,8 @@
 
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         c
         c        This is a simple example file to demonstrate the
         c     DIMACS input file format for minimum-cost flow problems.
@@ -29,17 +28,18 @@ def testDIMACS(self):
         a 2 3 2
         a 2 4 3
         a 3 4 5
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             graph = Graph.Read_DIMACS(tmpfname, False)
             self.assertTrue(isinstance(graph, Graph))
             self.assertTrue(graph.vcount() == 4 and graph.ecount() == 5)
             self.assertTrue(graph["source"] == 0 and graph["target"] == 3)
-            self.assertTrue(graph.es["capacity"] == [4,2,2,3,5])
+            self.assertTrue(graph.es["capacity"] == [4, 2, 2, 3, 5])
             graph.write_dimacs(tmpfname)
 
-
     def testDL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         dl n=5
         format = fullmatrix
         labels embedded
@@ -50,16 +50,32 @@ def testDL(self):
         Lin 1 0 0 1 0
         Pat 1 0 1 0 1
         russ 0 1 0 1 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
             self.assertTrue(g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
-                     (3,2),(3,4),(4,1),(4,3)])
+            self.assertTrue(
+                sorted(g.get_edgelist())
+                == [
+                    (0, 1),
+                    (0, 2),
+                    (0, 3),
+                    (1, 0),
+                    (1, 4),
+                    (2, 0),
+                    (2, 3),
+                    (3, 0),
+                    (3, 2),
+                    (3, 4),
+                    (4, 1),
+                    (4, 3),
+                ]
+            )
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         dl n=5
         format = fullmatrix
         labels:
@@ -72,16 +88,32 @@ def testDL(self):
         1 0 0 1 0
         1 0 1 0 1
         0 1 0 1 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
             self.assertTrue(g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,0),(1,4),(2,0),(2,3),(3,0),\
-                     (3,2),(3,4),(4,1),(4,3)])
+            self.assertTrue(
+                sorted(g.get_edgelist())
+                == [
+                    (0, 1),
+                    (0, 2),
+                    (0, 3),
+                    (1, 0),
+                    (1, 4),
+                    (2, 0),
+                    (2, 3),
+                    (3, 0),
+                    (3, 2),
+                    (3, 4),
+                    (4, 1),
+                    (4, 3),
+                ]
+            )
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         DL n=5
         format = edgelist1
         labels:
@@ -93,60 +125,70 @@ def testDL(self):
         sally jim 4
         billy george 5
         jane jim 6
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_DL(tmpfname, False)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 5 and g.ecount() == 5)
             self.assertTrue(not g.is_directed())
-            self.assertTrue(sorted(g.get_edgelist()) == \
-                    [(0,1),(0,2),(0,3),(1,2),(2,4)])
+            self.assertTrue(
+                sorted(g.get_edgelist()) == [(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)]
+            )
 
     def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
-        g = func(fname, names=False, weights=False, \
-                directed=False)
+        g = func(fname, names=False, weights=False, directed=False)
         self.assertTrue(isinstance(g, Graph))
         self.assertTrue(g.vcount() == 4 and g.ecount() == 5)
         self.assertTrue(not g.is_directed())
-        self.assertTrue(sorted(g.get_edgelist()) == \
-                [(0,1),(0,2),(1,1),(1,3),(2,3)])
-        self.assertTrue("name" not in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+        self.assertTrue(
+            sorted(g.get_edgelist()) == [(0, 1), (0, 2), (1, 1), (1, 3), (2, 3)]
+        )
+        self.assertTrue(
+            "name" not in g.vertex_attributes() and "weight" not in g.edge_attributes()
+        )
         if not can_be_reopened:
             return
 
-        g = func(fname, names=False, \
-                directed=False)
-        self.assertTrue("name" not in g.vertex_attributes() and \
-                "weight" in g.edge_attributes())
+        g = func(fname, names=False, directed=False)
+        self.assertTrue(
+            "name" not in g.vertex_attributes() and "weight" in g.edge_attributes()
+        )
         self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
 
         g = func(fname, directed=False)
-        self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" in g.edge_attributes())
+        self.assertTrue(
+            "name" in g.vertex_attributes() and "weight" in g.edge_attributes()
+        )
         self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
         self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
 
     def testNCOL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         eggs spam 1
         ham eggs 2
         ham bacon
         bacon spam 3
-        spam spam""") as tmpfname:
+        spam spam"""
+        ) as tmpfname:
             self._testNCOLOrLGL(func=Graph.Read_Ncol, fname=tmpfname)
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         eggs spam
         ham eggs
         ham bacon
         bacon spam
-        spam spam""") as tmpfname:
+        spam spam"""
+        ) as tmpfname:
             g = Graph.Read_Ncol(tmpfname)
-            self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+            self.assertTrue(
+                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
+            )
 
     def testLGL(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam 1
         # ham
@@ -155,10 +197,12 @@ def testLGL(self):
         # bacon
         spam 3
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=tmpfname)
 
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam
         # ham
@@ -167,23 +211,28 @@ def testLGL(self):
         # bacon
         spam
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             with warnings.catch_warnings():
                 warnings.simplefilter("ignore")
                 g = Graph.Read_Lgl(tmpfname)
-            self.assertTrue("name" in g.vertex_attributes() and \
-                "weight" not in g.edge_attributes())
+            self.assertTrue(
+                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
+            )
 
         # This is not an LGL file; we are testing error handling here
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         1 2
         1 3
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             with self.assertRaises(InternalError):
                 Graph.Read_Lgl(tmpfname)
 
     def testLGLWithIOModule(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # eggs
         spam 1
         # ham
@@ -192,13 +241,16 @@ def testLGLWithIOModule(self):
         # bacon
         spam 3
         # spam
-        spam""") as tmpfname:
+        spam"""
+        ) as tmpfname:
             with io.open(tmpfname, "r") as fp:
-                self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=fp,
-                                    can_be_reopened=False)
+                self._testNCOLOrLGL(
+                    func=Graph.Read_Lgl, fname=fp, can_be_reopened=False
+                )
 
     def testAdjacency(self):
-        with temporary_file(u"""\
+        with temporary_file(
+            """\
         # Test comment line
         0 1 1 0 0 0
         1 0 1 0 0 0
@@ -206,22 +258,73 @@ def testAdjacency(self):
         0 0 0 0 2 2
         0 0 0 2 0 2
         0 0 0 2 2 0
-        """) as tmpfname:
+        """
+        ) as tmpfname:
             g = Graph.Read_Adjacency(tmpfname)
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 6 and g.ecount() == 18 and
-                g.is_directed() and "weight" not in g.edge_attributes())
+            self.assertTrue(
+                g.vcount() == 6
+                and g.ecount() == 18
+                and g.is_directed()
+                and "weight" not in g.edge_attributes()
+            )
             g = Graph.Read_Adjacency(tmpfname, attribute="weight")
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 6 and g.ecount() == 12 and
-                g.is_directed() and g.es["weight"] == [1,1,1,1,1,1,2,2,2,2,2,2])
+            self.assertTrue(
+                g.vcount() == 6
+                and g.ecount() == 12
+                and g.is_directed()
+                and g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2]
+            )
 
             g.write_adjacency(tmpfname)
 
     def testPickle(self):
-        pickle = [128, 2, 99, 105, 103, 114, 97, 112, 104, 10, 71, 114, 97, 112,
-                  104, 10, 113, 1, 40, 75, 3, 93, 113, 2, 75, 1, 75, 2, 134, 113, 3, 97,
-                  137, 125, 125, 125, 116, 82, 113, 4, 125, 98, 46]
+        pickle = [
+            128,
+            2,
+            99,
+            105,
+            103,
+            114,
+            97,
+            112,
+            104,
+            10,
+            71,
+            114,
+            97,
+            112,
+            104,
+            10,
+            113,
+            1,
+            40,
+            75,
+            3,
+            93,
+            113,
+            2,
+            75,
+            1,
+            75,
+            2,
+            134,
+            113,
+            3,
+            97,
+            137,
+            125,
+            125,
+            125,
+            116,
+            82,
+            113,
+            4,
+            125,
+            98,
+            46,
+        ]
         if sys.version_info > (3, 0):
             pickle = bytes(pickle)
         else:
@@ -229,8 +332,7 @@ def testPickle(self):
         with temporary_file(pickle, "wb", binary=True) as tmpfname:
             g = Graph.Read_Pickle(pickle)
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and
-                not g.is_directed())
+            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
 
@@ -238,10 +340,11 @@ def suite():
     foreign_suite = unittest.makeSuite(ForeignTests)
     return unittest.TestSuite([foreign_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_games.py b/tests/test_games.py
index 07bc62eb2..0af5b9aa2 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -1,6 +1,7 @@
 import unittest
 from igraph import *
 
+
 class GameTests(unittest.TestCase):
     def testGRG(self):
         g = Graph.GRG(50, 0.2)
@@ -9,44 +10,44 @@ def testGRG(self):
         self.assertTrue(isinstance(g, Graph))
         self.assertTrue("x" in g.vertex_attributes())
         self.assertTrue("y" in g.vertex_attributes())
-        self.assertTrue(isinstance(Layout(zip(g.vs["x"], g.vs["y"])), Layout))
+        self.assertTrue(isinstance(Layout(list(zip(g.vs["x"], g.vs["y"]))), Layout))
 
     def testForestFire(self):
-        g=Graph.Forest_Fire(100, 0.1)
-        self.assertTrue(isinstance(g, Graph) and g.is_directed() == False)
-        g=Graph.Forest_Fire(100, 0.1, directed=True)
-        self.assertTrue(isinstance(g, Graph) and g.is_directed() == True)
+        g = Graph.Forest_Fire(100, 0.1)
+        self.assertTrue(isinstance(g, Graph) and g.is_directed() is False)
+        g = Graph.Forest_Fire(100, 0.1, directed=True)
+        self.assertTrue(isinstance(g, Graph) and g.is_directed() is True)
 
     def testRecentDegree(self):
-        g=Graph.Recent_Degree(100, 5, 10)
+        g = Graph.Recent_Degree(100, 5, 10)
         self.assertTrue(isinstance(g, Graph))
 
     def testPreference(self):
-        g=Graph.Preference(100, [1, 1], [[1, 0], [0, 1]])
+        g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
 
-        g=Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
-        l=g.vs.get_attribute_values("type")
+        g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
+        l = g.vs.get_attribute_values("type")
         self.assertTrue(min(l) == 0 and max(l) == 1)
 
     def testAsymmetricPreference(self):
-        g=Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
+        g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
 
-        g=Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]],\
-                                      attribute="type")
-        l=g.vs.get_attribute_values("type")
-        l1=[i[0] for i in l]
-        l2=[i[1] for i in l]
-        self.assertTrue(min(l1) == 0 and max(l1) == 1 and
-                        min(l2) == 0 and max(l2) == 1)
+        g = Graph.Asymmetric_Preference(
+            100, [[0, 1], [1, 0]], [[1, 0], [0, 1]], attribute="type"
+        )
+        l = g.vs.get_attribute_values("type")
+        l1 = [i[0] for i in l]
+        l2 = [i[1] for i in l]
+        self.assertTrue(min(l1) == 0 and max(l1) == 1 and min(l2) == 0 and max(l2) == 1)
 
-        g=Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
+        g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 1)
 
     def testWattsStrogatz(self):
-        g=Graph.Watts_Strogatz(1, 20, 1, 0.2)
-        self.assertTrue(isinstance(g, Graph) and g.vcount()==20 and g.ecount()==20)
+        g = Graph.Watts_Strogatz(1, 20, 1, 0.2)
+        self.assertTrue(isinstance(g, Graph) and g.vcount() == 20 and g.ecount() == 20)
 
     def testRandomBipartiteNP(self):
         # Test np mode, undirected
@@ -54,14 +55,14 @@ def testRandomBipartiteNP(self):
         self.assertTrue(g.is_simple())
         self.assertTrue(g.is_bipartite())
         self.assertFalse(g.is_directed())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
 
         # Test np mode, directed, "out"
         g = Graph.Random_Bipartite(10, 20, p=0.25, directed=True, neimode="out")
         self.assertTrue(g.is_simple())
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
         self.assertTrue(all(g.vs[e.tuple]["type"] == [False, True] for e in g.es))
 
         # Test np mode, directed, "in"
@@ -69,7 +70,7 @@ def testRandomBipartiteNP(self):
         self.assertTrue(g.is_simple())
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
         self.assertTrue(all(g.vs[e.tuple]["type"] == [True, False] for e in g.es))
 
         # Test np mode, directed, "all"
@@ -77,7 +78,7 @@ def testRandomBipartiteNP(self):
         self.assertTrue(g.is_simple())
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
 
     def testRandomBipartiteNM(self):
         # Test np mode, undirected
@@ -86,7 +87,7 @@ def testRandomBipartiteNM(self):
         self.assertTrue(g.is_bipartite())
         self.assertFalse(g.is_directed())
         self.assertEqual(50, g.ecount())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
 
         # Test np mode, directed, "out"
         g = Graph.Random_Bipartite(10, 20, m=50, directed=True, neimode="out")
@@ -94,7 +95,7 @@ def testRandomBipartiteNM(self):
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
         self.assertEqual(50, g.ecount())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
         self.assertTrue(all(g.vs[e.tuple]["type"] == [False, True] for e in g.es))
 
         # Test np mode, directed, "in"
@@ -103,7 +104,7 @@ def testRandomBipartiteNM(self):
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
         self.assertEqual(50, g.ecount())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
         self.assertTrue(all(g.vs[e.tuple]["type"] == [True, False] for e in g.es))
 
         # Test np mode, directed, "all"
@@ -112,12 +113,12 @@ def testRandomBipartiteNM(self):
         self.assertTrue(g.is_bipartite())
         self.assertTrue(g.is_directed())
         self.assertEqual(50, g.ecount())
-        self.assertEqual([False]*10 + [True]*20, g.vs["type"])
+        self.assertEqual([False] * 10 + [True] * 20, g.vs["type"])
 
     def testRewire(self):
         # Undirected graph
-        g=Graph.GRG(25, 0.4)
-        degrees=g.degree()
+        g = Graph.GRG(25, 0.4)
+        degrees = g.degree()
 
         # Rewiring without loops
         g.rewire(10000)
@@ -131,14 +132,14 @@ def testRewire(self):
 
         # Rewiring with loops (2)
         g = Graph.Full(4)
-        g[1,3] = 0
+        g[1, 3] = 0
         degrees = g.degree()
         g.rewire(100, mode="loops")
         self.assertEqual(degrees, g.degree())
         self.assertFalse(any(g.is_multiple()))
 
         # Directed graph
-        g=Graph.GRG(25, 0.4)
+        g = Graph.GRG(25, 0.4)
         g.to_directed("mutual")
         indeg, outdeg = g.indegree(), g.outdegree()
         g.rewire(10000)
@@ -152,14 +153,16 @@ def testRewire(self):
         self.assertEqual(outdeg, g.outdegree())
         self.assertFalse(any(g.is_multiple()))
 
+
 def suite():
     game_suite = unittest.makeSuite(GameTests)
     return unittest.TestSuite([game_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_generators.py b/tests/test_generators.py
index e29e3a079..f2d26c75a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -11,25 +11,25 @@
 
 class GeneratorTests(unittest.TestCase):
     def testStar(self):
-        g=Graph.Star(5, "in")
-        el=[(1,0),(2,0),(3,0),(4,0)]
+        g = Graph.Star(5, "in")
+        el = [(1, 0), (2, 0), (3, 0), (4, 0)]
         self.assertTrue(g.is_directed())
         self.assertTrue(g.get_edgelist() == el)
-        g=Graph.Star(5, "out", center=2)
-        el=[(2,0),(2,1),(2,3),(2,4)]
+        g = Graph.Star(5, "out", center=2)
+        el = [(2, 0), (2, 1), (2, 3), (2, 4)]
         self.assertTrue(g.is_directed())
         self.assertTrue(g.get_edgelist() == el)
-        g=Graph.Star(5, "mutual", center=2)
-        el=[(0,2),(1,2),(2,0),(2,1),(2,3),(2,4),(3,2),(4,2)]
+        g = Graph.Star(5, "mutual", center=2)
+        el = [(0, 2), (1, 2), (2, 0), (2, 1), (2, 3), (2, 4), (3, 2), (4, 2)]
         self.assertTrue(g.is_directed())
         self.assertTrue(sorted(g.get_edgelist()) == el)
-        g=Graph.Star(5, center=3)
-        el=[(0,3),(1,3),(2,3),(3,4)]
+        g = Graph.Star(5, center=3)
+        el = [(0, 3), (1, 3), (2, 3), (3, 4)]
         self.assertTrue(not g.is_directed())
         self.assertTrue(sorted(g.get_edgelist()) == el)
 
     def testFamous(self):
-        g=Graph.Famous("tutte")
+        g = Graph.Famous("tutte")
         self.assertTrue(g.vcount() == 46 and g.ecount() == 69)
         self.assertRaises(InternalError, Graph.Famous, "unknown")
 
@@ -40,43 +40,56 @@ def testFormula(self):
             ("A", ["A"], []),
             ("A-B", ["A", "B"], [(0, 1)]),
             ("A --- B", ["A", "B"], [(0, 1)]),
-            ("A--B, C--D, E--F, G--H, I, J, K",
+            (
+                "A--B, C--D, E--F, G--H, I, J, K",
                 ["A", "B", "C", "D", "E", "F", "G", "H", "I", "J", "K"],
-                [(0,1), (2,3), (4,5), (6,7)]
+                [(0, 1), (2, 3), (4, 5), (6, 7)],
             ),
-            ("A:B:C:D -- A:B:C:D",
+            (
+                "A:B:C:D -- A:B:C:D",
                 ["A", "B", "C", "D"],
-                [(0,1), (0,2), (0,3), (1,2), (1,3), (2,3)]
+                [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)],
             ),
-            ("A -> B -> C", ["A", "B", "C"], [(0,1), (1,2)]),
-            ("A <- B -> C", ["A", "B", "C"], [(1,0), (1,2)]),
-            ("A <- B -- C", ["A", "B", "C"], [(1,0)]),
-            ("A <-> B <---> C <> D", ["A", "B", "C", "D"],
-                [(0,1), (1,0), (1,2), (2,1), (2,3), (3,2)]),
-            ("'this is' <- 'a silly' -> 'graph here'",
-                ["this is", "a silly", "graph here"], [(1,0), (1,2)]),
-            ("Alice-Bob-Cecil-Alice, Daniel-Cecil-Eugene, Cecil-Gordon",
+            ("A -> B -> C", ["A", "B", "C"], [(0, 1), (1, 2)]),
+            ("A <- B -> C", ["A", "B", "C"], [(1, 0), (1, 2)]),
+            ("A <- B -- C", ["A", "B", "C"], [(1, 0)]),
+            (
+                "A <-> B <---> C <> D",
+                ["A", "B", "C", "D"],
+                [(0, 1), (1, 0), (1, 2), (2, 1), (2, 3), (3, 2)],
+            ),
+            (
+                "'this is' <- 'a silly' -> 'graph here'",
+                ["this is", "a silly", "graph here"],
+                [(1, 0), (1, 2)],
+            ),
+            (
+                "Alice-Bob-Cecil-Alice, Daniel-Cecil-Eugene, Cecil-Gordon",
                 ["Alice", "Bob", "Cecil", "Daniel", "Eugene", "Gordon"],
-                [(0,1),(1,2),(0,2),(2,3),(2,4),(2,5)]
+                [(0, 1), (1, 2), (0, 2), (2, 3), (2, 4), (2, 5)],
             ),
-            ("Alice-Bob:Cecil:Daniel, Cecil:Daniel-Eugene:Gordon",
+            (
+                "Alice-Bob:Cecil:Daniel, Cecil:Daniel-Eugene:Gordon",
                 ["Alice", "Bob", "Cecil", "Daniel", "Eugene", "Gordon"],
-                [(0,1),(0,2),(0,3),(2,4),(2,5),(3,4),(3,5)]
+                [(0, 1), (0, 2), (0, 3), (2, 4), (2, 5), (3, 4), (3, 5)],
             ),
-            ("Alice <-> Bob --> Cecil <-- Daniel, Eugene --> Gordon:Helen",
+            (
+                "Alice <-> Bob --> Cecil <-- Daniel, Eugene --> Gordon:Helen",
                 ["Alice", "Bob", "Cecil", "Daniel", "Eugene", "Gordon", "Helen"],
-                [(0,1),(1,0),(1,2),(3,2),(4,5),(4,6)]
+                [(0, 1), (1, 0), (1, 2), (3, 2), (4, 5), (4, 6)],
             ),
-            ("Alice -- Bob -- Daniel, Cecil:Gordon, Helen",
+            (
+                "Alice -- Bob -- Daniel, Cecil:Gordon, Helen",
                 ["Alice", "Bob", "Daniel", "Cecil", "Gordon", "Helen"],
-                [(0,1),(1,2)]
+                [(0, 1), (1, 2)],
             ),
-            ('"+" -- "-", "*" -- "/", "%%" -- "%/%"',
+            (
+                '"+" -- "-", "*" -- "/", "%%" -- "%/%"',
                 ["+", "-", "*", "/", "%%", "%/%"],
-                [(0,1),(2,3),(4,5)]
+                [(0, 1), (2, 3), (4, 5)],
             ),
-            ("A-B-C\nC-D", ["A", "B", "C", "D"], [(0,1),(1,2),(2,3)]),
-            ("A-B-C\n    C-D", ["A", "B", "C", "D"], [(0,1),(1,2),(2,3)])
+            ("A-B-C\nC-D", ["A", "B", "C", "D"], [(0, 1), (1, 2), (2, 3)]),
+            ("A-B-C\n    C-D", ["A", "B", "C", "D"], [(0, 1), (1, 2), (2, 3)]),
         ]
         for formula, names, edges in tests:
             g = Graph.Formula(formula)
@@ -84,20 +97,22 @@ def testFormula(self):
             self.assertEqual(g.get_edgelist(), sorted(edges))
 
     def testFull(self):
-        g=Graph.Full(20, directed=True)
-        el=g.get_edgelist()
+        g = Graph.Full(20, directed=True)
+        el = g.get_edgelist()
         el.sort()
-        self.assertTrue(g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x!=y])
+        self.assertTrue(
+            g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x != y]
+        )
 
     def testFullCitation(self):
-        g=Graph.Full_Citation(20)
-        el=g.get_edgelist()
+        g = Graph.Full_Citation(20)
+        el = g.get_edgelist()
         el.sort()
         self.assertTrue(not g.is_directed())
-        self.assertTrue(el == [(x, y) for x in range(19) for y in range(x+1, 20)])
+        self.assertTrue(el == [(x, y) for x in range(19) for y in range(x + 1, 20)])
 
-        g=Graph.Full_Citation(20, True)
-        el=g.get_edgelist()
+        g = Graph.Full_Citation(20, True)
+        el = g.get_edgelist()
         el.sort()
         self.assertTrue(g.is_directed())
         self.assertTrue(el == [(x, y) for x in range(1, 20) for y in range(x)])
@@ -105,24 +120,24 @@ def testFullCitation(self):
         self.assertRaises(InternalError, Graph.Full_Citation, -2)
 
     def testLCF(self):
-        g1=Graph.LCF(12, (5, -5), 6)
-        g2=Graph.Famous("Franklin")
+        g1 = Graph.LCF(12, (5, -5), 6)
+        g2 = Graph.Famous("Franklin")
         self.assertTrue(g1.isomorphic(g2))
         self.assertRaises(InternalError, Graph.LCF, 12, (5, -5), -3)
 
     def testKautz(self):
-        g=Graph.Kautz(2, 2)
-        deg_in=g.degree(mode=IN)
-        deg_out=g.degree(mode=OUT)
+        g = Graph.Kautz(2, 2)
+        deg_in = g.degree(mode=IN)
+        deg_out = g.degree(mode=OUT)
         # This is not a proper test, but should spot most errors
-        self.assertTrue(g.is_directed() and deg_in==[2]*12 and deg_out==[2]*12)
+        self.assertTrue(g.is_directed() and deg_in == [2] * 12 and deg_out == [2] * 12)
 
     def testDeBruijn(self):
-        g=Graph.De_Bruijn(2, 3)
-        deg_in=g.degree(mode=IN, loops=True)
-        deg_out=g.degree(mode=OUT, loops=True)
+        g = Graph.De_Bruijn(2, 3)
+        deg_in = g.degree(mode=IN, loops=True)
+        deg_out = g.degree(mode=OUT, loops=True)
         # This is not a proper test, but should spot most errors
-        self.assertTrue(g.is_directed() and deg_in==[2]*8 and deg_out==[2]*8)
+        self.assertTrue(g.is_directed() and deg_in == [2] * 8 and deg_out == [2] * 8)
 
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
@@ -133,8 +148,8 @@ def testSBM(self):
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
         self.assertFalse(g.is_directed())
-        self.assertEqual([0]*20 + [1]*40, g.clusters().membership)
-        g2 = g.subgraph(range(20, 60))
+        self.assertEqual([0] * 20 + [1] * 40, g.clusters().membership)
+        g2 = g.subgraph(list(range(20, 60)))
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
         # Check loops argument
@@ -159,65 +174,67 @@ def testWeightedAdjacency(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0,1), (0,2), (1,0), (2,2), (3,1)])
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0,1), (0,2), (1,3), (2,2)])
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
         self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0,1), (0,2), (1,0), (3,1)])
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
         edges = pd.DataFrame(
-            [['C', 'A', 0.4], ['A', 'B', 0.1]],
-            columns=[0, 1, 'weight'])
+            [["C", "A", 0.4], ["A", "B", 0.1]], columns=[0, 1, "weight"]
+        )
         g = Graph.DataFrame(edges, directed=False)
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
         vertices = pd.DataFrame(
-            [['A', 'blue'], ['B', 'yellow'], ['C', 'blue']],
-            columns=[0, 'color'])
+            [["A", "blue"], ["B", "yellow"], ["C", "blue"]], columns=[0, "color"]
+        )
         g = Graph.DataFrame(edges, directed=True, vertices=vertices)
-        self.assertTrue(g.vs['name'] == ['A', 'B', 'C'])
-        self.assertTrue(g.vs["color"] == ['blue', 'yellow', 'blue'])
+        self.assertTrue(g.vs["name"] == ["A", "B", "C"])
+        self.assertTrue(g.vs["color"] == ["blue", "yellow", "blue"])
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
         # Issue #347
-        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
-        vertices = pd.DataFrame({
-            'node': [1, 2, 3, 4, 5, 6],
-            'label': ['1', '2', '3', '4', '5', '6']})[['node', 'label']]
+        edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+        vertices = pd.DataFrame(
+            {"node": [1, 2, 3, 4, 5, 6], "label": ["1", "2", "3", "4", "5", "6"]}
+        )[["node", "label"]]
         g = Graph.DataFrame(
             edges,
             directed=True,
             vertices=vertices,
-            )
-        self.assertTrue(g.vs['name'] == [1, 2, 3, 4, 5, 6])
-        self.assertTrue(g.vs['label'] == ['1', '2', '3', '4', '5', '6'])
+        )
+        self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
+        self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
 
         # Vertex ids
-        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
+        edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
         g = Graph.DataFrame(edges)
         self.assertTrue(g.vcount() == 6)
 
-        edges = pd.DataFrame({'source': [1, 2, 3], 'target': [4, 5, 6]})
+        edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
         g = Graph.DataFrame(edges, use_vids=True)
         self.assertTrue(g.vcount() == 7)
 
+
 def suite():
     generator_suite = unittest.makeSuite(GeneratorTests)
     return unittest.TestSuite([generator_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index a0e8dad1d..3dbb57129 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -2,6 +2,7 @@
 
 from igraph import *
 
+
 class HomepageExampleTests(unittest.TestCase):
     """Smoke tests for the Python examples found on the homepage to ensure
     that they do not break."""
@@ -11,7 +12,7 @@ def testErdosRenyiComponents(self):
         colors = ["lightgray", "cyan", "magenta", "yellow", "blue", "green", "red"]
         components = g.components()
         for component in components:
-            color = colors[min(6, len(components)-1)]
+            color = colors[min(6, len(components) - 1)]
             g.vs[component]["color"] = color
 
         # No plotting here, but we calculate the FR layout
@@ -24,27 +25,27 @@ def testKautz(self):
 
     def testMSTofGRG(self):
         def distance(p1, p2):
-            return ((p1[0]-p2[0]) ** 2 + (p1[1]-p2[1]) ** 2) ** 0.5
+            return ((p1[0] - p2[0]) ** 2 + (p1[1] - p2[1]) ** 2) ** 0.5
 
         g = Graph.GRG(100, 0.2)
-        layout = Layout(zip(g.vs["x"], g.vs["y"]))
+        layout = Layout(list(zip(g.vs["x"], g.vs["y"])))
 
-        weights = [distance(layout[edge.source], layout[edge.target]) \
-                for edge in g.es]
+        weights = [distance(layout[edge.source], layout[edge.target]) for edge in g.es]
         max_weight = max(weights)
-        g.es["width"] = [6 - 5*weight / max_weight for weight in weights]
+        g.es["width"] = [6 - 5 * weight / max_weight for weight in weights]
         mst = g.spanning_tree(weights)
         # Plotting omitted
 
+
 def suite():
     homepage_example_suite = unittest.makeSuite(HomepageExampleTests)
     return unittest.TestSuite([homepage_example_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
-        
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 301afbc56..33fba0b7f 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -2,6 +2,7 @@
 import unittest
 from igraph import *
 
+
 class GraphAdjacencyMatrixLikeIndexingTests(unittest.TestCase):
     def testSingleEdgeRetrieval(self):
         g = Graph.Famous("krackhardt_kite")
@@ -18,7 +19,7 @@ def testSingleEdgeRetrieval(self):
 
     def testSingleEdgeRetrievalWeights(self):
         g = Graph.Famous("krackhardt_kite")
-        g.es["weight"] = range(g.ecount())
+        g.es["weight"] = list(range(g.ecount()))
         for idx, (v1, v2) in enumerate(g.get_edgelist()):
             self.assertEqual(g[v1, v2], idx)
             self.assertEqual(g[v2, v1], idx)
@@ -29,10 +30,10 @@ def testSingleEdgeRetrievalWeights(self):
 
     def testSingleEdgeRetrievalAttrName(self):
         g = Graph.Famous("krackhardt_kite")
-        g.es["value"] = range(20, g.ecount()+20)
+        g.es["value"] = list(range(20, g.ecount() + 20))
         for idx, (v1, v2) in enumerate(g.get_edgelist()):
-            self.assertEqual(g[v1, v2, "value"], idx+20)
-            self.assertEqual(g[v2, v1, "value"], idx+20)
+            self.assertEqual(g[v1, v2, "value"], idx + 20)
+            self.assertEqual(g[v2, v1, "value"], idx + 20)
         for v1 in range(g.vcount()):
             for v2 in set(range(g.vcount())) - set(g.neighbors(v1)):
                 self.assertEqual(g[v1, v2, "value"], 0)
@@ -43,9 +44,11 @@ def suite():
     adjacency_suite = unittest.makeSuite(GraphAdjacencyMatrixLikeIndexingTests)
     return unittest.TestSuite([adjacency_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index b8e6c0256..d5042ec83 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -3,138 +3,206 @@
 from itertools import permutations
 from random import shuffle
 
+
 def node_compat(g1, g2, v1, v2):
     """Node compatibility function for isomorphism tests"""
     return g1.vs[v1]["color"] == g2.vs[v2]["color"]
 
+
 def edge_compat(g1, g2, e1, e2):
     """Edge compatibility function for isomorphism tests"""
     return g1.es[e1]["color"] == g2.es[e2]["color"]
 
+
 class IsomorphismTests(unittest.TestCase):
     def testIsomorphic(self):
-        g1 = Graph(8, [(0, 4), (0, 5), (0, 6), \
-                       (1, 4), (1, 5), (1, 7), \
-                       (2, 4), (2, 6), (2, 7), \
-                       (3, 5), (3, 6), (3, 7)])
-        g2 = Graph(8, [(0, 1), (0, 3), (0, 4), \
-                       (2, 3), (2, 1), (2, 6), \
-                       (5, 1), (5, 4), (5, 6), \
-                       (7, 3), (7, 6), (7, 4)])
+        g1 = Graph(
+            8,
+            [
+                (0, 4),
+                (0, 5),
+                (0, 6),
+                (1, 4),
+                (1, 5),
+                (1, 7),
+                (2, 4),
+                (2, 6),
+                (2, 7),
+                (3, 5),
+                (3, 6),
+                (3, 7),
+            ],
+        )
+        g2 = Graph(
+            8,
+            [
+                (0, 1),
+                (0, 3),
+                (0, 4),
+                (2, 3),
+                (2, 1),
+                (2, 6),
+                (5, 1),
+                (5, 4),
+                (5, 6),
+                (7, 3),
+                (7, 6),
+                (7, 4),
+            ],
+        )
 
         # Test the isomorphism of g1 and g2
         self.assertTrue(g1.isomorphic(g2))
-        self.assertTrue(g2.isomorphic_vf2(g1, return_mapping_21=True) \
-          == (True, None, [0, 2, 5, 7, 1, 3, 4, 6]))
-        self.assertTrue(g2.isomorphic_bliss(g1, return_mapping_21=True, sh1="fl")\
-          == (True, None, [0, 2, 5, 7, 1, 3, 4, 6]))
+        self.assertTrue(
+            g2.isomorphic_vf2(g1, return_mapping_21=True)
+            == (True, None, [0, 2, 5, 7, 1, 3, 4, 6])
+        )
+        self.assertTrue(
+            g2.isomorphic_bliss(g1, return_mapping_21=True, sh1="fl")
+            == (True, None, [0, 2, 5, 7, 1, 3, 4, 6])
+        )
         self.assertRaises(ValueError, g2.isomorphic_bliss, g1, sh2="nonexistent")
 
         # Test the automorphy of g1
         self.assertTrue(g1.isomorphic())
-        self.assertTrue(g1.isomorphic_vf2(return_mapping_21=True) \
-          == (True, None, [0, 1, 2, 3, 4, 5, 6, 7]))
+        self.assertTrue(
+            g1.isomorphic_vf2(return_mapping_21=True)
+            == (True, None, [0, 1, 2, 3, 4, 5, 6, 7])
+        )
 
         # Test VF2 with colors
-        self.assertTrue(g1.isomorphic_vf2(g2,
-            color1=[0,1,0,1,0,1,0,1],
-            color2=[0,0,1,1,0,0,1,1]))
-        g1.vs["color"] = [0,1,0,1,0,1,0,1]
-        g2.vs["color"] = [0,0,1,1,0,1,1,0]
+        self.assertTrue(
+            g1.isomorphic_vf2(
+                g2, color1=[0, 1, 0, 1, 0, 1, 0, 1], color2=[0, 0, 1, 1, 0, 0, 1, 1]
+            )
+        )
+        g1.vs["color"] = [0, 1, 0, 1, 0, 1, 0, 1]
+        g2.vs["color"] = [0, 0, 1, 1, 0, 1, 1, 0]
         self.assertTrue(not g1.isomorphic_vf2(g2, "color", "color"))
 
         # Test bliss with colors
-        self.assertTrue(g1.isomorphic_bliss(g2,
-                                            color1=[0,0,0,0,0,0,0,0],
-                                            color2=[0,0,0,0,0,0,0,0]))
-
-        self.assertTrue(g1.isomorphic_bliss(g2,
-                                            color1=[1,0,2,0,0,0,0,0],
-                                            color2=[1,0,2,0,0,0,0,0]))
-
-        self.assertTrue(g1.isomorphic_bliss(g2,
-                                            color1=[0,1,0,1,0,1,0,1],
-                                            color2=[0,0,1,1,0,0,1,1]))
+        self.assertTrue(
+            g1.isomorphic_bliss(
+                g2, color1=[0, 0, 0, 0, 0, 0, 0, 0], color2=[0, 0, 0, 0, 0, 0, 0, 0]
+            )
+        )
+
+        self.assertTrue(
+            g1.isomorphic_bliss(
+                g2, color1=[1, 0, 2, 0, 0, 0, 0, 0], color2=[1, 0, 2, 0, 0, 0, 0, 0]
+            )
+        )
+
+        self.assertTrue(
+            g1.isomorphic_bliss(
+                g2, color1=[0, 1, 0, 1, 0, 1, 0, 1], color2=[0, 0, 1, 1, 0, 0, 1, 1]
+            )
+        )
 
         # Test VF2 with vertex and edge colors
-        self.assertTrue(g1.isomorphic_vf2(g2,
-            color1=[0,1,0,1,0,1,0,1],
-            color2=[0,0,1,1,0,0,1,1]))
-        g1.es["color"] = range(12)
-        g2.es["color"] = [0]*6 + [1]*6
+        self.assertTrue(
+            g1.isomorphic_vf2(
+                g2, color1=[0, 1, 0, 1, 0, 1, 0, 1], color2=[0, 0, 1, 1, 0, 0, 1, 1]
+            )
+        )
+        g1.es["color"] = list(range(12))
+        g2.es["color"] = [0] * 6 + [1] * 6
         self.assertTrue(not g1.isomorphic_vf2(g2, "color", "color", "color", "color"))
 
         # Test VF2 with node compatibility function
-        g2.vs["color"] = [0,0,1,1,0,0,1,1]
+        g2.vs["color"] = [0, 0, 1, 1, 0, 0, 1, 1]
         self.assertTrue(g1.isomorphic_vf2(g2, node_compat_fn=node_compat))
-        g2.vs["color"] = [0,0,1,1,0,1,1,0]
+        g2.vs["color"] = [0, 0, 1, 1, 0, 1, 1, 0]
         self.assertTrue(not g1.isomorphic_vf2(g2, node_compat_fn=node_compat))
 
         # Test VF2 with node edge compatibility function
-        g2.vs["color"] = [0,0,1,1,0,0,1,1]
-        g1.es["color"] = range(12)
-        g2.es["color"] = [0]*6 + [1]*6
-        self.assertTrue(not g1.isomorphic_vf2(g2, node_compat_fn=node_compat,
-            edge_compat_fn=edge_compat))
+        g2.vs["color"] = [0, 0, 1, 1, 0, 0, 1, 1]
+        g1.es["color"] = list(range(12))
+        g2.es["color"] = [0] * 6 + [1] * 6
+        self.assertTrue(
+            not g1.isomorphic_vf2(
+                g2, node_compat_fn=node_compat, edge_compat_fn=edge_compat
+            )
+        )
 
     def testIsomorphicCallback(self):
         maps = []
+
         def callback(g1, g2, map1, map2):
             maps.append(map1)
             return True
 
         # Test VF2 callback
-        g = Graph(6, [(0,1), (2,3), (4,5), (0,2), (2,4), (1,3), (3,5)])
+        g = Graph(6, [(0, 1), (2, 3), (4, 5), (0, 2), (2, 4), (1, 3), (3, 5)])
         g.isomorphic_vf2(g, callback=callback)
-        expected_maps = [[0,1,2,3,4,5], [1,0,3,2,5,4], [4,5,2,3,0,1], [5,4,3,2,1,0]]
+        expected_maps = [
+            [0, 1, 2, 3, 4, 5],
+            [1, 0, 3, 2, 5, 4],
+            [4, 5, 2, 3, 0, 1],
+            [5, 4, 3, 2, 1, 0],
+        ]
         self.assertTrue(sorted(maps) == expected_maps)
 
         maps[:] = []
         g3 = Graph.Full(4)
-        g3.vs["color"] = [0,1,1,0]
+        g3.vs["color"] = [0, 1, 1, 0]
         g3.isomorphic_vf2(callback=callback, color1="color", color2="color")
-        expected_maps = [[0,1,2,3], [0,2,1,3], [3,1,2,0], [3,2,1,0]]
+        expected_maps = [[0, 1, 2, 3], [0, 2, 1, 3], [3, 1, 2, 0], [3, 2, 1, 0]]
         self.assertTrue(sorted(maps) == expected_maps)
 
     def testCountIsomorphisms(self):
         g = Graph.Full(4)
         self.assertTrue(g.count_automorphisms_vf2() == 24)
-        g = Graph(6, [(0,1), (2,3), (4,5), (0,2), (2,4), (1,3), (3,5)])
+        g = Graph(6, [(0, 1), (2, 3), (4, 5), (0, 2), (2, 4), (1, 3), (3, 5)])
         self.assertTrue(g.count_automorphisms_vf2() == 4)
 
         # Some more tests with colors
         g3 = Graph.Full(4)
-        g3.vs["color"] = [0,1,1,0]
+        g3.vs["color"] = [0, 1, 1, 0]
         self.assertTrue(g3.count_isomorphisms_vf2() == 24)
         self.assertTrue(g3.count_isomorphisms_vf2(color1="color", color2="color") == 4)
-        self.assertTrue(g3.count_isomorphisms_vf2(color1=[0,1,2,0], color2=(0,1,2,0)) == 2)
-        self.assertTrue(g3.count_isomorphisms_vf2(edge_color1=[0,1,0,0,0,1],
-            edge_color2=[0,1,0,0,0,1]) == 2)
+        self.assertTrue(
+            g3.count_isomorphisms_vf2(color1=[0, 1, 2, 0], color2=(0, 1, 2, 0)) == 2
+        )
+        self.assertTrue(
+            g3.count_isomorphisms_vf2(
+                edge_color1=[0, 1, 0, 0, 0, 1], edge_color2=[0, 1, 0, 0, 0, 1]
+            )
+            == 2
+        )
 
         # Test VF2 with node/edge compatibility function
-        g3.vs["color"] = [0,1,1,0]
+        g3.vs["color"] = [0, 1, 1, 0]
         self.assertTrue(g3.count_isomorphisms_vf2(node_compat_fn=node_compat) == 4)
-        g3.vs["color"] = [0,1,2,0]
+        g3.vs["color"] = [0, 1, 2, 0]
         self.assertTrue(g3.count_isomorphisms_vf2(node_compat_fn=node_compat) == 2)
-        g3.es["color"] = [0,1,0,0,0,1]
+        g3.es["color"] = [0, 1, 0, 0, 0, 1]
         self.assertTrue(g3.count_isomorphisms_vf2(edge_compat_fn=edge_compat) == 2)
 
     def testGetIsomorphisms(self):
-        g = Graph(6, [(0,1), (2,3), (4,5), (0,2), (2,4), (1,3), (3,5)])
+        g = Graph(6, [(0, 1), (2, 3), (4, 5), (0, 2), (2, 4), (1, 3), (3, 5)])
         maps = g.get_automorphisms_vf2()
-        expected_maps = [[0,1,2,3,4,5], [1,0,3,2,5,4], [4,5,2,3,0,1], [5,4,3,2,1,0]]
+        expected_maps = [
+            [0, 1, 2, 3, 4, 5],
+            [1, 0, 3, 2, 5, 4],
+            [4, 5, 2, 3, 0, 1],
+            [5, 4, 3, 2, 1, 0],
+        ]
         self.assertTrue(maps == expected_maps)
 
         g3 = Graph.Full(4)
-        g3.vs["color"] = [0,1,1,0]
-        expected_maps = [[0,1,2,3], [0,2,1,3], [3,1,2,0], [3,2,1,0]]
-        self.assertTrue(sorted(g3.get_automorphisms_vf2(color="color")) == expected_maps)
+        g3.vs["color"] = [0, 1, 1, 0]
+        expected_maps = [[0, 1, 2, 3], [0, 2, 1, 3], [3, 1, 2, 0], [3, 2, 1, 0]]
+        self.assertTrue(
+            sorted(g3.get_automorphisms_vf2(color="color")) == expected_maps
+        )
+
 
 class SubisomorphismTests(unittest.TestCase):
     def testSubisomorphicLAD(self):
-        g = Graph.Lattice([3,3], circular=False)
-        g2 = Graph([(0,1), (1,2), (1,3)])
-        g3 = g + [(0,4), (2,4), (6,4), (8,4), (3,1), (1,5), (5,7), (7,3)]
+        g = Graph.Lattice([3, 3], circular=False)
+        g2 = Graph([(0, 1), (1, 2), (1, 3)])
+        g3 = g + [(0, 4), (2, 4), (6, 4), (8, 4), (3, 1), (1, 5), (5, 7), (7, 3)]
 
         self.assertTrue(g.subisomorphic_lad(g2))
         self.assertFalse(g2.subisomorphic_lad(g))
@@ -148,9 +216,19 @@ def testSubisomorphicLAD(self):
         self.assertTrue(g3.subisomorphic_lad(g2))
 
         # Test with limited vertex matching
-        domains = [[4], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8]]
+        domains = [
+            [4],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+        ]
         self.assertTrue(g.subisomorphic_lad(g2, domains=domains))
-        domains = [[], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8]]
+        domains = [
+            [],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+        ]
         self.assertTrue(not g.subisomorphic_lad(g2, domains=domains))
 
         # Corner cases
@@ -159,9 +237,9 @@ def testSubisomorphicLAD(self):
         self.assertTrue(empty.subisomorphic_lad(empty))
 
     def testGetSubisomorphismsLAD(self):
-        g = Graph.Lattice([3,3], circular=False)
-        g2 = Graph([(0,1), (1,2), (2,3), (3,0)])
-        g3 = g + [(0,4), (2,4), (6,4), (8,4), (3,1), (1,5), (5,7), (7,3)]
+        g = Graph.Lattice([3, 3], circular=False)
+        g2 = Graph([(0, 1), (1, 2), (2, 3), (3, 0)])
+        g3 = g + [(0, 4), (2, 4), (6, 4), (8, 4), (3, 1), (1, 5), (5, 7), (7, 3)]
 
         all_subiso = "0143 0341 1034 1254 1430 1452 2145 2541 3014 3410 3476 \
         3674 4103 4125 4301 4367 4521 4587 4763 4785 5214 5412 5478 5874 6347 \
@@ -173,18 +251,32 @@ def testGetSubisomorphismsLAD(self):
 
         # Test 'induced'
         induced_subiso = "1375 1573 3751 5731 7513 7315 5137 3157"
-        induced_subiso = sorted([int(x) for x in item] for item in induced_subiso.split())
+        induced_subiso = sorted(
+            [int(x) for x in item] for item in induced_subiso.split()
+        )
         all_subiso_extra = sorted(all_subiso + induced_subiso)
-        self.assertEqual(induced_subiso,
-                sorted(g3.get_subisomorphisms_lad(g2, induced=True)))
+        self.assertEqual(
+            induced_subiso, sorted(g3.get_subisomorphisms_lad(g2, induced=True))
+        )
         self.assertEqual([], g3.get_subisomorphisms_lad(g, induced=True))
 
         # Test with limited vertex matching
         limited_subiso = [iso for iso in all_subiso if iso[0] == 4]
-        domains = [[4], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8]]
-        self.assertEqual(limited_subiso,
-                sorted(g.get_subisomorphisms_lad(g2, domains=domains)))
-        domains = [[], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8], [0,1,2,3,5,6,7,8]]
+        domains = [
+            [4],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+        ]
+        self.assertEqual(
+            limited_subiso, sorted(g.get_subisomorphisms_lad(g2, domains=domains))
+        )
+        domains = [
+            [],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+            [0, 1, 2, 3, 5, 6, 7, 8],
+        ]
         self.assertEqual([], sorted(g.get_subisomorphisms_lad(g2, domains=domains)))
 
         # Corner cases
@@ -193,42 +285,50 @@ def testGetSubisomorphismsLAD(self):
         self.assertEqual([], empty.get_subisomorphisms_lad(empty))
 
     def testSubisomorphicVF2(self):
-        g = Graph.Lattice([3,3], circular=False)
-        g2 = Graph([(0,1), (1,2), (1,3)])
+        g = Graph.Lattice([3, 3], circular=False)
+        g2 = Graph([(0, 1), (1, 2), (1, 3)])
         self.assertTrue(g.subisomorphic_vf2(g2))
         self.assertTrue(not g2.subisomorphic_vf2(g))
 
         # Test with vertex colors
-        g.vs["color"] = [0,0,0,0,1,0,0,0,0]
-        g2.vs["color"] = [1,0,0,0]
+        g.vs["color"] = [0, 0, 0, 0, 1, 0, 0, 0, 0]
+        g2.vs["color"] = [1, 0, 0, 0]
         self.assertTrue(g.subisomorphic_vf2(g2, node_compat_fn=node_compat))
-        g2.vs["color"] = [2,0,0,0]
+        g2.vs["color"] = [2, 0, 0, 0]
         self.assertTrue(not g.subisomorphic_vf2(g2, node_compat_fn=node_compat))
 
         # Test with edge colors
-        g.es["color"] = [1] + [0]*(g.ecount()-1)
-        g2.es["color"] = [1] + [0]*(g2.ecount()-1)
+        g.es["color"] = [1] + [0] * (g.ecount() - 1)
+        g2.es["color"] = [1] + [0] * (g2.ecount() - 1)
         self.assertTrue(g.subisomorphic_vf2(g2, edge_compat_fn=edge_compat))
         g2.es[0]["color"] = [2]
         self.assertTrue(not g.subisomorphic_vf2(g2, node_compat_fn=node_compat))
 
     def testCountSubisomorphisms(self):
-        g = Graph.Lattice([3,3], circular=False)
-        g2 = Graph.Lattice([2,2], circular=False)
-        self.assertTrue(g.count_subisomorphisms_vf2(g2) == 4*4*2)
+        g = Graph.Lattice([3, 3], circular=False)
+        g2 = Graph.Lattice([2, 2], circular=False)
+        self.assertTrue(g.count_subisomorphisms_vf2(g2) == 4 * 4 * 2)
         self.assertTrue(g2.count_subisomorphisms_vf2(g) == 0)
 
         # Test with vertex colors
-        g.vs["color"] = [0,0,0,0,1,0,0,0,0]
-        g2.vs["color"] = [1,0,0,0]
-        self.assertTrue(g.count_subisomorphisms_vf2(g2, "color", "color") == 4*2)
-        self.assertTrue(g.count_subisomorphisms_vf2(g2, node_compat_fn=node_compat) == 4*2)
+        g.vs["color"] = [0, 0, 0, 0, 1, 0, 0, 0, 0]
+        g2.vs["color"] = [1, 0, 0, 0]
+        self.assertTrue(g.count_subisomorphisms_vf2(g2, "color", "color") == 4 * 2)
+        self.assertTrue(
+            g.count_subisomorphisms_vf2(g2, node_compat_fn=node_compat) == 4 * 2
+        )
 
         # Test with edge colors
-        g.es["color"] = [1] + [0]*(g.ecount()-1)
-        g2.es["color"] = [1] + [0]*(g2.ecount()-1)
-        self.assertTrue(g.count_subisomorphisms_vf2(g2, edge_color1="color", edge_color2="color") == 2)
-        self.assertTrue(g.count_subisomorphisms_vf2(g2, edge_compat_fn=edge_compat) == 2)
+        g.es["color"] = [1] + [0] * (g.ecount() - 1)
+        g2.es["color"] = [1] + [0] * (g2.ecount() - 1)
+        self.assertTrue(
+            g.count_subisomorphisms_vf2(g2, edge_color1="color", edge_color2="color")
+            == 2
+        )
+        self.assertTrue(
+            g.count_subisomorphisms_vf2(g2, edge_compat_fn=edge_compat) == 2
+        )
+
 
 class PermutationTests(unittest.TestCase):
     def testCanonicalPermutation(self):
@@ -246,16 +346,15 @@ def testCanonicalPermutation(self):
         self.assertTrue(sorted(g3.get_edgelist()) == sorted(g4.get_edgelist()))
 
         # Simple case with coloring
-        cp = g1.canonical_permutation(color = [0, 0, 1, 1])
+        cp = g1.canonical_permutation(color=[0, 0, 1, 1])
         g3 = g1.permute_vertices(cp)
 
-        cp = g2.canonical_permutation(color = [0, 0, 1, 1])
+        cp = g2.canonical_permutation(color=[0, 0, 1, 1])
         g4 = g2.permute_vertices(cp)
 
         self.assertTrue(g3.vcount() == g4.vcount())
         self.assertTrue(sorted(g3.get_edgelist()) == sorted(g4.get_edgelist()))
 
-
         # More complicated one: small GRG, random permutation
         g = Graph.GRG(10, 0.5)
         perm = list(range(10))
@@ -268,30 +367,59 @@ def testCanonicalPermutation(self):
         self.assertTrue(sorted(g3.get_edgelist()) == sorted(g4.get_edgelist()))
 
     def testPermuteVertices(self):
-        g1 = Graph(8, [(0, 4), (0, 5), (0, 6), \
-                       (1, 4), (1, 5), (1, 7), \
-                       (2, 4), (2, 6), (2, 7), \
-                       (3, 5), (3, 6), (3, 7)])
-        g2 = Graph(8, [(0, 1), (0, 3), (0, 4), \
-                       (2, 3), (2, 1), (2, 6), \
-                       (5, 1), (5, 4), (5, 6), \
-                       (7, 3), (7, 6), (7, 4)])
+        g1 = Graph(
+            8,
+            [
+                (0, 4),
+                (0, 5),
+                (0, 6),
+                (1, 4),
+                (1, 5),
+                (1, 7),
+                (2, 4),
+                (2, 6),
+                (2, 7),
+                (3, 5),
+                (3, 6),
+                (3, 7),
+            ],
+        )
+        g2 = Graph(
+            8,
+            [
+                (0, 1),
+                (0, 3),
+                (0, 4),
+                (2, 3),
+                (2, 1),
+                (2, 6),
+                (5, 1),
+                (5, 4),
+                (5, 6),
+                (7, 3),
+                (7, 6),
+                (7, 4),
+            ],
+        )
         _, _, mapping = g1.isomorphic_vf2(g2, return_mapping_21=True)
         g3 = g2.permute_vertices(mapping)
         self.assertTrue(g3.vcount() == g2.vcount() and g3.ecount() == g2.ecount())
         self.assertTrue(set(g3.get_edgelist()) == set(g1.get_edgelist()))
 
+
 def suite():
     isomorphism_suite = unittest.makeSuite(IsomorphismTests)
     subisomorphism_suite = unittest.makeSuite(SubisomorphismTests)
     permutation_suite = unittest.makeSuite(PermutationTests)
-    return unittest.TestSuite([isomorphism_suite, subisomorphism_suite, \
-            permutation_suite])
+    return unittest.TestSuite(
+        [isomorphism_suite, subisomorphism_suite, permutation_suite]
+    )
+
 
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index b8777d275..578c1cf6e 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -1,6 +1,7 @@
 import unittest
 from igraph import *
 
+
 class IteratorTests(unittest.TestCase):
     def testBFS(self):
         g = Graph.Tree(10, 2)
@@ -16,9 +17,18 @@ def testBFSIter(self):
         vs = [(v, d, p.index) for v, d, p in vs if p is not None]
         self.assertEqual(
             vs,
-            [(1, 1, 0), (2, 1, 0), (3, 2, 1),
-             (4, 2, 1), (5, 2, 2), (6, 2, 2),
-             (7, 3, 3), (8, 3, 3), (9, 3, 4)])
+            [
+                (1, 1, 0),
+                (2, 1, 0),
+                (3, 2, 1),
+                (4, 2, 1),
+                (5, 2, 2),
+                (6, 2, 2),
+                (7, 3, 3),
+                (8, 3, 3),
+                (9, 3, 4),
+            ],
+        )
 
     def testDFS(self):
         g = Graph.Tree(10, 2)
@@ -34,18 +44,29 @@ def testDFSIter(self):
         vs = [(v, d, p.index) for v, d, p in vs if p is not None]
         self.assertEqual(
             vs,
-            [(1, 1, 0), (3, 2, 1), (7, 3, 3),
-             (8, 3, 3), (4, 2, 1), (9, 3, 4),
-             (2, 1, 0), (5, 2, 2), (6, 2, 2)])
+            [
+                (1, 1, 0),
+                (3, 2, 1),
+                (7, 3, 3),
+                (8, 3, 3),
+                (4, 2, 1),
+                (9, 3, 4),
+                (2, 1, 0),
+                (5, 2, 2),
+                (6, 2, 2),
+            ],
+        )
 
 
 def suite():
     iterator_suite = unittest.makeSuite(IteratorTests)
     return unittest.TestSuite([iterator_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index af4c3181c..d4982622f 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -4,14 +4,14 @@
 
 class LayoutTests(unittest.TestCase):
     def testConstructor(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0)])
         self.assertEqual(layout.dim, 3)
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0)], 3)
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0)], 3)
         self.assertEqual(layout.dim, 3)
-        self.assertRaises(ValueError, Layout, [(0,1), (1,0)], 3)
+        self.assertRaises(ValueError, Layout, [(0, 1), (1, 0)], 3)
 
     def testIndexing(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         self.assertEqual(len(layout), 4)
         self.assertEqual(layout[1], [0, 1, 0])
         self.assertEqual(layout[3], [2, 1, 3])
@@ -24,56 +24,47 @@ def testIndexing(self):
         self.assertEqual(len(layout), 3)
 
     def testScaling(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         layout.scale(1.5)
-        self.assertEqual(layout.coords, [[0., 0., 1.5], \
-                                         [0., 1.5, 0.], \
-                                         [1.5, 0., 0.], \
-                                         [3., 1.5, 4.5]])
+        self.assertEqual(
+            layout.coords,
+            [[0.0, 0.0, 1.5], [0.0, 1.5, 0.0], [1.5, 0.0, 0.0], [3.0, 1.5, 4.5]],
+        )
 
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         layout.scale(1, 1, 3)
-        self.assertEqual(layout.coords, [[0, 0, 3], \
-                                         [0, 1, 0], \
-                                         [1, 0, 0], \
-                                         [2, 1, 9]])
+        self.assertEqual(layout.coords, [[0, 0, 3], [0, 1, 0], [1, 0, 0], [2, 1, 9]])
 
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         layout.scale((2, 2, 1))
-        self.assertEqual(layout.coords, [[0, 0, 1], \
-                                         [0, 2, 0], \
-                                         [2, 0, 0], \
-                                         [4, 2, 3]])
+        self.assertEqual(layout.coords, [[0, 0, 1], [0, 2, 0], [2, 0, 0], [4, 2, 3]])
 
         self.assertRaises(ValueError, layout.scale, 2, 3)
 
     def testTranslation(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         layout2 = layout.copy()
 
-        layout.translate(1,3,2)
-        self.assertEqual(layout.coords, [[1, 3, 3], \
-                                         [1, 4, 2], \
-                                         [2, 3, 2], \
-                                         [3, 4, 5]])
+        layout.translate(1, 3, 2)
+        self.assertEqual(layout.coords, [[1, 3, 3], [1, 4, 2], [2, 3, 2], [3, 4, 5]])
 
-        layout.translate((-1,-3,-2))
+        layout.translate((-1, -3, -2))
         self.assertEqual(layout.coords, layout2.coords)
 
         self.assertRaises(ValueError, layout.translate, v=[3])
 
     def testCentroid(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
         centroid = layout.centroid()
         self.assertEqual(len(centroid), 3)
         self.assertAlmostEqual(centroid[0], 0.75)
         self.assertAlmostEqual(centroid[1], 0.5)
-        self.assertAlmostEqual(centroid[2], 1.)
+        self.assertAlmostEqual(centroid[2], 1.0)
 
     def testBoundaries(self):
-        layout = Layout([(0,0,1), (0,1,0), (1,0,0), (2,1,3)])
-        self.assertEqual(layout.boundaries(), ([0,0,0],[2,1,3]))
-        self.assertEqual(layout.boundaries(1), ([-1,-1,-1],[3,2,4]))
+        layout = Layout([(0, 0, 1), (0, 1, 0), (1, 0, 0), (2, 1, 3)])
+        self.assertEqual(layout.boundaries(), ([0, 0, 0], [2, 1, 3]))
+        self.assertEqual(layout.boundaries(1), ([-1, -1, -1], [3, 2, 4]))
 
         layout = Layout([])
         self.assertRaises(ValueError, layout.boundaries)
@@ -81,49 +72,51 @@ def testBoundaries(self):
         self.assertRaises(ValueError, layout.boundaries)
 
     def testBoundingBox(self):
-        layout = Layout([(0,1), (2,7)])
-        self.assertEqual(layout.bounding_box(), BoundingBox(0,1,2,7))
-        self.assertEqual(layout.bounding_box(1), BoundingBox(-1,0,3,8))
+        layout = Layout([(0, 1), (2, 7)])
+        self.assertEqual(layout.bounding_box(), BoundingBox(0, 1, 2, 7))
+        self.assertEqual(layout.bounding_box(1), BoundingBox(-1, 0, 3, 8))
         layout = Layout([])
-        self.assertEqual(layout.bounding_box(), BoundingBox(0,0,0,0))
+        self.assertEqual(layout.bounding_box(), BoundingBox(0, 0, 0, 0))
 
     def testCenter(self):
-        layout = Layout([(-2,0), (-2,-2), (0,-2), (0,0)])
+        layout = Layout([(-2, 0), (-2, -2), (0, -2), (0, 0)])
         layout.center()
-        self.assertEqual(layout.coords, [[-1,1], [-1,-1], [1,-1], [1,1]])
-        layout.center(5,5)
-        self.assertEqual(layout.coords, [[4,6], [4,4], [6,4], [6,6]])
+        self.assertEqual(layout.coords, [[-1, 1], [-1, -1], [1, -1], [1, 1]])
+        layout.center(5, 5)
+        self.assertEqual(layout.coords, [[4, 6], [4, 4], [6, 4], [6, 6]])
         self.assertRaises(ValueError, layout.center, 3)
         self.assertRaises(TypeError, layout.center, p=6)
 
     def testFitInto(self):
-        layout = Layout([(-2,0), (-2,-2), (0,-2), (0,0)])
-        layout.fit_into(BoundingBox(5,5,8,10), keep_aspect_ratio=False)
+        layout = Layout([(-2, 0), (-2, -2), (0, -2), (0, 0)])
+        layout.fit_into(BoundingBox(5, 5, 8, 10), keep_aspect_ratio=False)
         self.assertEqual(layout.coords, [[5, 10], [5, 5], [8, 5], [8, 10]])
-        layout = Layout([(-2,0), (-2,-2), (0,-2), (0,0)])
-        layout.fit_into(BoundingBox(5,5,8,10))
+        layout = Layout([(-2, 0), (-2, -2), (0, -2), (0, 0)])
+        layout.fit_into(BoundingBox(5, 5, 8, 10))
         self.assertEqual(layout.coords, [[5, 9], [5, 6], [8, 6], [8, 9]])
 
-        layout = Layout([(-1,-1,-1), (0,0,0), (1,1,1), (2,2,0), (3,3,-1)])
-        layout.fit_into((0,0,0,8,8,4))
-        self.assertEqual(layout.coords, \
-                [[0, 0, 0], [2, 2, 2], [4, 4, 4], [6, 6, 2], [8, 8, 0]]
+        layout = Layout([(-1, -1, -1), (0, 0, 0), (1, 1, 1), (2, 2, 0), (3, 3, -1)])
+        layout.fit_into((0, 0, 0, 8, 8, 4))
+        self.assertEqual(
+            layout.coords, [[0, 0, 0], [2, 2, 2], [4, 4, 4], [6, 6, 2], [8, 8, 0]]
         )
 
         layout = Layout([])
-        layout.fit_into((6,7,8,11))
+        layout.fit_into((6, 7, 8, 11))
         self.assertEqual(layout.coords, [])
 
     def testToPolar(self):
         layout = Layout([(0, 0), (-1, 1), (0, 1), (1, 1)])
         layout.to_radial(min_angle=180, max_angle=0, max_radius=2)
-        exp = [[0., 0.], [-2., 0.], [0., 2.], [2, 0.]]
+        exp = [[0.0, 0.0], [-2.0, 0.0], [0.0, 2.0], [2, 0.0]]
         for idx in range(4):
             self.assertAlmostEqual(layout.coords[idx][0], exp[idx][0], places=3)
             self.assertAlmostEqual(layout.coords[idx][1], exp[idx][1], places=3)
 
     def testTransform(self):
-        def tr(coord, dx, dy): return coord[0]+dx, coord[1]+dy
+        def tr(coord, dx, dy):
+            return coord[0] + dx, coord[1] + dy
+
         layout = Layout([(1, 2), (3, 4)])
         layout.transform(tr, 2, -1)
         self.assertEqual(layout.coords, [[3, 1], [5, 3]])
@@ -155,30 +148,34 @@ def layout_test(graph, test_with_dims=(2, 3)):
         g["layout"] = "graphopt"
         layout_test(g, test_with_dims=())
 
-        g.vs["x"] = range(20)
-        g.vs["y"] = range(20, 40)
+        g.vs["x"] = list(range(20))
+        g.vs["y"] = list(range(20, 40))
         layout_test(g, test_with_dims=())
 
         del g["layout"]
         lo = layout_test(g, test_with_dims=(2,))
-        self.assertEqual([tuple(item) for item in lo],
-                         list(zip(range(20), range(20, 40))))
+        self.assertEqual(
+            [tuple(item) for item in lo],
+            list(zip(list(range(20)), list(range(20, 40)))),
+        )
 
-        g.vs["z"] = range(40, 60)
+        g.vs["z"] = list(range(40, 60))
         lo = layout_test(g)
-        self.assertEqual([tuple(item) for item in lo],
-                         list(zip(range(20), range(20, 40), range(40, 60))))
+        self.assertEqual(
+            [tuple(item) for item in lo],
+            list(zip(list(range(20)), list(range(20, 40)), list(range(40, 60)))),
+        )
 
     def testCircle(self):
         def test_is_proper_circular_layout(graph, layout):
-            xs, ys = zip(*layout)
+            xs, ys = list(zip(*layout))
             n = graph.vcount()
             self.assertEqual(n, len(xs))
             self.assertEqual(n, len(ys))
             self.assertAlmostEqual(0, sum(xs))
             self.assertAlmostEqual(0, sum(ys))
             for x, y in zip(xs, ys):
-                self.assertAlmostEqual(1, x**2+y**2)
+                self.assertAlmostEqual(1, x ** 2 + y ** 2)
 
         g = Graph.Ring(8)
         layout = g.layout("circle")
@@ -203,15 +200,17 @@ def testFruchtermanReingold(self):
         lo = g.layout("fr")
         self.assertTrue(isinstance(lo, Layout))
 
-        lo = g.layout("fr", miny=range(100))
+        lo = g.layout("fr", miny=list(range(100)))
         self.assertTrue(isinstance(lo, Layout))
         self.assertTrue(all(lo[i][1] >= i for i in range(100)))
 
-        lo = g.layout("fr", miny=range(100), maxy=range(100))
+        lo = g.layout("fr", miny=list(range(100)), maxy=list(range(100)))
         self.assertTrue(isinstance(lo, Layout))
         self.assertTrue(all(lo[i][1] == i for i in range(100)))
 
-        lo = g.layout("fr", miny=[2]*100, maxy=[3]*100, minx=[4]*100, maxx=[6]*100)
+        lo = g.layout(
+            "fr", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100
+        )
         self.assertTrue(isinstance(lo, Layout))
         bbox = lo.bounding_box()
         self.assertTrue(bbox.top >= 2)
@@ -222,13 +221,15 @@ def testFruchtermanReingold(self):
     def testFruchtermanReingoldGrid(self):
         g = Graph.Barabasi(100)
         for grid_opt in ["grid", "nogrid", "auto", True, False]:
-            lo = g.layout("fr", miny=range(100), grid=grid_opt)
+            lo = g.layout("fr", miny=list(range(100)), grid=grid_opt)
             self.assertTrue(isinstance(lo, Layout))
             self.assertTrue(all(lo[i][1] >= i for i in range(100)))
 
     def testKamadaKawai(self):
         g = Graph.Barabasi(100)
-        lo = g.layout("kk", miny=[2]*100, maxy=[3]*100, minx=[4]*100, maxx=[6]*100)
+        lo = g.layout(
+            "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100
+        )
         self.assertTrue(isinstance(lo, Layout))
         bbox = lo.bounding_box()
         self.assertTrue(bbox.top >= 2)
@@ -257,9 +258,9 @@ def testReingoldTilford(self):
         self.assertEqual(ys, g.shortest_paths(root)[0])
         g = Graph.Barabasi(100) + Graph.Barabasi(50)
         lo = g.layout("rt", root=[0, 100])
-        self.assertEqual(lo[100][1]-lo[0][1], 0)
+        self.assertEqual(lo[100][1] - lo[0][1], 0)
         lo = g.layout("rt", root=[0, 100], rootlevel=[2, 10])
-        self.assertEqual(lo[100][1]-lo[0][1], 8)
+        self.assertEqual(lo[100][1] - lo[0][1], 8)
 
     def testBipartite(self):
         g = Graph.Full_Bipartite(3, 2)
@@ -273,8 +274,12 @@ def testBipartite(self):
         self.assertEqual([3, 3, 3, 0, 0], ys)
 
         lo = g.layout("bipartite", hgap=5)
-        self.assertEqual(set([0, 5, 10]), set(coord[0] for coord in lo if coord[1] == 1))
-        self.assertEqual(set([2.5, 7.5]), set(coord[0] for coord in lo if coord[1] == 0))
+        self.assertEqual(
+            set([0, 5, 10]), set(coord[0] for coord in lo if coord[1] == 1)
+        )
+        self.assertEqual(
+            set([2.5, 7.5]), set(coord[0] for coord in lo if coord[1] == 0)
+        )
 
     def testDRL(self):
         # Regression test for bug #1091891
diff --git a/tests/test_matching.py b/tests/test_matching.py
index f84763e43..e7c91c989 100644
--- a/tests/test_matching.py
+++ b/tests/test_matching.py
@@ -2,6 +2,7 @@
 
 from igraph import *
 
+
 def powerset(iterable):
     items_powers = [(item, 1 << i) for i, item in enumerate(iterable)]
     for i in range(1 << len(items_powers)):
@@ -10,17 +11,37 @@ def powerset(iterable):
                 yield item
 
 
-leda_graph = Graph([
-    (0,8),(0,12),(0,14),(1,9),(1,10),(1,13),
-    (2,8),(2,9),(3,10),(3,11),(3,13),(4,9),(4,14),
-    (5,14),(6,9),(6,14),(7,8),(7,12),(7,14)])
-leda_graph.vs["type"] = [0]*8+[1]*7
+leda_graph = Graph(
+    [
+        (0, 8),
+        (0, 12),
+        (0, 14),
+        (1, 9),
+        (1, 10),
+        (1, 13),
+        (2, 8),
+        (2, 9),
+        (3, 10),
+        (3, 11),
+        (3, 13),
+        (4, 9),
+        (4, 14),
+        (5, 14),
+        (6, 9),
+        (6, 14),
+        (7, 8),
+        (7, 12),
+        (7, 14),
+    ]
+)
+leda_graph.vs["type"] = [0] * 8 + [1] * 7
+
 
 class MatchingTests(unittest.TestCase):
     def setUp(self):
-        self.matching = Matching(leda_graph,
-                [12, 10, 8, 13, -1, 14, 9, -1, 2, 6, 1, -1, 0, 3, 5],
-                "type")
+        self.matching = Matching(
+            leda_graph, [12, 10, 8, 13, -1, 14, 9, -1, 2, 6, 1, -1, 0, 3, 5], "type"
+        )
 
     def testIsMaximal(self):
         self.assertTrue(self.matching.is_maximal())
@@ -38,8 +59,10 @@ def testMatchingRetrieval(self):
             else:
                 self.assertTrue(self.matching.is_matched(i))
                 self.assertEqual(self.matching.match_of(i), mate)
-                self.assertEqual(self.matching.match_of(
-                    leda_graph.vs[i]).index, leda_graph.vs[mate].index)
+                self.assertEqual(
+                    self.matching.match_of(leda_graph.vs[i]).index,
+                    leda_graph.vs[mate].index,
+                )
 
 
 class MaximumBipartiteMatchingTests(unittest.TestCase):
@@ -57,12 +80,12 @@ def testBipartiteMatchingSimple(self):
     def testBipartiteMatchingErrors(self):
         # Type vector too short
         g = Graph([(0, 1), (1, 2), (2, 3)])
-        self.assertRaises(InternalError, g.maximum_bipartite_matching,
-                types=[0,1,0])
+        self.assertRaises(InternalError, g.maximum_bipartite_matching, types=[0, 1, 0])
 
         # Graph not bipartite
-        self.assertRaises(InternalError, g.maximum_bipartite_matching,
-                types=[0,1,1,1])
+        self.assertRaises(
+            InternalError, g.maximum_bipartite_matching, types=[0, 1, 1, 1]
+        )
 
 
 def suite():
@@ -70,10 +93,11 @@ def suite():
     bipartite_unweighted_suite = unittest.makeSuite(MaximumBipartiteMatchingTests)
     return unittest.TestSuite([matching_suite, bipartite_unweighted_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 5261d4386..ec001dd46 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -9,6 +9,7 @@
 except ImportError:
     np = None
 
+
 class OperatorTests(unittest.TestCase):
     def testComplementer(self):
         g = Graph.Full(3)
@@ -18,32 +19,53 @@ def testComplementer(self):
 
         g = Graph.Full(3) + Graph.Full(2)
         g2 = g.complementer(False)
-        self.assertTrue(sorted(g2.get_edgelist()) == [
-            (0, 3), (0, 4), (1, 3), (1, 4), (2, 3), (2, 4)
-        ])
+        self.assertTrue(
+            sorted(g2.get_edgelist())
+            == [(0, 3), (0, 4), (1, 3), (1, 4), (2, 3), (2, 4)]
+        )
 
         g2 = g.complementer(loops=True)
-        self.assertTrue(sorted(g2.get_edgelist()) == [
-            (0, 0), (0, 3), (0, 4), (1, 1), (1, 3), (1, 4), (2, 2), (2, 3), (2, 4),
-            (3, 3), (4, 4)
-        ])
+        self.assertTrue(
+            sorted(g2.get_edgelist())
+            == [
+                (0, 0),
+                (0, 3),
+                (0, 4),
+                (1, 1),
+                (1, 3),
+                (1, 4),
+                (2, 2),
+                (2, 3),
+                (2, 4),
+                (3, 3),
+                (4, 4),
+            ]
+        )
 
     def testMultiplication(self):
         g = Graph.Full(3) * 3
-        self.assertTrue(g.vcount() == 9 and g.ecount() == 9
-                        and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2])
+        self.assertTrue(
+            g.vcount() == 9
+            and g.ecount() == 9
+            and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2]
+        )
 
     def testDifference(self):
         g = Graph.Tree(7, 2) - Graph.Lattice([7])
         self.assertTrue(g.vcount() == 7 and g.ecount() == 5)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0, 2), (1, 3), (1, 4), (2, 5), (2, 6)])
+        self.assertTrue(
+            sorted(g.get_edgelist()) == [(0, 2), (1, 3), (1, 4), (2, 5), (2, 6)]
+        )
 
     def testDifferenceWithSelfLoop(self):
         # https://github.com/igraph/igraph/issues/597#
         g = Graph.Ring(10) + [(0, 0)]
         g -= Graph.Ring(5)
         self.assertTrue(g.vcount() == 10 and g.ecount() == 7)
-        self.assertTrue(sorted(g.get_edgelist()) == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)])
+        self.assertTrue(
+            sorted(g.get_edgelist())
+            == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)]
+        )
 
     def testIntersection(self):
         g = Graph.Tree(7, 2) & Graph.Lattice([7])
@@ -90,10 +112,23 @@ def testDisjointUnionSingle(self):
     def testUnion(self):
         g = Graph.Tree(7, 2) | Graph.Lattice([7])
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)
-        self.assertTrue(sorted(g.get_edgelist()) == [
-            (0, 1), (0, 2), (0, 6), (1, 2), (1, 3), (1, 4), (2, 3), (2, 5),
-            (2, 6), (3, 4), (4, 5), (5, 6)
-        ])
+        self.assertTrue(
+            sorted(g.get_edgelist())
+            == [
+                (0, 1),
+                (0, 2),
+                (0, 6),
+                (1, 2),
+                (1, 3),
+                (1, 4),
+                (2, 3),
+                (2, 5),
+                (2, 6),
+                (3, 4),
+                (4, 5),
+                (5, 6),
+            ]
+        )
 
     def testUnionMethod(self):
         g = Graph.Tree(7, 2).union(Graph.Lattice([7]))
@@ -117,36 +152,38 @@ def testUnionMany(self):
 
     def testUnionManyAttributes(self):
         gs = [
-            Graph.Formula('A-B'),
-            Graph.Formula('A-B,C-D'),
-            ]
-        gs[0]['attr'] = 'graph1'
-        gs[0].vs['attr'] = ['set', 'set_too']
-        gs[0].vs['attr2'] = ['set', 'set_too']
-        gs[1].vs[0]['attr'] = 'set'
-        gs[1].vs[0]['attr2'] = 'conflict'
+            Graph.Formula("A-B"),
+            Graph.Formula("A-B,C-D"),
+        ]
+        gs[0]["attr"] = "graph1"
+        gs[0].vs["attr"] = ["set", "set_too"]
+        gs[0].vs["attr2"] = ["set", "set_too"]
+        gs[1].vs[0]["attr"] = "set"
+        gs[1].vs[0]["attr2"] = "conflict"
         g = union(gs)
-        names = g.vs['name']
-        self.assertTrue(g['attr'] == 'graph1')
-        self.assertTrue(g.vs[names.index('A')]['attr'] == 'set')
-        self.assertTrue(g.vs[names.index('B')]['attr'] == 'set_too')
+        names = g.vs["name"]
+        self.assertTrue(g["attr"] == "graph1")
+        self.assertTrue(g.vs[names.index("A")]["attr"] == "set")
+        self.assertTrue(g.vs[names.index("B")]["attr"] == "set_too")
         self.assertTrue(g.ecount() == 2)
-        self.assertTrue(sorted(g.vertex_attributes()) == ['attr', 'attr2_1', 'attr2_2', 'name'])
+        self.assertTrue(
+            sorted(g.vertex_attributes()) == ["attr", "attr2_1", "attr2_2", "name"]
+        )
 
     def testUnionManyEdgemap(self):
         gs = [
-            Graph.Formula('A-B'),
-            Graph.Formula('C-D, A-B'),
-            ]
-        gs[0].es[0]['attr'] = 'set'
-        gs[1].es[0]['attr'] = 'set_too'
+            Graph.Formula("A-B"),
+            Graph.Formula("C-D, A-B"),
+        ]
+        gs[0].es[0]["attr"] = "set"
+        gs[1].es[0]["attr"] = "set_too"
         g = union(gs)
         for e in g.es:
-            vnames = [g.vs[e.source]['name'], g.vs[e.target]['name']]
-            if set(vnames) == set(['A', 'B']):
-                self.assertTrue(e['attr'] == 'set')
+            vnames = [g.vs[e.source]["name"], g.vs[e.target]["name"]]
+            if set(vnames) == set(["A", "B"]):
+                self.assertTrue(e["attr"] == "set")
             else:
-                self.assertTrue(e['attr'] == 'set_too')
+                self.assertTrue(e["attr"] == "set_too")
 
     def testIntersectionNoGraphs(self):
         self.assertRaises(ValueError, intersection, [])
@@ -166,30 +203,30 @@ def testIntersectionMany(self):
 
     def testIntersectionManyAttributes(self):
         gs = [Graph.Tree(7, 2), Graph.Lattice([7])]
-        gs[0]['attr'] = 'graph1'
-        gs[0].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
-        gs[1].vs['name'] = ['one', 'two', 'three', 'four', 'five', 'six', '7']
-        gs[0].vs[0]['attr'] = 'set'
-        gs[1].vs[5]['attr'] = 'set_too'
+        gs[0]["attr"] = "graph1"
+        gs[0].vs["name"] = ["one", "two", "three", "four", "five", "six", "7"]
+        gs[1].vs["name"] = ["one", "two", "three", "four", "five", "six", "7"]
+        gs[0].vs[0]["attr"] = "set"
+        gs[1].vs[5]["attr"] = "set_too"
         g = intersection(gs)
-        names = g.vs['name']
-        self.assertTrue(g['attr'] == 'graph1')
-        self.assertTrue(g.vs[names.index('one')]['attr'] == 'set')
-        self.assertTrue(g.vs[names.index('six')]['attr'] == 'set_too')
+        names = g.vs["name"]
+        self.assertTrue(g["attr"] == "graph1")
+        self.assertTrue(g.vs[names.index("one")]["attr"] == "set")
+        self.assertTrue(g.vs[names.index("six")]["attr"] == "set_too")
         self.assertTrue(g.ecount() == 1)
         self.assertTrue(
-            set(g.get_edgelist()[0]) == set([names.index('one'), names.index('two')]),
+            set(g.get_edgelist()[0]) == set([names.index("one"), names.index("two")]),
         )
 
     def testIntersectionManyEdgemap(self):
         gs = [
-            Graph.Formula('A-B'),
-            Graph.Formula('A-B,C-D'),
-            ]
-        gs[0].es[0]['attr'] = 'set'
-        gs[1].es[1]['attr'] = 'set_too'
+            Graph.Formula("A-B"),
+            Graph.Formula("A-B,C-D"),
+        ]
+        gs[0].es[0]["attr"] = "set"
+        gs[1].es[1]["attr"] = "set_too"
         g = intersection(gs)
-        self.assertTrue(g.es['attr'] == ['set'])
+        self.assertTrue(g.es["attr"] == ["set"])
 
     def testInPlaceAddition(self):
         g = Graph.Full(3)
@@ -197,28 +234,39 @@ def testInPlaceAddition(self):
 
         # Adding vertices
         g += 2
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 3
-                        and g.clusters().membership == [0,0,0,1,2])
+        self.assertTrue(
+            g.vcount() == 5
+            and g.ecount() == 3
+            and g.clusters().membership == [0, 0, 0, 1, 2]
+        )
 
         # Adding a vertex by name
         g += "spam"
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 3
-                        and g.clusters().membership == [0,0,0,1,2,3])
+        self.assertTrue(
+            g.vcount() == 6
+            and g.ecount() == 3
+            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+        )
 
         # Adding a single edge
         g += (2, 3)
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 4
-                        and g.clusters().membership == [0,0,0,0,1,2])
+        self.assertTrue(
+            g.vcount() == 6
+            and g.ecount() == 4
+            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+        )
 
         # Adding two edges
         g += [(3, 4), (2, 4), (4, 5)]
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 7
-                        and g.clusters().membership == [0]*6)
+        self.assertTrue(
+            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+        )
 
         # Adding two more vertices
         g += ["eggs", "bacon"]
-        self.assertEqual(g.vs["name"], [None, None, None, None, None,
-            "spam", "eggs", "bacon"])
+        self.assertEqual(
+            g.vs["name"], [None, None, None, None, None, "spam", "eggs", "bacon"]
+        )
 
         # Did we really use the original graph so far?
         # TODO: disjoint union should be modified so that this assertion
@@ -227,45 +275,65 @@ def testInPlaceAddition(self):
 
         # Adding another graph
         g += Graph.Full(3)
-        self.assertTrue(g.vcount() == 11 and g.ecount() == 10
-                        and g.clusters().membership == [0,0,0,0,0,0,1,2,3,3,3])
+        self.assertTrue(
+            g.vcount() == 11
+            and g.ecount() == 10
+            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3]
+        )
 
         # Adding two graphs
         g += [Graph.Full(3), Graph.Full(2)]
-        self.assertTrue(g.vcount() == 16 and g.ecount() == 14
-                        and g.clusters().membership == [0,0,0,0,0,0,1,2,3,3,3,4,4,4,5,5])
+        self.assertTrue(
+            g.vcount() == 16
+            and g.ecount() == 14
+            and g.clusters().membership
+            == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3, 4, 4, 4, 5, 5]
+        )
 
     def testAddition(self):
         g0 = Graph.Full(3)
 
         # Adding vertices
-        g = g0+2
-        self.assertTrue(g.vcount() == 5 and g.ecount() == 3
-                        and g.clusters().membership == [0,0,0,1,2])
+        g = g0 + 2
+        self.assertTrue(
+            g.vcount() == 5
+            and g.ecount() == 3
+            and g.clusters().membership == [0, 0, 0, 1, 2]
+        )
         g0 = g
 
         # Adding vertices by name
-        g = g0+"spam"
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 3
-                        and g.clusters().membership == [0,0,0,1,2,3])
+        g = g0 + "spam"
+        self.assertTrue(
+            g.vcount() == 6
+            and g.ecount() == 3
+            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+        )
         g0 = g
 
         # Adding a single edge
-        g = g0+(2,3)
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 4
-                        and g.clusters().membership == [0,0,0,0,1,2])
+        g = g0 + (2, 3)
+        self.assertTrue(
+            g.vcount() == 6
+            and g.ecount() == 4
+            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+        )
         g0 = g
 
         # Adding two edges
-        g = g0+[(3, 4), (2, 4), (4, 5)]
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 7
-                        and g.clusters().membership == [0]*6)
+        g = g0 + [(3, 4), (2, 4), (4, 5)]
+        self.assertTrue(
+            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+        )
         g0 = g
 
         # Adding another graph
-        g = g0+Graph.Full(3)
-        self.assertTrue(g.vcount() == 9 and g.ecount() == 10
-                        and g.clusters().membership == [0,0,0,0,0,0,1,1,1])
+        g = g0 + Graph.Full(3)
+        self.assertTrue(
+            g.vcount() == 9
+            and g.ecount() == 10
+            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 1, 1]
+        )
 
     def testInPlaceSubtraction(self):
         g = Graph.Full(8)
@@ -273,28 +341,43 @@ def testInPlaceSubtraction(self):
 
         # Deleting a vertex by vertex selector
         g -= 7
-        self.assertTrue(g.vcount() == 7 and g.ecount() == 21
-                        and g.clusters().membership == [0,0,0,0,0,0,0])
+        self.assertTrue(
+            g.vcount() == 7
+            and g.ecount() == 21
+            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 0]
+        )
 
         # Deleting a vertex
         g -= g.vs[6]
-        self.assertTrue(g.vcount() == 6 and g.ecount() == 15
-                        and g.clusters().membership == [0,0,0,0,0,0])
+        self.assertTrue(
+            g.vcount() == 6
+            and g.ecount() == 15
+            and g.clusters().membership == [0, 0, 0, 0, 0, 0]
+        )
 
         # Deleting two vertices
         g -= [4, 5]
-        self.assertTrue(g.vcount() == 4 and g.ecount() == 6
-                        and g.clusters().membership == [0,0,0,0])
+        self.assertTrue(
+            g.vcount() == 4
+            and g.ecount() == 6
+            and g.clusters().membership == [0, 0, 0, 0]
+        )
 
         # Deleting an edge
         g -= (1, 2)
-        self.assertTrue(g.vcount() == 4 and g.ecount() == 5
-                        and g.clusters().membership == [0,0,0,0])
+        self.assertTrue(
+            g.vcount() == 4
+            and g.ecount() == 5
+            and g.clusters().membership == [0, 0, 0, 0]
+        )
 
         # Deleting three more edges
         g -= [(1, 3), (0, 2), (0, 3)]
-        self.assertTrue(g.vcount() == 4 and g.ecount() == 2
-                        and g.clusters().membership == [0,0,1,1])
+        self.assertTrue(
+            g.vcount() == 4
+            and g.ecount() == 2
+            and g.clusters().membership == [0, 0, 1, 1]
+        )
 
         # Did we really use the original graph so far?
         self.assertTrue(id(g) == id(orig))
@@ -302,8 +385,11 @@ def testInPlaceSubtraction(self):
         # Subtracting a graph
         g2 = Graph.Tree(3, 2)
         g -= g2
-        self.assertTrue(g.vcount() == 4 and g.ecount() == 1
-                        and g.clusters().membership == [0,1,2,2])
+        self.assertTrue(
+            g.vcount() == 4
+            and g.ecount() == 1
+            and g.clusters().membership == [0, 1, 2, 2]
+        )
 
     def testNonzero(self):
         self.assertTrue(Graph(1))
@@ -315,7 +401,7 @@ def testLength(self):
         self.assertTrue(len(Graph.Full(5).es) == 10)
 
     def testSimplify(self):
-        el = [(0,1), (1,0), (1,2), (2,3), (2,3), (2,3), (3,3)]
+        el = [(0, 1), (1, 0), (1, 2), (2, 3), (2, 3), (2, 3), (3, 3)]
         g = Graph(el)
         g.es["weight"] = [1, 2, 3, 4, 5, 6, 7]
 
@@ -341,17 +427,49 @@ def testContractVertices(self):
         g2.contract_vertices([0, 1, 2, 3, 1, 0, 4, 5])
         self.assertEqual(g2.vcount(), 6)
         self.assertEqual(g2.ecount(), g.ecount())
-        self.assertEqual(sorted(g2.get_edgelist()),
-                [(0, 0), (0, 1), (0, 1), (0, 2), (0, 3), (0, 4), (0, 5),
-                 (1, 1), (1, 2), (1, 3), (1, 4), (1, 5), (2, 3), (4, 5)])
+        self.assertEqual(
+            sorted(g2.get_edgelist()),
+            [
+                (0, 0),
+                (0, 1),
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (0, 4),
+                (0, 5),
+                (1, 1),
+                (1, 2),
+                (1, 3),
+                (1, 4),
+                (1, 5),
+                (2, 3),
+                (4, 5),
+            ],
+        )
 
         g2 = g.copy()
         g2.contract_vertices([0, 1, 2, 3, 1, 0, 6, 7])
         self.assertEqual(g2.vcount(), 8)
         self.assertEqual(g2.ecount(), g.ecount())
-        self.assertEqual(sorted(g2.get_edgelist()),
-                [(0, 0), (0, 1), (0, 1), (0, 2), (0, 3), (0, 6), (0, 7),
-                 (1, 1), (1, 2), (1, 3), (1, 6), (1, 7), (2, 3), (6, 7)])
+        self.assertEqual(
+            sorted(g2.get_edgelist()),
+            [
+                (0, 0),
+                (0, 1),
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (0, 6),
+                (0, 7),
+                (1, 1),
+                (1, 2),
+                (1, 3),
+                (1, 6),
+                (1, 7),
+                (2, 3),
+                (6, 7),
+            ],
+        )
 
         g2 = Graph(10)
         g2.contract_vertices([0, 0, 1, 1, 2, 2, 3, 3, 4, 4])
@@ -365,19 +483,36 @@ def testContractVerticesWithNumPyIntegers(self):
         g2.contract_vertices([np.int32(x) for x in [0, 1, 2, 3, 1, 0, 6, 7]])
         self.assertEqual(g2.vcount(), 8)
         self.assertEqual(g2.ecount(), g.ecount())
-        self.assertEqual(sorted(g2.get_edgelist()),
-                [(0, 0), (0, 1), (0, 1), (0, 2), (0, 3), (0, 6), (0, 7),
-                 (1, 1), (1, 2), (1, 3), (1, 6), (1, 7), (2, 3), (6, 7)])
+        self.assertEqual(
+            sorted(g2.get_edgelist()),
+            [
+                (0, 0),
+                (0, 1),
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (0, 6),
+                (0, 7),
+                (1, 1),
+                (1, 2),
+                (1, 3),
+                (1, 6),
+                (1, 7),
+                (2, 3),
+                (6, 7),
+            ],
+        )
 
 
 def suite():
     operator_suite = unittest.makeSuite(OperatorTests)
     return unittest.TestSuite([operator_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_rng.py b/tests/test_rng.py
index 29ca51492..00f82d8c4 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -16,6 +16,7 @@ def randint(a, b):
     def gauss(mu, sigma):
         return 0.3
 
+
 class InvalidRNG(object):
     pass
 
@@ -30,8 +31,7 @@ def testSetRandomNumberGenerator(self):
         self.assertEqual(graph.vs["x"], [0.1] * 10)
         self.assertEqual(graph.vs["y"], [0.1] * 10)
 
-        self.assertRaises(AttributeError, set_random_number_generator,
-                InvalidRNG)
+        self.assertRaises(AttributeError, set_random_number_generator, InvalidRNG)
 
     def testSeeding(self):
         state = random.getstate()
@@ -45,10 +45,11 @@ def suite():
     random_suite = unittest.makeSuite(RandomNumberGeneratorTests)
     return unittest.TestSuite([random_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_separators.py b/tests/test_separators.py
index caabc54c0..187026f63 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -2,6 +2,7 @@
 
 from igraph import *
 
+
 def powerset(iterable):
     items_powers = [(item, 1 << i) for i, item in enumerate(iterable)]
     for i in range(1 << len(items_powers)):
@@ -9,6 +10,7 @@ def powerset(iterable):
             if i & power:
                 yield item
 
+
 class IsSeparatorTests(unittest.TestCase):
     def testIsSeparator(self):
         g = Graph.Lattice([8, 4], circular=False)
@@ -20,9 +22,9 @@ def testIsSeparator(self):
         g = Graph.Lattice([8, 4], circular=True)
         self.assertFalse(g.is_separator([3, 11, 19, 27]))
         self.assertFalse(g.is_separator([29, 20, 11, 2]))
-        self.assertFalse(g.is_separator(range(32)))
+        self.assertFalse(g.is_separator(list(range(32))))
 
-        self.assertRaises(InternalError, g.is_separator, range(33))
+        self.assertRaises(InternalError, g.is_separator, list(range(33)))
 
     def testIsMinimalSeparator(self):
         g = Graph.Lattice([8, 4], circular=False)
@@ -30,14 +32,14 @@ def testIsMinimalSeparator(self):
         self.assertFalse(g.is_minimal_separator([3, 11, 19, 27, 28]))
         self.assertFalse(g.is_minimal_separator([16, 25, 17]))
         self.assertTrue(g.is_minimal_separator([16, 25]))
-        self.assertFalse(g.is_minimal_separator(range(32)))
+        self.assertFalse(g.is_minimal_separator(list(range(32))))
 
-        self.assertRaises(InternalError, g.is_minimal_separator, range(33))
+        self.assertRaises(InternalError, g.is_minimal_separator, list(range(33)))
 
     def testAllMinimalSTSeparators(self):
         g = Graph.Famous("petersen")
         min_st_seps = set(tuple(x) for x in g.all_minimal_st_separators())
-        for vs in powerset(range(g.vcount())):
+        for vs in powerset(list(range(g.vcount()))):
             if vs in min_st_seps:
                 self.assertTrue(g.is_minimal_separator(vs))
             else:
@@ -52,18 +54,20 @@ def testMinimumSizeSeparators(self):
 
         size = len(min_size_seps[0])
         self.assertTrue(len(s) != size for s in min_size_seps)
-        self.assertTrue(sum(1 for s in min_st_seps if len(s) == size) ==
-                        len(min_size_seps))
+        self.assertTrue(
+            sum(1 for s in min_st_seps if len(s) == size) == len(min_size_seps)
+        )
 
 
 def suite():
     is_separator_suite = unittest.makeSuite(IsSeparatorTests)
     return unittest.TestSuite([is_separator_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index f2d75f441..d0912fb13 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -2,44 +2,53 @@
 import unittest
 from igraph import *
 
+
 class SpectralTests(unittest.TestCase):
-    def assertAlmostEqualMatrix(self, mat1, mat2, eps = 1e-7):
-        self.assertTrue(all(
-            abs(obs-exp) < eps
-            for obs, exp in zip(sum(mat1, []), sum(mat2, []))
-        ))
+    def assertAlmostEqualMatrix(self, mat1, mat2, eps=1e-7):
+        self.assertTrue(
+            all(abs(obs - exp) < eps for obs, exp in zip(sum(mat1, []), sum(mat2, [])))
+        )
 
     def testLaplacian(self):
-        g=Graph.Full(3)
+        g = Graph.Full(3)
         g.es["weight"] = [1, 2, 3]
-        self.assertTrue(g.laplacian() == [[ 2, -1, -1],\
-                                          [-1,  2, -1],\
-                                          [-1, -1,  2]])
-        self.assertAlmostEqualMatrix(g.laplacian(normalized=True),
-                [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]])
-
-        mx0 = [[1., -1/(12**0.5), -2/(15**0.5)],
-              [-1/(12**0.5), 1., -3/(20**0.5)],
-              [-2/(15**0.5), -3/(20**0.5), 1.]]
+        self.assertTrue(g.laplacian() == [[2, -1, -1], [-1, 2, -1], [-1, -1, 2]])
+        self.assertAlmostEqualMatrix(
+            g.laplacian(normalized=True),
+            [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]],
+        )
+
+        mx0 = [
+            [1.0, -1 / (12 ** 0.5), -2 / (15 ** 0.5)],
+            [-1 / (12 ** 0.5), 1.0, -3 / (20 ** 0.5)],
+            [-2 / (15 ** 0.5), -3 / (20 ** 0.5), 1.0],
+        ]
         self.assertAlmostEqualMatrix(g.laplacian("weight", True), mx0)
 
-        g=Graph.Tree(5, 2)
+        g = Graph.Tree(5, 2)
         g.add_vertices(1)
-        self.assertTrue(g.laplacian() == [[ 2, -1, -1,  0,  0, 0],\
-                                          [-1,  3,  0, -1, -1, 0],\
-                                          [-1,  0,  1,  0,  0, 0],\
-                                          [ 0, -1,  0,  1,  0, 0],\
-                                          [ 0, -1,  0,  0,  1, 0],\
-                                          [ 0,  0,  0,  0,  0, 0]])
-        
+        self.assertTrue(
+            g.laplacian()
+            == [
+                [2, -1, -1, 0, 0, 0],
+                [-1, 3, 0, -1, -1, 0],
+                [-1, 0, 1, 0, 0, 0],
+                [0, -1, 0, 1, 0, 0],
+                [0, -1, 0, 0, 1, 0],
+                [0, 0, 0, 0, 0, 0],
+            ]
+        )
+
+
 def suite():
     spectral_suite = unittest.makeSuite(SpectralTests)
     return unittest.TestSuite([spectral_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_structural.py b/tests/test_structural.py
index e3e72d516..aadf18033 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -1,5 +1,3 @@
-from __future__ import division
-
 import math
 import unittest
 import warnings
@@ -7,27 +5,29 @@
 from igraph import *
 from math import isnan
 
+
 class SimplePropertiesTests(unittest.TestCase):
-    gfull  = Graph.Full(10)
+    gfull = Graph.Full(10)
     gempty = Graph(10)
     g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
-    gdir = Graph(4, [(0, 1), (0, 2), (1, 2), (2, 1), (0, 3), (1, 3), (3, 0)], directed=True)
+    gdir = Graph(
+        4, [(0, 1), (0, 2), (1, 2), (2, 1), (0, 3), (1, 3), (3, 0)], directed=True
+    )
     tree = Graph.Tree(14, 3)
 
     def testDensity(self):
         self.assertAlmostEqual(1.0, self.gfull.density(), places=5)
         self.assertAlmostEqual(0.0, self.gempty.density(), places=5)
-        self.assertAlmostEqual(5/6, self.g.density(), places=5)
-        self.assertAlmostEqual(1/2, self.g.density(True), places=5)
-        self.assertAlmostEqual(7/12, self.gdir.density(), places=5)
-        self.assertAlmostEqual(7/16, self.gdir.density(True), places=5)
-        self.assertAlmostEqual(1/7, self.tree.density(), places=5)
+        self.assertAlmostEqual(5 / 6, self.g.density(), places=5)
+        self.assertAlmostEqual(1 / 2, self.g.density(True), places=5)
+        self.assertAlmostEqual(7 / 12, self.gdir.density(), places=5)
+        self.assertAlmostEqual(7 / 16, self.gdir.density(True), places=5)
+        self.assertAlmostEqual(1 / 7, self.tree.density(), places=5)
 
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
         self.assertTrue(self.gempty.diameter(unconn=False) == 10)
-        self.assertTrue(self.gempty.diameter(unconn=False, weights=[]) \
-                == float('inf'))
+        self.assertTrue(self.gempty.diameter(unconn=False, weights=[]) == float("inf"))
         self.assertTrue(self.g.diameter() == 2)
         self.assertTrue(self.gdir.diameter(False) == 2)
         self.assertTrue(self.gdir.diameter() == 3)
@@ -47,15 +47,13 @@ def testDiameter(self):
         self.assertTrue(d == (13, 6, 15) or d == (6, 13, 15))
 
     def testEccentricity(self):
-        self.assertEqual(self.gfull.eccentricity(),
-                [1] * self.gfull.vcount())
-        self.assertEqual(self.gempty.eccentricity(),
-                [0] * self.gempty.vcount())
+        self.assertEqual(self.gfull.eccentricity(), [1] * self.gfull.vcount())
+        self.assertEqual(self.gempty.eccentricity(), [0] * self.gempty.vcount())
         self.assertEqual(self.g.eccentricity(), [1, 1, 2, 2])
-        self.assertEqual(self.gdir.eccentricity(),
-                [1, 2, 3, 2])
-        self.assertEqual(self.tree.eccentricity(),
-                [3, 3, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5])
+        self.assertEqual(self.gdir.eccentricity(), [1, 2, 3, 2])
+        self.assertEqual(
+            self.tree.eccentricity(), [3, 3, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5]
+        )
         self.assertEqual(Graph().eccentricity(), [])
 
     def testRadius(self):
@@ -72,51 +70,59 @@ def testTransitivity(self):
         self.assertTrue(self.g.transitivity_undirected() == 0.75)
 
     def testLocalTransitivity(self):
-        self.assertTrue(self.gfull.transitivity_local_undirected() ==
-                [1.0] * self.gfull.vcount())
-        self.assertTrue(self.tree.transitivity_local_undirected(mode="zero") ==
-                [0.0] * self.tree.vcount())
+        self.assertTrue(
+            self.gfull.transitivity_local_undirected() == [1.0] * self.gfull.vcount()
+        )
+        self.assertTrue(
+            self.tree.transitivity_local_undirected(mode="zero")
+            == [0.0] * self.tree.vcount()
+        )
 
         l = self.g.transitivity_local_undirected(mode="zero")
-        self.assertAlmostEqual(2/3, l[0], places=4)
-        self.assertAlmostEqual(2/3, l[1], places=4)
+        self.assertAlmostEqual(2 / 3, l[0], places=4)
+        self.assertAlmostEqual(2 / 3, l[1], places=4)
         self.assertEqual(1, l[2])
         self.assertEqual(1, l[3])
 
         g = Graph.Full(4) + 1 + [(0, 4)]
         g.es["weight"] = [1, 1, 1, 1, 1, 1, 5]
         self.assertAlmostEqual(
-                g.transitivity_local_undirected(0, weights="weight"),
-                0.25, places=4)
+            g.transitivity_local_undirected(0, weights="weight"), 0.25, places=4
+        )
 
     def testAvgLocalTransitivity(self):
         self.assertTrue(self.gfull.transitivity_avglocal_undirected() == 1.0)
         self.assertTrue(self.tree.transitivity_avglocal_undirected() == 0.0)
-        self.assertAlmostEqual(self.g.transitivity_avglocal_undirected(), 5/6., places=4)
+        self.assertAlmostEqual(
+            self.g.transitivity_avglocal_undirected(), 5 / 6.0, places=4
+        )
 
     def testModularity(self):
-        g = Graph.Full(5)+Graph.Full(5)
-        g.add_edges([(0,5)])
-        cl = [0]*5+[1]*5
+        g = Graph.Full(5) + Graph.Full(5)
+        g.add_edges([(0, 5)])
+        cl = [0] * 5 + [1] * 5
         self.assertAlmostEqual(g.modularity(cl), 0.4523, places=3)
-        ws = [1]*21
+        ws = [1] * 21
         self.assertAlmostEqual(g.modularity(cl, ws), 0.4523, places=3)
-        ws = [2]*21
+        ws = [2] * 21
         self.assertAlmostEqual(g.modularity(cl, ws), 0.4523, places=3)
-        ws = [2]*10+[1]*11
+        ws = [2] * 10 + [1] * 11
         self.assertAlmostEqual(g.modularity(cl, ws), 0.4157, places=3)
         self.assertRaises(InternalError, g.modularity, cl, ws[0:20])
 
+
 class DegreeTests(unittest.TestCase):
-    gfull  = Graph.Full(10)
+    gfull = Graph.Full(10)
     gempty = Graph(10)
     g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3), (0, 0)])
-    gdir = Graph(4, [(0, 1), (0, 2), (1, 2), (2, 1), (0, 3), (1, 3), (3, 0)], directed=True)
+    gdir = Graph(
+        4, [(0, 1), (0, 2), (1, 2), (2, 1), (0, 3), (1, 3), (3, 0)], directed=True
+    )
     tree = Graph.Tree(10, 3)
 
     def testKnn(self):
         knn, knnk = self.gfull.knn()
-        self.assertTrue(knn == [9.] * 10)
+        self.assertTrue(knn == [9.0] * 10)
         self.assertAlmostEqual(knnk[8], 9.0, places=6)
 
         # knn works for simple graphs only -- self.g is not simple
@@ -127,11 +133,11 @@ def testKnn(self):
         g.simplify()
 
         knn, knnk = g.knn()
-        diff = max(abs(a-b) for a, b in zip(knn, [7/3., 7/3., 3, 3]))
-        self.assertAlmostEqual(diff, 0., places=6)
+        diff = max(abs(a - b) for a, b in zip(knn, [7 / 3.0, 7 / 3.0, 3, 3]))
+        self.assertAlmostEqual(diff, 0.0, places=6)
         self.assertEqual(len(knnk), 3)
         self.assertAlmostEqual(knnk[1], 3, places=6)
-        self.assertAlmostEqual(knnk[2], 7/3., places=6)
+        self.assertAlmostEqual(knnk[2], 7 / 3.0, places=6)
 
     def testDegree(self):
         self.assertTrue(self.gfull.degree() == [9] * 10)
@@ -158,8 +164,10 @@ def testMaxDegree(self):
     def testStrength(self):
         # Turn off warnings about calling strength without weights
         import warnings
-        warnings.filterwarnings("ignore", "No edge weights for strength calculation", \
-                RuntimeWarning)
+
+        warnings.filterwarnings(
+            "ignore", "No edge weights for strength calculation", RuntimeWarning
+        )
 
         # No weights
         self.assertTrue(self.gfull.strength() == [9] * 10)
@@ -168,28 +176,21 @@ def testStrength(self):
         self.assertTrue(self.g.degree() == [5, 3, 2, 2])
         # With weights
         ws = [1, 2, 3, 4, 5, 6]
-        self.assertTrue(self.g.strength(weights=ws, loops=False) == \
-                [7, 9, 5, 9])
+        self.assertTrue(self.g.strength(weights=ws, loops=False) == [7, 9, 5, 9])
         self.assertTrue(self.g.strength(weights=ws) == [19, 9, 5, 9])
         ws = [1, 2, 3, 4, 5, 6, 7]
-        self.assertTrue(self.gdir.strength(mode=IN, weights=ws) == \
-                [7, 5, 5, 11])
-        self.assertTrue(self.gdir.strength(mode=OUT, weights=ws) == \
-                [8, 9, 4, 7])
-        self.assertTrue(self.gdir.strength(mode=ALL, weights=ws) == \
-                [15, 14, 9, 18])
+        self.assertTrue(self.gdir.strength(mode=IN, weights=ws) == [7, 5, 5, 11])
+        self.assertTrue(self.gdir.strength(mode=OUT, weights=ws) == [8, 9, 4, 7])
+        self.assertTrue(self.gdir.strength(mode=ALL, weights=ws) == [15, 14, 9, 18])
         vs = self.gdir.vs.select(0, 2)
-        self.assertTrue(self.gdir.strength(vs, mode=ALL, weights=ws) == \
-                [15, 9])
-        self.assertTrue(self.gdir.strength(self.gdir.vs[1], \
-                mode=ALL, weights=ws) == 14)
-
+        self.assertTrue(self.gdir.strength(vs, mode=ALL, weights=ws) == [15, 9])
+        self.assertTrue(self.gdir.strength(self.gdir.vs[1], mode=ALL, weights=ws) == 14)
 
 
 class LocalTransitivityTests(unittest.TestCase):
     def testLocalTransitivityFull(self):
         trans = Graph.Full(10).transitivity_local_undirected()
-        self.assertTrue(trans == [1.0]*10)
+        self.assertTrue(trans == [1.0] * 10)
 
     def testLocalTransitivityTree(self):
         trans = Graph.Tree(10, 3).transitivity_local_undirected()
@@ -203,61 +204,65 @@ def testLocalTransitivityHalf(self):
 
     def testLocalTransitivityPartial(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
-        trans = g.transitivity_local_undirected([1,2])
+        trans = g.transitivity_local_undirected([1, 2])
         trans = [round(x, 3) for x in trans]
         self.assertTrue(trans == [0.667, 1.0])
 
 
 class BiconnectedComponentTests(unittest.TestCase):
     g1 = Graph.Full(10)
-    g2 = Graph(5, [(0,1),(1,2),(2,3),(3,4)])
-    g3 = Graph(6, [(0,1),(1,2),(2,3),(3,0),(2,4),(2,5),(4,5)])
+    g2 = Graph(5, [(0, 1), (1, 2), (2, 3), (3, 4)])
+    g3 = Graph(6, [(0, 1), (1, 2), (2, 3), (3, 0), (2, 4), (2, 5), (4, 5)])
 
     def testBiconnectedComponents(self):
         s = self.g1.biconnected_components()
-        self.assertTrue(len(s) == 1 and s[0]==list(range(10)))
+        self.assertTrue(len(s) == 1 and s[0] == list(range(10)))
         s, ap = self.g1.biconnected_components(True)
-        self.assertTrue(len(s) == 1 and s[0]==list(range(10)))
+        self.assertTrue(len(s) == 1 and s[0] == list(range(10)))
 
         s = self.g3.biconnected_components()
-        self.assertTrue(len(s) == 2 and s[0]==[2,4,5] and s[1]==[0,1,2,3])
+        self.assertTrue(len(s) == 2 and s[0] == [2, 4, 5] and s[1] == [0, 1, 2, 3])
         s, ap = self.g3.biconnected_components(True)
-        self.assertTrue(len(s) == 2 and s[0]==[2,4,5] and \
-          s[1]==[0,1,2,3] and ap == [2])
+        self.assertTrue(
+            len(s) == 2 and s[0] == [2, 4, 5] and s[1] == [0, 1, 2, 3] and ap == [2]
+        )
 
     def testArticulationPoints(self):
         self.assertTrue(self.g1.articulation_points() == [])
-        self.assertTrue(self.g2.cut_vertices() == [1,2,3])
+        self.assertTrue(self.g2.cut_vertices() == [1, 2, 3])
         self.assertTrue(self.g3.articulation_points() == [2])
 
 
 class CentralityTests(unittest.TestCase):
     def testBetweennessCentrality(self):
         g = Graph.Star(5)
-        self.assertTrue(g.betweenness() == [6., 0., 0., 0., 0.])
+        self.assertTrue(g.betweenness() == [6.0, 0.0, 0.0, 0.0, 0.0])
         g = Graph(5, [(0, 1), (0, 2), (0, 3), (1, 4)])
-        self.assertTrue(g.betweenness() == [5., 3., 0., 0., 0.])
-        self.assertTrue(g.betweenness(cutoff=2) == [3., 1., 0., 0., 0.])
-        self.assertTrue(g.betweenness(cutoff=1) == [0., 0., 0., 0., 0.])
+        self.assertTrue(g.betweenness() == [5.0, 3.0, 0.0, 0.0, 0.0])
+        self.assertTrue(g.betweenness(cutoff=2) == [3.0, 1.0, 0.0, 0.0, 0.0])
+        self.assertTrue(g.betweenness(cutoff=1) == [0.0, 0.0, 0.0, 0.0, 0.0])
         g = Graph.Lattice([3, 3], circular=False)
-        self.assertTrue(g.betweenness(cutoff=2) == [0.5, 2.0, 0.5, 2.0, 4.0, 2.0, 0.5, 2.0, 0.5])
+        self.assertTrue(
+            g.betweenness(cutoff=2) == [0.5, 2.0, 0.5, 2.0, 4.0, 2.0, 0.5, 2.0, 0.5]
+        )
 
     def testEdgeBetweennessCentrality(self):
         g = Graph.Star(5)
-        self.assertTrue(g.edge_betweenness() == [4., 4., 4., 4.])
+        self.assertTrue(g.edge_betweenness() == [4.0, 4.0, 4.0, 4.0])
         g = Graph(5, [(0, 1), (0, 2), (0, 3), (1, 4)])
-        self.assertTrue(g.edge_betweenness() == [6., 4., 4., 4.])
-        self.assertTrue(g.edge_betweenness(cutoff=2) == [4., 3., 3., 2.])
-        self.assertTrue(g.edge_betweenness(cutoff=1) == [1., 1., 1., 1.])
+        self.assertTrue(g.edge_betweenness() == [6.0, 4.0, 4.0, 4.0])
+        self.assertTrue(g.edge_betweenness(cutoff=2) == [4.0, 3.0, 3.0, 2.0])
+        self.assertTrue(g.edge_betweenness(cutoff=1) == [1.0, 1.0, 1.0, 1.0])
         g = Graph.Ring(5)
-        self.assertTrue(g.edge_betweenness() == [3., 3., 3., 3., 3.])
-        self.assertTrue(g.edge_betweenness(weights=[4, 1, 1, 1, 1]) == \
-                [0.5, 3.5, 5.5, 5.5, 3.5])
+        self.assertTrue(g.edge_betweenness() == [3.0, 3.0, 3.0, 3.0, 3.0])
+        self.assertTrue(
+            g.edge_betweenness(weights=[4, 1, 1, 1, 1]) == [0.5, 3.5, 5.5, 5.5, 3.5]
+        )
 
     def testClosenessCentrality(self):
         g = Graph.Star(5)
         cl = g.closeness()
-        cl2 = [1., 0.57142, 0.57142, 0.57142, 0.57142]
+        cl2 = [1.0, 0.57142, 0.57142, 0.57142, 0.57142]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
@@ -265,7 +270,7 @@ def testClosenessCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.closeness(cutoff=1)
-        cl2 = [1., 0.25, 0.25, 0.25, 0.25]
+        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
@@ -273,7 +278,7 @@ def testClosenessCentrality(self):
 
         g = Graph.Star(5)
         cl = g.closeness(weights=weights)
-        cl2 = [1., 0.57142, 0.57142, 0.57142, 0.57142]
+        cl2 = [1.0, 0.57142, 0.57142, 0.57142, 0.57142]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
@@ -281,25 +286,72 @@ def testClosenessCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.closeness(cutoff=1, weights=weights)
-        cl2 = [1., 0.25, 0.25, 0.25, 0.25]
+        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
         # Test for igraph/igraph:#1078
-        g = Graph([
-            (0, 1), (0, 2), (0, 5), (0, 6), (0, 9), (1, 6), (1, 8),
-            (2, 4), (2, 6), (2, 7), (2, 8), (3, 6), (4, 8),
-            (5, 6), (5, 9), (6, 7), (6, 8), (7, 8), (7, 9), (8, 9)
-        ])
-        weights = [0.69452, 0.329886, 0.131649, 0.503269, 0.472738,
-            0.370933, 0.23857, 0.0354043, 0.189015, 0.355118, 0.768335,
-            0.893289, 0.891709, 0.494896, 0.924684, 0.432001, 0.858159,
-            0.246798, 0.881304, 0.64685]
+        g = Graph(
+            [
+                (0, 1),
+                (0, 2),
+                (0, 5),
+                (0, 6),
+                (0, 9),
+                (1, 6),
+                (1, 8),
+                (2, 4),
+                (2, 6),
+                (2, 7),
+                (2, 8),
+                (3, 6),
+                (4, 8),
+                (5, 6),
+                (5, 9),
+                (6, 7),
+                (6, 8),
+                (7, 8),
+                (7, 9),
+                (8, 9),
+            ]
+        )
+        weights = [
+            0.69452,
+            0.329886,
+            0.131649,
+            0.503269,
+            0.472738,
+            0.370933,
+            0.23857,
+            0.0354043,
+            0.189015,
+            0.355118,
+            0.768335,
+            0.893289,
+            0.891709,
+            0.494896,
+            0.924684,
+            0.432001,
+            0.858159,
+            0.246798,
+            0.881304,
+            0.64685,
+        ]
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.closeness(weights=weights)
-        expected_cl = [1.63318, 1.52014, 2.03724, 0.760158, 1.91449,
-            1.43224, 1.91761, 1.60198, 1.3891, 1.12829]
+        expected_cl = [
+            1.63318,
+            1.52014,
+            2.03724,
+            0.760158,
+            1.91449,
+            1.43224,
+            1.91761,
+            1.60198,
+            1.3891,
+            1.12829,
+        ]
         for obs, exp in zip(cl, expected_cl):
             self.assertAlmostEqual(obs, exp, places=4)
 
@@ -311,14 +363,14 @@ def testPageRank(self):
 
     def testPersonalizedPageRank(self):
         g = Graph.Star(11)
-        self.assertRaises(InternalError, g.personalized_pagerank, reset=[0]*11)
-        cent = g.personalized_pagerank(reset=[0,10]+[0]*9, damping=0.5)
+        self.assertRaises(InternalError, g.personalized_pagerank, reset=[0] * 11)
+        cent = g.personalized_pagerank(reset=[0, 10] + [0] * 9, damping=0.5)
         self.assertTrue(cent.index(max(cent)) == 1)
         self.assertAlmostEqual(cent[0], 0.3333, places=3)
         self.assertAlmostEqual(cent[1], 0.5166, places=3)
         self.assertAlmostEqual(cent[2], 0.0166, places=3)
         cent2 = g.personalized_pagerank(reset_vertices=g.vs[1], damping=0.5)
-        self.assertTrue(max(abs(x-y) for x, y in zip(cent, cent2)) < 0.001)
+        self.assertTrue(max(abs(x - y) for x, y in zip(cent, cent2)) < 0.001)
 
     def testEigenvectorCentrality(self):
         g = Graph.Star(11)
@@ -327,9 +379,10 @@ def testEigenvectorCentrality(self):
         self.assertAlmostEqual(max(cent), 1.0, places=3)
         self.assertTrue(min(cent) >= 0)
         cent, ev = g.evcent(scale=False, return_eigenvalue=True)
-        if cent[0]<0: cent = [-x for x in cent]
+        if cent[0] < 0:
+            cent = [-x for x in cent]
         self.assertTrue(cent.index(max(cent)) == 0)
-        self.assertAlmostEqual(cent[1]/cent[0], 0.3162, places=3)
+        self.assertAlmostEqual(cent[1] / cent[0], 0.3162, places=3)
         self.assertAlmostEqual(ev, 3.162, places=3)
 
     def testAuthorityScore(self):
@@ -337,41 +390,78 @@ def testAuthorityScore(self):
         asc = g.authority_score()
         self.assertAlmostEqual(max(asc), 1.0, places=3)
         asc, ev = g.hub_score(scale=False, return_eigenvalue=True)
-        if asc[0]<0: hs = [-x for x in asc]
+        if asc[0] < 0:
+            hs = [-x for x in asc]
 
     def testHubScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
         hsc = g.hub_score()
         self.assertAlmostEqual(max(hsc), 1.0, places=3)
         hsc, ev = g.hub_score(scale=False, return_eigenvalue=True)
-        if hsc[0]<0: hsc = [-x for x in hsc]
+        if hsc[0] < 0:
+            hsc = [-x for x in hsc]
 
     def testCoreness(self):
-        g = Graph.Full(4) + Graph(4) + [(0,4), (1,5), (2,6), (3,7)]
-        self.assertEqual(g.coreness("A"), [3,3,3,3,1,1,1,1])
+        g = Graph.Full(4) + Graph(4) + [(0, 4), (1, 5), (2, 6), (3, 7)]
+        self.assertEqual(g.coreness("A"), [3, 3, 3, 3, 1, 1, 1, 1])
 
 
 class NeighborhoodTests(unittest.TestCase):
     def testNeighborhood(self):
         g = Graph.Ring(10, circular=False)
-        self.assertTrue(list(map(sorted, g.neighborhood())) == \
-                [[0,1], [0,1,2], [1,2,3], [2,3,4], [3,4,5], [4,5,6], \
-                    [5,6,7], [6,7,8], [7,8,9], [8,9]])
-        self.assertTrue(list(map(sorted, g.neighborhood(order=3))) == \
-                [[0,1,2,3], [0,1,2,3,4], [0,1,2,3,4,5], [0,1,2,3,4,5,6], \
-                    [1,2,3,4,5,6,7], [2,3,4,5,6,7,8], [3,4,5,6,7,8,9], \
-                    [4,5,6,7,8,9], [5,6,7,8,9], [6,7,8,9]])
-        self.assertTrue(list(map(sorted, g.neighborhood(order=3, mindist=2))) == \
-                [[2,3], [3,4], [0,4,5], [0,1,5,6], \
-                    [1,2,6,7], [2,3,7,8], [3,4,8,9], \
-                    [4,5,9], [5,6], [6,7]])
+        self.assertTrue(
+            list(map(sorted, g.neighborhood()))
+            == [
+                [0, 1],
+                [0, 1, 2],
+                [1, 2, 3],
+                [2, 3, 4],
+                [3, 4, 5],
+                [4, 5, 6],
+                [5, 6, 7],
+                [6, 7, 8],
+                [7, 8, 9],
+                [8, 9],
+            ]
+        )
+        self.assertTrue(
+            list(map(sorted, g.neighborhood(order=3)))
+            == [
+                [0, 1, 2, 3],
+                [0, 1, 2, 3, 4],
+                [0, 1, 2, 3, 4, 5],
+                [0, 1, 2, 3, 4, 5, 6],
+                [1, 2, 3, 4, 5, 6, 7],
+                [2, 3, 4, 5, 6, 7, 8],
+                [3, 4, 5, 6, 7, 8, 9],
+                [4, 5, 6, 7, 8, 9],
+                [5, 6, 7, 8, 9],
+                [6, 7, 8, 9],
+            ]
+        )
+        self.assertTrue(
+            list(map(sorted, g.neighborhood(order=3, mindist=2)))
+            == [
+                [2, 3],
+                [3, 4],
+                [0, 4, 5],
+                [0, 1, 5, 6],
+                [1, 2, 6, 7],
+                [2, 3, 7, 8],
+                [3, 4, 8, 9],
+                [4, 5, 9],
+                [5, 6],
+                [6, 7],
+            ]
+        )
 
     def testNeighborhoodSize(self):
         g = Graph.Ring(10, circular=False)
-        self.assertTrue(g.neighborhood_size() == [2,3,3,3,3,3,3,3,3,2])
-        self.assertTrue(g.neighborhood_size(order=3) == [4,5,6,7,7,7,7,6,5,4])
-        self.assertTrue(g.neighborhood_size(order=3, mindist=2) == \
-                [2,2,3,4,4,4,4,3,2,2])
+        self.assertTrue(g.neighborhood_size() == [2, 3, 3, 3, 3, 3, 3, 3, 3, 2])
+        self.assertTrue(g.neighborhood_size(order=3) == [4, 5, 6, 7, 7, 7, 7, 6, 5, 4])
+        self.assertTrue(
+            g.neighborhood_size(order=3, mindist=2) == [2, 2, 3, 4, 4, 4, 4, 3, 2, 2]
+        )
 
 
 class MiscTests(unittest.TestCase):
@@ -382,10 +472,10 @@ def testBridges(self):
         self.assertTrue(g.bridges() == [3])
         g = Graph(3, [(0, 1), (1, 2), (2, 3)])
         self.assertTrue(g.bridges() == [0, 1, 2])
-        
+
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
-        self.assertTrue(isinstance(g.constraint(), list)) # TODO check more
+        self.assertTrue(isinstance(g.constraint(), list))  # TODO check more
 
     def testTopologicalSorting(self):
         g = Graph(5, [(0, 1), (0, 2), (1, 2), (1, 3), (2, 3)], directed=True)
@@ -410,7 +500,9 @@ def testLineGraph(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         el = g.linegraph().get_edgelist()
         el.sort()
-        self.assertTrue(el == [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (2, 4), (3, 4)])
+        self.assertTrue(
+            el == [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (2, 4), (3, 4)]
+        )
 
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)], directed=True)
         el = g.linegraph().get_edgelist()
@@ -420,31 +512,56 @@ def testLineGraph(self):
 
 class PathTests(unittest.TestCase):
     def testShortestPaths(self):
-        g = Graph(10, [(0,1), (0,2), (0,3), (1,2), (1,4), (1,5), (2,3), (2,6), \
-            (3,2), (3,6), (4,5), (4,7), (5,6), (5,8), (5,9), (7,5), (7,8), \
-            (8,9), (5,2), (2,1)], directed=True)
-        ws = [0,2,1,0,5,2,1,1,0,2,2,8,1,1,3,1,1,4,2,1]
+        g = Graph(
+            10,
+            [
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (1, 2),
+                (1, 4),
+                (1, 5),
+                (2, 3),
+                (2, 6),
+                (3, 2),
+                (3, 6),
+                (4, 5),
+                (4, 7),
+                (5, 6),
+                (5, 8),
+                (5, 9),
+                (7, 5),
+                (7, 8),
+                (8, 9),
+                (5, 2),
+                (2, 1),
+            ],
+            directed=True,
+        )
+        ws = [0, 2, 1, 0, 5, 2, 1, 1, 0, 2, 2, 8, 1, 1, 3, 1, 1, 4, 2, 1]
         g.es["weight"] = ws
-        inf = float('inf')
+        inf = float("inf")
         expected = [
-          [0, 0, 0, 1, 5, 2, 1, 13, 3, 5],
-          [inf, 0, 0, 1, 5, 2, 1, 13, 3, 5],
-          [inf, 1, 0, 1, 6, 3, 1, 14, 4, 6],
-          [inf, 1, 0, 0, 6, 3, 1, 14, 4, 6],
-          [inf, 5, 4, 5, 0, 2, 3, 8, 3, 5],
-          [inf, 3, 2, 3, 8, 0, 1, 16, 1, 3],
-          [inf, inf, inf, inf, inf, inf, 0, inf, inf, inf],
-          [inf, 4, 3, 4, 9, 1, 2, 0, 1, 4],
-          [inf, inf, inf, inf, inf, inf, inf, inf, 0, 4],
-          [inf, inf, inf, inf, inf, inf, inf, inf, inf, 0]
+            [0, 0, 0, 1, 5, 2, 1, 13, 3, 5],
+            [inf, 0, 0, 1, 5, 2, 1, 13, 3, 5],
+            [inf, 1, 0, 1, 6, 3, 1, 14, 4, 6],
+            [inf, 1, 0, 0, 6, 3, 1, 14, 4, 6],
+            [inf, 5, 4, 5, 0, 2, 3, 8, 3, 5],
+            [inf, 3, 2, 3, 8, 0, 1, 16, 1, 3],
+            [inf, inf, inf, inf, inf, inf, 0, inf, inf, inf],
+            [inf, 4, 3, 4, 9, 1, 2, 0, 1, 4],
+            [inf, inf, inf, inf, inf, inf, inf, inf, 0, 4],
+            [inf, inf, inf, inf, inf, inf, inf, inf, inf, 0],
         ]
         self.assertTrue(g.shortest_paths(weights=ws) == expected)
         self.assertTrue(g.shortest_paths(weights="weight") == expected)
-        self.assertTrue(g.shortest_paths(weights="weight", target=[2,3]) ==
-                [row[2:4] for row in expected])
+        self.assertTrue(
+            g.shortest_paths(weights="weight", target=[2, 3])
+            == [row[2:4] for row in expected]
+        )
 
     def testGetShortestPaths(self):
-        g = Graph(4, [(0,1), (0,2), (1,3), (3,2), (2,1)], directed=True)
+        g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
         sps = g.get_shortest_paths(0)
         expected = [[0], [0, 1], [0, 2], [0, 1, 3]]
         self.assertTrue(sps == expected)
@@ -457,7 +574,7 @@ def testGetShortestPaths(self):
         self.assertRaises(ValueError, g.get_shortest_paths, 0, output="x")
 
     def testGetAllShortestPaths(self):
-        g = Graph(4, [(0,1), (1, 2), (1, 3), (2, 4), (3, 4), (4, 5)], directed=True)
+        g = Graph(4, [(0, 1), (1, 2), (1, 3), (2, 4), (3, 4), (4, 5)], directed=True)
 
         sps = sorted(g.get_all_shortest_paths(0, 0))
         expected = [[0]]
@@ -474,28 +591,40 @@ def testGetAllShortestPaths(self):
         g = Graph.Lattice([5, 5], circular=False)
 
         sps = sorted(g.get_all_shortest_paths(0, 12))
-        expected = [[0, 1, 2, 7, 12], [0, 1, 6, 7, 12], [0, 1, 6, 11, 12], \
-                    [0, 5, 6, 7, 12], [0, 5, 6, 11, 12], [0, 5, 10, 11, 12]]
+        expected = [
+            [0, 1, 2, 7, 12],
+            [0, 1, 6, 7, 12],
+            [0, 1, 6, 11, 12],
+            [0, 5, 6, 7, 12],
+            [0, 5, 6, 11, 12],
+            [0, 5, 10, 11, 12],
+        ]
         self.assertEqual(expected, sps)
 
         g = Graph.Lattice([100, 100], circular=False)
         sps = sorted(g.get_all_shortest_paths(0, 202))
-        expected = [[0, 1, 2, 102, 202], [0, 1, 101, 102, 202], [0, 1, 101, 201, 202], \
-                    [0, 100, 101, 102, 202], [0, 100, 101, 201, 202], [0, 100, 200, 201, 202]]
+        expected = [
+            [0, 1, 2, 102, 202],
+            [0, 1, 101, 102, 202],
+            [0, 1, 101, 201, 202],
+            [0, 100, 101, 102, 202],
+            [0, 100, 101, 201, 202],
+            [0, 100, 200, 201, 202],
+        ]
         self.assertEqual(expected, sps)
 
         g = Graph.Lattice([100, 100], circular=False)
         sps = sorted(g.get_all_shortest_paths(0, [0, 202]))
         self.assertEqual([[0]] + expected, sps)
 
-        g = Graph([(0,1), (1,2), (0,2)])
+        g = Graph([(0, 1), (1, 2), (0, 2)])
         g.es["weight"] = [0.5, 0.5, 1]
         sps = sorted(g.get_all_shortest_paths(0, weights="weight"))
-        self.assertEqual([[0], [0,1], [0,1,2], [0,2]], sps)
+        self.assertEqual([[0], [0, 1], [0, 1, 2], [0, 2]], sps)
 
         g = Graph.Lattice([4, 4], circular=False)
         g.es["weight"] = 1
-        g.es[2,8]["weight"] = 100
+        g.es[2, 8]["weight"] = 100
         sps = sorted(g.get_all_shortest_paths(0, [3, 12, 15], weights="weight"))
         self.assertEqual(20, len(sps))
         self.assertEqual(4, sum(1 for path in sps if path[-1] == 3))
@@ -505,21 +634,27 @@ def testGetAllShortestPaths(self):
     def testGetAllSimplePaths(self):
         g = Graph.Ring(20)
         sps = sorted(g.get_all_simple_paths(0, 10))
-        self.assertEqual([
-            [0,1,2,3,4,5,6,7,8,9,10],
-            [0,19,18,17,16,15,14,13,12,11,10]
-        ], sps)
+        self.assertEqual(
+            [
+                [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
+                [0, 19, 18, 17, 16, 15, 14, 13, 12, 11, 10],
+            ],
+            sps,
+        )
 
         g = Graph.Ring(20, directed=True)
         sps = sorted(g.get_all_simple_paths(0, 10))
-        self.assertEqual([ [0,1,2,3,4,5,6,7,8,9,10] ], sps)
+        self.assertEqual([[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]], sps)
         sps = sorted(g.get_all_simple_paths(0, 10, mode="in"))
-        self.assertEqual([ [0,19,18,17,16,15,14,13,12,11,10] ], sps)
+        self.assertEqual([[0, 19, 18, 17, 16, 15, 14, 13, 12, 11, 10]], sps)
         sps = sorted(g.get_all_simple_paths(0, 10, mode="all"))
-        self.assertEqual([
-            [0,1,2,3,4,5,6,7,8,9,10],
-            [0,19,18,17,16,15,14,13,12,11,10]
-        ], sps)
+        self.assertEqual(
+            [
+                [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
+                [0, 19, 18, 17, 16, 15, 14, 13, 12, 11, 10],
+            ],
+            sps,
+        )
 
         g = Graph.Lattice([4, 4], circular=False)
         g = Graph([(min(u, v), max(u, v)) for u, v in g.get_edgelist()], directed=True)
@@ -537,9 +672,11 @@ def testPathLengthHist(self):
         g = Graph.Tree(15, 2)
         h = g.path_length_hist()
         self.assertTrue(h.unconnected == 0)
-        self.assertTrue([(int(l),x) for l,_,x in h.bins()] == \
-          [(1,14),(2,19),(3,20),(4,20),(5,16),(6,16)])
-        g = Graph.Full(5)+Graph.Full(4)
+        self.assertTrue(
+            [(int(l), x) for l, _, x in h.bins()]
+            == [(1, 14), (2, 19), (3, 20), (4, 20), (5, 16), (6, 16)]
+        )
+        g = Graph.Full(5) + Graph.Full(4)
         h = g.path_length_hist()
         self.assertTrue(h.unconnected == 20)
         g.to_directed()
@@ -548,11 +685,12 @@ def testPathLengthHist(self):
         h = g.path_length_hist(False)
         self.assertTrue(h.unconnected == 20)
 
+
 class DominatorTests(unittest.TestCase):
     def compareDomTrees(self, alist, blist):
-        '''
+        """
         Required due to NaN use for isolated nodes
-        '''
+        """
         if len(alist) != len(blist):
             return False
         for i, (a, b) in enumerate(zip(alist, blist)):
@@ -568,28 +706,119 @@ def testDominators(self):
         # examples taken from igraph's examples/simple/dominator_tree.out
 
         # initial
-        g = Graph(13, [(0,1), (0,7), (0,10), (1,2), (1,5), (2,3), (3,4), (4,3),
-                (4,0), (5,3), (5,6), (6,3), (7,8), (7,10), (7,11), (8,9), (9,4),
-                (9,8), (10,11), (11,12), (12,9) ], directed=True)
-        s = [-1, 0, 1, 0, 0, 1, 5, 0, 0, 0, 0, 0, 11 ]
+        g = Graph(
+            13,
+            [
+                (0, 1),
+                (0, 7),
+                (0, 10),
+                (1, 2),
+                (1, 5),
+                (2, 3),
+                (3, 4),
+                (4, 3),
+                (4, 0),
+                (5, 3),
+                (5, 6),
+                (6, 3),
+                (7, 8),
+                (7, 10),
+                (7, 11),
+                (8, 9),
+                (9, 4),
+                (9, 8),
+                (10, 11),
+                (11, 12),
+                (12, 9),
+            ],
+            directed=True,
+        )
+        s = [-1, 0, 1, 0, 0, 1, 5, 0, 0, 0, 0, 0, 11]
         r = g.dominator(0)
         self.assertTrue(self.compareDomTrees(s, r))
 
         # flipped edges
-        g = Graph(13, [(1,0), (2,0), (3,0), (4,1), (1,2), (4,2), (5,2), (6,3),
-                        (7,3), (12,4), (8,5), (9,6), (9,7), (10,7), (5,8), (11,8),
-                        (11,9), (9,10), (9,11), (0,11), (8,12)], directed=True)
+        g = Graph(
+            13,
+            [
+                (1, 0),
+                (2, 0),
+                (3, 0),
+                (4, 1),
+                (1, 2),
+                (4, 2),
+                (5, 2),
+                (6, 3),
+                (7, 3),
+                (12, 4),
+                (8, 5),
+                (9, 6),
+                (9, 7),
+                (10, 7),
+                (5, 8),
+                (11, 8),
+                (11, 9),
+                (9, 10),
+                (9, 11),
+                (0, 11),
+                (8, 12),
+            ],
+            directed=True,
+        )
         s = [-1, 0, 0, 0, 0, 0, 3, 3, 0, 0, 7, 0, 4]
         r = g.dominator(0, mode=IN)
         self.assertTrue(self.compareDomTrees(s, r))
 
         # disconnected components
-        g = Graph(20, [(0,1), (0,2), (0,3), (1,4), (2,1), (2,4), (2,8), (3,9),
-                       (3,10), (4,15), (8,11), (9,12), (10,12), (10,13), (11,8),
-                       (11,14), (12,14), (13,12), (14,12), (14,0), (15,11)],
-                        directed=True)
-        s = [-1, 0, 0, 0, 0, float("nan"), float("nan"), float("nan"), 0, 3, 3, 0,
-             0, 10, 0, 4, float("nan"), float("nan"), float("nan"), float("nan")]
+        g = Graph(
+            20,
+            [
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (1, 4),
+                (2, 1),
+                (2, 4),
+                (2, 8),
+                (3, 9),
+                (3, 10),
+                (4, 15),
+                (8, 11),
+                (9, 12),
+                (10, 12),
+                (10, 13),
+                (11, 8),
+                (11, 14),
+                (12, 14),
+                (13, 12),
+                (14, 12),
+                (14, 0),
+                (15, 11),
+            ],
+            directed=True,
+        )
+        s = [
+            -1,
+            0,
+            0,
+            0,
+            0,
+            float("nan"),
+            float("nan"),
+            float("nan"),
+            0,
+            3,
+            3,
+            0,
+            0,
+            10,
+            0,
+            4,
+            float("nan"),
+            float("nan"),
+            float("nan"),
+            float("nan"),
+        ]
         r = g.dominator(0, mode=OUT)
         self.assertTrue(self.compareDomTrees(s, r))
 
@@ -604,20 +833,25 @@ def suite():
     path_suite = unittest.makeSuite(PathTests)
     misc_suite = unittest.makeSuite(MiscTests)
     dominator_suite = unittest.makeSuite(DominatorTests)
-    return unittest.TestSuite([simple_suite,
-                               degree_suite,
-                               local_transitivity_suite,
-                               biconnected_suite,
-                               centrality_suite,
-                               neighborhood_suite,
-                               path_suite,
-                               misc_suite,
-                               dominator_suite])
+    return unittest.TestSuite(
+        [
+            simple_suite,
+            degree_suite,
+            local_transitivity_suite,
+            biconnected_suite,
+            centrality_suite,
+            neighborhood_suite,
+            path_suite,
+            misc_suite,
+            dominator_suite,
+        ]
+    )
+
 
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
 
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_unicode_issues.py b/tests/test_unicode_issues.py
index 3dccdc48b..543f871e5 100644
--- a/tests/test_unicode_issues.py
+++ b/tests/test_unicode_issues.py
@@ -1,27 +1,27 @@
-from __future__ import unicode_literals
-
 import unittest
 from igraph import Graph
 
+
 class UnicodeTests(unittest.TestCase):
     def testBug128(self):
         y = [1, 4, 9]
-        g = Graph(n=len(y), directed=True, vertex_attrs={'y': y})
+        g = Graph(n=len(y), directed=True, vertex_attrs={"y": y})
         self.assertEqual(3, g.vcount())
         g.add_vertices(1)
         # Bug #128 would prevent us from reaching the next statement
         # because an exception would have been thrown here
         self.assertEqual(4, g.vcount())
 
-        
+
 def suite():
     generator_suite = unittest.makeSuite(UnicodeTests)
     return unittest.TestSuite([generator_suite])
 
+
 def test():
     runner = unittest.TextTestRunner()
     runner.run(suite())
-    
+
+
 if __name__ == "__main__":
     test()
-
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 2d085413c..a359cc9aa 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -77,7 +77,7 @@ def testIncident(self):
 
         for i in range(g.vcount()):
             vertex = g.vs[i]
-            for mode, method_name in method_table.items():
+            for mode, method_name in list(method_table.items()):
                 method = getattr(vertex, method_name)
                 self.assertEqual(
                     g.incident(i, mode=mode),
@@ -156,7 +156,7 @@ def testProxyMethods(self):
 class VertexSeqTests(unittest.TestCase):
     def setUp(self):
         self.g = Graph.Full(10)
-        self.g.vs["test"] = range(10)
+        self.g.vs["test"] = list(range(10))
         self.g.vs["name"] = list("ABCDEFGHIJ")
 
     def testCreation(self):
@@ -204,7 +204,7 @@ def testPartialAttributeAssignment(self):
         only_even = self.g.vs.select(lambda v: (v.index % 2 == 0))
         only_even["test"] = [0] * len(only_even)
         self.assertTrue(self.g.vs["test"] == [0, 1, 0, 3, 0, 5, 0, 7, 0, 9])
-        only_even["test2"] = range(5)
+        only_even["test2"] = list(range(5))
         self.assertTrue(
             self.g.vs["test2"] == [0, None, 1, None, 2, None, 3, None, 4, None]
         )
@@ -293,7 +293,7 @@ def testStringFilteringFind(self):
         self.assertRaises(ValueError, self.g.vs.find, "NoSuchName")
 
     def testIterableFilteringSelect(self):
-        subset = self.g.vs.select(range(5, 8))
+        subset = self.g.vs.select(list(range(5, 8)))
         self.assertTrue(len(subset) == 3)
         self.assertTrue(subset["test"] == [5, 6, 7])
 
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 8386bdecd..51a67de4e 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -16,7 +16,7 @@ def validate_walk(self, g, walk, start, length, mode="out"):
     def testRandomWalkUndirected(self):
         g = Graph.GRG(100, 0.2)
         for i in range(100):
-            start = random.randint(0, g.vcount()-1)
+            start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length)
             self.validate_walk(g, walk, start, length)
@@ -34,7 +34,7 @@ def testRandomWalkDirectedIn(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "in"
         for i in range(100):
-            start = random.randint(40, g.vcount()-1)
+            start = random.randint(40, g.vcount() - 1)
             length = random.randint(0, 4)
             walk = g.random_walk(start, length, mode)
             self.validate_walk(g, walk, start, length, mode)
@@ -43,7 +43,7 @@ def testRandomWalkDirectedAll(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "all"
         for i in range(100):
-            start = random.randint(0, g.vcount()-1)
+            start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, mode)
             self.validate_walk(g, walk, start, length, mode)
diff --git a/tests/utils.py b/tests/utils.py
index 82b951a54..8bfbc88d4 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -16,14 +16,17 @@
 def _id(obj):
     return obj
 
+
 try:
     from unittest import skip
 except ImportError:
     # Provide basic replacement for unittest.skip
     def skip(reason):
         """Unconditionally skip a test."""
+
         def decorator(test_item):
-            if not isinstance(test_item, (type, types.ClassType)):
+            if not isinstance(test_item, type):
+
                 @functools.wraps(test_item)
                 def skip_wrapper(*args, **kwds):
                     if reason:
@@ -31,10 +34,13 @@ def skip_wrapper(*args, **kwds):
                     else:
                         sys.stderr.write("skipped, ")
                     return
+
                 test_item = skip_wrapper
             return test_item
+
         return decorator
 
+
 try:
     from unittest import skipIf
 except ImportError:
@@ -69,4 +75,4 @@ def temporary_file(content=None, mode=None, binary=False):
     os.unlink(tmpfname)
 
 
-is_pypy = (platform.python_implementation() == "PyPy")
+is_pypy = platform.python_implementation() == "PyPy"

From 3455e2f62f6695ab18b2530d9e32444cacaa8aff Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 15 Jan 2021 21:23:29 +1100
Subject: [PATCH 0090/1681] Python 3.6 is the oldest support

---
 README.md | 4 +---
 setup.py  | 6 +++---
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index a084ce5e4..b89b58c09 100644
--- a/README.md
+++ b/README.md
@@ -163,9 +163,7 @@ of the non-EOL Python versions.
 Continuous integration tests are regularly executed on all non-EOL Python
 branches.
 
-As for Python 2.x, the latest branch of `python-igraph` that supports Python 2
-is the 0.8.x series. Python 2 support will be dropped with the release of
-`python-igraph` 0.9.
+Python 2 support has been dropped with the release of `python-igraph` 0.9.
 
 ### PyPy
 
diff --git a/setup.py b/setup.py
index f92ddda81..df8bbbe35 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 5):
-    print("This module requires Python >= 3.5")
+if sys.version_info < (3, 6):
+    print("This module requires Python >= 3.6")
     sys.exit(0)
 
 # Check whether we are compiling for PyPy. Headers will not be installed
@@ -913,10 +913,10 @@ def use_educated_guess(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python",
-        "Programming Language :: Python :: 3.5",
         "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
         "Topic :: Scientific/Engineering :: Mathematics",

From 41bbd12878e1e2dfbe9c96f0b79fa5baa8406ada Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 20 Jan 2021 10:38:02 +0100
Subject: [PATCH 0091/1681] drop PyPy2.7 from appveyor.yml

---
 appveyor.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index 4e3ee3605..27bad4eb4 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -10,13 +10,13 @@ environment:
 
   matrix:
     - CIBW_BUILD: "*-win32"
-      CIBW_SKIP: "cp27-* cp35-*"
+      CIBW_SKIP: "pp27-* cp27-* cp35-*"
       MSYSTEM: MINGW32
       PATH: C:\msys64\usr\bin;C:\msys64\mingw32\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x86"
 
     - CIBW_BUILD: "*-win_amd64"
-      CIBW_SKIP: "cp27-* cp35-*"
+      CIBW_SKIP: "pp27-* cp27-* cp35-*"
       MSYSTEM: MINGW64
       PATH: C:\msys64\usr\bin;C:\msys64\mingw64\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x64"

From e30de8dab8299a4485ad9d607d3523213d9a726e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 20 Jan 2021 10:38:30 +0100
Subject: [PATCH 0092/1681] drop Python 2.7 from travis.yml

---
 .travis.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index d4b4da247..8265b24c8 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -2,7 +2,6 @@ dist: bionic
 language: python
 
 python:
-  - "2.7"
   - "3.6"
   - "3.7"
   - "3.8"

From 82b97c9a215ff75c40bacd6a4c02ebc3a5e929c5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Jan 2021 11:54:30 +0100
Subject: [PATCH 0093/1681] fix: changed default splitting heuristics of BLISS,
 see igraph/igraph#1170

---
 src/_igraph/graphobject.c | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 1cc937635..535c324b7 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8318,7 +8318,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   PyObject *sh_o = Py_None;
   PyObject *color_o = Py_None;
   PyObject *list;
-  igraph_bliss_sh_t sh = IGRAPH_BLISS_FM;
+  igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
   igraph_vector_t labeling;
   igraph_vector_int_t *color = 0;
   int retval;
@@ -8444,7 +8444,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   igraphmodule_GraphObject *other;
   igraph_vector_t mapping_12, mapping_21, *map12=0, *map21=0;
-  igraph_bliss_sh_t sh1=IGRAPH_BLISS_FM, sh2=IGRAPH_BLISS_FM;
+  igraph_bliss_sh_t sh1=IGRAPH_BLISS_FL, sh2=IGRAPH_BLISS_FL;
   igraph_vector_int_t *color1=0, *color2=0;
   int retval;
 
@@ -14745,7 +14745,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"canonical_permutation",
    (PyCFunction) igraphmodule_Graph_canonical_permutation,
    METH_VARARGS | METH_KEYWORDS,
-   "canonical_permutation(sh=\"fm\", color=None)\n\n"
+   "canonical_permutation(sh=\"fl\", color=None)\n\n"
    "Calculates the canonical permutation of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
    "Passing the permutation returned here to L{Graph.permute_vertices()} will\n"
@@ -14800,7 +14800,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"isomorphic_bliss", (PyCFunction) igraphmodule_Graph_isomorphic_bliss,
    METH_VARARGS | METH_KEYWORDS,
    "isomorphic_bliss(other, return_mapping_12=False, return_mapping_21=False,\n"
-   "  sh1=\"fm\", sh2=None, color1=None, color2=None)\n\n"
+   "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
    "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"

From b5423257daa3793b79e3340ff859251fb27c404e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 22 Jan 2021 09:43:39 +1100
Subject: [PATCH 0094/1681] Rebase on top of master, which abandons Python 2

---
 src/igraph/__init__.py | 71 +++++++++++++++++++++++++++++++++++++-
 tests/test_foreign.py  | 78 ++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 148 insertions(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c87bfa415..6f05e44ac 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -53,7 +53,6 @@
 import operator
 
 from collections import defaultdict
-
 from shutil import copyfileobj
 from warnings import warn
 
@@ -3410,6 +3409,76 @@ def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
 
         return g
 
+    def get_vertex_dataframe(self):
+        """Export vertices with attributes to pandas.DataFrame
+
+        @return: a pandas.DataFrame representing vertices and their attributes.
+          The index uses vertex IDs, from 0 to N - 1 where N is the number of
+          vertices.
+
+        If you want to use vertex names as index, you can do:
+
+        >>> df = graph.get_vertex_dataframe()
+        >>> df.set_index('name', inplace=True)
+
+        """
+        try:
+            import pandas as pd
+        except ImportError:
+            raise ImportError("You should install pandas in order to use this function")
+
+        df = pd.DataFrame(
+            {attr: self.vs[attr] for attr in self.vertex_attributes()},
+            index=list(range(self.vcount())),
+        )
+        df.index.name = "vertex ID"
+
+        return df
+
+    def get_edge_dataframe(self):
+        """Export edges with attributes to pandas.DataFrame
+
+        @return: a pandas.DataFrame representing edges and their attributes.
+          The index uses edge IDs, from 0 to M - 1 where M is the number of
+          edges. The first two columns of the dataframe represent the IDs of
+          source and target vertices for each edge. These columns have names
+          "source" and "target". If your edges have attributes with the same
+          names, they will be present in the dataframe, but not in the first
+          two columns.
+
+        If you want to use source and target vertex IDs as index, you can do:
+
+        >>> df = graph.get_edge_dataframe()
+        >>> df.set_index(['source', 'target'], inplace=True)
+
+        The index will be a pandas.MultiIndex. You can use the `drop=False`
+        option to keep the `source` and `target` columns.
+
+        If you want to use vertex names in the source and target columns:
+
+        >>> df = graph.get_edge_dataframe()
+        >>> df_vert = graph.get_vertex_dataframe()
+        >>> df['source'].replace(df_vert['name'], inplace=True)
+        >>> df['target'].replace(df_vert['name'], inplace=True)
+        >>> df_vert.set_index('name', inplace=True)  # Optional
+
+        """
+        try:
+            import pandas as pd
+        except ImportError:
+            raise ImportError("You should install pandas in order to use this function")
+
+        df = pd.DataFrame(
+            {attr: self.es[attr] for attr in self.edge_attributes()},
+            index=list(range(self.ecount())),
+        )
+        df.index.name = "edge ID"
+
+        df.insert(0, "source", [e.source for e in self.es], allow_duplicates=True)
+        df.insert(1, "target", [e.target for e in self.es], allow_duplicates=True)
+
+        return df
+
     def bipartite_projection(
         self, types="type", multiplicity=True, probe1=-1, which="both"
     ):
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 8f2ace5d0..ec754f50d 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -335,6 +335,84 @@ def testPickle(self):
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
+    @skipIf(pd is None, "test case depends on Pandas")
+    def testVertexDataFrames(self):
+        g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
+
+        # No vertex names, no attributes
+        df = g.get_vertex_dataframe()
+        self.assertEqual(df.shape, (5, 0))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+
+        # Vertex names, no attributes
+        g.vs["name"] = ["eggs", "spam", "ham", "bacon", "yello"]
+        df = g.get_vertex_dataframe()
+        self.assertEqual(df.shape, (5, 1))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(list(df["name"]), g.vs["name"])
+        self.assertEqual(list(df.columns), ["name"])
+
+        # Vertex names and attributes (common case)
+        g.vs["weight"] = [0, 5, 1, 4, 42]
+        df = g.get_vertex_dataframe()
+        self.assertEqual(df.shape, (5, 2))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(list(df["name"]), g.vs["name"])
+        self.assertEqual(set(df.columns), set(["name", "weight"]))
+        self.assertEqual(list(df["weight"]), g.vs["weight"])
+
+        # No vertex names, with attributes (common case)
+        g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
+        g.vs["weight"] = [0, 5, 1, 4, 42]
+        df = g.get_vertex_dataframe()
+        self.assertEqual(df.shape, (5, 1))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(list(df.columns), ["weight"])
+        self.assertEqual(list(df["weight"]), g.vs["weight"])
+
+    @skipIf(pd is None, "test case depends on Pandas")
+    def testEdgeDataFrames(self):
+        g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
+
+        # No edge names, no attributes
+        df = g.get_edge_dataframe()
+        self.assertEqual(df.shape, (5, 2))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(list(df.columns), ["source", "target"])
+
+        # Edge names, no attributes
+        g.es["name"] = ["my", "list", "of", "five", "edges"]
+        df = g.get_edge_dataframe()
+        self.assertEqual(df.shape, (5, 3))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(list(df["name"]), g.es["name"])
+        self.assertEqual(set(df.columns), set(["source", "target", "name"]))
+
+        # No edge names, with attributes
+        g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
+        g.es["weight"] = [6, -0.4, 0, 1, 3]
+        df = g.get_edge_dataframe()
+        self.assertEqual(df.shape, (5, 3))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(set(df.columns), set(["source", "target", "weight"]))
+        self.assertEqual(list(df["weight"]), g.es["weight"])
+
+        # Edge names, with weird attributes
+        g.es["name"] = ["my", "list", "of", "five", "edges"]
+        g.es["weight"] = [6, -0.4, 0, 1, 3]
+        g.es["source"] = ["this", "is", "a", "little", "tricky"]
+        df = g.get_edge_dataframe()
+        self.assertEqual(df.shape, (5, 5))
+        self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
+        self.assertEqual(
+            set(df.columns), set(["source", "target", "name", "source", "weight"])
+        )
+        self.assertEqual(list(df["name"]), g.es["name"])
+        self.assertEqual(list(df["weight"]), g.es["weight"])
+
+        i = 2 + list(df.columns[2:]).index("source")
+        self.assertEqual(list(df.iloc[:, i]), g.es["source"])
+
 
 def suite():
     foreign_suite = unittest.makeSuite(ForeignTests)

From 90e8910f847087bfed577adddb522cd434656ada Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 21 Jan 2021 09:57:27 +1100
Subject: [PATCH 0095/1681] Tests for new index-only API

---
 appveyor.yml          | 3 +++
 tests/test_foreign.py | 7 ++++++-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index 27bad4eb4..dca9b2d48 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -38,6 +38,9 @@ install:
   # install cibuildwheel
   - pip install cibuildwheel==1.6.1
 
+  # install pandas (optional)
+  - pip install pandas
+
 before_build:
   - git submodule update --init --recursive
 
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index ec754f50d..fc3d2ec69 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -4,7 +4,12 @@
 
 from igraph import *
 
-from .utils import temporary_file
+from .utils import temporary_file, skipIf
+
+try:
+    import pandas as pd
+except ImportError:
+    pd = None
 
 
 class ForeignTests(unittest.TestCase):

From e1683ec2cd3053d02248d066a3994aa7ed40dcc9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Jan 2021 13:12:16 +0100
Subject: [PATCH 0096/1681] fix: bringing codebase up-to-date with the develop
 branch of the C core

---
 setup.py                  |  2 +-
 src/_igraph/convert.c     |  1 -
 src/_igraph/graphobject.c | 71 ++++++++++++++++++++++++---------------
 tests/test_attributes.py  | 14 +++-----
 vendor/source/igraph      |  1 -
 5 files changed, 49 insertions(+), 40 deletions(-)
 delete mode 160000 vendor/source/igraph

diff --git a/setup.py b/setup.py
index df8bbbe35..fd9b18fcf 100644
--- a/setup.py
+++ b/setup.py
@@ -808,7 +808,7 @@ def use_vendored_igraph(self):
         the include and library paths and the library names accordingly."""
         building_on_windows = building_on_windows_msvc()
 
-        buildcfg.include_dirs = [os.path.join("vendor", "install", "igraph", "include")]
+        buildcfg.include_dirs = [os.path.join("vendor", "install", "igraph", "include", "igraph")]
         buildcfg.library_dirs = [os.path.join("vendor", "install", "igraph", "lib")]
         if not buildcfg.static_extension:
             buildcfg.static_extension = "only_igraph"
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 1dcb2ec1f..4b050b550 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3047,7 +3047,6 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o,
   static igraphmodule_enum_translation_table_entry_t pagerank_algo_tt[] = {
         {"prpack", IGRAPH_PAGERANK_ALGO_PRPACK},
         {"arpack", IGRAPH_PAGERANK_ALGO_ARPACK},
-        {"power",  IGRAPH_PAGERANK_ALGO_POWER},
         {0,0}
     };
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 535c324b7..51fee242b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1563,7 +1563,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
     igraph_vector_destroy(weights); free(weights);
     return PyFloat_FromDouble((double)i);
   } else {
-    igraph_integer_t i;
+    igraph_real_t i;
     if (igraph_diameter(&self->g, &i, 0, 0, 0, PyObject_IsTrue(dir),
                         PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
@@ -1628,8 +1628,8 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   PyObject *dir = Py_True, *vcount_if_unconnected = Py_True;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
-  igraph_integer_t from, to, len;
-  igraph_real_t len_real;
+  igraph_integer_t from, to;
+  igraph_real_t len;
 
   static char *kwlist[] = { "directed", "unconn", "weights", NULL };
 
@@ -1642,7 +1642,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
 	  ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &len_real, &from, &to, 0,
+    if (igraph_diameter_dijkstra(&self->g, weights, &len, &from, &to, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
@@ -1650,8 +1650,8 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
     }
     igraph_vector_destroy(weights); free(weights);
     if (from >= 0)
-      return Py_BuildValue("lld", (long)from, (long)to, (double)len_real);
-    return Py_BuildValue("OOd", Py_None, Py_None, (double)len_real);
+      return Py_BuildValue("lld", (long)from, (long)to, (double)len);
+    return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
   } else {
     if (igraph_diameter(&self->g, &len, &from, &to, 0, PyObject_IsTrue(dir),
                         PyObject_IsTrue(vcount_if_unconnected))) {
@@ -3657,7 +3657,7 @@ PyObject *igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *
                                    &PyBool_Type, &unconn))
     return NULL;
 
-  if (igraph_average_path_length(&self->g, &res, (directed == Py_True),
+  if (igraph_average_path_length(&self->g, &res, 0, (directed == Py_True),
                                  (unconn == Py_True))) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -5092,7 +5092,6 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   PyObject *algo_o = Py_None;
   long niter=1000;
   float eps=0.001f;
-  igraph_pagerank_power_options_t popts;
   void *opts;
   int retval;
 
@@ -5150,11 +5149,7 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   if (igraphmodule_PyObject_to_pagerank_algo_t(algo_o, &algo))
     return NULL;
 
-  popts.niter = (igraph_integer_t) niter; popts.eps = eps;
-
-  if (algo == IGRAPH_PAGERANK_ALGO_POWER) {
-    opts = &popts;
-  } else if (algo == IGRAPH_PAGERANK_ALGO_ARPACK) {
+  if (algo == IGRAPH_PAGERANK_ALGO_ARPACK) {
     opts = igraphmodule_ARPACKOptions_get(arpack_options);
   } else {
     opts = 0;
@@ -11030,13 +11025,15 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  static char *kwlist[] = {"membership", "weights", 0};
+  static char *kwlist[] = {"membership", "weights", "resolution", "directed", 0};
   igraph_vector_t membership;
   igraph_vector_t *weights=0;
+  double resolution;
   igraph_real_t modularity;
   PyObject *mvec, *wvec=Py_None;
+  PyObject *directed = Py_True;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &mvec, &wvec))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OdO", kwlist, &mvec, &wvec, &resolution, &directed))
     return NULL;
 
   if (igraphmodule_PyObject_to_vector_t(mvec, &membership, 1))
@@ -11046,13 +11043,20 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
     igraph_vector_destroy(&membership);
     return NULL;
   }
-  if (igraph_modularity(&self->g, &membership, &modularity, weights)) {
+
+  if (igraph_modularity(&self->g, &membership, weights, resolution, PyObject_IsTrue(directed), &modularity)) {
     igraph_vector_destroy(&membership);
-    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     return NULL;
   }
+
   igraph_vector_destroy(&membership);
-  if (weights) { igraph_vector_destroy(weights); free(weights); }
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   return Py_BuildValue("d", (double)modularity);
 }
 
@@ -11397,14 +11401,15 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "weights", "return_levels", NULL };
+  static char *kwlist[] = { "weights", "return_levels", "resolution", NULL };
   PyObject *return_levels = Py_False;
   PyObject *mss, *qs, *res, *weights = Py_None;
   igraph_matrix_t memberships;
   igraph_vector_t membership, modularity;
+  double resolution;
   igraph_vector_t *ws;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights, &return_levels)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOd", kwlist, &weights, &return_levels, &resolution)) {
     return NULL;
   }
 
@@ -11415,7 +11420,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   igraph_vector_init(&membership, 0);
   igraph_vector_init(&modularity, 0);
 
-  if (igraph_community_multilevel(&self->g, ws, &membership, &memberships,
+  if (igraph_community_multilevel(&self->g, ws, resolution, &membership, &memberships,
         &modularity)) {
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     igraph_vector_destroy(&membership);
@@ -15474,16 +15479,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*********************************/
   {"modularity", (PyCFunction) igraphmodule_Graph_modularity,
    METH_VARARGS | METH_KEYWORDS,
-   "modularity(membership, weights=None)\n\n"
+   "modularity(membership, weights=None, resolution=1, directed=True)\n\n"
    "Calculates the modularity of the graph with respect to some vertex types.\n\n"
    "The modularity of a graph w.r.t. some division measures how good the\n"
    "division is, or how separated are the different vertex types from each\n"
-   "other. It is defined as M{Q=1/(2m) * sum(Aij-ki*kj/(2m)delta(ci,cj),i,j)}.\n"
+   "other. It is defined as M{Q=1/(2m) * sum(Aij-gamma*ki*kj/(2m)delta(ci,cj),i,j)}.\n"
    "M{m} is the number of edges, M{Aij} is the element of the M{A} adjacency\n"
    "matrix in row M{i} and column M{j}, M{ki} is the degree of node M{i},\n"
-   "M{kj} is the degree of node M{j}, and M{Ci} and C{cj} are the types of\n"
-   "the two vertices (M{i} and M{j}). M{delta(x,y)} is one iff M{x=y}, 0\n"
-   "otherwise.\n\n"
+   "M{kj} is the degree of node M{j}, M{Ci} and C{cj} are the types of\n"
+   "the two vertices (M{i} and M{j}), and M{gamma} is a resolution parameter\n"
+   "that defaults to 1 for the classical definition of modularity. M{delta(x,y)}\n"
+   "is one iff M{x=y}, 0 otherwise.\n\n"
    "If edge weights are given, the definition of modularity is modified as\n"
    "follows: M{Aij} becomes the weight of the corresponding edge, M{ki}\n"
    "is the total weight of edges incident on vertex M{i}, M{kj} is the\n"
@@ -15496,6 +15502,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  each vertex.\n"
    "@param weights: optional edge weights or C{None} if all edges are weighed\n"
    "  equally.\n"
+   "@param resolution: the resolution parameter I{gamma} in the formula above.\n"
+   "  The classical definition of modularity is retrieved when the resolution\n"
+   "  parameter is set to 1.\n"
+   "@param directed: whether to consider edge directions if the graph is directed.\n"
+   "  C{True} will use the directed variant of the modularity measure where the\n"
+   "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
+   "  directed graphs as undirected.\n"
    "@return: the modularity score. Score larger than 0.3 usually indicates\n"
    "  strong community structure.\n"
    "@newfield ref: Reference\n"
@@ -15623,7 +15636,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_multilevel",
    (PyCFunction) igraphmodule_Graph_community_multilevel,
    METH_VARARGS | METH_KEYWORDS,
-   "community_multilevel(weights=None, return_levels=True)\n\n"
+   "community_multilevel(weights=None, return_levels=True, resolution=1)\n\n"
    "Finds the community structure of the graph according to the multilevel\n"
    "algorithm of Blondel et al. This is a bottom-up algorithm: initially\n"
    "every vertex belongs to a separate community, and vertices are moved\n"
@@ -15641,6 +15654,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param return_levels: if C{True}, returns the multilevel result. If\n"
    "  C{False}, only the best level (corresponding to the best modularity)\n"
    "  is returned.\n"
+   "@param resolution: the resolution parameter to use in the modularity measure.\n"
+   "  Smaller values result in a smaller number of larger clusters, while higher\n"
+   "  values yield a large number of small clusters. The classical modularity\n"
+   "  measure assumes a resolution parameter of 1.\n"
    "@return: either a single list describing the community membership of each\n"
    "  vertex (if C{return_levels} is C{False}), or a list of community membership\n"
    "  vectors, one corresponding to each level and a list of corresponding\n"
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index a95c49261..4e2522f56 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -1,7 +1,8 @@
 # vim:ts=4 sw=4 sts=4:
 import sys
 import unittest
-from igraph import *
+
+from igraph import Graph
 
 
 class AttributeTests(unittest.TestCase):
@@ -181,13 +182,6 @@ def testCombinationProd(self):
         self.assertTrue(g.es["weight"] == [2, 3, 120])
         self.assertTrue(g.es["weight2"] == [2, 3, 120])
 
-    def testCombinationMedian(self):
-        g = self.g
-        g.es["weight2"] = [1, 0, 2, 4, 8, 6, 7]
-        g.simplify(combine_edges="median")
-        self.assertTrue(g.es["weight"] == [1.5, 3, 5])
-        self.assertTrue(g.es["weight2"] == [0.5, 2, 6])
-
     def testCombinationFirst(self):
         g = self.g
         g.es["weight2"] = [1, 0, 2, 6, 8, 4, 7]
@@ -229,8 +223,8 @@ def testCombinationIgnoreAsNone(self):
     def testCombinationFunction(self):
         g = self.g
 
-        def join_dash(l):
-            return "-".join(l)
+        def join_dash(items):
+            return "-".join(items)
 
         g.es["name"] = list("ABCDEFG")
         g.simplify(combine_edges={"weight": max, "name": join_dash})
diff --git a/vendor/source/igraph b/vendor/source/igraph
deleted file mode 160000
index cafe1e4d4..000000000
--- a/vendor/source/igraph
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit cafe1e4d447dded9f640fd4f14b7973bef045d62

From 75e368aa5370b55ec65fdabb8debc2dbfe600dd9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Jan 2021 13:59:17 +0100
Subject: [PATCH 0097/1681] fix: re-adding accidentally deleted submodule

---
 setup.py             | 2 +-
 vendor/source/igraph | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)
 create mode 160000 vendor/source/igraph

diff --git a/setup.py b/setup.py
index fd9b18fcf..935196709 100644
--- a/setup.py
+++ b/setup.py
@@ -645,7 +645,7 @@ def run(self):
         return custom_sdist
 
     def compile_igraph_from_vendor_source(self):
-        """Compiles igraph from the vendored source code inside `vendor/igraph/source`.
+        """Compiles igraph from the vendored source code inside `vendor/source/igraph`.
         This folder typically comes from a git submodule.
         """
         if os.path.exists(os.path.join("vendor", "install", "igraph")):
diff --git a/vendor/source/igraph b/vendor/source/igraph
new file mode 160000
index 000000000..1d422e68c
--- /dev/null
+++ b/vendor/source/igraph
@@ -0,0 +1 @@
+Subproject commit 1d422e68c735888fff755e23912cc9dac269ce40

From 4dda6fd21c32a71f401c73ffcc6790775e9ee83b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Jan 2021 16:31:18 +0100
Subject: [PATCH 0098/1681] fix: updated the interface of a few more functions
 according to the develop branch of igraph

---
 setup.py                  |  7 +++++--
 src/_igraph/graphobject.c | 23 +++++++++--------------
 2 files changed, 14 insertions(+), 16 deletions(-)

diff --git a/setup.py b/setup.py
index 935196709..d7177812f 100644
--- a/setup.py
+++ b/setup.py
@@ -476,10 +476,13 @@ def compile_in(self, source_folder, build_folder, install_folder):
         if retcode:
             return False
 
+        return []
+
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
     ):
-        raise NotImplementedError
+        # Nothing to do; we already installed stuff in the compilation step
+        return True
 
 
 ###########################################################################
@@ -690,7 +693,7 @@ def compile_igraph_from_vendor_source(self):
         finally:
             os.chdir(cwd)
 
-        if not libraries or not igraph_builder.copy_build_artifacts(
+        if not igraph_builder.copy_build_artifacts(
             source_folder=source_folder,
             build_folder=build_folder,
             install_folder=install_folder,
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 51fee242b..a9674919a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3685,6 +3685,8 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
+  /* nobigint is now unused but we kept here for sake of backwards compatibility */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
                                    &vobj, &directed, &cutoff, &weights_o,
                                    &nobigint)) {
@@ -3707,8 +3709,7 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   }
 
   if (cutoff == Py_None) {
-    if (igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed),
-          weights, PyObject_IsTrue(nobigint))) {
+    if (igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed), weights)) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -3724,8 +3725,7 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
     if (igraph_betweenness_estimate(&self->g, &res, vs, PyObject_IsTrue(directed),
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), weights,
-        PyObject_IsTrue(nobigint))) {
+        (igraph_real_t)PyFloat_AsDouble(cutoff_num), weights)) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -7078,6 +7078,9 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
   PyObject *result;
 
+  /* arpack_options_o is now unused but we kept here for sake of backwards
+   * compatibility */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlO!", kwlist, &dist_o,
                                    &dim, &igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o))
@@ -7103,9 +7106,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_layout_mds(&self->g, &m, dist, dim,
-                        igraphmodule_ARPACKOptions_get(arpack_options))) {
+  if (igraph_layout_mds(&self->g, &m, dist, dim)) {
     if (dist) {
       igraph_matrix_destroy(dist); free(dist);
     }
@@ -12798,7 +12799,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_betweenness[_estimate] */
   {"betweenness", (PyCFunction) igraphmodule_Graph_betweenness,
    METH_VARARGS | METH_KEYWORDS,
-   "betweenness(vertices=None, directed=True, cutoff=None, weights=None, nobigint=True)\n\n"
+   "betweenness(vertices=None, directed=True, cutoff=None, weights=None)\n\n"
    "Calculates or estimates the betweenness of vertices in a graph.\n\n"
    "Keyword arguments:\n"
    "@param vertices: the vertices for which the betweennesses must be returned.\n"
@@ -12810,12 +12811,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param nobigint: if C{True}, igraph uses the longest available integer\n"
-   "  type on the current platform to count shortest paths. For some large\n"
-   "  networks that have a specific structure, the counters may overflow.\n"
-   "  To prevent this, use C{nobigint=False}, which forces igraph to use\n"
-   "  arbitrary precision integers at the expense of increased computation\n"
-   "  time.\n"
    "@return: the (possibly estimated) betweenness of the given vertices in a list\n"},
 
   /* interface to biconnected_components */

From 4c7e253d8544fc9535eadd0ca2f213e61798abe6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Jan 2021 18:39:44 +0100
Subject: [PATCH 0099/1681] fix: link to libigraph.a statically in the CMake
 build

---
 setup.py                  | 20 ++++++++++++++++----
 src/_igraph/graphobject.c |  1 -
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/setup.py b/setup.py
index d7177812f..addc0a5fd 100644
--- a/setup.py
+++ b/setup.py
@@ -40,6 +40,9 @@
 ###########################################################################
 
 
+is_windows = platform.system() == "windows"
+
+
 def building_on_windows_msvc():
     """Returns True when using the non-MinGW CPython interpreter on Windows"""
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
@@ -232,7 +235,7 @@ def wait_for_keypress(seconds):
     """Wait for a keypress or until the given number of seconds have passed,
     whichever happens first.
     """
-    is_windows = platform.system() == "windows"
+    global is_windows
 
     while seconds > 0:
         if seconds > 1:
@@ -410,11 +413,12 @@ def copy_build_artifacts(
             ):
                 shutil.copy(fname, os.path.join(install_folder, "lib"))
 
+        return True
+
+    def create_build_config_file(self, install_folder, libraries):
         with open(os.path.join(install_folder, "build.cfg"), "w") as f:
             f.write(repr(libraries))
 
-        return True
-
     @staticmethod
     def enhanced_env(**kwargs):
         env = os.environ.copy()
@@ -444,6 +448,8 @@ def compile_in(self, source_folder, build_folder, install_folder):
         files. build_folder is the name of the folder where the build should
         be executed. Both must be absolute paths.
         """
+        global is_windows
+
         cmake = find_executable("cmake")
         if not cmake:
             print(
@@ -476,7 +482,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
         if retcode:
             return False
 
-        return []
+        return ["igraph"]
 
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
@@ -484,6 +490,10 @@ def copy_build_artifacts(
         # Nothing to do; we already installed stuff in the compilation step
         return True
 
+    def create_build_config_file(self, install_folder, libraries):
+        with open(os.path.join(install_folder, "build.cfg"), "w") as f:
+            f.write(repr(libraries))
+
 
 ###########################################################################
 
@@ -703,6 +713,8 @@ def compile_igraph_from_vendor_source(self):
             print("")
             sys.exit(1)
 
+        igraph_builder.create_build_config_file(install_folder, libraries)
+
         self.use_vendored_igraph()
         return True
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a9674919a..d091d5e93 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7073,7 +7073,6 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
   igraph_matrix_t m;
   igraph_matrix_t *dist = 0;
   long int dim = 2;
-  igraphmodule_ARPACKOptionsObject *arpack_options;
   PyObject *dist_o = Py_None;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
   PyObject *result;

From 6c2590ba18b81f22a67e6034a38c4dbcbcbde3d1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Jan 2021 14:46:10 +0100
Subject: [PATCH 0100/1681] updating tests not to use deprecated constructs
 from igraph 0.8

---
 setup.py                    | 60 +++++++++++++++++------------
 src/_igraph/graphobject.c   | 35 +++++++++--------
 src/_igraph/igraphmodule.c  | 77 +++++++++++++++++++++++++++++++++++--
 tests/test_basic.py         | 69 ++++++++++++++++++++++++++++++++-
 tests/test_decomposition.py | 29 ++++++++------
 tests/test_structural.py    | 37 +++++++++---------
 6 files changed, 231 insertions(+), 76 deletions(-)

diff --git a/setup.py b/setup.py
index addc0a5fd..a522c89b8 100644
--- a/setup.py
+++ b/setup.py
@@ -272,7 +272,38 @@ def wait_for_keypress(seconds):
 ###########################################################################
 
 
-class IgraphCCoreAutotoolsBuilder(object):
+class IgraphCCoreBuilder(object):
+    """Superclass for classes responsible for downloading and building the
+    C core of igraph if it is not installed yet.
+    """
+
+    def create_build_config_file(self, install_folder, libraries):
+        with open(os.path.join(install_folder, "build.cfg"), "w") as f:
+            f.write(repr(libraries))
+
+    def parse_pkgconfig_file(self, filename):
+        building_on_windows = building_on_windows_msvc()
+
+        if building_on_windows:
+            libraries = ["igraph"]
+        else:
+            libraries = []
+            with open(filename, "r") as fp:
+                for line in fp:
+                    if line.startswith("Libs: ") or line.startswith("Libs.private: "):
+                        words = line.strip().split()
+                        libraries.extend(
+                            word[2:] for word in words if word.startswith("-l")
+                        )
+
+            if not libraries:
+                # Educated guess
+                libraries = ["igraph"]
+
+        return libraries
+
+
+class IgraphCCoreAutotoolsBuilder(IgraphCCoreBuilder):
     """Class responsible for downloading and building the C core of igraph
     if it is not installed yet, assuming that the C core uses `configure.ac`
     and its friends. This used to be the case before igraph 0.9.
@@ -362,20 +393,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
         if retcode:
             return False
 
-        if building_on_windows:
-            libraries = ["igraph"]
-        else:
-            libraries = []
-            for line in open("igraph.pc"):
-                if line.startswith("Libs: ") or line.startswith("Libs.private: "):
-                    words = line.strip().split()
-                    libraries.extend(
-                        word[2:] for word in words if word.startswith("-l")
-                    )
-
-            if not libraries:
-                # Educated guess
-                libraries = ["igraph"]
+        libraries = self.parse_pkgconfig_file("igraph.pc")
 
         return libraries
 
@@ -415,10 +433,6 @@ def copy_build_artifacts(
 
         return True
 
-    def create_build_config_file(self, install_folder, libraries):
-        with open(os.path.join(install_folder, "build.cfg"), "w") as f:
-            f.write(repr(libraries))
-
     @staticmethod
     def enhanced_env(**kwargs):
         env = os.environ.copy()
@@ -431,7 +445,7 @@ def enhanced_env(**kwargs):
 ###########################################################################
 
 
-class IgraphCCoreCMakeBuilder(object):
+class IgraphCCoreCMakeBuilder(IgraphCCoreBuilder):
     """Class responsible for downloading and building the C core of igraph
     if it is not installed yet, assuming that the C core uses CMake as the
     build tool. This is the case from igraph 0.9.
@@ -482,7 +496,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
         if retcode:
             return False
 
-        return ["igraph"]
+        return self.parse_pkgconfig_file(os.path.join(install_folder, "lib", "pkgconfig", "igraph.pc"))
 
     def copy_build_artifacts(
         self, source_folder, build_folder, install_folder, libraries
@@ -490,10 +504,6 @@ def copy_build_artifacts(
         # Nothing to do; we already installed stuff in the compilation step
         return True
 
-    def create_build_config_file(self, install_folder, libraries):
-        with open(os.path.join(install_folder, "build.cfg"), "w") as f:
-            f.write(repr(libraries))
-
 
 ###########################################################################
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d091d5e93..195926804 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1539,6 +1539,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
   PyObject *dir = Py_True, *vcount_if_unconnected = Py_True;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
+  igraph_real_t diameter;
 
   static char *kwlist[] = {
     "directed", "unconn", "weights", NULL
@@ -1553,23 +1554,28 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
 	  ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
-    igraph_real_t i;
-    if (igraph_diameter_dijkstra(&self->g, weights, &i, 0, 0, 0,
+    if (igraph_diameter_dijkstra(&self->g, weights, &diameter, 0, 0, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
       return NULL;
     }
     igraph_vector_destroy(weights); free(weights);
-    return PyFloat_FromDouble((double)i);
+    return PyFloat_FromDouble((double)diameter);
   } else {
-    igraph_real_t i;
-    if (igraph_diameter(&self->g, &i, 0, 0, 0, PyObject_IsTrue(dir),
+    if (igraph_diameter(&self->g, &diameter, 0, 0, 0, PyObject_IsTrue(dir),
                         PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    return PyInt_FromLong((long)i);
+
+    /* The diameter is integer in this case, except if igraph_diameter()
+     * returned NaN or infinity for some reason */
+    if (ceilf(diameter) == diameter && isfinite(diameter)) {
+      return PyInt_FromLong((long)diameter);
+    } else {
+      return PyFloat_FromDouble((double)diameter);
+    }
   }
 }
 
@@ -3724,8 +3730,8 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       return NULL;
     }
-    if (igraph_betweenness_estimate(&self->g, &res, vs, PyObject_IsTrue(directed),
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), weights)) {
+    if (igraph_betweenness_cutoff(&self->g, &res, vs, PyObject_IsTrue(directed),
+        weights, (igraph_real_t)PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4072,9 +4078,8 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
       igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
       return NULL;
     }
-    if (igraph_closeness_estimate(&self->g, &res, vs, mode,
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), weights,
-	PyObject_IsTrue(normalized_o))) {
+    if (igraph_closeness_cutoff(&self->g, &res, vs, mode, weights,
+        (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4457,8 +4462,8 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       igraph_vector_destroy(&res); return NULL;
     }
-    if (igraph_edge_betweenness_estimate(&self->g, &res, PyObject_IsTrue(directed),
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), weights)) {
+    if (igraph_edge_betweenness_cutoff(&self->g, &res, PyObject_IsTrue(directed),
+        weights, (igraph_real_t)PyFloat_AsDouble(cutoff_num))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -11028,7 +11033,7 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
   static char *kwlist[] = {"membership", "weights", "resolution", "directed", 0};
   igraph_vector_t membership;
   igraph_vector_t *weights=0;
-  double resolution;
+  double resolution = 1;
   igraph_real_t modularity;
   PyObject *mvec, *wvec=Py_None;
   PyObject *directed = Py_True;
@@ -11406,7 +11411,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   PyObject *mss, *qs, *res, *weights = Py_None;
   igraph_matrix_t memberships;
   igraph_vector_t membership, modularity;
-  double resolution;
+  double resolution = 1;
   igraph_vector_t *ws;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOd", kwlist, &weights, &return_levels, &resolution)) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 5e671486a..8b4da52df 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -494,6 +494,57 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
 }
 
 
+PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kwds) {
+  static char* kwlist[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
+  PyObject *out_deg_o = 0, *in_deg_o = 0;
+  PyObject *loops = Py_False, *multiple = Py_False;
+  igraph_vector_t out_deg, in_deg;
+  igraph_bool_t is_directed, result;
+  int allowed_edge_types;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+      &out_deg_o, &in_deg_o, &loops, &multiple))
+    return NULL;
+
+  is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
+
+  if (igraphmodule_PyObject_to_vector_t(out_deg_o, &out_deg, 0))
+    return NULL;
+
+  if (is_directed && igraphmodule_PyObject_to_vector_t(in_deg_o, &in_deg, 0)) {
+    igraph_vector_destroy(&out_deg);
+    return NULL;
+  }
+
+  allowed_edge_types = IGRAPH_SIMPLE_SW;
+  if (PyObject_IsTrue(loops)) {
+    allowed_edge_types |= IGRAPH_LOOPS_SW;
+  }
+  if (PyObject_IsTrue(multiple)) {
+    allowed_edge_types |= IGRAPH_MULTI_SW;
+  }
+
+  if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&out_deg);
+    if (is_directed) {
+      igraph_vector_destroy(&in_deg);
+    }
+    return NULL;
+  }
+
+  igraph_vector_destroy(&out_deg);
+  if (is_directed) {
+    igraph_vector_destroy(&in_deg);
+  }
+
+  if (result)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
 PyObject* igraphmodule_power_law_fit(PyObject *self, PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "data", "xmin", "force_continuous", NULL };
   PyObject *data_o, *force_continuous_o = Py_False;
@@ -582,6 +633,7 @@ static PyMethodDef igraphmodule_methods[] =
   {"is_degree_sequence", (PyCFunction)igraphmodule_is_degree_sequence,
     METH_VARARGS | METH_KEYWORDS,
     "is_degree_sequence(out_deg, in_deg=None)\n\n"
+    "Deprecated since 0.9 in favour of L{is_graphical()}.\n\n"
     "Returns whether a list of degrees can be a degree sequence of some graph.\n\n"
     "Note that it is not required for the graph to be simple; in other words,\n"
     "this function may return C{True} for degree sequences that can be realized\n"
@@ -596,13 +648,27 @@ static PyMethodDef igraphmodule_methods[] =
     "@param in_deg: the list of in-degrees for directed graphs. This parameter\n"
     "  must be C{None} for undirected graphs.\n"
     "@return: C{True} if there exists some graph that can realize the given degree\n"
-    "  sequence, C{False} otherwise."
-    "@see: L{is_graphical_degree_sequence()} if you do not want to allow multiple\n"
-    "  or loop edges.\n"
+    "  sequence, C{False} otherwise.\n"
+  },
+  {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
+    METH_VARARGS | METH_KEYWORDS,
+    "is_graphical(out_deg, in_deg=None, loops=False, multiple=False)\n\n"
+    "Returns whether a list of degrees can be a degree sequence of some graph,\n"
+    "with or without multiple and loop edges, depending on the allowed edge types\n"
+    "in the remaining arguments.\n\n"
+    "@param out_deg: the list of degrees. For directed graphs, this list must\n"
+    "  contain the out-degrees of the vertices.\n"
+    "@param in_deg: the list of in-degrees for directed graphs. This parameter\n"
+    "  must be C{None} for undirected graphs.\n"
+    "@param loops: whether loop edges are allowed.\n"
+    "@param multiple: whether multiple edges are allowed.\n"
+    "@return: C{True} if there exists some graph that can realize the given\n"
+    "  degree sequence with the given edge types, C{False} otherwise.\n"
   },
   {"is_graphical_degree_sequence", (PyCFunction)igraphmodule_is_graphical_degree_sequence,
     METH_VARARGS | METH_KEYWORDS,
     "is_graphical_degree_sequence(out_deg, in_deg=None)\n\n"
+    "Deprecated since 0.9 in favour of L{is_graphical()}.\n\n"
     "Returns whether a list of degrees can be a degree sequence of some simple graph.\n\n"
     "Note that it is required for the graph to be simple; in other words,\n"
     "this function will return C{False} for degree sequences that cannot be realized\n"
@@ -613,7 +679,6 @@ static PyMethodDef igraphmodule_methods[] =
     "  must be C{None} for undirected graphs.\n"
     "@return: C{True} if there exists some simple graph that can realize the given\n"
     "  degree sequence, C{False} otherwise.\n"
-    "@see: L{is_degree_sequence()} if you want to allow multiple or loop edges.\n"
   },
   {"set_progress_handler", igraphmodule_set_progress_handler, METH_O,
       "set_progress_handler(handler)\n\n"
@@ -857,6 +922,10 @@ extern PyObject* igraphmodule_arpack_options_default;
   PyModule_AddIntConstant(m, "TRANSITIVITY_NAN", IGRAPH_TRANSITIVITY_NAN);
   PyModule_AddIntConstant(m, "TRANSITIVITY_ZERO", IGRAPH_TRANSITIVITY_ZERO);
 
+  PyModule_AddIntConstant(m, "SIMPLE_SW", IGRAPH_SIMPLE_SW);
+  PyModule_AddIntConstant(m, "LOOPS_SW", IGRAPH_LOOPS_SW);
+  PyModule_AddIntConstant(m, "MULTI_SW", IGRAPH_MULTI_SW);
+
   /* More useful constants */
   {
     const char* version;
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 2d7c7be6a..469506597 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -1,4 +1,7 @@
 import unittest
+import warnings
+
+from functools import partial
 
 from igraph import (
     ALL,
@@ -6,6 +9,7 @@
     IN,
     InternalError,
     is_degree_sequence,
+    is_graphical,
     is_graphical_degree_sequence,
     Matrix,
 )
@@ -601,6 +605,65 @@ def checkIfOK(self, g, name_attr, edge_attrs):
 
 class DegreeSequenceTests(unittest.TestCase):
     def testIsDegreeSequence(self):
+        # Catch and suppress warnings because is_degree_sequence() is now
+        # deprecated
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            self.assertTrue(is_degree_sequence([]))
+            self.assertTrue(is_degree_sequence([], []))
+            self.assertTrue(is_degree_sequence([0]))
+            self.assertTrue(is_degree_sequence([0], [0]))
+            self.assertFalse(is_degree_sequence([1]))
+            self.assertTrue(is_degree_sequence([1], [1]))
+            self.assertTrue(is_degree_sequence([2]))
+            self.assertFalse(is_degree_sequence([2, 1, 1, 1]))
+            self.assertTrue(is_degree_sequence([2, 1, 1, 1], [1, 1, 1, 2]))
+            self.assertFalse(is_degree_sequence([2, 1, -2]))
+            self.assertFalse(is_degree_sequence([2, 1, 1, 1], [1, 1, 1, -2]))
+            self.assertTrue(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3]))
+            self.assertTrue(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None))
+            self.assertFalse(is_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]))
+            self.assertTrue(
+                is_degree_sequence(
+                    [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
+                )
+            )
+
+    def testIsGraphicalSequence(self):
+        # Catch and suppress warnings because is_graphical_degree_sequence() is now
+        # deprecated
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            self.assertTrue(is_graphical_degree_sequence([]))
+            self.assertTrue(is_graphical_degree_sequence([], []))
+            self.assertTrue(is_graphical_degree_sequence([0]))
+            self.assertTrue(is_graphical_degree_sequence([0], [0]))
+            self.assertFalse(is_graphical_degree_sequence([1]))
+            self.assertFalse(is_graphical_degree_sequence([1], [1]))
+            self.assertFalse(is_graphical_degree_sequence([2]))
+            self.assertFalse(is_graphical_degree_sequence([2, 1, 1, 1]))
+            self.assertTrue(is_graphical_degree_sequence([2, 1, 1, 1], [1, 1, 1, 2]))
+            self.assertFalse(is_graphical_degree_sequence([2, 1, -2]))
+            self.assertFalse(is_graphical_degree_sequence([2, 1, 1, 1], [1, 1, 1, -2]))
+            self.assertTrue(
+                is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3])
+            )
+            self.assertTrue(
+                is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3], None)
+            )
+            self.assertFalse(
+                is_graphical_degree_sequence([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])
+            )
+            self.assertTrue(
+                is_graphical_degree_sequence(
+                    [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], [4, 3, 2, 3, 4, 4, 2, 2, 4, 2]
+                )
+            )
+            self.assertTrue(is_graphical_degree_sequence([3, 3, 3, 3, 4]))
+
+    def testIsGraphicalNonSimple(self):
+        # Same as testIsDegreeSequence, but using is_graphical()
+        is_degree_sequence = partial(is_graphical, loops=True, multiple=True)
         self.assertTrue(is_degree_sequence([]))
         self.assertTrue(is_degree_sequence([], []))
         self.assertTrue(is_degree_sequence([0]))
@@ -621,7 +684,11 @@ def testIsDegreeSequence(self):
             )
         )
 
-    def testIsGraphicalSequence(self):
+    def testIsGraphicalSimple(self):
+        # Same as testIsGraphicalDegreeSequence, but using is_graphical()
+        is_graphical_degree_sequence = partial(
+            is_graphical, loops=False, multiple=False
+        )
         self.assertTrue(is_graphical_degree_sequence([]))
         self.assertTrue(is_graphical_degree_sequence([], []))
         self.assertTrue(is_graphical_degree_sequence([0]))
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 3eaef38fb..8413af0d6 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -1,15 +1,20 @@
+import math
 import random
 import unittest
-import math
-
-from igraph import *
-
-try:
-    set, frozenset
-except NameError:
-    import sets
 
-    set, frozenset = sets.Set, sets.ImmutableSet
+from igraph import (
+    Clustering,
+    CohesiveBlocks,
+    Cover,
+    Graph,
+    Histogram,
+    InternalError,
+    UniqueIdGenerator,
+    VertexClustering,
+    compare_communities,
+    split_join_distance,
+    set_random_number_generator,
+)
 
 
 class SubgraphTests(unittest.TestCase):
@@ -63,9 +68,9 @@ def testKCores(self):
         self.assertTrue(g.coreness() == [3, 3, 3, 3, 1, 1, 1, 2, 1, 2, 2])
         self.assertTrue(g.shell_index() == g.coreness())
 
-        l = g.k_core(3).get_edgelist()
-        l.sort()
-        self.assertTrue(l == [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)])
+        edgelist = g.k_core(3).get_edgelist()
+        edgelist.sort()
+        self.assertTrue(edgelist == [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)])
 
 
 class ClusteringTests(unittest.TestCase):
diff --git a/tests/test_structural.py b/tests/test_structural.py
index aadf18033..5fecf4f43 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -2,8 +2,8 @@
 import unittest
 import warnings
 
-from igraph import *
-from math import isnan
+from igraph import Graph, InternalError, IN, OUT, ALL, TREE_IN
+from math import inf, isnan
 
 
 class SimplePropertiesTests(unittest.TestCase):
@@ -26,8 +26,8 @@ def testDensity(self):
 
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
-        self.assertTrue(self.gempty.diameter(unconn=False) == 10)
-        self.assertTrue(self.gempty.diameter(unconn=False, weights=[]) == float("inf"))
+        self.assertTrue(isnan(self.gempty.diameter(unconn=False)))
+        self.assertTrue(isnan(self.gempty.diameter(unconn=False, weights=[])))
         self.assertTrue(self.g.diameter() == 2)
         self.assertTrue(self.gdir.diameter(False) == 2)
         self.assertTrue(self.gdir.diameter() == 3)
@@ -78,11 +78,11 @@ def testLocalTransitivity(self):
             == [0.0] * self.tree.vcount()
         )
 
-        l = self.g.transitivity_local_undirected(mode="zero")
-        self.assertAlmostEqual(2 / 3, l[0], places=4)
-        self.assertAlmostEqual(2 / 3, l[1], places=4)
-        self.assertEqual(1, l[2])
-        self.assertEqual(1, l[3])
+        transitivity = self.g.transitivity_local_undirected(mode="zero")
+        self.assertAlmostEqual(2 / 3, transitivity[0], places=4)
+        self.assertAlmostEqual(2 / 3, transitivity[1], places=4)
+        self.assertEqual(1, transitivity[2])
+        self.assertEqual(1, transitivity[3])
 
         g = Graph.Full(4) + 1 + [(0, 4)]
         g.es["weight"] = [1, 1, 1, 1, 1, 1, 5]
@@ -269,7 +269,7 @@ def testClosenessCentrality(self):
         g = Graph.Star(5)
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
-            cl = g.closeness(cutoff=1)
+            cl = g.closeness(cutoff=0.9)
         cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
@@ -285,7 +285,7 @@ def testClosenessCentrality(self):
         g = Graph.Star(5)
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
-            cl = g.closeness(cutoff=1, weights=weights)
+            cl = g.closeness(cutoff=0.9, weights=weights)
         cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
@@ -389,17 +389,17 @@ def testAuthorityScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
         asc = g.authority_score()
         self.assertAlmostEqual(max(asc), 1.0, places=3)
-        asc, ev = g.hub_score(scale=False, return_eigenvalue=True)
-        if asc[0] < 0:
-            hs = [-x for x in asc]
+
+        # Smoke testing
+        g.authority_score(scale=False, return_eigenvalue=True)
 
     def testHubScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
         hsc = g.hub_score()
         self.assertAlmostEqual(max(hsc), 1.0, places=3)
-        hsc, ev = g.hub_score(scale=False, return_eigenvalue=True)
-        if hsc[0] < 0:
-            hsc = [-x for x in hsc]
+
+        # Smoke testing
+        g.hub_score(scale=False, return_eigenvalue=True)
 
     def testCoreness(self):
         g = Graph.Full(4) + Graph(4) + [(0, 4), (1, 5), (2, 6), (3, 7)]
@@ -540,7 +540,6 @@ def testShortestPaths(self):
         )
         ws = [0, 2, 1, 0, 5, 2, 1, 1, 0, 2, 2, 8, 1, 1, 3, 1, 1, 4, 2, 1]
         g.es["weight"] = ws
-        inf = float("inf")
         expected = [
             [0, 0, 0, 1, 5, 2, 1, 13, 3, 5],
             [inf, 0, 0, 1, 5, 2, 1, 13, 3, 5],
@@ -673,7 +672,7 @@ def testPathLengthHist(self):
         h = g.path_length_hist()
         self.assertTrue(h.unconnected == 0)
         self.assertTrue(
-            [(int(l), x) for l, _, x in h.bins()]
+            [(int(value), x) for value, _, x in h.bins()]
             == [(1, 14), (2, 19), (3, 20), (4, 20), (5, 16), (6, 16)]
         )
         g = Graph.Full(5) + Graph.Full(4)

From ddfded23b96ca9c94efd64961ca8bebacd60e27e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Jan 2021 16:26:40 +0100
Subject: [PATCH 0101/1681] almost all test cases fixed now for 0.9

---
 src/_igraph/graphobject.c | 613 +++++++++++++++++++-------------------
 tests/test_structural.py  |   8 +-
 2 files changed, 318 insertions(+), 303 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 195926804..73ef24061 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -454,11 +454,11 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
 
   if (igraphmodule_attrib_to_vector_long_t(matching_o, self, &matching,
         ATTRIBUTE_TYPE_VERTEX))
-	return NULL;
+    return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
     if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
-	return NULL;
+    return NULL;
   }
 
   if (igraph_is_matching(&self->g, types, matching, &result)) {
@@ -496,11 +496,11 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
 
   if (igraphmodule_attrib_to_vector_long_t(matching_o, self, &matching,
         ATTRIBUTE_TYPE_VERTEX))
-	return NULL;
+    return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
     if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
-	return NULL;
+    return NULL;
   }
 
   if (igraph_is_maximal_matching(&self->g, types, matching, &result)) {
@@ -768,7 +768,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&result);
     return NULL;
@@ -858,7 +858,7 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&result);
     return NULL;
@@ -1551,7 +1551,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
     if (igraph_diameter_dijkstra(&self->g, weights, &diameter, 0, 0, 0,
@@ -1599,7 +1599,7 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   igraph_vector_init(&res, 0);
   if (weights) {
@@ -1645,7 +1645,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
     if (igraph_diameter_dijkstra(&self->g, weights, &len, &from, &to, 0,
@@ -1655,9 +1655,11 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
       return NULL;
     }
     igraph_vector_destroy(weights); free(weights);
-    if (from >= 0)
+    if (from >= 0) {
       return Py_BuildValue("lld", (long)from, (long)to, (double)len);
-    return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
+    } else {
+      return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
+    }
   } else {
     if (igraph_diameter(&self->g, &len, &from, &to, 0, PyObject_IsTrue(dir),
                         PyObject_IsTrue(vcount_if_unconnected))) {
@@ -1665,9 +1667,22 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
       return NULL;
     }
 
-    if (from >= 0)
-      return Py_BuildValue("lll", (long)from, (long)to, (long)len);
-    return Py_BuildValue("OOl", Py_None, Py_None, (long)len);
+    /* if len is finite and integer (which it typically is, unless it's
+     * infinite), then return a Python int as the third value; otherwise
+     * return a float */
+    if (ceilf(len) == len && isfinite(len)) {
+      if (from >= 0) {
+        return Py_BuildValue("lll", (long)from, (long)to, (long)len);
+      } else {
+        return Py_BuildValue("OOl", Py_None, Py_None, (long)len);
+      }
+    } else {
+      if (from >= 0) {
+        return Py_BuildValue("lld", (long)from, (long)to, (double)len);
+      } else {
+        return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
+      }
+    }
   }
 }
 
@@ -1708,7 +1723,7 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
  */
 PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self) {
   igraph_vector_t result;
-	PyObject *o;
+    PyObject *o;
 
   igraph_vector_init(&result, 0);
   if (igraph_convergence_degree(&self->g, &result, 0, 0)) {
@@ -1733,10 +1748,10 @@ PyObject *igraphmodule_Graph_convergence_field_size(igraphmodule_GraphObject *se
   igraph_vector_init(&ins, 0);
   igraph_vector_init(&outs, 0);
   if (igraph_convergence_degree(&self->g, 0, &ins, &outs)) {
-	igraphmodule_handle_igraph_error();
-	igraph_vector_destroy(&ins);
-	igraph_vector_destroy(&outs);
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&ins);
+    igraph_vector_destroy(&outs);
+    return NULL;
   }
 
   o1=igraphmodule_vector_t_to_PyList(&ins, IGRAPHMODULE_TYPE_INT);
@@ -1783,7 +1798,7 @@ PyObject *igraphmodule_Graph_knn(igraphmodule_GraphObject *self,
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vids);
     igraph_vector_destroy(&knn);
     igraph_vector_destroy(&knnk);
@@ -2127,7 +2142,7 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O!O", kwlist,
                                    &PyList_Type, &outdeg,
                                    &PyList_Type, &indeg,
-								   &method))
+                                   &method))
     return NULL;
 
   if (igraphmodule_PyObject_to_degseq_t(method, &meth)) return NULL;
@@ -2323,7 +2338,7 @@ PyObject *igraphmodule_Graph_Forest_Fire(PyTypeObject * type,
   if (igraph_forest_fire_game(&g, (igraph_integer_t)n,
                               (igraph_real_t)fw_prob, (igraph_real_t)bw_factor,
                               (igraph_integer_t)ambs,
-							  (igraph_bool_t)(PyObject_IsTrue(directed)))) {
+                              (igraph_bool_t)(PyObject_IsTrue(directed)))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2359,7 +2374,7 @@ PyObject *igraphmodule_Graph_Full(PyTypeObject * type,
   }
 
   if (igraph_full(&g, (igraph_integer_t) n, PyObject_IsTrue(directed),
-			      PyObject_IsTrue(loops))) {
+                  PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2395,19 +2410,19 @@ PyObject *igraphmodule_Graph_Full_Bipartite(PyTypeObject * type,
   }
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
-	  return NULL;
+      return NULL;
 
   if (igraph_vector_bool_init(&vertex_types, n1+n2)) {
     igraphmodule_handle_igraph_error();
-	return NULL;
+    return NULL;
   }
 
   if (igraph_full_bipartite(&g, &vertex_types,
         (igraph_integer_t) n1, (igraph_integer_t) n2,
         PyObject_IsTrue(directed), mode)) {
-	igraph_vector_bool_destroy(&vertex_types);
+    igraph_vector_bool_destroy(&vertex_types);
     igraphmodule_handle_igraph_error();
-	return NULL;
+    return NULL;
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
@@ -2567,29 +2582,29 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
   static char *kwlist[] = { "matrix", "directed", "mode", "multiple", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist, &PyList_Type, &matrix_o,
-			  &directed, &mode_o, &multiple))
+              &directed, &mode_o, &multiple))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
   if (igraph_vector_bool_init(&vertex_types, 0)) {
     igraphmodule_handle_igraph_error();
-	return NULL;
+    return NULL;
   }
 
   if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix)) {
-	igraph_vector_bool_destroy(&vertex_types);
+    igraph_vector_bool_destroy(&vertex_types);
     PyErr_SetString(PyExc_TypeError,
                     "Error while converting incidence matrix");
     return NULL;
   }
 
   if (igraph_incidence(&g, &vertex_types, &matrix,
-			  PyObject_IsTrue(directed), mode, PyObject_IsTrue(multiple))) {
-	igraphmodule_handle_igraph_error();
-	igraph_matrix_destroy(&matrix);
-	igraph_vector_bool_destroy(&vertex_types);
-	return NULL;
+              PyObject_IsTrue(directed), mode, PyObject_IsTrue(multiple))) {
+    igraphmodule_handle_igraph_error();
+    igraph_matrix_destroy(&matrix);
+    igraph_vector_bool_destroy(&vertex_types);
+    return NULL;
   }
 
   igraph_matrix_destroy(&matrix);
@@ -3012,15 +3027,15 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
 
   if (igraph_vector_bool_init(&vertex_types, n1+n2)) {
-	igraphmodule_handle_igraph_error();
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    return NULL;
   }
 
   if (igraph_bipartite_game(&g, &vertex_types, t,
-		(igraph_integer_t) n1, (igraph_integer_t) n2,
-		(igraph_real_t) p, (igraph_integer_t) m,
-		PyObject_IsTrue(directed_o), neimode)) {
-	igraph_vector_bool_destroy(&vertex_types);
+        (igraph_integer_t) n1, (igraph_integer_t) n2,
+        (igraph_real_t) p, (igraph_integer_t) m,
+        PyObject_IsTrue(directed_o), neimode)) {
+    igraph_vector_bool_destroy(&vertex_types);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -3030,7 +3045,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   vertex_types_o = igraphmodule_vector_bool_t_to_PyList(&vertex_types);
   igraph_vector_bool_destroy(&vertex_types);
   if (vertex_types_o == 0)
-	return NULL;
+    return NULL;
 
   return Py_BuildValue("NN", (PyObject *) self, vertex_types_o);
 }
@@ -3150,7 +3165,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   igraph_vector_int_t block_sizes;
 
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
-	"loops", NULL };
+    "loops", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "lO!O!|OO", kwlist,
                                    &n, &PyList_Type, &pref_matrix_o,
@@ -3487,8 +3502,8 @@ PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject *self)
   igraph_vector_t res;
   PyObject *o;
   if (igraph_vector_init(&res, 0)) {
-	igraphmodule_handle_igraph_error();
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    return NULL;
   }
 
   if (igraph_articulation_points(&self->g, &res)) {
@@ -3608,14 +3623,14 @@ PyObject *igraphmodule_Graph_authority_score(
   igraph_vector_t res, *weights = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
-	                               &scale_o, &igraphmodule_ARPACKOptionsType,
+                                   &scale_o, &igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &return_eigenvalue))
     return NULL;
 
   if (igraph_vector_init(&res, 0)) return igraphmodule_handle_igraph_error();
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
   if (igraph_authority_score(&self->g, &res, &value, PyObject_IsTrue(scale_o),
@@ -3700,7 +3715,7 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -3809,7 +3824,7 @@ PyObject *igraphmodule_Graph_bibcoupling(igraphmodule_GraphObject * self,
  * \sa igraph_biconnected_components
  */
 PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *self,
-	PyObject *args, PyObject *kwds) {
+    PyObject *args, PyObject *kwds) {
   igraph_vector_ptr_t components;
   igraph_vector_t points;
   igraph_bool_t return_articulation_points;
@@ -3822,20 +3837,20 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
   return_articulation_points = PyObject_IsTrue(aps);
 
   if (igraph_vector_ptr_init(&components, 0)) {
-	igraphmodule_handle_igraph_error();
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    return NULL;
   }
   if (return_articulation_points) {
-	if (igraph_vector_init(&points, 0)) {
-	  igraphmodule_handle_igraph_error();
-	  igraph_vector_ptr_destroy(&components);
-	  return NULL;
-	}
+    if (igraph_vector_init(&points, 0)) {
+      igraphmodule_handle_igraph_error();
+      igraph_vector_ptr_destroy(&components);
+      return NULL;
+    }
   }
 
   if (igraph_biconnected_components(&self->g, &no, &components, 0, 0, return_articulation_points ? &points : 0)) {
     igraphmodule_handle_igraph_error();
-	igraph_vector_ptr_destroy(&components);
+    igraph_vector_ptr_destroy(&components);
     if (return_articulation_points) igraph_vector_destroy(&points);
     return NULL;
   }
@@ -3845,11 +3860,11 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
   igraph_vector_ptr_destroy_all(&components);
 
   if (return_articulation_points) {
-	PyObject *result2;
-	igraph_vector_sort(&points);
-	result2 = igraphmodule_vector_t_to_PyList(&points, IGRAPHMODULE_TYPE_INT);
+    PyObject *result2;
+    igraph_vector_sort(&points);
+    result2 = igraphmodule_vector_t_to_PyList(&points, IGRAPHMODULE_TYPE_INT);
     igraph_vector_destroy(&points);
-	return Py_BuildValue("NN", result, result2); /* references stolen */
+    return Py_BuildValue("NN", result, result2); /* references stolen */
   }
 
   return result;
@@ -3861,7 +3876,7 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
  * \sa igraph_bipartite_projection
  */
 PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * self,
-		PyObject* args, PyObject* kwds) {
+        PyObject* args, PyObject* kwds) {
   PyObject *types_o = Py_None, *multiplicity_o = Py_True, *mul1 = 0, *mul2 = 0;
   igraphmodule_GraphObject *result1 = 0, *result2 = 0;
   igraph_vector_bool_t* types = 0;
@@ -3878,7 +3893,7 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
     return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
-	return NULL;
+    return NULL;
 
   if (which == 0) {
     p_g2 = 0;
@@ -3973,7 +3988,7 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
  * \sa igraph_bipartite_projection_size
  */
 PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject * self,
-		PyObject* args, PyObject* kwds) {
+        PyObject* args, PyObject* kwds) {
   PyObject *types_o = Py_None;
   igraph_vector_bool_t* types = 0;
   igraph_integer_t vcount1, vcount2, ecount1, ecount2;
@@ -3984,10 +3999,10 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
     return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
-	return NULL;
+    return NULL;
 
   if (igraph_bipartite_projection_size(&self->g, types,
-			  &vcount1, &ecount1, &vcount2, &ecount2)) {
+              &vcount1, &ecount1, &vcount2, &ecount2)) {
     if (types) { igraph_vector_bool_destroy(types); free(types); }
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -4007,8 +4022,8 @@ PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
   igraph_vector_t res;
   PyObject *o;
   if (igraph_vector_init(&res, 0)) {
-	igraphmodule_handle_igraph_error();
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    return NULL;
   }
 
   if (igraph_bridges(&self->g, &res)) {
@@ -4033,7 +4048,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vertices", "mode", "cutoff", "weights",
-			    "normalized", NULL };
+                "normalized", NULL };
   PyObject *vobj = Py_None, *list = NULL, *cutoff = Py_None,
            *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
   igraph_vector_t res, *weights = 0;
@@ -4057,7 +4072,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&res);
     return NULL;
@@ -4065,7 +4080,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
 
   if (cutoff == Py_None) {
     if (igraph_closeness(&self->g, &res, vs, mode, weights,
-			 PyObject_IsTrue(normalized_o))) {
+             PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4244,19 +4259,19 @@ PyObject *igraphmodule_Graph_cocitation(igraphmodule_GraphObject * self,
  * \sa igraph_contract_vertices
  */
 PyObject *igraphmodule_Graph_contract_vertices(igraphmodule_GraphObject * self,
-	                                           PyObject * args, PyObject * kwds) {
+                                               PyObject * args, PyObject * kwds) {
   static char* kwlist[] = {"mapping", "combine_attrs", NULL };
   PyObject *mapping_o, *combination_o = Py_None;
   igraph_vector_t mapping;
   igraph_attribute_combination_t combination;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &mapping_o,
-		&combination_o))
-	return NULL;
+        &combination_o))
+    return NULL;
 
   if (igraphmodule_PyObject_to_attribute_combination_t(
-		combination_o, &combination))
-	return NULL;
+        combination_o, &combination))
+    return NULL;
 
   if (igraphmodule_PyObject_to_vector_t(mapping_o, &mapping, 1)) {
     igraph_attribute_combination_destroy(&combination);
@@ -4999,7 +5014,7 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   }
 
   if (igraph_neighborhood(&self->g, &res, vs, (igraph_integer_t) order, mode,
-		mindist)) {
+        mindist)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -5054,7 +5069,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   }
 
   if (igraph_neighborhood_size(&self->g, &res, vs, (igraph_integer_t) order, mode,
-		mindist)) {
+        mindist)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -5102,7 +5117,7 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!Olf", kwlist, &vobj,
                                    &directed, &damping, &robj,
-				   &rvsobj, &wobj,
+                   &rvsobj, &wobj,
                                    &igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &algo_o, &niter, &eps))
 
@@ -5162,10 +5177,10 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
 
   if (rvsobj != Py_None)
     retval = igraph_personalized_pagerank_vs(&self->g, algo, &res, 0, vs,
-	     PyObject_IsTrue(directed), damping, reset_vs, &weights, opts);
+         PyObject_IsTrue(directed), damping, reset_vs, &weights, opts);
   else
     retval = igraph_personalized_pagerank(&self->g, algo, &res, 0, vs,
-	     PyObject_IsTrue(directed), damping, reset, &weights, opts);
+         PyObject_IsTrue(directed), damping, reset, &weights, opts);
 
   if (retval) {
     igraphmodule_handle_igraph_error();
@@ -5885,7 +5900,7 @@ PyObject
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&result);
     return NULL;
@@ -5986,7 +6001,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
   if (source < 0 && target < 0) {
     if (igraph_vertex_connectivity(&self->g, &res, PyObject_IsTrue(checks))) {
       igraphmodule_handle_igraph_error();
-	  return NULL;
+      return NULL;
     }
   } else if (source >= 0 && target >= 0) {
     if (igraphmodule_PyObject_to_vconn_nei_t(neis, &neighbors))
@@ -5997,8 +6012,8 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-	PyErr_SetString(PyExc_ValueError, "if source or target is given, the other one must also be specified");
-	return NULL;
+    PyErr_SetString(PyExc_ValueError, "if source or target is given, the other one must also be specified");
+    return NULL;
   }
 
   if (!IGRAPH_FINITE(res)) return Py_BuildValue("d", (double)res);
@@ -6420,7 +6435,7 @@ PyObject *igraphmodule_Graph_layout_random(igraphmodule_GraphObject * self,
  * \sa igraph_layout_grid, igraph_layout_grid_3d
  */
 PyObject *igraphmodule_Graph_layout_grid(igraphmodule_GraphObject* self,
-		PyObject *args, PyObject *kwds) {
+        PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "width", "height", "dim", NULL };
 
   igraph_matrix_t m;
@@ -6469,7 +6484,7 @@ PyObject *igraphmodule_Graph_layout_grid(igraphmodule_GraphObject* self,
  * \sa igraph_layout_star
  */
 PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
-		PyObject *args, PyObject *kwds) {
+        PyObject *args, PyObject *kwds) {
   static char *kwlist[] =
     { "center", "order", NULL };
 
@@ -6575,7 +6590,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     }
   } else {
     use_seed=1;
-	if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
   }
 
   /* Convert minimum and maximum x-y-z values */
@@ -6673,7 +6688,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
                                    &weight_node_dist, &weight_border,
                                    &weight_edge_lengths, &weight_edge_crossings,
                                    &weight_node_edge_dist))
-	  return NULL;
+      return NULL;
 
   /* Provide default parameters based on the properties of the graph */
   if (fineiter < 0) {
@@ -6713,9 +6728,9 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
     }
   } else {
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) {
-	  return NULL;
-	}
-	use_seed=1;
+      return NULL;
+    }
+    use_seed=1;
   }
 
   retval = igraph_layout_davidson_harel(&self->g, &m, use_seed,
@@ -6755,7 +6770,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOl", kwlist,
                                    &wobj, &seed_o, &fixed_o, &options_o, &dim))
-	  return NULL;
+      return NULL;
 
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
@@ -6768,47 +6783,47 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   if (fixed_o != 0 && fixed_o != Py_None) {
     fixed = (igraph_vector_bool_t*)malloc(sizeof(igraph_vector_bool_t));
     if (!fixed) {
-	  PyErr_NoMemory();
-	  return NULL;
-	}
-	if (igraphmodule_PyObject_to_vector_bool_t(fixed_o, fixed)) {
-	  free(fixed);
-	  return NULL;
-	}
+      PyErr_NoMemory();
+      return NULL;
+    }
+    if (igraphmodule_PyObject_to_vector_bool_t(fixed_o, fixed)) {
+      free(fixed);
+      return NULL;
+    }
   }
 
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
       igraphmodule_handle_igraph_error();
-	  if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
+      if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
       return NULL;
     }
   } else {
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) {
-	  if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
-	  return NULL;
-	}
-	use_seed=1;
+      if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
+      return NULL;
+    }
+    use_seed=1;
   }
 
   /* Convert the weight parameter to a vector */
   if (igraphmodule_attrib_to_vector_t(wobj, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
     igraph_matrix_destroy(&m);
-	if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
+    if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (dim == 2) {
-	retval = igraph_layout_drl(&self->g, &m, use_seed, &options, weights, fixed);
+    retval = igraph_layout_drl(&self->g, &m, use_seed, &options, weights, fixed);
   } else {
-	retval = igraph_layout_drl_3d(&self->g, &m, use_seed, &options, weights, fixed);
+    retval = igraph_layout_drl_3d(&self->g, &m, use_seed, &options, weights, fixed);
   }
 
   if (retval) {
     igraph_matrix_destroy(&m);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
-	if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
+    if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -6886,7 +6901,7 @@ PyObject
     }
   } else {
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
-	use_seed=1;
+    use_seed=1;
   }
 
   /* Convert the weight parameter to a vector */
@@ -6994,7 +7009,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
   } else {
     use_seed=1;
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m))
-			return NULL;
+            return NULL;
   }
 
   if (igraph_layout_graphopt(&self->g, &m, (igraph_integer_t) niter,
@@ -7096,7 +7111,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-	if (igraphmodule_PyList_to_matrix_t(dist_o, dist)) {
+    if (igraphmodule_PyList_to_matrix_t(dist_o, dist)) {
       free(dist);
       return NULL;
     }
@@ -7282,14 +7297,14 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   }
 
   if (igraphmodule_attrib_to_vector_t(layers_o, self, &layers,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     igraph_vector_destroy(&extd_to_orig_eids);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (layers != 0) { igraph_vector_destroy(layers); free(layers); }
     igraph_vector_destroy(&extd_to_orig_eids);
     igraph_matrix_destroy(&m);
@@ -7358,7 +7373,7 @@ PyObject *igraphmodule_Graph_layout_bipartite(
   }
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     igraph_matrix_destroy(&m);
     Py_DECREF(types_o);
     return NULL;
@@ -7441,17 +7456,17 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraph_vector_init(&row_ids, 0))
-	return NULL;
+    return NULL;
 
   if (igraph_vector_init(&col_ids, 0)) {
     igraph_vector_destroy(&row_ids);
-	return NULL;
+    return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
     igraph_vector_destroy(&row_ids);
     igraph_vector_destroy(&col_ids);
-	return NULL;
+    return NULL;
   }
 
   if (igraph_matrix_init(&matrix, 1, 1)) {
@@ -7504,7 +7519,7 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (igraph_matrix_init
       (&m, igraph_vcount(&self->g), igraph_vcount(&self->g))) {
@@ -7514,7 +7529,7 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
   }
 
   if (igraph_laplacian(&self->g, &m, /*sparseres=*/ 0,
-		       PyObject_IsTrue(normalized), weights)) {
+               PyObject_IsTrue(normalized), weights)) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_matrix_destroy(&m);
@@ -7579,7 +7594,7 @@ PyObject *igraphmodule_Graph_to_undirected(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraphmodule_PyObject_to_attribute_combination_t(comb_o, &comb))
-	return NULL;
+    return NULL;
 
   if (igraph_to_undirected(&self->g, mode, &comb)) {
     igraph_attribute_combination_destroy(&comb);
@@ -8259,7 +8274,7 @@ PyObject *igraphmodule_Graph_write_graphml(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraph_write_graph_graphml(&self->g, igraphmodule_filehandle_get(&fobj),
-				 /*prefixattr=*/ 1)) {
+                 /*prefixattr=*/ 1)) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -8286,7 +8301,7 @@ PyObject *igraphmodule_Graph_write_leda(igraphmodule_GraphObject * self,
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|zz", kwlist,
                                    &fname, &vertex_attr_name,
-								   &edge_attr_name))
+                                   &edge_attr_name))
     return NULL;
 
   if (igraphmodule_filehandle_init(&fobj, fname, "w"))
@@ -8313,7 +8328,7 @@ PyObject *igraphmodule_Graph_write_leda(igraphmodule_GraphObject * self,
  * \sa igraph_canonical_permutation
  */
 PyObject *igraphmodule_Graph_canonical_permutation(
-	igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "sh", "color", NULL };
   PyObject *sh_o = Py_None;
   PyObject *color_o = Py_None;
@@ -8327,24 +8342,24 @@ PyObject *igraphmodule_Graph_canonical_permutation(
     return NULL;
 
   if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
-	return NULL;
+    return NULL;
 
   if (igraph_vector_init(&labeling, 0)) {
-	igraphmodule_handle_igraph_error();
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
   retval = igraph_canonical_permutation(&self->g, color, &labeling, sh, 0);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
   if (retval) {
-	igraphmodule_handle_igraph_error();
-	igraph_vector_destroy(&labeling);
-	return NULL;
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&labeling);
+    return NULL;
   }
 
   list = igraphmodule_vector_t_to_PyList(&labeling, IGRAPHMODULE_TYPE_INT);
@@ -8449,7 +8464,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   int retval;
 
   static char *kwlist[] = { "other", "return_mapping_12",
-			    "return_mapping_21", "sh1", "sh2", "color1", "color2", NULL };
+                "return_mapping_21", "sh1", "sh2", "color1", "color2", NULL };
   /* TODO: convert igraph_bliss_info_t when needed */
   if (!PyArg_ParseTupleAndKeywords
       (args, kwds, "|O!OOOOOO", kwlist, &igraphmodule_GraphType, &o,
@@ -8465,23 +8480,23 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   sh2 = sh1;
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, self, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
   if (o == Py_None) other = self; else other = (igraphmodule_GraphObject *) o;
 
   if (PyObject_IsTrue(return1)) {
-	igraph_vector_init(&mapping_12, 0);
-	map12 = &mapping_12;
+    igraph_vector_init(&mapping_12, 0);
+    map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-	igraph_vector_init(&mapping_21, 0);
-	map21 = &mapping_21;
+    igraph_vector_init(&mapping_21, 0);
+    map21 = &mapping_21;
   }
 
   retval = igraph_isomorphic_bliss(&self->g, &other->g, color1, color2,
-				       &result, map12, map21, sh1, 0, 0);
+                       &result, map12, map21, sh1, 0, 0);
 
   if (color1) { igraph_vector_int_destroy(color1); free(color1); }
   if (color2) { igraph_vector_int_destroy(color2); free(color2); }
@@ -8495,27 +8510,27 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
     if (result) Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
-	PyObject *iso, *m1, *m2;
-	iso = result ? Py_True : Py_False;
-	Py_INCREF(iso);
-	if (map12) {
-	  m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map12);
-	  if (!m1) {
-	    Py_DECREF(iso);
-		if (map21) igraph_vector_destroy(map21);
-		return NULL;
-	  }
-	} else { m1 = Py_None; Py_INCREF(m1); }
-	if (map21) {
-	  m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map21);
-	  if (!m2) {
-	    Py_DECREF(iso); Py_DECREF(m1);
-		return NULL;
-	  }
-	} else { m2 = Py_None; Py_INCREF(m2); }
-	return Py_BuildValue("NNN", iso, m1, m2);
+    PyObject *iso, *m1, *m2;
+    iso = result ? Py_True : Py_False;
+    Py_INCREF(iso);
+    if (map12) {
+      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map12);
+      if (!m1) {
+        Py_DECREF(iso);
+        if (map21) igraph_vector_destroy(map21);
+        return NULL;
+      }
+    } else { m1 = Py_None; Py_INCREF(m1); }
+    if (map21) {
+      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map21);
+      if (!m2) {
+        Py_DECREF(iso); Py_DECREF(m1);
+        return NULL;
+      }
+    } else { m2 = Py_None; Py_INCREF(m2); }
+    return Py_BuildValue("NNN", iso, m1, m2);
   }
 }
 
@@ -8676,20 +8691,20 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -8697,12 +8712,12 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(return1)) {
-	igraph_vector_init(&mapping_12, 0);
-	map12 = &mapping_12;
+    igraph_vector_init(&mapping_12, 0);
+    map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-	igraph_vector_init(&mapping_21, 0);
-	map21 = &mapping_21;
+    igraph_vector_init(&mapping_21, 0);
+    map21 = &mapping_21;
   }
 
   callback_data.graph1 = (PyObject*)self;
@@ -8740,24 +8755,24 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
     if (result) Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
-	PyObject *m1, *m2;
-	if (map12) {
-	  m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map12);
-	  if (!m1) {
-		if (map21) igraph_vector_destroy(map21);
-		return NULL;
-	  }
-	} else { m1 = Py_None; Py_INCREF(m1); }
-	if (map21) {
-	  m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map21);
-	  if (!m2) {
-	    Py_DECREF(m1);
-		return NULL;
-	  }
-	} else { m2 = Py_None; Py_INCREF(m2); }
-	return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
+    PyObject *m1, *m2;
+    if (map12) {
+      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map12);
+      if (!m1) {
+        if (map21) igraph_vector_destroy(map21);
+        return NULL;
+      }
+    } else { m1 = Py_None; Py_INCREF(m1); }
+    if (map21) {
+      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map21);
+      if (!m2) {
+        Py_DECREF(m1);
+        return NULL;
+      }
+    } else { m2 = Py_None; Py_INCREF(m2); }
+    return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
   }
 }
 
@@ -8806,20 +8821,20 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -8899,20 +8914,20 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -9011,20 +9026,20 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -9032,12 +9047,12 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(return1)) {
-	igraph_vector_init(&mapping_12, 0);
-	map12 = &mapping_12;
+    igraph_vector_init(&mapping_12, 0);
+    map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-	igraph_vector_init(&mapping_21, 0);
-	map21 = &mapping_21;
+    igraph_vector_init(&mapping_21, 0);
+    map21 = &mapping_21;
   }
 
   callback_data.graph1 = (PyObject*)self;
@@ -9076,28 +9091,28 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
       Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
-	PyObject *m1, *m2;
-	if (map12) {
-	  m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map12);
-	  if (!m1) {
-		if (map21) igraph_vector_destroy(map21);
-		return NULL;
-	  }
-	} else {
+    PyObject *m1, *m2;
+    if (map12) {
+      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map12);
+      if (!m1) {
+        if (map21) igraph_vector_destroy(map21);
+        return NULL;
+      }
+    } else {
       m1 = Py_None; Py_INCREF(m1);
     }
-	if (map21) {
-	  m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-	  igraph_vector_destroy(map21);
-	  if (!m2) {
-	    Py_DECREF(m1);
-		return NULL;
-	  }
-	} else {
+    if (map21) {
+      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
+      igraph_vector_destroy(map21);
+      if (!m2) {
+        Py_DECREF(m1);
+        return NULL;
+      }
+    } else {
       m2 = Py_None; Py_INCREF(m2);
     }
-	return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
+    return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
   }
 }
 
@@ -9143,20 +9158,20 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -9237,20 +9252,20 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
   }
 
   if (igraphmodule_attrib_to_vector_int_t(color1_o, self, &color1,
-	  ATTRIBUTE_TYPE_VERTEX)) return NULL;
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
   if (igraphmodule_attrib_to_vector_int_t(color2_o, other, &color2,
-	  ATTRIBUTE_TYPE_VERTEX)) {
+      ATTRIBUTE_TYPE_VERTEX)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color1_o, self, &edge_color1,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     return NULL;
   }
   if (igraphmodule_attrib_to_vector_int_t(edge_color2_o, other, &edge_color2,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -9325,13 +9340,13 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(return_mapping)) {
-	if (igraph_vector_init(&mapping, 0)) {
+    if (igraph_vector_init(&mapping, 0)) {
       if (p_domains)
         igraph_vector_ptr_destroy_all(p_domains);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-	map = &mapping;
+    map = &mapping;
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &result,
@@ -9350,11 +9365,11 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
       Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
-	PyObject *m = igraphmodule_vector_t_to_PyList(map, IGRAPHMODULE_TYPE_INT);
+    PyObject *m = igraphmodule_vector_t_to_PyList(map, IGRAPHMODULE_TYPE_INT);
     igraph_vector_destroy(map);
-	if (!m)
-	  return NULL;
-	return Py_BuildValue("ON", result ? Py_True : Py_False, m);
+    if (!m)
+      return NULL;
+    return Py_BuildValue("ON", result ? Py_True : Py_False, m);
   }
 }
 
@@ -9639,7 +9654,7 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   o = (igraphmodule_GraphObject *) other;
 
   if (igraph_compose(&g, &self->g, &o->g, /*edge_map1=*/ 0,
-		     /*edge_map2=*/ 0)) {
+             /*edge_map2=*/ 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -9875,7 +9890,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
 
 
   if (igraph_maxflow_value(&self->g, &result, v1, v2, &capacity_vector,
-			   &stats)) {
+               &stats)) {
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
@@ -9929,7 +9944,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   }
 
   if (igraph_maxflow(&self->g, &result, &flow, &cut, &partition, 0,
-		     v1, v2, &capacity_vector, &stats)) {
+             v1, v2, &capacity_vector, &stats)) {
     igraph_vector_destroy(&capacity_vector);
     igraph_vector_destroy(&flow);
     igraph_vector_destroy(&cut);
@@ -9991,11 +10006,11 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraph_vector_ptr_init(&partition1s, 0)) {
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
   if (igraph_vector_ptr_init(&cuts, 0)) {
     igraph_vector_ptr_destroy(&partition1s);
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_all_st_cuts(&self->g, &cuts, &partition1s,
@@ -10047,11 +10062,11 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
     return NULL;
 
   if (igraph_vector_ptr_init(&partition1s, 0)) {
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
   if (igraph_vector_ptr_init(&cuts, 0)) {
     igraph_vector_ptr_destroy(&partition1s);
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
 
   if (igraphmodule_PyObject_to_attribute_values(capacity_o,
@@ -10195,18 +10210,18 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
 
   if (igraph_vector_init(&partition, 0)) {
     igraph_vector_destroy(&capacity_vector);
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
   if (igraph_vector_init(&partition2, 0)) {
     igraph_vector_destroy(&partition);
     igraph_vector_destroy(&capacity_vector);
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
   if (igraph_vector_init(&cut, 0)) {
     igraph_vector_destroy(&partition);
     igraph_vector_destroy(&partition2);
     igraph_vector_destroy(&capacity_vector);
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
   }
 
   if (source == -1 && target == -1) {
@@ -10238,7 +10253,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   if (!cut_o) {
     igraph_vector_destroy(&partition);
     igraph_vector_destroy(&partition2);
-	return 0;
+    return 0;
   }
 
   part_o=igraphmodule_vector_t_to_PyList(&partition, IGRAPHMODULE_TYPE_INT);
@@ -10253,7 +10268,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   igraph_vector_destroy(&partition2);
   if (!part2_o) {
     Py_DECREF(part_o);
-	Py_DECREF(cut_o);
+    Py_DECREF(cut_o);
     return 0;
   }
 
@@ -10712,11 +10727,11 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
     eps = DBL_EPSILON * 1000;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
-	return NULL;
+    return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
-	return NULL;
+    return NULL;
   }
 
   if (igraph_vector_long_init(&result, 0)) {
@@ -11081,7 +11096,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) return NULL;
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (igraph_matrix_init(&merges, 0, 0)) {
     if (weights != 0) {
@@ -11181,7 +11196,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
     n -= 1;
 
   if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_matrix_destroy(&m);
     igraph_vector_destroy(&members);
     return NULL;
@@ -11293,7 +11308,7 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
   }
 
   if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
-	igraphmodule_handle_igraph_error();
+    igraphmodule_handle_igraph_error();
     return NULL;
   }
 
@@ -11315,8 +11330,8 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
                                     /*e_weight=*/ e_ws, /*v_weight=*/ v_ws,
                                     /*nb_trials=*/nb_trials,
                               /*out*/ &membership, &codelength)) {
-	igraphmodule_handle_igraph_error();
-	igraph_vector_destroy(&membership);
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&membership);
     if (e_ws) {
       igraph_vector_destroy(e_ws);
       free(e_ws);
@@ -11342,7 +11357,7 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
   igraph_vector_destroy(&membership);
 
   if (!res)
-	return NULL;
+    return NULL;
 
   return Py_BuildValue("Nd", res, (double)codelength);
 }
@@ -11465,7 +11480,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
  * Optimal modularity by integer programming
  */
 PyObject *igraphmodule_Graph_community_optimal_modularity(
-	igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = {"weights", NULL};
   PyObject *weights_o = Py_None;
   igraph_real_t modularity;
@@ -11478,20 +11493,20 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
     return NULL;
 
   if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
-	igraphmodule_handle_igraph_error();
+    igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vector_destroy(&membership);
     return NULL;
   }
 
   if (igraph_community_optimal_modularity(&self->g, &modularity,
         &membership, weights)) {
-	igraphmodule_handle_igraph_error();
-	igraph_vector_destroy(&membership);
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&membership);
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -11506,7 +11521,7 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
   igraph_vector_destroy(&membership);
 
   if (!res)
-	return NULL;
+    return NULL;
 
   return Py_BuildValue("Nd", res, (double)modularity);
 }
@@ -11549,12 +11564,12 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
   }
 
   if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
-	igraphmodule_handle_igraph_error();
+    igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-	  ATTRIBUTE_TYPE_EDGE)) {
+      ATTRIBUTE_TYPE_EDGE)) {
     igraph_vector_destroy(&membership);
     return NULL;
   }
@@ -11784,24 +11799,24 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   igraph_vector_t walk;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OiOO", kwlist, &start_o,
-		&steps, &mode_o, &stuck_o))
+        &steps, &mode_o, &stuck_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(start_o, &start, &self->g))
-	return NULL;
+    return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
-	return NULL;
+    return NULL;
 
   if (igraphmodule_PyObject_to_random_walk_stuck_t(stuck_o, &stuck))
-	return NULL;
+    return NULL;
 
   if (igraph_vector_init(&walk, steps))
-	return igraphmodule_handle_igraph_error();
+    return igraphmodule_handle_igraph_error();
 
   if (igraph_random_walk(&self->g, &walk, start, mode, steps, stuck)) {
-	igraph_vector_destroy(&walk);
-	return igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&walk);
+    return igraphmodule_handle_igraph_error();
   }
 
   res = igraphmodule_vector_t_to_PyList(&walk, IGRAPHMODULE_TYPE_INT);
@@ -12296,17 +12311,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param loops: whether self-loops are allowed.\n"},
 
   /* interface to igraph_famous */
-	{"Famous", (PyCFunction) igraphmodule_Graph_Famous,
-	 METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-	 "Famous(name)\n\n"
-	 "Generates a famous graph based on its name.\n\n"
-	 "Several famous graphs are known to C{igraph} including (but not limited to)\n"
-	 "the Chvatal graph, the Petersen graph or the Tutte graph. This method\n"
-	 "generates one of them based on its name (case insensitive). See the\n"
-	 "documentation of the C interface of C{igraph} for the names available:\n"
-	 "U{http://igraph.org/doc/c}.\n\n"
-	 "@param name: the name of the graph to be generated.\n"
-	},
+    {"Famous", (PyCFunction) igraphmodule_Graph_Famous,
+     METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+     "Famous(name)\n\n"
+     "Generates a famous graph based on its name.\n\n"
+     "Several famous graphs are known to C{igraph} including (but not limited to)\n"
+     "the Chvatal graph, the Petersen graph or the Tutte graph. This method\n"
+     "generates one of them based on its name (case insensitive). See the\n"
+     "documentation of the C interface of C{igraph} for the names available:\n"
+     "U{http://igraph.org/doc/c}.\n\n"
+     "@param name: the name of the graph to be generated.\n"
+    },
 
   /* interface to igraph_forest_fire_game */
   {"Forest_Fire", (PyCFunction) igraphmodule_Graph_Forest_Fire,
@@ -12501,20 +12516,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param circular: whether the generated lattice is periodic.\n"},
 
   /* interface to igraph_lcf */
-	{"LCF", (PyCFunction) igraphmodule_Graph_LCF,
-	 METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-	 "LCF(n, shifts, repeats)\n\n"
-	 "Generates a graph from LCF notation.\n\n"
-	 "LCF is short for Lederberg-Coxeter-Frucht, it is a concise notation\n"
-	 "for 3-regular Hamiltonian graphs. It consists of three parameters,\n"
-	 "the number of vertices in the graph, a list of shifts giving\n"
-	 "additional edges to a cycle backbone and another integer giving how\n"
-	 "many times the shifts should be performed. See\n"
-	 "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
-	 "@param n: the number of vertices\n"
-	 "@param shifts: the shifts in a list or tuple\n"
-	 "@param repeats: the number of repeats\n"
-	},
+    {"LCF", (PyCFunction) igraphmodule_Graph_LCF,
+     METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+     "LCF(n, shifts, repeats)\n\n"
+     "Generates a graph from LCF notation.\n\n"
+     "LCF is short for Lederberg-Coxeter-Frucht, it is a concise notation\n"
+     "for 3-regular Hamiltonian graphs. It consists of three parameters,\n"
+     "the number of vertices in the graph, a list of shifts giving\n"
+     "additional edges to a cycle backbone and another integer giving how\n"
+     "many times the shifts should be performed. See\n"
+     "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+     "@param n: the number of vertices\n"
+     "@param shifts: the shifts in a list or tuple\n"
+     "@param repeats: the number of repeats\n"
+    },
 
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
@@ -13076,9 +13091,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: a list with the (exact or estimated) edge betweennesses of all\n"
    "  edges.\n"},
 
-	{"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
-	 METH_VARARGS | METH_KEYWORDS,
-	 "" },
+    {"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
+     METH_VARARGS | METH_KEYWORDS,
+     "" },
 
   /* interface to igraph_[st_]edge_connectivity */
   {"edge_connectivity", (PyCFunction) igraphmodule_Graph_edge_connectivity,
@@ -13239,14 +13254,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"convergence_degree", (PyCFunction)igraphmodule_Graph_convergence_degree,
     METH_NOARGS,
     "convergence_degree()\n\n"
-	"Undocumented (yet)."
+    "Undocumented (yet)."
   },
 
   /* interface to igraph_convergence_field_size */
   {"convergence_field_size", (PyCFunction)igraphmodule_Graph_convergence_field_size,
     METH_NOARGS,
     "convergence_field_size()\n\n"
-	"Undocumented (yet)."
+    "Undocumented (yet)."
   },
 
   /* interface to igraph_hub_score */
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5fecf4f43..5e2a1510c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -26,8 +26,8 @@ def testDensity(self):
 
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
-        self.assertTrue(isnan(self.gempty.diameter(unconn=False)))
-        self.assertTrue(isnan(self.gempty.diameter(unconn=False, weights=[])))
+        self.assertTrue(self.gempty.diameter(unconn=False) == inf)
+        self.assertTrue(self.gempty.diameter(unconn=False) == inf)
         self.assertTrue(self.g.diameter() == 2)
         self.assertTrue(self.gdir.diameter(False) == 2)
         self.assertTrue(self.gdir.diameter() == 3)
@@ -35,7 +35,7 @@ def testDiameter(self):
 
         s, t, d = self.tree.farthest_points()
         self.assertTrue((s == 13 or t == 13) and d == 5)
-        self.assertTrue(self.gempty.farthest_points(unconn=False) == (None, None, 10))
+        self.assertTrue(self.gempty.farthest_points(unconn=False) == (None, None, inf))
 
         d = self.tree.get_diameter()
         self.assertTrue(d[0] == 13 or d[-1] == 13)
@@ -262,7 +262,7 @@ def testEdgeBetweennessCentrality(self):
     def testClosenessCentrality(self):
         g = Graph.Star(5)
         cl = g.closeness()
-        cl2 = [1.0, 0.57142, 0.57142, 0.57142, 0.57142]
+        cl2 = [1.0, 4 / 7.0, 4 / 7.0, 4 / 7.0, 4 / 7.0]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 

From 9f7c150088c0d1d867783ccae65f6ea4b3a82bb2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Jan 2021 16:37:21 +0100
Subject: [PATCH 0102/1681] fix: fix crashes when calling certain attribute
 combination functions with an empty vector, closes #358

---
 src/_igraph/attributes.c | 37 ++++++++++++++++++-------------------
 1 file changed, 18 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index db746334c..0509a1e88 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -994,10 +994,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    if (n == 0)
-      continue;
-
-    item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[0]);
+    item = n > 0 ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
     Py_INCREF(item);
     PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
   }
@@ -1032,19 +1029,20 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    if (n == 0)
-      continue;
-
-    num = PyObject_CallObject(random_func, 0);
-    if (num == 0) {
-      Py_DECREF(random_func);
-      Py_DECREF(res);
-      return 0;
+    if (n == 0) {
+      num = PyObject_CallObject(random_func, 0);
+      if (num == 0) {
+        Py_DECREF(random_func);
+        Py_DECREF(res);
+        return 0;
+      }
+      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[(long int)(n*PyFloat_AsDouble(num))]);
+      Py_DECREF(num);
+    } else {
+      item = Py_None;
     }
 
-    item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[(long int)(n*PyFloat_AsDouble(num))]);
     Py_INCREF(item);
-    Py_DECREF(num);
     PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
   }
 
@@ -1069,10 +1067,7 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    if (n == 0)
-      continue;
-
-    item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[n-1]);
+    item = (n > 0) ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
     Py_INCREF(item);
     PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
   }
@@ -1143,8 +1138,12 @@ static PyObject* igraphmodule_i_ac_median(PyObject* values,
       Py_DECREF(res);
       return 0;
     }
-    if (n % 2 == 1) {
+    if (n == 0) {
+      item = Py_None;
+      Py_INCREF(item);
+    } else if (n % 2 == 1) {
       item = PyList_GET_ITEM(list, n / 2);
+      Py_INCREF(item);
     } else {
       igraph_real_t num1, num2;
       item = PyList_GET_ITEM(list, n / 2 - 1);

From 692e82ef1dec1f56b3bf4ae13d6da99cf46670f9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Jan 2021 16:38:31 +0100
Subject: [PATCH 0103/1681] format: src/_igraph/attributes.c reformatted
 without tabs

---
 src/_igraph/attributes.c | 64 ++++++++++++++++++++--------------------
 1 file changed, 32 insertions(+), 32 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 0509a1e88..0bfe8d269 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1349,12 +1349,12 @@ static int igraphmodule_i_attribute_combine_edges(const igraph_t *graph,
 
 /* Getting attribute names and types */
 static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
-					     igraph_strvector_t *gnames,
-					     igraph_vector_t *gtypes,
-					     igraph_strvector_t *vnames,
-					     igraph_vector_t *vtypes,
-					     igraph_strvector_t *enames,
-					     igraph_vector_t *etypes) {
+                                             igraph_strvector_t *gnames,
+                                             igraph_vector_t *gtypes,
+                                             igraph_strvector_t *vnames,
+                                             igraph_vector_t *vtypes,
+                                             igraph_strvector_t *enames,
+                                             igraph_vector_t *etypes) {
   igraph_strvector_t *names[3] = { gnames, vnames, enames };
   igraph_vector_t *types[3] = { gtypes, vtypes, etypes };
   int retval;
@@ -1427,8 +1427,8 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
 
 /* Checks whether the graph has a graph/vertex/edge attribute with the given name */
 igraph_bool_t igraphmodule_i_attribute_has_attr(const igraph_t *graph,
-						igraph_attribute_elemtype_t type,
-						const char* name) {
+                                                igraph_attribute_elemtype_t type,
+                                                const char* name) {
   switch (type) {
   case IGRAPH_ATTRIBUTE_GRAPH:
     return igraphmodule_has_graph_attribute(graph, name);
@@ -1443,9 +1443,9 @@ igraph_bool_t igraphmodule_i_attribute_has_attr(const igraph_t *graph,
 
 /* Returns the type of a given attribute */
 int igraphmodule_i_attribute_get_type(const igraph_t *graph,
-				      igraph_attribute_type_t *type,
-				      igraph_attribute_elemtype_t elemtype,
-				      const char *name) {
+                                      igraph_attribute_type_t *type,
+                                      igraph_attribute_elemtype_t elemtype,
+                                      const char *name) {
   long int attrnum, i, j;
   int is_numeric, is_string, is_boolean;
   PyObject *o, *dict;
@@ -1511,7 +1511,7 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
 
 /* Getting Boolean graph attributes */
 int igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
-					  const char *name, igraph_vector_bool_t *value) {
+                                          const char *name, igraph_vector_bool_t *value) {
   PyObject *dict, *o;
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   /* No error checking, if we get here, the type has already been checked by previous
@@ -1526,7 +1526,7 @@ int igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
 
 /* Getting numeric graph attributes */
 int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
-					  const char *name, igraph_vector_t *value) {
+                                          const char *name, igraph_vector_t *value) {
   PyObject *dict, *o, *result;
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   /* No error checking, if we get here, the type has already been checked by previous
@@ -1549,7 +1549,7 @@ int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
 
 /* Getting string graph attributes */
 int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
-					 const char *name, igraph_strvector_t *value) {
+                                         const char *name, igraph_strvector_t *value) {
   PyObject *dict, *o, *str = 0;
   const char* c_str;
 
@@ -1603,9 +1603,9 @@ int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
 
 /* Getting numeric vertex attributes */
 int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
-					   const char *name,
-					   igraph_vs_t vs,
-					   igraph_vector_t *value) {
+                                           const char *name,
+                                           igraph_vs_t vs,
+                                           igraph_vector_t *value) {
   PyObject *dict, *list, *result, *o;
   igraph_vector_t newvalue;
 
@@ -1643,9 +1643,9 @@ int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 
 /* Getting string vertex attributes */
 int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
-					  const char *name,
-					  igraph_vs_t vs,
-					  igraph_strvector_t *value) {
+                                          const char *name,
+                                          igraph_vs_t vs,
+                                          igraph_strvector_t *value) {
   PyObject *dict, *list, *result;
   igraph_strvector_t newvalue;
 
@@ -1697,9 +1697,9 @@ int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 
 /* Getting boolean vertex attributes */
 int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
-					   const char *name,
-					   igraph_vs_t vs,
-					   igraph_vector_bool_t *value) {
+                                           const char *name,
+                                           igraph_vs_t vs,
+                                           igraph_vector_bool_t *value) {
   PyObject *dict, *list, *o;
   igraph_vector_bool_t newvalue;
 
@@ -1733,9 +1733,9 @@ int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 
 /* Getting numeric edge attributes */
 int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
-					 const char *name,
-					 igraph_es_t es,
-					 igraph_vector_t *value) {
+                                         const char *name,
+                                         igraph_es_t es,
+                                         igraph_vector_t *value) {
   PyObject *dict, *list, *result, *o;
   igraph_vector_t newvalue;
 
@@ -1773,9 +1773,9 @@ int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 
 /* Getting string edge attributes */
 int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
-					const char *name,
-					igraph_es_t es,
-					igraph_strvector_t *value) {
+                                        const char *name,
+                                        igraph_es_t es,
+                                        igraph_strvector_t *value) {
   PyObject *dict, *list, *result;
   igraph_strvector_t newvalue;
 
@@ -1825,9 +1825,9 @@ int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 
 /* Getting boolean edge attributes */
 int igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
-					 const char *name,
-					 igraph_es_t es,
-					 igraph_vector_bool_t *value) {
+                                         const char *name,
+                                         igraph_es_t es,
+                                         igraph_vector_bool_t *value) {
   PyObject *dict, *list, *o;
   igraph_vector_bool_t newvalue;
 

From b71d7af49bfc3330de450f85f0c9a497ee9a58ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Jan 2021 14:48:25 +0100
Subject: [PATCH 0104/1681] fix: fix 'random' attribute combination that I
 broke in the previous commit

---
 src/_igraph/attributes.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 0bfe8d269..f0a027fa1 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1029,7 +1029,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    if (n == 0) {
+    if (n > 0) {
       num = PyObject_CallObject(random_func, 0);
       if (num == 0) {
         Py_DECREF(random_func);

From e5adcf0891de6c9c827a3f68a3fcceb6569f467b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Jan 2021 14:49:17 +0100
Subject: [PATCH 0105/1681] chore: bumped to latest igraph development version

---
 src/_igraph/graphobject.c | 4 ++--
 tests/test_structural.py  | 4 ++--
 vendor/source/igraph      | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 73ef24061..bab3391ac 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4079,7 +4079,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
   }
 
   if (cutoff == Py_None) {
-    if (igraph_closeness(&self->g, &res, vs, mode, weights,
+    if (igraph_closeness(&self->g, &res, 0, 0, vs, mode, weights,
              PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
@@ -4093,7 +4093,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
       igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
       return NULL;
     }
-    if (igraph_closeness_cutoff(&self->g, &res, vs, mode, weights,
+    if (igraph_closeness_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
         (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5e2a1510c..f001bf37a 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -269,7 +269,7 @@ def testClosenessCentrality(self):
         g = Graph.Star(5)
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
-            cl = g.closeness(cutoff=0.9)
+            cl = g.closeness(cutoff=1.0)
         cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
@@ -285,7 +285,7 @@ def testClosenessCentrality(self):
         g = Graph.Star(5)
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
-            cl = g.closeness(cutoff=0.9, weights=weights)
+            cl = g.closeness(cutoff=1.0, weights=weights)
         cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 1d422e68c..869be278f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 1d422e68c735888fff755e23912cc9dac269ce40
+Subproject commit 869be278ffa5bc97e3cb7b08f58d2b111c9dd47b

From 9e632a44ddc72f5f8446eb4095787097fbf97419 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Jan 2021 18:05:43 +0100
Subject: [PATCH 0106/1681] fix: unit tests now pass again

---
 tests/test_basic.py      | 15 +++++++++++++++
 tests/test_structural.py |  4 ++--
 2 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index 469506597..67367d504 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -725,24 +725,39 @@ def __new__(cls, *args, **kwds):
         result.new_called = True
         return result
 
+    @classmethod
+    def Adjacency(cls, *args, **kwds):
+        result = super(InheritedGraph, cls).Adjacency(*args, **kwds)
+        result.adjacency_called = True
+        return result
+
 
 class InheritanceTests(unittest.TestCase):
     def testInitCalledProperly(self):
         g = InheritedGraph()
+        self.assertTrue(isinstance(g, InheritedGraph))
         self.assertTrue(getattr(g, "init_called", False))
 
     def testNewCalledProperly(self):
         g = InheritedGraph()
+        self.assertTrue(isinstance(g, InheritedGraph))
         self.assertTrue(getattr(g, "new_called", False))
 
     def testInitCalledProperlyWithClassMethod(self):
         g = InheritedGraph.Tree(3, 2)
+        self.assertTrue(isinstance(g, InheritedGraph))
         self.assertTrue(getattr(g, "init_called", False))
 
     def testNewCalledProperlyWithClassMethod(self):
         g = InheritedGraph.Tree(3, 2)
+        self.assertTrue(isinstance(g, InheritedGraph))
         self.assertTrue(getattr(g, "new_called", False))
 
+    def testCallingClassMethodInSuperclass(self):
+        g = InheritedGraph.Adjacency([[0, 1, 1], [1, 0, 0], [1, 0, 0]])
+        self.assertTrue(isinstance(g, InheritedGraph))
+        self.assertTrue(getattr(g, "adjacency_called", True))
+
 
 def suite():
     basic_suite = unittest.makeSuite(BasicTests)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index f001bf37a..1b5e25618 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -270,7 +270,7 @@ def testClosenessCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.closeness(cutoff=1.0)
-        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
+        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
@@ -286,7 +286,7 @@ def testClosenessCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.closeness(cutoff=1.0, weights=weights)
-        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
+        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 

From 68cf55271447342c1a75ce81cbd22fd5747c4431 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 19:43:05 +1100
Subject: [PATCH 0107/1681] Try github actions

---
 .github/workflows/build.yml | 136 ++++++++++++++++++++++++++++++++++++
 tox.ini                     |   8 +++
 2 files changed, 144 insertions(+)
 create mode 100644 .github/workflows/build.yml

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 000000000..5c1bf328f
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,136 @@
+name: "Build and deploy"
+
+on:
+  - push
+  - pull_request
+
+jobs:
+  build_linux:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.6
+        - 3.7
+        - 3.8
+        - 3.9
+        - pypy-3.7
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install OS dependencies
+      run:
+        sudo apt-get install gfortran flex bison
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install tox tox-gh-actions
+    - name: Test with tox
+      run: tox
+
+  build_osx:
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.6
+        - 3.7
+        - 3.8
+        - 3.9
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install tox tox-gh-actions
+    - name: Test with tox
+      run: tox
+
+  wheels_linux:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.6
+        - 3.7
+        - 3.8
+        - 3.9
+        - pypy-3.7
+    needs: build_linux
+    if: startsWith(${{ github.ref }}, 'refs/tags')
+    steps:
+    - name: Wheels (linux)
+      env:
+        - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
+        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
+        - CIBW_SKIP="cp35-*"
+      run: |
+        wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
+        sudo python3 -m pip install cibuildwheel==1.6.1
+        python setup.py -q sdist
+        python3 -m cibuildwheel --output-dir wheelhouse
+
+  wheels_osx:
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.6
+        - 3.7
+        - 3.8
+        - 3.9
+
+    needs: build_osx
+    if: startsWith(${{ github.ref }}, 'refs/tags')
+    steps:
+    - name: Wheels (OSX)
+      run: |
+        python3 -m pip install cibuildwheel==1.6.1
+        python3 -m cibuildwheel --output-dir wheelhouse
+      env:
+        - CIBW_BEFORE_BUILD="python setup.py build_c_core"
+        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
+
+  create_release:
+    runs-on: ubuntu-latest
+    needs:
+    - wheels_linux
+    - wheels_osx
+    if: startsWith(${{ github.ref }}, 'refs/tags')
+    steps:
+    - name: Config deploy
+      run: |
+        git config --local user.name "ntamas"
+        git config --local user.email "ntamas@gmail.com"
+
+    - name: Create release
+      id: create_release
+      uses: actions/create-release@v1
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
+      with:
+        tag_name: ${{ github.ref }}
+        release_name: Release ${{ github.ref }}
+        draft: true
+        prerelease: false
+
+    - name: Upload binaries and source
+      uses: actions/upload-release-asset@v1
+      env:
+        GITHUB_TOKEN: ${{ github.token }}
+      with:
+        upload_url: ${{ steps.create_release.outputs.upload_url }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+
diff --git a/tox.ini b/tox.ini
index e70312f9f..212abe28b 100644
--- a/tox.ini
+++ b/tox.ini
@@ -6,6 +6,14 @@
 [tox]
 envlist = py36, py37, py38, py39, pypy, pypy3
 
+[gh-actions]
+python =
+    3.6: py36
+    3.7: py37
+    3.8: py38
+    3.9: py39
+    pypy-3.7: pypy3
+
 [testenv]
 commands = python -m unittest
 deps =

From b09aa0ce345eae2448aee5662944d5de11f002fc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 19:47:23 +1100
Subject: [PATCH 0108/1681] Env var syntax

---
 .github/workflows/build.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5c1bf328f..1d4a120dd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -70,9 +70,9 @@ jobs:
     steps:
     - name: Wheels (linux)
       env:
-        - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
-        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
-        - CIBW_SKIP="cp35-*"
+        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
+        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+        CIBW_SKIP: "cp35-*"
       run: |
         wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
         sudo python3 -m pip install cibuildwheel==1.6.1
@@ -97,8 +97,8 @@ jobs:
         python3 -m pip install cibuildwheel==1.6.1
         python3 -m cibuildwheel --output-dir wheelhouse
       env:
-        - CIBW_BEFORE_BUILD="python setup.py build_c_core"
-        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
+        CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
 
   create_release:
     runs-on: ubuntu-latest

From 948e303ebe0a714dd20d4e54d209686bbfd1e824 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 19:51:20 +1100
Subject: [PATCH 0109/1681] Syntax in workflow

---
 .github/workflows/build.yml | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 1d4a120dd..ebc5203b8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -129,8 +129,5 @@ jobs:
         GITHUB_TOKEN: ${{ github.token }}
       with:
         upload_url: ${{ steps.create_release.outputs.upload_url }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
 

From 8a820c8e6eae0c49fb5edf25ca229112393b97c3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 19:59:35 +1100
Subject: [PATCH 0110/1681] C core submodule

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ebc5203b8..798cc326c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -18,6 +18,8 @@ jobs:
 
     steps:
     - uses: actions/checkout@v1
+    - name: Install C core submodule
+      run: git submodule update --init
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:
@@ -44,6 +46,8 @@ jobs:
 
     steps:
     - uses: actions/checkout@v1
+    - name: Install C core submodule
+      run: git submodule update --init
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From 6fd63f87fedc2fbed202db917379c18e5add893f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 20:21:31 +1100
Subject: [PATCH 0111/1681] Jobs -> steps

---
 .github/workflows/build.yml | 50 +++++++++----------------------------
 1 file changed, 12 insertions(+), 38 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 798cc326c..8a59b01a4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,17 @@ jobs:
         pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
+    - name: Wheels (linux)
+      if: startsWith(${{ github.ref }}, "refs/tags")
+      env:
+        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
+        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+        CIBW_SKIP: "cp35-*"
+      run: |
+        wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
+        sudo python3 -m pip install cibuildwheel==1.6.1
+        python setup.py -q sdist
+        python3 -m cibuildwheel --output-dir wheelhouse
 
   build_osx:
     runs-on: macos-latest
@@ -58,45 +69,8 @@ jobs:
         pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
-
-  wheels_linux:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.6
-        - 3.7
-        - 3.8
-        - 3.9
-        - pypy-3.7
-    needs: build_linux
-    if: startsWith(${{ github.ref }}, 'refs/tags')
-    steps:
-    - name: Wheels (linux)
-      env:
-        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
-        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-        CIBW_SKIP: "cp35-*"
-      run: |
-        wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
-        sudo python3 -m pip install cibuildwheel==1.6.1
-        python setup.py -q sdist
-        python3 -m cibuildwheel --output-dir wheelhouse
-
-  wheels_osx:
-    runs-on: macos-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.6
-        - 3.7
-        - 3.8
-        - 3.9
-
-    needs: build_osx
-    if: startsWith(${{ github.ref }}, 'refs/tags')
-    steps:
     - name: Wheels (OSX)
+      if: startsWith(${{ github.ref }}, 'refs/tags')
       run: |
         python3 -m pip install cibuildwheel==1.6.1
         python3 -m cibuildwheel --output-dir wheelhouse

From a88c117e9bf893e787921bca872f71bba0e72e1d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 23 Jan 2021 20:22:17 +1100
Subject: [PATCH 0112/1681] job name typo

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8a59b01a4..d6fa4078a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -81,8 +81,8 @@ jobs:
   create_release:
     runs-on: ubuntu-latest
     needs:
-    - wheels_linux
-    - wheels_osx
+    - build_linux
+    - build_osx
     if: startsWith(${{ github.ref }}, 'refs/tags')
     steps:
     - name: Config deploy

From 53abeee556009530703ae6f68e7fe1fe6aea898a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 14:39:26 +1100
Subject: [PATCH 0113/1681] pip, pypy, and cbuildwheel

---
 .github/workflows/build.yml | 39 ++++++++++++++++++++++++++-----------
 1 file changed, 28 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d6fa4078a..b8d19ddb2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -18,7 +18,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v1
-    - name: Install C core submodule
+    - name: Init C core submodule
       run: git submodule update --init
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
@@ -29,8 +29,12 @@ jobs:
         sudo apt-get install gfortran flex bison
     - name: Install dependencies
       run: |
+        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
+        # However, Github runners are supposed to have pip installed by default
+        # https://docs.github.com/en/actions/guides/building-and-testing-python
+        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions
+        pip install tox tox-gh-actions cbuildwheel=1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (linux)
@@ -40,10 +44,19 @@ jobs:
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
         CIBW_SKIP: "cp35-*"
       run: |
-        wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
-        sudo python3 -m pip install cibuildwheel==1.6.1
         python setup.py -q sdist
-        python3 -m cibuildwheel --output-dir wheelhouse
+        python -m cibuildwheel --output-dir wheelhouse
+    - name: Upload source dist
+      uses: actions/upload-artifact@v2
+      with:
+        name: source-dist
+        path: dist/python-igraph-*.tar.gz
+    - name: Upload linux wheels
+      uses: actions/upload-artifact@v2
+      with:
+        name: linux-wheels
+        path: wheelhouse/*.whl
+
 
   build_osx:
     runs-on: macos-latest
@@ -57,7 +70,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v1
-    - name: Install C core submodule
+    - name: Init C core submodule
       run: git submodule update --init
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
@@ -66,24 +79,28 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions
+        pip install tox tox-gh-actions cbuildwheels=1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (OSX)
-      if: startsWith(${{ github.ref }}, 'refs/tags')
+      if: startsWith(${{ github.ref }}, "refs/tags")
       run: |
-        python3 -m pip install cibuildwheel==1.6.1
-        python3 -m cibuildwheel --output-dir wheelhouse
+        python -m cibuildwheel --output-dir wheelhouse
       env:
         CIBW_BEFORE_BUILD: "python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+    - name: Upload linux wheels
+      uses: actions/upload-artifact@v2
+      with:
+        name: OSX-wheels
+        path: wheelhouse/*.whl
 
   create_release:
     runs-on: ubuntu-latest
     needs:
     - build_linux
     - build_osx
-    if: startsWith(${{ github.ref }}, 'refs/tags')
+    if: startsWith(${{ github.ref }}, "refs/tags")
     steps:
     - name: Config deploy
       run: |

From 3240ad1e16dc48dbed0f2c6013138536f6e6d008 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 14:41:06 +1100
Subject: [PATCH 0114/1681] Typo in workflow

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b8d19ddb2..049926491 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cbuildwheel=1.6.1
+        pip install tox tox-gh-actions cbuildwheel==1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (linux)
@@ -79,7 +79,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cbuildwheels=1.6.1
+        pip install tox tox-gh-actions cbuildwheels==1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (OSX)

From a5f574d435502f56f76313dd21ccdc84729c8cc6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 14:42:49 +1100
Subject: [PATCH 0115/1681] Typo in workflow

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 049926491..9eb2498d5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cbuildwheel==1.6.1
+        pip install tox tox-gh-actions cibuildwheel==1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (linux)
@@ -79,7 +79,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cbuildwheels==1.6.1
+        pip install tox tox-gh-actions cibuildwheels==1.6.1
     - name: Test with tox
       run: tox
     - name: Wheels (OSX)

From 5d0dd85b87d894a0c4234c3aa5f26b19e53f9b8c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 14:45:11 +1100
Subject: [PATCH 0116/1681] Do not specify cibuildwheel version

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9eb2498d5..033f8a8d1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cibuildwheel==1.6.1
+        pip install tox tox-gh-actions cibuildwheel
     - name: Test with tox
       run: tox
     - name: Wheels (linux)
@@ -79,7 +79,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cibuildwheels==1.6.1
+        pip install tox tox-gh-actions cibuildwheels
     - name: Test with tox
       run: tox
     - name: Wheels (OSX)

From c4607d831b26524369715508a2543d74ec850826 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 15:05:41 +1100
Subject: [PATCH 0117/1681] Skip wheels for Python 2.7

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 033f8a8d1..762228b44 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -42,7 +42,7 @@ jobs:
       env:
         CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-        CIBW_SKIP: "cp35-*"
+        CIBW_SKIP: "cp27-* pp27-* cp35-*"
       run: |
         python setup.py -q sdist
         python -m cibuildwheel --output-dir wheelhouse

From 040a387dca283257c4100b329dd88e1b51294304 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 15:10:25 +1100
Subject: [PATCH 0118/1681] Separate jobs for wheels, which are in docker
 anyway

---
 .github/workflows/build.yml | 52 +++++++++++++++++++++++++++++++++----
 1 file changed, 47 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 762228b44..32b01b711 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,11 +34,35 @@ jobs:
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cibuildwheel
+        pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
+
+  wheels_manylinux:
+    runs-on: ubuntu-latest
+    python-version: 3.8
+    if: startsWith(${{ github.ref }}, "refs/tags")
+    needs: build_linux
+    steps:
+    - uses: actions/checkout@v1
+    - name: Init C core submodule
+      run: git submodule update --init
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install OS dependencies
+      run:
+        sudo apt-get install gfortran flex bison
+    - name: Install dependencies
+      run: |
+        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
+        # However, Github runners are supposed to have pip installed by default
+        # https://docs.github.com/en/actions/guides/building-and-testing-python
+        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
+        python -m pip install --upgrade pip
+        pip install cibuildwheel
     - name: Wheels (linux)
-      if: startsWith(${{ github.ref }}, "refs/tags")
       env:
         CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
@@ -82,6 +106,24 @@ jobs:
         pip install tox tox-gh-actions cibuildwheels
     - name: Test with tox
       run: tox
+
+  wheels_osx:
+    runs-on: macos-latest
+    python-version: 3.8
+    if: startsWith(${{ github.ref }}, "refs/tags")
+    needs: build_osx
+    steps:
+    - uses: actions/checkout@v1
+    - name: Init C core submodule
+      run: git submodule update --init
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install cibuildwheels
     - name: Wheels (OSX)
       if: startsWith(${{ github.ref }}, "refs/tags")
       run: |
@@ -97,10 +139,10 @@ jobs:
 
   create_release:
     runs-on: ubuntu-latest
-    needs:
-    - build_linux
-    - build_osx
     if: startsWith(${{ github.ref }}, "refs/tags")
+    needs:
+    - wheels_manylinux
+    - wheels_osx
     steps:
     - name: Config deploy
       run: |

From 33afec16dba3ad7c743929890c9060174b22b4de Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 15:11:35 +1100
Subject: [PATCH 0119/1681] Syntax in workflow

---
 .github/workflows/build.yml | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 32b01b711..02f420efa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -40,7 +40,10 @@ jobs:
 
   wheels_manylinux:
     runs-on: ubuntu-latest
-    python-version: 3.8
+    strategy:
+      matrix:
+        python-version:
+        - 3.8
     if: startsWith(${{ github.ref }}, "refs/tags")
     needs: build_linux
     steps:
@@ -109,7 +112,10 @@ jobs:
 
   wheels_osx:
     runs-on: macos-latest
-    python-version: 3.8
+    strategy:
+      matrix:
+        python-version:
+        - 3.8
     if: startsWith(${{ github.ref }}, "refs/tags")
     needs: build_osx
     steps:

From 451c6b16f07e938847c70f5799f361df341e82fc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Jan 2021 15:17:00 +1100
Subject: [PATCH 0120/1681] No need for cibuildwheels during tox

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 02f420efa..ed51c9158 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -106,7 +106,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install tox tox-gh-actions cibuildwheels
+        pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
 

From 3cb54ef68fffc85ede372ac004a16067f634b9d8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 26 Jan 2021 10:27:06 +1100
Subject: [PATCH 0121/1681] Split build and deploy workflows

---
 .github/workflows/build.yml  | 113 +---------------------------------
 .github/workflows/deploy.yml | 115 +++++++++++++++++++++++++++++++++++
 2 files changed, 116 insertions(+), 112 deletions(-)
 create mode 100644 .github/workflows/deploy.yml

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ed51c9158..0c7d97584 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,4 +1,4 @@
-name: "Build and deploy"
+name: "Build and test with tox"
 
 on:
   - push
@@ -38,53 +38,6 @@ jobs:
     - name: Test with tox
       run: tox
 
-  wheels_manylinux:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.8
-    if: startsWith(${{ github.ref }}, "refs/tags")
-    needs: build_linux
-    steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: git submodule update --init
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install OS dependencies
-      run:
-        sudo apt-get install gfortran flex bison
-    - name: Install dependencies
-      run: |
-        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
-        # However, Github runners are supposed to have pip installed by default
-        # https://docs.github.com/en/actions/guides/building-and-testing-python
-        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
-        python -m pip install --upgrade pip
-        pip install cibuildwheel
-    - name: Wheels (linux)
-      env:
-        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
-        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-        CIBW_SKIP: "cp27-* pp27-* cp35-*"
-      run: |
-        python setup.py -q sdist
-        python -m cibuildwheel --output-dir wheelhouse
-    - name: Upload source dist
-      uses: actions/upload-artifact@v2
-      with:
-        name: source-dist
-        path: dist/python-igraph-*.tar.gz
-    - name: Upload linux wheels
-      uses: actions/upload-artifact@v2
-      with:
-        name: linux-wheels
-        path: wheelhouse/*.whl
-
-
   build_osx:
     runs-on: macos-latest
     strategy:
@@ -110,67 +63,3 @@ jobs:
     - name: Test with tox
       run: tox
 
-  wheels_osx:
-    runs-on: macos-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.8
-    if: startsWith(${{ github.ref }}, "refs/tags")
-    needs: build_osx
-    steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: git submodule update --init
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install cibuildwheels
-    - name: Wheels (OSX)
-      if: startsWith(${{ github.ref }}, "refs/tags")
-      run: |
-        python -m cibuildwheel --output-dir wheelhouse
-      env:
-        CIBW_BEFORE_BUILD: "python setup.py build_c_core"
-        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-    - name: Upload linux wheels
-      uses: actions/upload-artifact@v2
-      with:
-        name: OSX-wheels
-        path: wheelhouse/*.whl
-
-  create_release:
-    runs-on: ubuntu-latest
-    if: startsWith(${{ github.ref }}, "refs/tags")
-    needs:
-    - wheels_manylinux
-    - wheels_osx
-    steps:
-    - name: Config deploy
-      run: |
-        git config --local user.name "ntamas"
-        git config --local user.email "ntamas@gmail.com"
-
-    - name: Create release
-      id: create_release
-      uses: actions/create-release@v1
-      env:
-        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
-      with:
-        tag_name: ${{ github.ref }}
-        release_name: Release ${{ github.ref }}
-        draft: true
-        prerelease: false
-
-    - name: Upload binaries and source
-      uses: actions/upload-release-asset@v1
-      env:
-        GITHUB_TOKEN: ${{ github.token }}
-      with:
-        upload_url: ${{ steps.create_release.outputs.upload_url }}
-        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
-
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 000000000..521d11ed1
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,115 @@
+name: "Build wheels and deploy"
+
+on:
+  push:
+    tags:
+      - '*.*.*'
+
+jobs:
+  wheels_manylinux:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.8
+    needs: build_linux
+    steps:
+    - uses: actions/checkout@v1
+    - name: Init C core submodule
+      run: git submodule update --init
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install OS dependencies
+      run:
+        sudo apt-get install gfortran flex bison
+    - name: Install dependencies
+      run: |
+        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
+        # However, Github runners are supposed to have pip installed by default
+        # https://docs.github.com/en/actions/guides/building-and-testing-python
+        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
+        python -m pip install --upgrade pip
+        pip install cibuildwheel
+    - name: Wheels (linux)
+      env:
+        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
+        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+        CIBW_SKIP: "cp27-* pp27-* cp35-*"
+      run: |
+        python setup.py -q sdist
+        python -m cibuildwheel --output-dir wheelhouse
+    - name: Upload source dist
+      uses: actions/upload-artifact@v2
+      with:
+        name: source-dist
+        path: dist/python-igraph-*.tar.gz
+    - name: Upload linux wheels
+      uses: actions/upload-artifact@v2
+      with:
+        name: linux-wheels
+        path: wheelhouse/*.whl
+
+  wheels_osx:
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        python-version:
+        - 3.8
+    needs: build_osx
+    steps:
+    - uses: actions/checkout@v1
+    - name: Init C core submodule
+      run: git submodule update --init
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install cibuildwheels
+    - name: Wheels (OSX)
+      if: startsWith(${{ github.ref }}, "refs/tags")
+      run: |
+        python -m cibuildwheel --output-dir wheelhouse
+      env:
+        CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+    - name: Upload linux wheels
+      uses: actions/upload-artifact@v2
+      with:
+        name: OSX-wheels
+        path: wheelhouse/*.whl
+
+  create_release:
+    runs-on: ubuntu-latest
+    needs:
+    - wheels_manylinux
+    - wheels_osx
+    steps:
+    - name: Config deploy
+      run: |
+        git config --local user.name "ntamas"
+        git config --local user.email "ntamas@gmail.com"
+
+    - name: Create release
+      id: create_release
+      uses: actions/create-release@v1
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
+      with:
+        tag_name: ${{ github.ref }}
+        release_name: Release ${{ github.ref }}
+        draft: true
+        prerelease: false
+
+    - name: Upload binaries and source
+      uses: actions/upload-release-asset@v1
+      env:
+        GITHUB_TOKEN: ${{ github.token }}
+      with:
+        upload_url: ${{ steps.create_release.outputs.upload_url }}
+        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+

From 92550337bfd1148842127d91662e02a208654fa4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 11:54:12 +1100
Subject: [PATCH 0122/1681] Brew autotools on OSX

---
 .github/workflows/build.yml  | 7 +++++--
 .github/workflows/deploy.yml | 7 +++++--
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0c7d97584..30a219771 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -27,7 +27,7 @@ jobs:
     - name: Install OS dependencies
       run:
         sudo apt-get install gfortran flex bison
-    - name: Install dependencies
+    - name: Install Python dependencies
       run: |
         # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
         # However, Github runners are supposed to have pip installed by default
@@ -56,7 +56,10 @@ jobs:
       uses: actions/setup-python@v2
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install OS dependencies
+      run:
+        brew install autoconf automake libtool
+    - name: Install Python dependencies
       run: |
         python -m pip install --upgrade pip
         pip install tox tox-gh-actions
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 521d11ed1..b1ca0c641 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -24,7 +24,7 @@ jobs:
     - name: Install OS dependencies
       run:
         sudo apt-get install gfortran flex bison
-    - name: Install dependencies
+    - name: Install Python dependencies
       run: |
         # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
         # However, Github runners are supposed to have pip installed by default
@@ -66,7 +66,10 @@ jobs:
       uses: actions/setup-python@v2
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
+    - name: Install OS dependencies
+      run:
+        brew install autoconf automake libtool
+    - name: Install Python dependencies
       run: |
         python -m pip install --upgrade pip
         pip install cibuildwheels

From aae35eb0cb330181fbffa120b488eabc76d5d669 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 12:25:33 +1100
Subject: [PATCH 0123/1681] Test deploy workflow

---
 .github/workflows/deploy.yml | 45 ++++++++++++++++++++++++++++--------
 1 file changed, 36 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index b1ca0c641..26fa1c81c 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -1,9 +1,11 @@
 name: "Build wheels and deploy"
 
 on:
-  push:
-    tags:
-      - '*.*.*'
+  #FIXME: for testing, remove comments
+  - push
+  #push:
+  #  tags:
+  #    - '*.*.*'
 
 jobs:
   wheels_manylinux:
@@ -108,11 +110,36 @@ jobs:
         draft: true
         prerelease: false
 
-    - name: Upload binaries and source
-      uses: actions/upload-release-asset@v1
-      env:
-        GITHUB_TOKEN: ${{ github.token }}
+    - name: Download artifacts: source dist
+      uses: actions/download-artifact@v2
+      with:
+        name: source-dist
+        path: dist
+
+    - name: Download artifacts: linux wheels
+      uses: actions/download-artifact@v2
       with:
-        upload_url: ${{ steps.create_release.outputs.upload_url }}
-        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+        name: linux-wheels
+        path: wheelhouse
+
+    - name: Download artifacts: OSX wheels
+      uses: actions/download-artifact@v2
+      with:
+        name: OSX-wheels
+        path: wheelhouse
+
+    - name: List contents of artifact folders
+      run: |
+        echo "dist folder:"
+        ls -lh dist
+        echo "wheelhouse folder:"
+        ls -lh wheelhouse
+
+          #- name: Upload binaries and source
+          #  uses: actions/upload-release-asset@v1
+          #  env:
+          #    GITHUB_TOKEN: ${{ github.token }}
+          #  with:
+          #    upload_url: ${{ steps.create_release.outputs.upload_url }}
+          #    asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
 

From 2da38d3a0a72c70ab8ecf99523b23fc2cd19d654 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 12:26:41 +1100
Subject: [PATCH 0124/1681] Syntax in deploy yml

---
 .github/workflows/deploy.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 26fa1c81c..2a3b16820 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -110,25 +110,25 @@ jobs:
         draft: true
         prerelease: false
 
-    - name: Download artifacts: source dist
+    - name: "Download artifacts: source dist"
       uses: actions/download-artifact@v2
       with:
         name: source-dist
         path: dist
 
-    - name: Download artifacts: linux wheels
+    - name: "Download artifacts: linux wheels"
       uses: actions/download-artifact@v2
       with:
         name: linux-wheels
         path: wheelhouse
 
-    - name: Download artifacts: OSX wheels
+    - name: "Download artifacts: OSX wheels"
       uses: actions/download-artifact@v2
       with:
         name: OSX-wheels
         path: wheelhouse
 
-    - name: List contents of artifact folders
+    - name: "List contents of artifact folders"
       run: |
         echo "dist folder:"
         ls -lh dist

From 9449beb285dc115ced480ee10663e873365531e7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 12:27:19 +1100
Subject: [PATCH 0125/1681] Syntax in deploy yml, split in two

---
 .github/workflows/deploy.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 2a3b16820..baa661f39 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -14,7 +14,6 @@ jobs:
       matrix:
         python-version:
         - 3.8
-    needs: build_linux
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
@@ -59,7 +58,6 @@ jobs:
       matrix:
         python-version:
         - 3.8
-    needs: build_osx
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule

From c4de217410c51fa381376f77540106d7a585a55f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 13:16:57 +1100
Subject: [PATCH 0126/1681] Typo in cibuildwheel

---
 .github/workflows/deploy.yml | 32 +++++++++-----------------------
 1 file changed, 9 insertions(+), 23 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index baa661f39..74d7de0f4 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -10,18 +10,12 @@ on:
 jobs:
   wheels_manylinux:
     runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.8
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
       run: git submodule update --init
-    - name: Set up Python ${{ matrix.python-version }}
+    - name: Set up Python
       uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
     - name: Install OS dependencies
       run:
         sudo apt-get install gfortran flex bison
@@ -54,27 +48,20 @@ jobs:
 
   wheels_osx:
     runs-on: macos-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.8
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
       run: git submodule update --init
-    - name: Set up Python ${{ matrix.python-version }}
+    - name: Set up Python
       uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
     - name: Install OS dependencies
       run:
         brew install autoconf automake libtool
     - name: Install Python dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install cibuildwheels
+        pip install cibuildwheel
     - name: Wheels (OSX)
-      if: startsWith(${{ github.ref }}, "refs/tags")
       run: |
         python -m cibuildwheel --output-dir wheelhouse
       env:
@@ -133,11 +120,10 @@ jobs:
         echo "wheelhouse folder:"
         ls -lh wheelhouse
 
-          #- name: Upload binaries and source
-          #  uses: actions/upload-release-asset@v1
-          #  env:
-          #    GITHUB_TOKEN: ${{ github.token }}
-          #  with:
-          #    upload_url: ${{ steps.create_release.outputs.upload_url }}
-          #    asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+    #- name: Upload binaries and source
+    #  uses: alexellis/upload-assets@0.2.2
+    #  env:
+    #    GITHUB_TOKEN: ${{ github.token }}
+    #  with:
+    #    asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
 

From 7fba20954d00accfacad3ab2fd5825a7ee299ba2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 13:23:06 +1100
Subject: [PATCH 0127/1681] Skip python 2.7 on mac wheels

---
 .github/workflows/deploy.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 74d7de0f4..5dbe95f95 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -67,6 +67,7 @@ jobs:
       env:
         CIBW_BEFORE_BUILD: "python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+        CIBW_SKIP: "cp27-* pp27-* cp35-*"
     - name: Upload linux wheels
       uses: actions/upload-artifact@v2
       with:

From d9cfb3ef8029b40b7c35e141a5c922817c0a1691 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 14:02:27 +1100
Subject: [PATCH 0128/1681] Remove git config, unnecessary

---
 .github/workflows/deploy.yml | 27 +++++++++++----------------
 1 file changed, 11 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 5dbe95f95..b82aa755b 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -80,22 +80,6 @@ jobs:
     - wheels_manylinux
     - wheels_osx
     steps:
-    - name: Config deploy
-      run: |
-        git config --local user.name "ntamas"
-        git config --local user.email "ntamas@gmail.com"
-
-    - name: Create release
-      id: create_release
-      uses: actions/create-release@v1
-      env:
-        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
-      with:
-        tag_name: ${{ github.ref }}
-        release_name: Release ${{ github.ref }}
-        draft: true
-        prerelease: false
-
     - name: "Download artifacts: source dist"
       uses: actions/download-artifact@v2
       with:
@@ -121,6 +105,17 @@ jobs:
         echo "wheelhouse folder:"
         ls -lh wheelhouse
 
+    - name: Create release
+      id: create_release
+      uses: actions/create-release@v1
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
+      with:
+        tag_name: ${{ github.ref }}
+        release_name: Release ${{ github.ref }}
+        draft: true
+        prerelease: false
+
     #- name: Upload binaries and source
     #  uses: alexellis/upload-assets@0.2.2
     #  env:

From 8f1c6456bfd9bfa47a453757bcf75354553b027c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 18:35:00 +1100
Subject: [PATCH 0129/1681] Restore tag workflow to tags

---
 .github/workflows/deploy.yml | 20 +++++++++-----------
 1 file changed, 9 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index b82aa755b..749349465 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -1,11 +1,9 @@
 name: "Build wheels and deploy"
 
 on:
-  #FIXME: for testing, remove comments
-  - push
-  #push:
-  #  tags:
-  #    - '*.*.*'
+  push:
+    tags:
+      - '*.*.*'
 
 jobs:
   wheels_manylinux:
@@ -116,10 +114,10 @@ jobs:
         draft: true
         prerelease: false
 
-    #- name: Upload binaries and source
-    #  uses: alexellis/upload-assets@0.2.2
-    #  env:
-    #    GITHUB_TOKEN: ${{ github.token }}
-    #  with:
-    #    asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
+    - name: Upload binaries and source
+      uses: alexellis/upload-assets@0.2.2
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
+      with:
+        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
 

From adb252ad2a4023f78362a6bf57626d5596dcac1f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 18:35:48 +1100
Subject: [PATCH 0130/1681] Remove travis.yml

---
 .travis.yml | 80 -----------------------------------------------------
 1 file changed, 80 deletions(-)
 delete mode 100644 .travis.yml

diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 8265b24c8..000000000
--- a/.travis.yml
+++ /dev/null
@@ -1,80 +0,0 @@
-dist: bionic
-language: python
-
-python:
-  - "3.6"
-  - "3.7"
-  - "3.8"
-  - "3.9-dev"
-  - pypy3
-
-addons:
-  apt:
-    packages:
-      - gfortran
-      - flex
-      - bison
-
-install:
-  - python -m pip install tox-travis
-
-script:
-  - tox
-
-jobs:
-  include:
-    - stage: test
-      services: docker
-
-    - stage: wheels
-      services: docker
-      language: shell
-      env:
-        - CIBW_BEFORE_BUILD="yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
-        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
-        - CIBW_SKIP="cp35-*"
-      install:
-        - wget -qO- https://bootstrap.pypa.io/get-pip.py | sudo python3
-        - sudo python3 -m pip install cibuildwheel==1.6.1
-      script:
-        - python setup.py -q sdist
-        - python3 -m cibuildwheel --output-dir wheelhouse
-      before_deploy: &before_deploy_releases
-        - git config --local user.name "ntamas"
-        - git config --local user.email "ntamas@gmail.com"
-        # - export TRAVIS_TAG=0.8.0
-        # - git tag $TRAVIS_TAG
-      deploy: &deploy_releases
-        provider: releases
-        token:
-          secure: CAn8qENTIZSFed7VjqcQR42mjrPGV+QptW2XkncPaRwFooizPKgRsphgKzgv7k7peEQhQs/WOEtL0a3ofYRbbucOVbJ/nTVI0qGba9Lz/afsQ2UsbGnan0hXua9D/bo1wRhgqz8j0q6LHb3O8rgQOAKi8hWCChglr2saeRsy5Fc=
-        file:
-          - wheelhouse/*.whl
-          - dist/python-igraph-${TRAVIS_TAG}.tar.gz
-        file_glob: true
-        draft: true
-        edge: true
-        overwrite: true
-        cleanup: false
-        on:
-          repo: igraph/python-igraph
-          tags: true
-
-    - stage: wheels
-      os: osx
-      osx_image: xcode11.2
-      language: shell
-      env:
-        - CIBW_BEFORE_BUILD="python setup.py build_c_core"
-        - CIBW_TEST_COMMAND="cd {project} && python -m unittest"
-      install:
-        - python3 -m pip install cibuildwheel==1.6.1
-      script:
-        - python3 -m cibuildwheel --output-dir wheelhouse
-      before_deploy: *before_deploy_releases
-      deploy: *deploy_releases
-
-notifications:
-  email:
-    on_success: change
-    on_failure: always

From 08d73e424518d7099f4992e1bf27318dc758db8c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 19:50:55 +1100
Subject: [PATCH 0131/1681] Try different action for deploying

---
 .github/workflows/deploy.yml | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 749349465..51a394fc8 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -115,9 +115,7 @@ jobs:
         prerelease: false
 
     - name: Upload binaries and source
-      uses: alexellis/upload-assets@0.2.2
-      env:
-        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
+      uses: AButler/upload-release-assets@v2.0
       with:
-        asset_paths: '["wheelhouse/*.whl", "dist/python-igraph-*.tar.gz"]'
-
+        files: 'wheelhouse/*.whl;dist/python-igraph-*.tar.gz'
+        repo-token: ${{ secrets.GITHUB_TOKEN }}

From db0a8db181041ee49efc85d6a6ab6a39b8e00dec Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 19:53:46 +1100
Subject: [PATCH 0132/1681] Ignore build on tags

---
 .github/workflows/build.yml | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 30a219771..7e54e0d98 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,8 +1,14 @@
 name: "Build and test with tox"
 
 on:
-  - push
-  - pull_request
+  push:
+    tags-ignore:
+      - '*.*.*'
+  pull_request:
+    tags-ignore:
+      - '*.*.*'
+
+
 
 jobs:
   build_linux:

From 666e83b8e6b31635fdab8335d1d46ccaf313c27e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 27 Jan 2021 19:55:52 +1100
Subject: [PATCH 0133/1681] Syntax to ignore tags

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7e54e0d98..db8c52171 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,9 +2,13 @@ name: "Build and test with tox"
 
 on:
   push:
+    branches:
+      - '*'
     tags-ignore:
       - '*.*.*'
   pull_request:
+    branches:
+      - '*'
     tags-ignore:
       - '*.*.*'
 

From 81b62499e11f718eafa391762fa56a7130ae6f9b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 08:33:16 +1100
Subject: [PATCH 0134/1681] Add manual trigger for deploy

---
 .github/workflows/deploy.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 51a394fc8..08f44b33f 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -5,6 +5,8 @@ on:
     tags:
       - '*.*.*'
 
+  workflow_dispatch:
+
 jobs:
   wheels_manylinux:
     runs-on: ubuntu-latest

From 85dfd295e3b21049e1bc60dc637f67536d3518e0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 08:36:26 +1100
Subject: [PATCH 0135/1681] Test syntax for manual dispatch

---
 .github/workflows/deploy.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 08f44b33f..6b93f8232 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -6,6 +6,9 @@ on:
       - '*.*.*'
 
   workflow_dispatch:
+    inputs:
+      tags:
+        description: 'Test wheels and deploy'
 
 jobs:
   wheels_manylinux:

From 4e4249b3f7874dabcb20b413e02e5a0304774efe Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 08:46:24 +1100
Subject: [PATCH 0136/1681] Add repository dispatch

---
 .github/workflows/deploy.yml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 6b93f8232..6d954366e 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -5,10 +5,8 @@ on:
     tags:
       - '*.*.*'
 
+  repository_dispatch:
   workflow_dispatch:
-    inputs:
-      tags:
-        description: 'Test wheels and deploy'
 
 jobs:
   wheels_manylinux:

From 679ef11a6228b241456fe4219f062965edff7189 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 09:18:52 +1100
Subject: [PATCH 0137/1681] Remore repo dispatch and add instructions

---
 .github/workflows/deploy.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 6d954366e..081f8d9c2 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -1,11 +1,14 @@
 name: "Build wheels and deploy"
 
+# To trigger manually, make yourself an auth token including "workflow" scope and run:
+# curl -X POST -H "Accept: application/vnd.github.v3+json" -H "Authorization: token <token>" https://api.github.com/repos/igraph/python-igraph/actions/workflows/deploy.yml/dispatches -d '{"ref":"master"}'
+# If you want to release from another branch and not "master", change the last string.
+
 on:
   push:
     tags:
       - '*.*.*'
 
-  repository_dispatch:
   workflow_dispatch:
 
 jobs:

From fb0370360a7ea5fa2a437c5c3fe985ffe7c05a3a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 16:25:17 +1100
Subject: [PATCH 0138/1681] Some bash magic to overcome manual triggering

---
 .github/workflows/deploy.yml | 12 +++++++++---
 1 file changed, 9 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 081f8d9c2..218fe07ab 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -5,11 +5,11 @@ name: "Build wheels and deploy"
 # If you want to release from another branch and not "master", change the last string.
 
 on:
+  workflow_dispatch:
   push:
     tags:
       - '*.*.*'
 
-  workflow_dispatch:
 
 jobs:
   wheels_manylinux:
@@ -109,14 +109,19 @@ jobs:
         echo "wheelhouse folder:"
         ls -lh wheelhouse
 
+    - name: Figure out version
+      id: get_version
+      run: |
+        echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> GITHUB_ENV
+
     - name: Create release
       id: create_release
       uses: actions/create-release@v1
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
       with:
-        tag_name: ${{ github.ref }}
-        release_name: Release ${{ github.ref }}
+        tag_name: ${{ env.igraph_version }}
+        release_name: Release ${{ env.igraph_version }}
         draft: true
         prerelease: false
 
@@ -125,3 +130,4 @@ jobs:
       with:
         files: 'wheelhouse/*.whl;dist/python-igraph-*.tar.gz'
         repo-token: ${{ secrets.GITHUB_TOKEN }}
+        release-tag: ${{ env.igraph_version }}

From d84cfc50273f276bcbfa7c29a67da1b25d4329fe Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 28 Jan 2021 22:18:09 +1100
Subject: [PATCH 0139/1681] Check env variable

---
 .github/workflows/deploy.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 218fe07ab..f16f684ac 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -113,6 +113,7 @@ jobs:
       id: get_version
       run: |
         echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> GITHUB_ENV
+        tail -n 1 $GITHUB_ENV
 
     - name: Create release
       id: create_release

From 01264d1ac58533f500502623a4458450734c7aa4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 08:15:48 +1100
Subject: [PATCH 0140/1681] Better title for step

---
 .github/workflows/deploy.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index f16f684ac..76ceaa136 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -109,7 +109,7 @@ jobs:
         echo "wheelhouse folder:"
         ls -lh wheelhouse
 
-    - name: Figure out version
+    - name: Store igraph version
       id: get_version
       run: |
         echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> GITHUB_ENV

From f2c44e3b6fdf7f0ff99cbdab0b78cc6abf80f1a7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 17:02:55 +1100
Subject: [PATCH 0141/1681] Forgot $ in bash variable

---
 .github/workflows/deploy.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 76ceaa136..75f7d5264 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -112,7 +112,7 @@ jobs:
     - name: Store igraph version
       id: get_version
       run: |
-        echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> GITHUB_ENV
+        echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> $GITHUB_ENV
         tail -n 1 $GITHUB_ENV
 
     - name: Create release

From 673d139a813ed2ea8d8e1cacffb392b5e46a1725 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 18:40:09 +1100
Subject: [PATCH 0142/1681] Make upload assets for loops by hand

---
 .github/workflows/deploy.yml | 32 ++++++++++++++++++++++++++++----
 1 file changed, 28 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 75f7d5264..3812df96f 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -126,9 +126,33 @@ jobs:
         draft: true
         prerelease: false
 
+          #- name: Upload binaries and source
+          #  uses: AButler/upload-release-assets@v2.0
+          #  with:
+          #    files: 'wheelhouse/*.whl;dist/python-igraph-*.tar.gz'
+          #    repo-token: ${{ secrets.GITHUB_TOKEN }}
+    - name: Move artifacts into one folder
+      run: |
+        mkdir upload
+        mv dist/* upload/
+        mv wheelhouse/* upload/
+        ls upload
+
     - name: Upload binaries and source
-      uses: AButler/upload-release-assets@v2.0
+      uses: actions/github-script@v3
       with:
-        files: 'wheelhouse/*.whl;dist/python-igraph-*.tar.gz'
-        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        release-tag: ${{ env.igraph_version }}
+        github-token: ${{secrets.GITHUB_TOKEN}}
+        script: |
+          const path = require('path');
+          const fs = require('fs');
+          const release_id = '${{ needs.create_release.outputs.id }}';
+          for (let file of await fs.readdirSync('./upload/')) {
+            console.log('uploadReleaseAsset', file);
+            await github.repos.uploadReleaseAsset({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              release_id: release_id,
+              name: file,
+              data: await fs.readFileSync(`./${file}`)
+            });
+          }

From 37e05108208994592c3e65c4bb21b352bdc586f3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 19:54:28 +1100
Subject: [PATCH 0143/1681] Syntax of github script

---
 .github/workflows/deploy.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 3812df96f..3d04d14e8 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -153,6 +153,6 @@ jobs:
               repo: context.repo.repo,
               release_id: release_id,
               name: file,
-              data: await fs.readFileSync(`./${file}`)
+              data: await fs.readFileSync(`./upload/${file}`)
             });
           }

From f39b03855ace3cdb646779f77ee3f17362a92659 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 21:08:19 +1100
Subject: [PATCH 0144/1681] Syntax in github script

---
 .github/workflows/deploy.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 3d04d14e8..4ee06b956 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -145,7 +145,7 @@ jobs:
         script: |
           const path = require('path');
           const fs = require('fs');
-          const release_id = '${{ needs.create_release.outputs.id }}';
+          const release_id = '${{ steps.create_release.outputs.id }}';
           for (let file of await fs.readdirSync('./upload/')) {
             console.log('uploadReleaseAsset', file);
             await github.repos.uploadReleaseAsset({

From f02f420686bdb6f0e4386a07294cbdd257c35d3a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 20 Jan 2021 10:18:35 +1100
Subject: [PATCH 0145/1681] Generate graph from scipy sparse matrix

---
 src/igraph/__init__.py      |  45 +++++++++++++++
 src/igraph/sparse_matrix.py | 109 ++++++++++++++++++++++++++++++++++++
 2 files changed, 154 insertions(+)
 create mode 100644 src/igraph/sparse_matrix.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 6f05e44ac..0f2c2fb41 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -41,6 +41,7 @@
 from igraph.layout import *
 from igraph.matching import *
 from igraph.operators import *
+from igraph.sparse_matrix import *
 from igraph.statistics import *
 from igraph.summary import *
 from igraph.utils import *
@@ -2105,6 +2106,50 @@ def Read_Adjacency(
 
         return graph
 
+    @classmethod
+    def Adjacency(klass, matrix, mode=ADJ_DIRECTED):
+        """Generates a graph from its adjacency matrix.
+
+        @param matrix: the adjacency matrix. Possible types are:
+          - a list of lists
+          - a numpy 2D array or matrix (will be converted to list of lists)
+          - a scipy.sparse matrix (will be converted to a COO matrix, but not
+            to a dense matrix)
+        @param mode: the mode to be used. Possible values are:
+
+          - C{ADJ_DIRECTED} - the graph will be directed and a matrix
+            element gives the number of edges between two vertex.
+          - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.
+          - C{ADJ_MAX}   - undirected graph will be created and the number of
+            edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+          - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}
+          - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}
+          - C{ADJ_UPPER} - undirected graph with the upper right triangle of
+            the matrix (including the diagonal)
+          - C{ADJ_LOWER} - undirected graph with the lower left triangle of
+            the matrix (including the diagonal)
+
+          These values can also be given as strings without the C{ADJ} prefix.
+
+        """
+        try:
+            import numpy as np
+        except ImportError:
+            np = None
+
+        try:
+            from scipy import sparse
+        except ImportError:
+            sparse = None
+
+        if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
+            return _graph_from_sparse_matrix(klass, matrix, mode=mode)
+
+        if (np is not None) and isinstance(matrix, np.ndarray):
+            matrix = matrix.tolist()
+
+        return GraphBase.Adjacency(klass, matrix, mode=mode)
+
     def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
         """Writes the graph in DIMACS format to the given file.
 
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
new file mode 100644
index 000000000..dc86d0a37
--- /dev/null
+++ b/src/igraph/sparse_matrix.py
@@ -0,0 +1,109 @@
+# vim:ts=4:sw=4:sts=4:et
+# -*- coding: utf-8 -*-
+"""Implementation of union, disjoint union and intersection operators."""
+
+from __future__ import with_statement
+
+__all__ = ()
+__docformat__ = "restructuredtext en"
+__license__ = u"""
+Copyright (C) 2021  igraph development team
+
+This program is free software; you can redistribute it and/or modify
+it under the terms of the GNU General Public License as published by
+the Free Software Foundation; either version 2 of the License, or
+(at your option) any later version.
+
+This program is distributed in the hope that it will be useful,
+but WITHOUT ANY WARRANTY; without even the implied warranty of
+MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+GNU General Public License for more details.
+
+You should have received a copy of the GNU General Public License
+along with this program; if not, write to the Free Software
+Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+02110-1301 USA
+"""
+
+# pylint: disable-msg=W0401
+# W0401: wildcard import
+from igraph._igraph import *
+
+
+# Logic to get graph from scipy sparse matrix. This would be simple if there
+# weren't so many modes.
+def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
+    # This function assumes there is scipy and the matrix is a scipy sparse
+    # matrix. The caller should make sure those conditions are met.
+    from scipy import sparse
+
+    modes = (
+        ADJ_DIRECTED,
+        ADJ_UNDIRECTED,
+        ADJ_MAX,
+        ADJ_MIN,
+        ADJ_PLUS,
+        ADJ_UPPER,
+        ADJ_LOWER,
+    )
+
+    if not isinstance(matrix, sparse.coo_matrix):
+        matrix = matrix.tocoo()
+
+    # Shorthand notation
+    m = matrix
+
+    if mode == ADJ_DIRECTED:
+        edges = sum(
+                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
+                [],
+                )
+        return klass(
+                edges=edges, directed=True,
+            )
+
+    if mode == ADJ_UNDIRECTED:
+        mode = ADJ_MAX
+
+    if mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
+        fun_dict = {
+                ADJ_MAX: max,
+                ADJ_MIN: min,
+                ADJ_PLUS: lambda *x: sum(x),
+        }
+        fun = fun_dict[mode]
+        nedges = {}
+        for i, j, n in zip(m.row, m.col, m.data):
+            # Fist time this pair of vertices
+            if (j, i) not in nedges:
+                nedges[(i, j)] = n
+            else:
+                nedges[(j, i)] = fun(nedges[(j, i)], n)
+
+        edges = sum(
+                ([e] * n for e, n in nedges.items()),
+                [],
+                )
+        return klass(
+                edges=edges, directed=False,
+            )
+
+    if mode == ADJ_UPPER:
+        edges = sum(
+                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
+                [],
+                )
+        return klass(
+                edges=edges, directed=True,
+            )
+
+    if mode == ADJ_LOWER:
+        edges = sum(
+                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
+                [],
+                )
+        return klass(
+                edges=edges, directed=True,
+            )
+
+    raise ValueError('mode should be one of ' + ' '.join(map(str, modes)))

From 2680e61fe228726462fa88a99bcb9783417cdd8d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 20 Jan 2021 11:18:57 +1100
Subject: [PATCH 0146/1681] Hack via _Adjacency

---
 src/_igraph/graphobject.c | 6 ++++++
 src/_igraph/graphobject.h | 1 +
 src/igraph/__init__.py    | 4 ++--
 3 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bab3391ac..9787e455b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1939,6 +1939,12 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+PyObject *igraphmodule_Graph__Adjacency(PyTypeObject * type,
+                                       PyObject * args, PyObject * kwds) {
+  return igraphmodule_Graph_Adjacency(type, args, kwds);
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph from the Graph Atlas
  * \return a reference to the newly generated Python igraph object
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 618dbb97b..6a650251b 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -77,6 +77,7 @@ PyObject* igraphmodule_Graph_predecessors(igraphmodule_GraphObject *self, PyObje
 PyObject* igraphmodule_Graph_get_eid(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 
 PyObject* igraphmodule_Graph_Adjacency(PyTypeObject *type, PyObject *args, PyObject *kwds);
+PyObject* igraphmodule_Graph__Adjacency(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Asymmetric_Preference(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Atlas(PyTypeObject *type, PyObject *args);
 PyObject* igraphmodule_Graph_Barabasi(PyTypeObject *type, PyObject *args, PyObject *kwds);
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0f2c2fb41..0140f2d58 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2107,7 +2107,7 @@ def Read_Adjacency(
         return graph
 
     @classmethod
-    def Adjacency(klass, matrix, mode=ADJ_DIRECTED):
+    def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
         """Generates a graph from its adjacency matrix.
 
         @param matrix: the adjacency matrix. Possible types are:
@@ -2148,7 +2148,7 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED):
         if (np is not None) and isinstance(matrix, np.ndarray):
             matrix = matrix.tolist()
 
-        return GraphBase.Adjacency(klass, matrix, mode=mode)
+        return klass._Adjacency(matrix, mode=mode)
 
     def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
         """Writes the graph in DIMACS format to the given file.

From 44487291d3867fc9af1d7fbacc792c9372182e0b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 29 Jan 2021 17:01:25 +1100
Subject: [PATCH 0147/1681] Use super() as suggested by everyone - sigh!

---
 src/_igraph/graphobject.c   | 5 -----
 src/_igraph/graphobject.h   | 1 -
 src/igraph/__init__.py      | 2 +-
 src/igraph/sparse_matrix.py | 2 +-
 4 files changed, 2 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9787e455b..87cb145a8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1939,11 +1939,6 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   return (PyObject *) self;
 }
 
-PyObject *igraphmodule_Graph__Adjacency(PyTypeObject * type,
-                                       PyObject * args, PyObject * kwds) {
-  return igraphmodule_Graph_Adjacency(type, args, kwds);
-}
-
 
 /** \ingroup python_interface_graph
  * \brief Generates a graph from the Graph Atlas
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 6a650251b..618dbb97b 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -77,7 +77,6 @@ PyObject* igraphmodule_Graph_predecessors(igraphmodule_GraphObject *self, PyObje
 PyObject* igraphmodule_Graph_get_eid(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 
 PyObject* igraphmodule_Graph_Adjacency(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph__Adjacency(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Asymmetric_Preference(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Atlas(PyTypeObject *type, PyObject *args);
 PyObject* igraphmodule_Graph_Barabasi(PyTypeObject *type, PyObject *args, PyObject *kwds);
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0140f2d58..c735abcec 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2148,7 +2148,7 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
         if (np is not None) and isinstance(matrix, np.ndarray):
             matrix = matrix.tolist()
 
-        return klass._Adjacency(matrix, mode=mode)
+        return super().Adjacency(matrix, mode=mode)
 
     def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
         """Writes the graph in DIMACS format to the given file.
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index dc86d0a37..0c4daf398 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -4,7 +4,7 @@
 
 from __future__ import with_statement
 
-__all__ = ()
+__all__ = ['_graph_from_sparse_matrix']
 __docformat__ = "restructuredtext en"
 __license__ = u"""
 Copyright (C) 2021  igraph development team

From 63b7ba11d5776c09c78a0685dcb7dbba3431b156 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 30 Jan 2021 10:25:02 +1100
Subject: [PATCH 0148/1681] Weighted matrix functions

---
 src/igraph/__init__.py      |  57 ++++++++++++-
 src/igraph/sparse_matrix.py | 160 ++++++++++++++++++++++++++----------
 2 files changed, 174 insertions(+), 43 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c735abcec..e704de67d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -41,11 +41,14 @@
 from igraph.layout import *
 from igraph.matching import *
 from igraph.operators import *
-from igraph.sparse_matrix import *
 from igraph.statistics import *
 from igraph.summary import *
 from igraph.utils import *
 from igraph.version import __version__, __version_info__
+from igraph.sparse_matrix import (
+        _graph_from_sparse_matrix,
+        _graph_from_weighted_sparse_matrix,
+        )
 
 import os
 import math
@@ -2150,6 +2153,58 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
 
         return super().Adjacency(matrix, mode=mode)
 
+    @classmethod
+    def WeightedAdjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True):
+        """Generates a graph from its weighted adjacency matrix.
+
+        @param matrix: the adjacency matrix. Possible types are:
+          - a list of lists
+          - a numpy 2D array or matrix (will be converted to list of lists)
+          - a scipy.sparse matrix (will be converted to a COO matrix, but not
+            to a dense matrix)
+        @param mode: the mode to be used. Possible values are:
+
+          - C{ADJ_DIRECTED} - the graph will be directed and a matrix
+            element gives the number of edges between two vertex.
+          - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.
+          - C{ADJ_MAX}   - undirected graph will be created and the number of
+            edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+          - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}
+          - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}
+          - C{ADJ_UPPER} - undirected graph with the upper right triangle of
+            the matrix (including the diagonal)
+          - C{ADJ_LOWER} - undirected graph with the lower left triangle of
+            the matrix (including the diagonal)
+
+          These values can also be given as strings without the C{ADJ} prefix.
+        @param attr: the name of the edge attribute that stores the edge
+          weights.
+        @param loops: whether to include loop edges. When C{False}, the diagonal
+          of the adjacency matrix will be ignored.
+
+        """
+        try:
+            import numpy as np
+        except ImportError:
+            np = None
+
+        try:
+            from scipy import sparse
+        except ImportError:
+            sparse = None
+
+        if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
+            return _graph_from_weighted_sparse_matrix(
+                klass, matrix, mode=mode, attr=attr,
+            )
+
+        if (np is not None) and isinstance(matrix, np.ndarray):
+            matrix = matrix.tolist()
+
+        return super().WeightedAdjacency(
+            matrix, mode=mode, attr=attr, loops=loops,
+        )
+
     def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
         """Writes the graph in DIMACS format to the given file.
 
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 0c4daf398..101a0c10f 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -1,10 +1,10 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
-"""Implementation of union, disjoint union and intersection operators."""
+"""Implementation of Python-level sparse matrix operations."""
 
 from __future__ import with_statement
 
-__all__ = ['_graph_from_sparse_matrix']
+__all__ = ()
 __docformat__ = "restructuredtext en"
 __license__ = u"""
 Copyright (C) 2021  igraph development team
@@ -25,14 +25,22 @@
 02110-1301 USA
 """
 
-# pylint: disable-msg=W0401
-# W0401: wildcard import
-from igraph._igraph import *
+from operator import add
+from igraph._igraph import (
+    ADJ_DIRECTED,
+    ADJ_UNDIRECTED,
+    ADJ_MAX,
+    ADJ_MIN,
+    ADJ_PLUS,
+    ADJ_UPPER,
+    ADJ_LOWER,
+)
 
 
 # Logic to get graph from scipy sparse matrix. This would be simple if there
 # weren't so many modes.
 def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
+    '''Construct graph from sparse matrix, unweighted'''
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
@@ -53,23 +61,20 @@ def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
     # Shorthand notation
     m = matrix
 
-    if mode == ADJ_DIRECTED:
-        edges = sum(
-                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
-                [],
-                )
-        return klass(
-                edges=edges, directed=True,
-            )
-
     if mode == ADJ_UNDIRECTED:
         mode = ADJ_MAX
 
-    if mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
+    if mode == ADJ_DIRECTED:
+        edges = sum(
+            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
+            [],
+        )
+
+    elif mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
         fun_dict = {
-                ADJ_MAX: max,
-                ADJ_MIN: min,
-                ADJ_PLUS: lambda *x: sum(x),
+            ADJ_MAX: max,
+            ADJ_MIN: min,
+            ADJ_PLUS: add,
         }
         fun = fun_dict[mode]
         nedges = {}
@@ -81,29 +86,100 @@ def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
                 nedges[(j, i)] = fun(nedges[(j, i)], n)
 
         edges = sum(
-                ([e] * n for e, n in nedges.items()),
-                [],
-                )
-        return klass(
-                edges=edges, directed=False,
-            )
-
-    if mode == ADJ_UPPER:
+            ([e] * n for e, n in nedges.items()),
+            [],
+        )
+
+    elif mode == ADJ_UPPER:
         edges = sum(
-                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
-                [],
-                )
-        return klass(
-                edges=edges, directed=True,
-            )
-
-    if mode == ADJ_LOWER:
+            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
+            [],
+        )
+
+    elif mode == ADJ_LOWER:
         edges = sum(
-                ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
-                [],
-                )
-        return klass(
-                edges=edges, directed=True,
-            )
-
-    raise ValueError('mode should be one of ' + ' '.join(map(str, modes)))
+            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
+            [],
+        )
+
+    else:
+        raise ValueError("mode should be one of " + " ".join(map(str, modes)))
+
+    return klass(
+        edges=edges,
+        directed=mode == ADJ_DIRECTED,
+    )
+
+
+def _graph_from_weighted_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED, attr='weight'):
+    '''Construct graph from sparse matrix, weighted
+
+    NOTE: Of course, you cannot emcompass a fully general weighted multigraph
+    with a single adjacency matrix, so we don't try to do it here either.
+    '''
+    # This function assumes there is scipy and the matrix is a scipy sparse
+    # matrix. The caller should make sure those conditions are met.
+    from scipy import sparse
+
+    modes = (
+        ADJ_DIRECTED,
+        ADJ_UNDIRECTED,
+        ADJ_MAX,
+        ADJ_MIN,
+        ADJ_PLUS,
+        ADJ_UPPER,
+        ADJ_LOWER,
+    )
+
+    if not isinstance(matrix, sparse.coo_matrix):
+        matrix = matrix.tocoo()
+
+    # Shorthand notation
+    m = matrix
+
+    if mode == ADJ_UNDIRECTED:
+        mode = ADJ_MAX
+
+    if mode == ADJ_DIRECTED:
+        edges = list(zip(m.row, m.col))
+        weights = list(m.data)
+
+    elif mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
+        fun_dict = {
+            ADJ_MAX: max,
+            ADJ_MIN: min,
+            ADJ_PLUS: add,
+        }
+        fun = fun_dict[mode]
+        nedges = {}
+        for i, j, n in zip(m.row, m.col, m.data):
+            # Fist time this pair of vertices
+            if (j, i) not in nedges:
+                nedges[(i, j)] = n
+            else:
+                nedges[(j, i)] = fun(nedges[(j, i)], n)
+
+        edges, weights = zip(*nedges.items())
+
+    elif mode == ADJ_UPPER:
+        edges, weights = [], []
+        for i, j, n in zip(m.row, m.col, m.data):
+            if j >= i:
+                edges.append((i, j))
+                weights.append(n)
+
+    elif mode == ADJ_LOWER:
+        edges, weights = [], []
+        for i, j, n in zip(m.row, m.col, m.data):
+            if j <= i:
+                edges.append((i, j))
+                weights.append(n)
+
+    else:
+        raise ValueError("mode should be one of " + " ".join(map(str, modes)))
+
+    return klass(
+        edges=edges,
+        directed=mode == ADJ_DIRECTED,
+        edge_attrs={attr: weights},
+    )

From 99d0bb5daf2c79e11f52e4e2a594a6e917a29a03 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 30 Jan 2021 10:30:26 +1100
Subject: [PATCH 0149/1681] Black lint

---
 src/igraph/__init__.py      | 16 +++++++++++-----
 src/igraph/sparse_matrix.py |  8 ++++----
 2 files changed, 15 insertions(+), 9 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e704de67d..cedecac04 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -46,9 +46,9 @@
 from igraph.utils import *
 from igraph.version import __version__, __version_info__
 from igraph.sparse_matrix import (
-        _graph_from_sparse_matrix,
-        _graph_from_weighted_sparse_matrix,
-        )
+    _graph_from_sparse_matrix,
+    _graph_from_weighted_sparse_matrix,
+)
 
 import os
 import math
@@ -2195,14 +2195,20 @@ def WeightedAdjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=Tru
 
         if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
             return _graph_from_weighted_sparse_matrix(
-                klass, matrix, mode=mode, attr=attr,
+                klass,
+                matrix,
+                mode=mode,
+                attr=attr,
             )
 
         if (np is not None) and isinstance(matrix, np.ndarray):
             matrix = matrix.tolist()
 
         return super().WeightedAdjacency(
-            matrix, mode=mode, attr=attr, loops=loops,
+            matrix,
+            mode=mode,
+            attr=attr,
+            loops=loops,
         )
 
     def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 101a0c10f..4d1d8e1d2 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -40,7 +40,7 @@
 # Logic to get graph from scipy sparse matrix. This would be simple if there
 # weren't so many modes.
 def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
-    '''Construct graph from sparse matrix, unweighted'''
+    """Construct graph from sparse matrix, unweighted"""
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
@@ -111,12 +111,12 @@ def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
     )
 
 
-def _graph_from_weighted_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED, attr='weight'):
-    '''Construct graph from sparse matrix, weighted
+def _graph_from_weighted_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED, attr="weight"):
+    """Construct graph from sparse matrix, weighted
 
     NOTE: Of course, you cannot emcompass a fully general weighted multigraph
     with a single adjacency matrix, so we don't try to do it here either.
-    '''
+    """
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse

From d8b1e3f1fb26f2cb8a1ce86b9fe9d11277dfec8d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 30 Jan 2021 10:46:09 +1100
Subject: [PATCH 0150/1681] Add tests

---
 tests/test_generators.py | 99 +++++++++++++++++++++++++++++++++++++++-
 1 file changed, 98 insertions(+), 1 deletion(-)

diff --git a/tests/test_generators.py b/tests/test_generators.py
index f2d26c75a..1e296c3ee 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -1,11 +1,20 @@
 import unittest
 from igraph import *
 
+
 try:
     import numpy as np
-    import pandas as pd
 except ImportError:
     np = None
+
+try:
+    import scipy.sparse as sparse
+except ImportError:
+    sparse = None
+
+try:
+    import pandas as pd
+except ImportError:
     pd = None
 
 
@@ -169,6 +178,50 @@ def testSBM(self):
         pref_matrix[0][1] = 0.7
         self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
 
+    @unittest.skipIf(np is None, "test case depends on NumPy")
+    def testAdjacencyNumPy(self):
+        mat = np.array(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
+
+    @unittest.skipIf(
+        (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
+    )
+    def testSparseAdjacency(self):
+        mat = sparse.coo_matrix(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
+
     def testWeightedAdjacency(self):
         mat = [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
 
@@ -187,6 +240,50 @@ def testWeightedAdjacency(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+    @unittest.skipIf(np is None, "test case depends on NumPy")
+    def testWeightedAdjacencyNumPy(self):
+        mat = np.array(
+            [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]],
+        )
+
+        g = Graph.Weighted_Adjacency(mat, attr="w0")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+
+        g = Graph.Weighted_Adjacency(mat, mode="plus")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+
+    @unittest.skipIf(
+        (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
+    )
+    def testSparseWeighedAdjacency(self):
+        mat = sparse.coo_matrix(
+            [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
+        )
+
+        g = Graph.Weighted_Adjacency(mat, attr="w0")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+
+        g = Graph.Weighted_Adjacency(mat, mode="plus")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
         edges = pd.DataFrame(

From 085c8cc6fb92e3a84614f033da3cb761c3bba371 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 31 Jan 2021 13:33:30 +0100
Subject: [PATCH 0151/1681] fix: build igraph library with -fPIC on Linux

---
 setup.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/setup.py b/setup.py
index a522c89b8..25f7c70a2 100644
--- a/setup.py
+++ b/setup.py
@@ -480,6 +480,10 @@ def compile_in(self, source_folder, build_folder, install_folder):
         for deps in "ARPACK BLAS CXSPARSE GLPK LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
+        # -fPIC is needed on Linux so we can link to a static igraph lib from a
+        # Python shared library
+        args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")
+
         retcode = subprocess.call(args)
         if retcode:
             return False

From f6281336a44d38faba65c2768e908141890a970f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 4 Feb 2021 19:40:43 +0100
Subject: [PATCH 0152/1681] fix: remove unneeded reference to igraph_i_fdiv()

---
 src/_igraph/igraphmodule.c | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 8b4da52df..392cdada5 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -42,8 +42,6 @@
 #define IGRAPH_MODULE
 #include "igraphmodule_api.h"
 
-extern double igraph_i_fdiv(double, double);
-
 /**
  * \defgroup python_interface Python module implementation
  * \brief Functions implementing a Python interface to \a igraph

From 4374f420f43c40e195bd335a526081164bd13513 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 6 Feb 2021 14:50:00 +0100
Subject: [PATCH 0153/1681] updated igraph C library, fixed deprecation
 warnings

---
 src/_igraph/attributes.c | 2 +-
 tests/test_basic.py      | 6 +++---
 vendor/source/igraph     | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index f0a027fa1..4090bc04f 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1884,7 +1884,7 @@ static igraph_attribute_table_t igraphmodule_attribute_table = {
 };
 
 void igraphmodule_initialize_attribute_handler(void) {
-  igraph_i_set_attribute_table(&igraphmodule_attribute_table);
+  igraph_set_attribute_table(&igraphmodule_attribute_table);
 }
 
 /**
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 67367d504..28bca91e9 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -338,14 +338,14 @@ def testAdjacency(self):
         self.assertTrue(g.get_adjlist(IN) == [[2], [0], [1], [2]])
         self.assertTrue(g.get_adjlist(ALL) == [[1, 2], [0, 2], [0, 1, 3], [2]])
 
-    def testEdgeIncidency(self):
+    def testEdgeIncidence(self):
         g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3)], directed=True)
         self.assertTrue(g.incident(2) == [2, 3])
         self.assertTrue(g.incident(2, IN) == [1])
-        self.assertTrue(g.incident(2, ALL) == [2, 3, 1])
+        self.assertTrue(g.incident(2, ALL) == [2, 1, 3])
         self.assertTrue(g.get_inclist() == [[0], [1], [2, 3], []])
         self.assertTrue(g.get_inclist(IN) == [[2], [0], [1], [3]])
-        self.assertTrue(g.get_inclist(ALL) == [[0, 2], [1, 0], [2, 3, 1], [3]])
+        self.assertTrue(g.get_inclist(ALL) == [[0, 2], [0, 1], [2, 1, 3], [3]])
 
     def testMultiplesLoops(self):
         g = Graph.Tree(7, 2)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 869be278f..c4c45e7ca 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 869be278ffa5bc97e3cb7b08f58d2b111c9dd47b
+Subproject commit c4c45e7ca681ab0be76bfc8badb2ab95c9610877

From 7d3a3d8d91f8cb69e485f206cf69a94a446d7114 Mon Sep 17 00:00:00 2001
From: Gabor Szarnyas <szarnyasg@gmail.com>
Date: Sat, 6 Feb 2021 15:55:48 +0100
Subject: [PATCH 0154/1681] Fix link in docs

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index b5aeb1599..22b16492f 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -24,7 +24,7 @@ are often called *binary packages*, while the raw source code is usually referre
 In general, you should almost always opt for the binary package unless a binary package is
 not available for your platform or you have some local modifications that you want to
 incorporate into |igraph|'s source. `Installation from a binary package`_ tells you how to
-install |igraph| from a precompiled binary package on various platforms. `Compiling igraph
+install |igraph| from a precompiled binary package on various platforms. `Compiling python-igraph
 from source`_ tells you how to compile |igraph| from the source package.
 
 Installation from a binary package

From 60b2b88e0fe3a1d0a9f6fc4e70cbe05f3c7a01fd Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 6 Feb 2021 07:52:02 +1100
Subject: [PATCH 0155/1681] Remove star imports

---
 src/igraph/__init__.py          | 122 ++++++++++++++++++++++++++++----
 src/igraph/drawing/__init__.py  |   2 +-
 src/igraph/drawing/colors.py    |   4 +-
 src/igraph/drawing/edge.py      |   4 +-
 src/igraph/drawing/graph.py     |   2 +-
 src/igraph/drawing/metamagic.py |   2 +-
 src/igraph/drawing/shapes.py    |   2 +-
 src/igraph/drawing/text.py      |   2 +-
 src/igraph/drawing/utils.py     |   2 +-
 src/igraph/drawing/vertex.py    |   2 +-
 src/igraph/formula.py           |   2 +-
 src/igraph/remote/gephi.py      |   2 +-
 src/igraph/statistics.py        |   4 +-
 src/igraph/summary.py           |   2 +-
 src/igraph/test/foreign.py      |   3 +-
 src/igraph/utils.py             |   5 +-
 16 files changed, 126 insertions(+), 36 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 6f05e44ac..fcd7ae25e 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -28,22 +28,114 @@
 02110-1301 USA
 """
 
-# pylint: disable-msg=W0401
-# W0401: wildcard import
-from igraph._igraph import *
-from igraph.clustering import *
-from igraph.cut import *
+from igraph._igraph import (
+    ADJ_DIRECTED,
+    ADJ_LOWER,
+    ADJ_MAX,
+    ADJ_MIN,
+    ADJ_PLUS,
+    ADJ_UNDIRECTED,
+    ADJ_UPPER,
+    ALL,
+    ARPACKOptions,
+    BFSIter,
+    BLISS_F,
+    BLISS_FL,
+    BLISS_FLM,
+    BLISS_FM,
+    BLISS_FS,
+    BLISS_FSM,
+    DFSIter,
+    Edge,
+    EdgeSeq,
+    GET_ADJACENCY_BOTH,
+    GET_ADJACENCY_LOWER,
+    GET_ADJACENCY_UPPER,
+    GraphBase,
+    IN,
+    InternalError,
+    OUT,
+    REWIRING_SIMPLE,
+    REWIRING_SIMPLE_LOOPS,
+    STAR_IN,
+    STAR_MUTUAL,
+    STAR_OUT,
+    STAR_UNDIRECTED,
+    STRONG,
+    TRANSITIVITY_NAN,
+    TRANSITIVITY_ZERO,
+    TREE_IN,
+    TREE_OUT,
+    TREE_UNDIRECTED,
+    Vertex,
+    VertexSeq,
+    WEAK,
+    arpack_options,
+    community_to_membership,
+    convex_hull,
+    is_degree_sequence,
+    is_graphical_degree_sequence,
+    set_progress_handler,
+    set_random_number_generator,
+    set_status_handler,
+)
+from igraph.clustering import (
+    Clustering,
+    VertexClustering,
+    Dendrogram,
+    VertexDendrogram,
+    Cover,
+    VertexCover,
+    CohesiveBlocks,
+)
+from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration
-from igraph.drawing import *
-from igraph.drawing.colors import *
-from igraph.datatypes import *
-from igraph.formula import *
-from igraph.layout import *
-from igraph.matching import *
-from igraph.operators import *
-from igraph.statistics import *
-from igraph.summary import *
-from igraph.utils import *
+from igraph.drawing import BoundingBox, DefaultGraphDrawer, Plot, Point, Rectangle, plot
+from igraph.drawing.colors import (
+    Palette,
+    GradientPalette,
+    AdvancedGradientPalette,
+    RainbowPalette,
+    PrecalculatedPalette,
+    ClusterColoringPalette,
+    color_name_to_rgb,
+    color_name_to_rgba,
+    hsv_to_rgb,
+    hsva_to_rgba,
+    hsl_to_rgb,
+    hsla_to_rgba,
+    rgb_to_hsv,
+    rgba_to_hsva,
+    rgb_to_hsl,
+    rgba_to_hsla,
+    palettes,
+    known_colors,
+)
+from igraph.datatypes import Matrix, DyadCensus, TriadCensus, UniqueIdGenerator
+from igraph.formula import construct_graph_from_formula
+from igraph.layout import Layout
+from igraph.matching import Matching
+from igraph.operators import disjoint_union, union, intersection
+from igraph.statistics import (
+    FittedPowerLaw,
+    Histogram,
+    RunningMean,
+    mean,
+    median,
+    percentile,
+    quantile,
+    power_law_fit,
+)
+from igraph.summary import GraphSummary
+from igraph.utils import (
+    dbl_epsilon,
+    multidict,
+    named_temporary_file,
+    numpy_to_contiguous_memoryview,
+    rescale,
+    safemin,
+    safemax,
+)
 from igraph.version import __version__, __version_info__
 
 import os
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 9e352fa31..9b91a4f08 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -36,7 +36,7 @@
 )
 from igraph.utils import _is_running_in_ipython, named_temporary_file
 
-__all__ = ["BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot"]
+__all__ = ("BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot")
 
 __license__ = "GPL"
 
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index c77487667..eedaa1fdb 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -28,7 +28,7 @@
 from igraph.utils import str_to_orientation
 from math import ceil
 
-__all__ = [
+__all__ = (
     "Palette",
     "GradientPalette",
     "AdvancedGradientPalette",
@@ -47,7 +47,7 @@
     "rgba_to_hsla",
     "palettes",
     "known_colors",
-]
+    )
 
 
 class Palette(object):
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 1afdfd0cc..100cee5c6 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -2,14 +2,14 @@
 Drawers for various edge styles in graph plots.
 """
 
-__all__ = [
+__all__ = (
     "AbstractEdgeDrawer",
     "AlphaVaryingEdgeDrawer",
     "ArrowEdgeDrawer",
     "DarkToLightEdgeDrawer",
     "LightToDarkEdgeDrawer",
     "TaperedEdgeDrawer",
-]
+)
 
 __license__ = "GPL"
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 6d59b5b66..416ff4dfc 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -34,7 +34,7 @@
 from igraph.drawing.vertex import DefaultVertexDrawer
 from igraph.layout import Layout
 
-__all__ = ["DefaultGraphDrawer", "UbiGraphDrawer", "CytoscapeGraphDrawer"]
+__all__ = ("DefaultGraphDrawer", "UbiGraphDrawer", "CytoscapeGraphDrawer")
 __license__ = "GPL"
 
 cairo = find_cairo()
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index 3e78a39da..164aef3a9 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -65,7 +65,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
 from igraph.configuration import Configuration
 
-__all__ = ["AttributeSpecification", "AttributeCollectorBase"]
+__all__ = ("AttributeSpecification", "AttributeCollectorBase")
 
 # pylint: disable-msg=R0903
 # R0903: too few public methods
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 2a8882189..0a3cd81a9 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -17,7 +17,7 @@
 """
 
 
-__all__ = ["ShapeDrawerDirectory"]
+__all__ = ("ShapeDrawerDirectory",)
 
 __license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index 323e8ec20..c6bd385cf 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -9,7 +9,7 @@
 from igraph.drawing.baseclasses import AbstractCairoDrawer
 from warnings import warn
 
-__all__ = ["TextAlignment", "TextDrawer"]
+__all__ = ("TextAlignment", "TextDrawer")
 __license__ = "GPL"
 
 __docformat__ = "restructuredtext en"
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 32ba062f8..cde3e5266 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -6,7 +6,7 @@
 from math import atan2, cos, sin
 from operator import itemgetter
 
-__all__ = ["BoundingBox", "FakeModule", "Point", "Rectangle"]
+__all__ = ("BoundingBox", "FakeModule", "Point", "Rectangle")
 __license__ = "GPL"
 
 #####################################################################
diff --git a/src/igraph/drawing/vertex.py b/src/igraph/drawing/vertex.py
index bc6d6b2a8..9f4d082a0 100644
--- a/src/igraph/drawing/vertex.py
+++ b/src/igraph/drawing/vertex.py
@@ -10,7 +10,7 @@
 from igraph.drawing.shapes import ShapeDrawerDirectory
 from math import pi
 
-__all__ = ["AbstractVertexDrawer", "AbstractCairoVertexDrawer", "DefaultVertexDrawer"]
+__all__ = ("AbstractVertexDrawer", "AbstractCairoVertexDrawer", "DefaultVertexDrawer")
 __license__ = "GPL"
 
 
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 78d826f1c..8d2fce8c4 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -15,7 +15,7 @@
 import tokenize
 import token
 
-__all__ = ["construct_graph_from_formula"]
+__all__ = ("construct_graph_from_formula",)
 
 __license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index 67f48c90e..5cda23739 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -18,7 +18,7 @@
 
         json = FakeModule()
 
-__all__ = ["GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat"]
+__all__ = ("GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat")
 __docformat__ = "restructuredtext en"
 __license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index b62199244..79c820ce9 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -26,7 +26,7 @@
 
 import math
 
-__all__ = [
+__all__ = (
     "FittedPowerLaw",
     "Histogram",
     "RunningMean",
@@ -35,7 +35,7 @@
     "percentile",
     "quantile",
     "power_law_fit",
-]
+    )
 
 
 class FittedPowerLaw(object):
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 2fda39ab0..6dbffe1c5 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -11,7 +11,7 @@
 from texttable import Texttable
 from textwrap import TextWrapper
 
-__all__ = ["GraphSummary"]
+__all__ = ("GraphSummary",)
 
 __license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
diff --git a/src/igraph/test/foreign.py b/src/igraph/test/foreign.py
index eabaea1fd..49a4fa5d2 100644
--- a/src/igraph/test/foreign.py
+++ b/src/igraph/test/foreign.py
@@ -1,8 +1,9 @@
+import sys
 import io
 import unittest
 import warnings
 
-from igraph import *
+from igraph import Graph, InternalError
 from igraph.test.utils import temporary_file
 
 
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index b60eb666e..707afb0da 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -7,10 +7,7 @@
 
 from contextlib import contextmanager
 
-try:
-    from collections.abc import MutableMapping
-except ImportError:
-    from collections import MutableMapping
+from collections.abc import MutableMapping
 from ctypes import c_double, sizeof
 from itertools import chain
 

From 55992adcc1ed7b6880dcdeb87189845121cf5908 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Mon, 8 Feb 2021 11:03:30 +0100
Subject: [PATCH 0156/1681] added some missing imports that the test cases are
 complaining about

---
 src/igraph/__init__.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index fcd7ae25e..23116f551 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -74,6 +74,7 @@
     community_to_membership,
     convex_hull,
     is_degree_sequence,
+    is_graphical,
     is_graphical_degree_sequence,
     set_progress_handler,
     set_random_number_generator,
@@ -87,6 +88,7 @@
     Cover,
     VertexCover,
     CohesiveBlocks,
+    compare_communities,
 )
 from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration

From 2332e35922763253b4e3a656045e230a13f3eb95 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Mon, 8 Feb 2021 11:10:09 +0100
Subject: [PATCH 0157/1681] we also need split_join_distance in the main igraph
 module

---
 src/igraph/__init__.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 23116f551..798c16d4d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -89,6 +89,7 @@
     VertexCover,
     CohesiveBlocks,
     compare_communities,
+    split_join_distance,
 )
 from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration

From 56a047a095c385de2c0f46ff14609c57770c6639 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Feb 2021 11:53:31 +0100
Subject: [PATCH 0158/1681] chore: blackened source [ci skip]

---
 src/igraph/app/__init__.py    |  1 -
 src/igraph/clustering.py      | 14 +++++++++-----
 src/igraph/drawing/colors.py  |  2 +-
 src/igraph/remote/__init__.py |  1 -
 src/igraph/statistics.py      |  2 +-
 5 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/src/igraph/app/__init__.py b/src/igraph/app/__init__.py
index 1dd82a624..049f302eb 100644
--- a/src/igraph/app/__init__.py
+++ b/src/igraph/app/__init__.py
@@ -1,2 +1 @@
 """User interfaces of igraph"""
-
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 43dfee021..a7e7d9238 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -684,15 +684,19 @@ def summary(self, verbosity=0, max_leaf_count=40):
         @return: the summary of the dendrogram as a string.
         """
         out = StringIO()
-        print("Dendrogram, %d elements, %d merges" % (
-            self._nitems,
-            self._nmerges,
-        ), file=out)
+        print(
+            "Dendrogram, %d elements, %d merges"
+            % (
+                self._nitems,
+                self._nmerges,
+            ),
+            file=out,
+        )
 
         if self._nitems == 0 or verbosity < 1 or self._nitems > max_leaf_count:
             return out.getvalue().strip()
 
-        print('', file=out)
+        print("", file=out)
 
         positions = [None] * self._nitems
         inorder = self._traverse_inorder()
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index eedaa1fdb..049cfeb99 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -47,7 +47,7 @@
     "rgba_to_hsla",
     "palettes",
     "known_colors",
-    )
+)
 
 
 class Palette(object):
diff --git a/src/igraph/remote/__init__.py b/src/igraph/remote/__init__.py
index e9e07dbc1..ba7da4dc7 100644
--- a/src/igraph/remote/__init__.py
+++ b/src/igraph/remote/__init__.py
@@ -1,2 +1 @@
 """Classes that help igraph communicate with remote applications."""
-
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 79c820ce9..dda450851 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -35,7 +35,7 @@
     "percentile",
     "quantile",
     "power_law_fit",
-    )
+)
 
 
 class FittedPowerLaw(object):

From 2893b07020b54345934d939f56fcf96d3b558f40 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 6 Feb 2021 08:06:48 +1100
Subject: [PATCH 0159/1681] Add harmonic centrality

---
 src/_igraph/graphobject.c | 114 +++++++++++++++++++++++++++++++++++++-
 1 file changed, 113 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bab3391ac..3e6bb5ddf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4118,6 +4118,85 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
   return list;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the harmonic centrality of some vertices in a graph.
+ * \return the harmonic centralities as a list (or a single float)
+ * \sa igraph_closeness
+ */
+PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  static char *kwlist[] = { "vertices", "mode", "cutoff", "weights",
+                "normalized", NULL };
+  PyObject *vobj = Py_None, *list = NULL, *cutoff = Py_None,
+           *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
+  igraph_vector_t res, *weights = 0;
+  igraph_neimode_t mode = IGRAPH_ALL;
+  int return_single = 0;
+  igraph_vs_t vs;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist, &vobj,
+      &mode_o, &cutoff, &weights_o, &normalized_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
+  if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_vector_init(&res, 0)) {
+    igraph_vs_destroy(&vs);
+    return igraphmodule_handle_igraph_error();
+  }
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) {
+    igraph_vs_destroy(&vs);
+    igraph_vector_destroy(&res);
+    return NULL;
+  }
+
+  if (cutoff == Py_None) {
+    if (igraph_harmonic_centrality(&self->g, &res, 0, 0, vs, mode, weights,
+             PyObject_IsTrue(normalized_o))) {
+      igraph_vs_destroy(&vs);
+      igraph_vector_destroy(&res);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  } else if (PyNumber_Check(cutoff)) {
+    PyObject *cutoff_num = PyNumber_Float(cutoff);
+    if (cutoff_num == NULL) {
+      igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
+      return NULL;
+    }
+    if (igraph_harmonic_centrality_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
+        (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+      igraph_vs_destroy(&vs);
+      igraph_vector_destroy(&res);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      igraphmodule_handle_igraph_error();
+      Py_DECREF(cutoff_num);
+      return NULL;
+    }
+    Py_DECREF(cutoff_num);
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  if (!return_single)
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
+  else
+    list = PyFloat_FromDouble(VECTOR(res)[0]);
+
+  igraph_vector_destroy(&res);
+  igraph_vs_destroy(&vs);
+
+  return list;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the (weakly or strongly) connected components in a graph.
  * \return a list containing the cluster ID for every vertex in the graph
@@ -12878,7 +12957,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The closeness centerality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
-   "number of the number of vertices minus one divided by the sum of\n"
+   "number of vertices minus one divided by the sum of\n"
    "the lengths of all geodesics from/to the given vertex.\n\n"
    "If the graph is not connected, and there is no path between two\n"
    "vertices, the number of vertices is used instead the length of\n"
@@ -12902,6 +12981,39 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  multiplying by the number of vertices minus one.\n"
    "@return: the calculated closenesses in a list\n"},
 
+  /* interface to igraph_harmonic_centrality */
+  {"harmonic_centrality", (PyCFunction) igraphmodule_Graph_harmonic_centrality,
+   METH_VARARGS | METH_KEYWORDS,
+   "harmonic_centrality(vertices=None, mode=ALL, cutoff=None, weights=None,\n"
+   "          normalized=True)\n\n"
+   "Calculates the harmonic centralities of given vertices in a graph.\n\n"
+   "The harmonic centerality of a vertex measures how easily other\n"
+   "vertices can be reached from it (or the other way: how easily it\n"
+   "can be reached from the other vertices). It is defined as the\n"
+   "number of vertices minus one times the sum of one divided by \n"
+   "the length of each geodesic from/to the given vertex.\n\n"
+   "If the graph is not connected, and there is no path between two\n"
+   "vertices, the number of vertices is used instead the length of\n"
+   "the geodesic. This is always longer than the longest possible\n"
+   "geodesic.\n\n"
+   "@param vertices: the vertices for which the harmonic centrality must\n"
+   "  be returned. If C{None}, uses all of the vertices in the graph.\n"
+   "@param mode: must be one of L{IN}, L{OUT} and L{ALL}. L{IN} means\n"
+   "  that the length of the incoming paths, L{OUT} means that the\n"
+   "  length of the outgoing paths must be calculated. L{ALL} means\n"
+   "  that both of them must be calculated.\n"
+   "@param cutoff: if it is an integer, only paths less than or equal to this\n"
+   "  length are considered, effectively resulting in an estimation of the\n"
+   "  harmonic centrality for the given vertices (which is always an underestimation of the\n"
+   "  real centrality, since some vertex pairs will appear as disconnected even\n"
+   "  though they are connected).. If C{None}, the exact centrality is\n"
+   "  returned.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
+   "@param normalized: Whether to normalize the raw centrality scores by\n"
+   "  multiplying by the number of vertices minus one.\n"
+   "@return: the calculated harmonic centrality in a list\n"},
+
   /* interface to igraph_clusters */
   {"clusters", (PyCFunction) igraphmodule_Graph_clusters,
    METH_VARARGS | METH_KEYWORDS,

From 7ddb0a2375647897fc6ba0d877758fcccc4a3658 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 6 Feb 2021 09:41:27 +1100
Subject: [PATCH 0160/1681] Doc improvs

---
 src/_igraph/graphobject.c | 19 +++++++------------
 1 file changed, 7 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3e6bb5ddf..a641ae6d5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12990,12 +12990,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The harmonic centerality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
-   "number of vertices minus one times the sum of one divided by \n"
-   "the length of each geodesic from/to the given vertex.\n\n"
+   "mean inverse distance to all other vertices.\n\n"
    "If the graph is not connected, and there is no path between two\n"
-   "vertices, the number of vertices is used instead the length of\n"
-   "the geodesic. This is always longer than the longest possible\n"
-   "geodesic.\n\n"
+   "vertices, the inverse distance is taken to be zero.\n\n"
    "@param vertices: the vertices for which the harmonic centrality must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
    "@param mode: must be one of L{IN}, L{OUT} and L{ALL}. L{IN} means\n"
@@ -13003,15 +13000,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  length of the outgoing paths must be calculated. L{ALL} means\n"
    "  that both of them must be calculated.\n"
    "@param cutoff: if it is an integer, only paths less than or equal to this\n"
-   "  length are considered, effectively resulting in an estimation of the\n"
-   "  harmonic centrality for the given vertices (which is always an underestimation of the\n"
-   "  real centrality, since some vertex pairs will appear as disconnected even\n"
-   "  though they are connected).. If C{None}, the exact centrality is\n"
-   "  returned.\n"
+   "  length are considered.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param normalized: Whether to normalize the raw centrality scores by\n"
-   "  multiplying by the number of vertices minus one.\n"
+   "@param normalized: Whether to normalize the result. If True, the \n"
+   "  result is the mean inverse path length to other vertices, i.e. it \n"
+   "  is normalized by the number of vertices minus one. If False, the \n"
+   "  result is the sum of inverse path lengths to other vertices.\n"
    "@return: the calculated harmonic centrality in a list\n"},
 
   /* interface to igraph_clusters */

From 907dbf2782441ae7f9c74488579b296af90c4fbc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 6 Feb 2021 10:33:57 +1100
Subject: [PATCH 0161/1681] Doc mention and test

---
 doc/source/analysis.rst  |  1 +
 tests/test_structural.py | 31 +++++++++++++++++++++++++++++++
 2 files changed, 32 insertions(+)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 8c15b4b83..1d3790c99 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -289,6 +289,7 @@ Structural:
 - :meth:`Graph.betweenness`
 - :meth:`Graph.bibcoupling`
 - :meth:`Graph.closeness`
+- :meth:`Graph.harmonic_centrality`
 - :meth:`Graph.constraint`
 - :meth:`Graph.cocitation`
 - :meth:`Graph.coreness` (aka :meth:`Graph.shell_index`)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 1b5e25618..d4acfb5c6 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -355,6 +355,37 @@ def testClosenessCentrality(self):
         for obs, exp in zip(cl, expected_cl):
             self.assertAlmostEqual(obs, exp, places=4)
 
+    def testHarmonicCentrality(self):
+        g = Graph.Star(5)
+        cl = g.harmonic_centrality()
+        cl2 = [1.0] + [(1.0 + 1 / 2 * 3) / 4] * 4
+        for idx in range(g.vcount()):
+            self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
+
+        g = Graph.Star(5)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            cl = g.harmonic_centrality(cutoff=1.0)
+        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
+        for idx in range(g.vcount()):
+            self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
+
+        weights = [1] * 4
+
+        g = Graph.Star(5)
+        cl = g.harmonic_centrality(weights=weights)
+        cl2 = [1.0] + [0.625] * 4
+        for idx in range(g.vcount()):
+            self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
+
+        g = Graph.Star(5)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            cl = g.harmonic_centrality(cutoff=1.0, weights=weights)
+        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
+        for idx in range(g.vcount()):
+            self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
+
     def testPageRank(self):
         g = Graph.Star(11)
         cent = g.pagerank()

From cca96545af93387c34be62405709426a2ef05993 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 10 Feb 2021 13:16:20 +0100
Subject: [PATCH 0162/1681] doc improvements to Graph.harmonic_centrality()

Based on the suggestions of @szhorvat in the PR review
---
 src/_igraph/graphobject.c | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a641ae6d5..1ed053a4f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12999,15 +12999,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  that the length of the incoming paths, L{OUT} means that the\n"
    "  length of the outgoing paths must be calculated. L{ALL} means\n"
    "  that both of them must be calculated.\n"
-   "@param cutoff: if it is an integer, only paths less than or equal to this\n"
+   "@param cutoff: if it is not C{None}, only paths less than or equal to this\n"
    "  length are considered.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param normalized: Whether to normalize the result. If True, the \n"
-   "  result is the mean inverse path length to other vertices, i.e. it \n"
-   "  is normalized by the number of vertices minus one. If False, the \n"
+   "@param normalized: Whether to normalize the result. If True, the\n"
+   "  result is the mean inverse path length to other vertices, i.e. it\n"
+   "  is normalized by the number of vertices minus one. If False, the\n"
    "  result is the sum of inverse path lengths to other vertices.\n"
-   "@return: the calculated harmonic centrality in a list\n"},
+   "@return: the calculated harmonic centralities in a list\n"},
 
   /* interface to igraph_clusters */
   {"clusters", (PyCFunction) igraphmodule_Graph_clusters,

From 767469957080daba889db041663c84d24a1e50ad Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 10 Feb 2021 13:19:45 +0100
Subject: [PATCH 0163/1681] Keep alphabetic ordering of functions in the docs
 [ci skip]

---
 doc/source/analysis.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 1d3790c99..79ee0a437 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -289,12 +289,12 @@ Structural:
 - :meth:`Graph.betweenness`
 - :meth:`Graph.bibcoupling`
 - :meth:`Graph.closeness`
-- :meth:`Graph.harmonic_centrality`
 - :meth:`Graph.constraint`
 - :meth:`Graph.cocitation`
 - :meth:`Graph.coreness` (aka :meth:`Graph.shell_index`)
 - :meth:`Graph.eccentricity`
 - :meth:`Graph.eigenvector_centrality`
+- :meth:`Graph.harmonic_centrality`
 - :meth:`Graph.pagerank`
 - :meth:`Graph.personalized_pagerank`
 - :meth:`Graph.strength`

From d8ae2365b0550cc4155113be7156c8a5640313bf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 10 Feb 2021 13:33:22 +0100
Subject: [PATCH 0164/1681] fix argument list of igraph_harmonic_centrality()
 calls

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 1ed053a4f..e0b3d8b31 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4158,7 +4158,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
   }
 
   if (cutoff == Py_None) {
-    if (igraph_harmonic_centrality(&self->g, &res, 0, 0, vs, mode, weights,
+    if (igraph_harmonic_centrality(&self->g, &res, vs, mode, weights,
              PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
@@ -4172,7 +4172,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
       return NULL;
     }
-    if (igraph_harmonic_centrality_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
+    if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
         (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);

From bfdbd410beedbd3fca38f78538ae819b2a091885 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 10 Feb 2021 13:47:45 +0100
Subject: [PATCH 0165/1681] fix test case of harmonic centrality

---
 tests/test_structural.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index d4acfb5c6..148cf8539 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -366,7 +366,7 @@ def testHarmonicCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.harmonic_centrality(cutoff=1.0)
-        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
+        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 
@@ -382,7 +382,7 @@ def testHarmonicCentrality(self):
         with warnings.catch_warnings():
             warnings.simplefilter("ignore")
             cl = g.harmonic_centrality(cutoff=1.0, weights=weights)
-        cl2 = [1.0, 1.0, 1.0, 1.0, 1.0]
+        cl2 = [1.0, 0.25, 0.25, 0.25, 0.25]
         for idx in range(g.vcount()):
             self.assertAlmostEqual(cl[idx], cl2[idx], places=3)
 

From 087b0c144ab1eb13a1e1e428e5ad90ff048040d8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 10 Feb 2021 14:06:43 +0100
Subject: [PATCH 0166/1681] fix memory leak in Graph.closeness_centrality() and
 Graph.harmonic_centrality()

---
 src/_igraph/graphobject.c | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0b3d8b31..816de5589 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4091,6 +4091,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
     PyObject *cutoff_num = PyNumber_Float(cutoff);
     if (cutoff_num == NULL) {
       igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
       return NULL;
     }
     if (igraph_closeness_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
@@ -4170,6 +4171,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
     PyObject *cutoff_num = PyNumber_Float(cutoff);
     if (cutoff_num == NULL) {
       igraph_vs_destroy(&vs); igraph_vector_destroy(&res);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,

From 3d3b327e22ec9737f96eb37afa3dceee1383c67b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Feb 2021 12:35:07 +0100
Subject: [PATCH 0167/1681] chore: updated igraph to development branch

---
 src/_igraph/convert.c      | 60 ++++++++++++++++++++++++--------------
 src/_igraph/convert.h      |  1 +
 src/_igraph/graphobject.c  |  2 +-
 src/_igraph/igraphmodule.c |  2 +-
 vendor/source/igraph       |  2 +-
 5 files changed, 42 insertions(+), 25 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4b050b550..4815315ca 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1266,7 +1266,7 @@ int igraphmodule_PyObject_to_vector_bool_t(PyObject *list,
     item=PySequence_GetItem(list, i);
     if (item) {
       VECTOR(*v)[i]=PyObject_IsTrue(item);
-	  Py_DECREF(item);
+      Py_DECREF(item);
     } else {
       /* this should not happen, but we return anyway.
        * an IndexError exception was set by PySequence_GetItem
@@ -1322,10 +1322,11 @@ PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
   list=PyList_New(n);
   for (i=0; i<n; i++) {
     if (type == IGRAPHMODULE_TYPE_INT) {
-	  if (!igraph_finite(VECTOR(*v)[i]))
-		item=PyFloat_FromDouble((double)VECTOR(*v)[i]);
-	  else
-        item=PyInt_FromLong((long)VECTOR(*v)[i]);
+      if (!igraph_finite(VECTOR(*v)[i])) {
+        item = PyFloat_FromDouble((double)VECTOR(*v)[i]);
+      } else {
+        item = PyInt_FromLong((long)VECTOR(*v)[i]);
+      }
     } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
       item=PyFloat_FromDouble((double)VECTOR(*v)[i]);
     } else {
@@ -2098,9 +2099,23 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
 int igraphmodule_PyList_to_matrix_t(PyObject* o, igraph_matrix_t *m) {
+  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0);
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_matrix_t, ensuring
+ * that the matrix has at least the given number of columns
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_matrix_t
+ * \param num_cols the minimum number of columns in the matrix
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  int was_warned=0;
+  int was_warned = 0;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyString_Check(o)) {
@@ -2109,25 +2124,27 @@ int igraphmodule_PyList_to_matrix_t(PyObject* o, igraph_matrix_t *m) {
   }
 
   nr = PySequence_Size(o);
-  nc = 0;
-  for (i=0; i<nr; i++) {
-    row=PySequence_GetItem(o, i);
+  nc = min_cols > 0 ? min_cols : 0;
+  for (i = 0; i < nr; i++) {
+    row = PySequence_GetItem(o, i);
     if (!PySequence_Check(row)) {
       Py_DECREF(row);
       PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
       return 1;
     }
-    n=PySequence_Size(row);
+    n = PySequence_Size(row);
     Py_DECREF(row);
-    if (n>nc) nc=n;
+    if (n > nc) {
+      nc = n;
+    }
   }
 
   igraph_matrix_init(m, nr, nc);
-  for (i=0; i<nr; i++) {
-    row=PySequence_GetItem(o, i);
-    n=PySequence_Size(row);
-    for (j=0; j<n; j++) {
-      item=PySequence_GetItem(row, j);
+  for (i = 0; i < nr; i++) {
+    row = PySequence_GetItem(o, i);
+    n = PySequence_Size(row);
+    for (j = 0; j < n; j++) {
+      item = PySequence_GetItem(row, j);
       if (PyInt_Check(item)) {
         MATRIX(*m, i, j) = (igraph_real_t)PyInt_AsLong(item);
       } else if (PyLong_Check(item)) {
@@ -2896,10 +2913,10 @@ int igraphmodule_PyObject_to_drl_options_t(PyObject *obj,
       Py_XDECREF(o1); \
     } while (0)
 #define CONVERT_DRL_OPTION_BLOCK(NAME) do { \
-	  CONVERT_DRL_OPTION(NAME##_iterations, integer); \
-	  CONVERT_DRL_OPTION(NAME##_temperature, real); \
-	  CONVERT_DRL_OPTION(NAME##_attraction, real); \
-	  CONVERT_DRL_OPTION(NAME##_damping_mult, real); \
+    CONVERT_DRL_OPTION(NAME##_iterations, integer); \
+    CONVERT_DRL_OPTION(NAME##_temperature, real); \
+    CONVERT_DRL_OPTION(NAME##_attraction, real); \
+    CONVERT_DRL_OPTION(NAME##_damping_mult, real); \
     } while (0)
 
     if (!retval) {
@@ -3042,8 +3059,7 @@ int igraphmodule_PyObject_to_attribute_combination_t(PyObject* object,
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_pagerank_algo_t
  */
-int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o,
-					     igraph_pagerank_algo_t *result) {
+int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result) {
   static igraphmodule_enum_translation_table_entry_t pagerank_algo_tt[] = {
         {"prpack", IGRAPH_PAGERANK_ALGO_PRPACK},
         {"arpack", IGRAPH_PAGERANK_ALGO_ARPACK},
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 5385c1293..7af034738 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -96,6 +96,7 @@ int igraphmodule_PyObject_to_edgelist(
 );
 
 int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m);
+int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols);
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 816de5589..126d3025d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9780,7 +9780,7 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
     igraph_vector_destroy(&vids); igraph_vector_destroy(&parents);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_i_bfs
+  if (igraph_bfs_simple
       (&self->g, (igraph_integer_t) vid, mode, &vids, &layers, &parents)) {
     igraphmodule_handle_igraph_error();
     return NULL;
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 392cdada5..86cae3747 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -339,7 +339,7 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!ll|O", kwlist,
       &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(merges_o, &merges)) return NULL;
+  if (igraphmodule_PyList_to_matrix_t_with_minimum_column_count(merges_o, &merges, 2)) return NULL;
 
   if (igraph_vector_init(&result, nodes)) {
     igraphmodule_handle_igraph_error();
diff --git a/vendor/source/igraph b/vendor/source/igraph
index c4c45e7ca..7ac8a58e2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c4c45e7ca681ab0be76bfc8badb2ab95c9610877
+Subproject commit 7ac8a58e2925c2fd8d0afdcfd6b87e07569aa0d5

From 27407f5c98c8618ba4d2ca727736f3db7d37fdab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Feb 2021 12:35:52 +0100
Subject: [PATCH 0168/1681] fix: Graph.VertexSeq.find(name=x) now works
 correctly when x is an integer, fixes #367

---
 src/igraph/__init__.py  |  8 ++++++--
 tests/test_vertexseq.py | 11 ++++++++++-
 2 files changed, 16 insertions(+), 3 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 798c16d4d..4f22a459f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -4400,8 +4400,12 @@ def find(self, *args, **kwds):
             else:
                 name = None
 
-            if name is not None and isinstance(name, str):
-                args = [name]
+            if name is not None:
+                if isinstance(name, str):
+                    args = [name]
+                else:
+                    # put back what we popped
+                    kwds["name"] = name
 
         if args:
             # Selecting first based on positional arguments, then checking
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index a359cc9aa..39037e4a1 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -341,13 +341,22 @@ def testGraphMethodProxying(self):
     def testBug73(self):
         # This is a regression test for igraph/python-igraph#73
         g = Graph()
-        g.add_vertices(2)
+        g.add_vertices(3)
         g.vs[0]["name"] = 1
         g.vs[1]["name"] = "h"
+        g.vs[2]["name"] = 17
 
         self.assertEqual(1, g.vs.find("h").index)
         self.assertEqual(1, g.vs.find(1).index)
         self.assertEqual(0, g.vs.find(name=1).index)
+        self.assertEqual(2, g.vs.find(name=17).index)
+
+    def testBug367(self):
+        # This is a regression test for igraph/python-igraph#367
+        g = Graph()
+        g.add_vertices([1, 2, 5])
+        self.assertEqual([1, 2, 5], g.vs["name"])
+        self.assertEqual(2, g.vs.find(name=5).index)
 
 
 def suite():

From 6b8d652ad30577dbb6a95959027b35926cbff651 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Feb 2021 15:22:30 +0100
Subject: [PATCH 0169/1681] refactor: setup.py cleanup, getting rid of some old
 Python 2.x-based constructs

---
 setup.py | 305 +++++--------------------------------------------------
 1 file changed, 24 insertions(+), 281 deletions(-)

diff --git a/setup.py b/setup.py
index 25f7c70a2..73b432abe 100644
--- a/setup.py
+++ b/setup.py
@@ -21,14 +21,15 @@
 
 from setuptools import setup, Command, Extension
 
-import distutils.ccompiler
 import glob
 import shutil
 import subprocess
 import sys
 import sysconfig
 
+from pathlib import Path
 from select import select
+from shutil import which
 from time import sleep
 
 ###########################################################################
@@ -48,20 +49,6 @@ def building_on_windows_msvc():
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
-def create_dir_unless_exists(*args):
-    """Creates a directory unless it exists already."""
-    path = os.path.join(*args)
-    if not os.path.isdir(path):
-        os.makedirs(path)
-
-
-def ensure_dir_does_not_exist(*args):
-    """Ensures that the given directory does not exist."""
-    path = os.path.join(*args)
-    if os.path.isdir(path):
-        shutil.rmtree(path)
-
-
 def exclude_from_list(items, items_to_exclude):
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
@@ -69,20 +56,6 @@ def exclude_from_list(items, items_to_exclude):
     return [item for item in items if item not in itemset]
 
 
-def find_executable(name):
-    """Finds an executable with the given name on the system PATH and returns
-    its full path.
-    """
-    try:
-        from shutil import which
-
-        return which(name)  # Python 3.3 and above
-    except ImportError:
-        import distutils.spawn
-
-        return distutils.spawn.find_executable(name)  # Earlier than Python 3.3
-
-
 def find_static_library(library_name, library_path):
     """Given the raw name of a library in `library_name`, tries to find a
     static library with this name in the given `library_path`. `library_path`
@@ -161,76 +134,6 @@ def is_unix_like(platform=None):
     )
 
 
-def find_msvc_source_folder(folder=".", requires_built=False):
-    """Finds the folder that contains the MSVC-specific source of igraph if there
-    is any. Returns `None` if no such folder is found. Prints a warning if the
-    choice is ambiguous.
-    """
-    all_msvc_dirs = glob.glob(os.path.join(folder, "igraph-*-msvc"))
-    if len(all_msvc_dirs) > 0:
-        if len(all_msvc_dirs) > 1:
-            print("More than one MSVC build directory (..\\..\\igraph-*-msvc) found!")
-            print(
-                "It could happen that setup.py uses the wrong one! Please remove all but the right one!\n\n"
-            )
-
-        msvc_builddir = all_msvc_dirs[-1]
-        if requires_built and not os.path.exists(
-            os.path.join(msvc_builddir, "Release")
-        ):
-            print(
-                "There is no 'Release' dir in the MSVC build directory\n(%s)"
-                % msvc_builddir
-            )
-            print("Please build the MSVC build first!\n")
-            return None
-
-        return msvc_builddir
-    else:
-        return None
-
-
-def preprocess_fallback_config():
-    """Preprocesses the fallback include and library paths depending on the
-    platform."""
-    global LIBIGRAPH_FALLBACK_INCLUDE_DIRS
-    global LIBIGRAPH_FALLBACK_LIBRARY_DIRS
-    global LIBIGRAPH_FALLBACK_LIBRARIES
-
-    if (
-        platform.system() == "Windows"
-        and distutils.ccompiler.get_default_compiler() == "msvc"
-    ):
-        # if this setup is run in the source checkout *and* the igraph msvc was build,
-        # this code adds the right library and include dir
-        msvc_builddir = find_msvc_source_folder(
-            os.path.join("..", ".."), requires_built=True
-        )
-
-        if msvc_builddir is not None:
-            print("Using MSVC build dir: %s\n\n" % msvc_builddir)
-            LIBIGRAPH_FALLBACK_INCLUDE_DIRS = [os.path.join(msvc_builddir, "include")]
-            LIBIGRAPH_FALLBACK_LIBRARY_DIRS = [os.path.join(msvc_builddir, "Release")]
-            return True
-        else:
-            return False
-
-    else:
-        return True
-
-
-def quote_path_for_shell(s):
-    # On MinGW / MSYS, we need to use forward slash style and remove unsafe
-    # characters in order not to trip up the configure script
-    if "MSYSTEM" in os.environ:
-        s = s.replace("\\", "/")
-        if s[1:3] == ":/":
-            s = "/" + s[0] + s[2:]
-
-    # Now the proper quoting
-    return "'" + s.replace("'", "'\\''") + "'"
-
-
 def wait_for_keypress(seconds):
     """Wait for a keypress or until the given number of seconds have passed,
     whichever happens first.
@@ -278,8 +181,8 @@ class IgraphCCoreBuilder(object):
     """
 
     def create_build_config_file(self, install_folder, libraries):
-        with open(os.path.join(install_folder, "build.cfg"), "w") as f:
-            f.write(repr(libraries))
+        with (install_folder / "build.cfg").open("w") as fp:
+            fp.write(repr(libraries))
 
     def parse_pkgconfig_file(self, filename):
         building_on_windows = building_on_windows_msvc()
@@ -288,7 +191,7 @@ def parse_pkgconfig_file(self, filename):
             libraries = ["igraph"]
         else:
             libraries = []
-            with open(filename, "r") as fp:
+            with filename.open("r") as fp:
                 for line in fp:
                     if line.startswith("Libs: ") or line.startswith("Libs.private: "):
                         words = line.strip().split()
@@ -303,145 +206,6 @@ def parse_pkgconfig_file(self, filename):
         return libraries
 
 
-class IgraphCCoreAutotoolsBuilder(IgraphCCoreBuilder):
-    """Class responsible for downloading and building the C core of igraph
-    if it is not installed yet, assuming that the C core uses `configure.ac`
-    and its friends. This used to be the case before igraph 0.9.
-    """
-
-    def compile_in(self, source_folder, build_folder, install_folder):
-        """Compiles igraph from its source code in the given folder.
-
-        source_folder is the name of the folder that contains igraph's source
-        files. build_folder is the name of the folder where the build should
-        be executed. Both must be absolute paths.
-
-        Returns:
-            False if the build failed or the list of libraries to link to when
-            linking the Python interface to igraph
-        """
-        build_to_source_folder = os.path.relpath(source_folder, build_folder)
-
-        os.chdir(source_folder)
-
-        # Run the bootstrap script if we have downloaded a tarball from
-        # Github
-        if os.path.isfile("bootstrap.sh") and not os.path.isfile("configure"):
-            print("Bootstrapping igraph...")
-            retcode = subprocess.call("sh bootstrap.sh", shell=True)
-            if retcode:
-                return False
-
-        # Patch ltmain.sh so it does not freak out when the build directory
-        # contains spaces
-        with open("ltmain.sh") as infp:
-            with open("ltmain.sh.new", "w") as outfp:
-                for line in infp:
-                    if line.endswith("cd $darwin_orig_dir\n"):
-                        line = line.replace(
-                            "cd $darwin_orig_dir\n", 'cd "$darwin_orig_dir"\n'
-                        )
-                    outfp.write(line)
-        shutil.move("ltmain.sh.new", "ltmain.sh")
-
-        os.chdir(build_folder)
-
-        print("Configuring igraph...")
-        configure_args = ["--disable-tls", "--enable-silent-rules"]
-        if "IGRAPH_EXTRA_CONFIGURE_ARGS" in os.environ:
-            configure_args.extend(os.environ["IGRAPH_EXTRA_CONFIGURE_ARGS"].split(" "))
-        retcode = subprocess.call(
-            "sh {0} {1}".format(
-                quote_path_for_shell(os.path.join(build_to_source_folder, "configure")),
-                " ".join(configure_args),
-            ),
-            env=self.enhanced_env(CFLAGS="-fPIC", CXXFLAGS="-fPIC"),
-            shell=True,
-        )
-        if retcode:
-            return False
-
-        building_on_windows = building_on_windows_msvc()
-
-        if building_on_windows:
-            print("Creating Microsoft Visual Studio project...")
-            retcode = subprocess.call("make msvc", shell=True)
-            if retcode:
-                return False
-
-        print("Building igraph...")
-        if building_on_windows:
-            msvc_source = find_msvc_source_folder()
-            if not msvc_source:
-                return False
-
-            devenv = os.environ.get("DEVENV_EXECUTABLE")
-            os.chdir(msvc_source)
-            if devenv is None:
-                retcode = subprocess.call("devenv /upgrade igraph.vcproj", shell=True)
-            else:
-                retcode = subprocess.call([devenv, "/upgrade", "igraph.vcproj"])
-            if retcode:
-                return False
-
-            retcode = subprocess.call(
-                "msbuild.exe igraph.vcxproj /p:configuration=Release"
-            )
-        else:
-            retcode = subprocess.call("make", shell=True)
-
-        if retcode:
-            return False
-
-        libraries = self.parse_pkgconfig_file("igraph.pc")
-
-        return libraries
-
-    def copy_build_artifacts(
-        self, source_folder, build_folder, install_folder, libraries
-    ):
-        building_on_windows = building_on_windows_msvc()
-
-        create_dir_unless_exists(install_folder)
-
-        ensure_dir_does_not_exist(install_folder, "include")
-        ensure_dir_does_not_exist(install_folder, "lib")
-
-        shutil.copytree(
-            os.path.join(source_folder, "include"),
-            os.path.join(install_folder, "include"),
-        )
-        create_dir_unless_exists(install_folder, "lib")
-
-        for fname in glob.glob(os.path.join(build_folder, "include", "*.h")):
-            shutil.copy(fname, os.path.join(install_folder, "include"))
-
-        if building_on_windows:
-            msvc_builddir = find_msvc_source_folder(build_folder, requires_built=True)
-            if msvc_builddir is not None:
-                print("Using MSVC build dir: %s\n\n" % msvc_builddir)
-                for fname in glob.glob(os.path.join(msvc_builddir, "Release", "*.lib")):
-                    shutil.copy(fname, os.path.join(install_folder, "lib"))
-            else:
-                print("Cannot find MSVC build dir in %s\n\n" % build_folder)
-                return False
-        else:
-            for fname in glob.glob(
-                os.path.join(build_folder, "src", ".libs", "libigraph.*")
-            ):
-                shutil.copy(fname, os.path.join(install_folder, "lib"))
-
-        return True
-
-    @staticmethod
-    def enhanced_env(**kwargs):
-        env = os.environ.copy()
-        for k, v in kwargs.items():
-            prev = os.environ.get(k)
-            env[k] = "{0} {1}".format(prev, v) if prev else v
-        return env
-
-
 ###########################################################################
 
 
@@ -464,7 +228,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
         """
         global is_windows
 
-        cmake = find_executable("cmake")
+        cmake = which("cmake")
         if not cmake:
             print(
                 "igraph uses CMake as the build system. You need to install CMake "
@@ -476,7 +240,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
         os.chdir(build_folder)
 
         print("Configuring build...")
-        args = [cmake, build_to_source_folder]
+        args = [cmake, str(build_to_source_folder)]
         for deps in "ARPACK BLAS CXSPARSE GLPK LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
@@ -496,17 +260,11 @@ def compile_in(self, source_folder, build_folder, install_folder):
             return False
 
         print("Installing build...")
-        retcode = subprocess.call([cmake, "--install", ".", "--prefix", install_folder])
+        retcode = subprocess.call([cmake, "--install", ".", "--prefix", str(install_folder)])
         if retcode:
             return False
 
-        return self.parse_pkgconfig_file(os.path.join(install_folder, "lib", "pkgconfig", "igraph.pc"))
-
-    def copy_build_artifacts(
-        self, source_folder, build_folder, install_folder, libraries
-    ):
-        # Nothing to do; we already installed stuff in the compilation step
-        return True
+        return self.parse_pkgconfig_file(install_folder / "lib" / "pkgconfig" / "igraph.pc")
 
 
 ###########################################################################
@@ -675,37 +433,34 @@ def compile_igraph_from_vendor_source(self):
         """Compiles igraph from the vendored source code inside `vendor/source/igraph`.
         This folder typically comes from a git submodule.
         """
-        if os.path.exists(os.path.join("vendor", "install", "igraph")):
+        vendor_folder = Path("vendor")
+        source_folder = vendor_folder / "source" / "igraph"
+        build_folder = vendor_folder / "build" / "igraph"
+        install_folder = vendor_folder / "install" / "igraph"
+
+        if install_folder.exists():
             # Vendored igraph already compiled and installed, just use it
             self.use_vendored_igraph()
             return True
 
-        vendor_source_path = os.path.join("vendor", "source", "igraph")
-        if os.path.isfile(os.path.join(vendor_source_path, "CMakeLists.txt")):
+        if (source_folder / "CMakeLists.txt").exists():
             igraph_builder = IgraphCCoreCMakeBuilder()
-        elif os.path.isfile(os.path.join(vendor_source_path, "configure.ac")):
-            igraph_builder = IgraphCCoreAutotoolsBuilder()
         else:
-            # No git submodule present with vendored source
-            print("Cannot find vendored igraph source in " + vendor_source_path)
+            print("Cannot find vendored igraph source in {0}".format(source_folder))
             print("")
             return False
 
-        source_folder = os.path.join("vendor", "source", "igraph")
-        build_folder = os.path.join("vendor", "build", "igraph")
-        install_folder = os.path.join("vendor", "install", "igraph")
-
         print("We are going to build the C core of igraph.")
-        print("  Source folder: %s" % source_folder)
-        print("  Build folder: %s" % build_folder)
-        print("  Install folder: %s" % install_folder)
+        print("  Source folder: {0}".format(source_folder))
+        print("  Build folder: {0}".format(build_folder))
+        print("  Install folder: {0}".format(install_folder))
         print("")
 
-        source_folder = os.path.abspath(source_folder)
-        build_folder = os.path.abspath(build_folder)
-        install_folder = os.path.abspath(install_folder)
+        source_folder = source_folder.resolve()
+        build_folder = build_folder.resolve()
+        install_folder = install_folder.resolve()
 
-        create_dir_unless_exists(build_folder)
+        Path(build_folder).mkdir(parents=True, exist_ok=True)
 
         cwd = os.getcwd()
         try:
@@ -717,16 +472,6 @@ def compile_igraph_from_vendor_source(self):
         finally:
             os.chdir(cwd)
 
-        if not igraph_builder.copy_build_artifacts(
-            source_folder=source_folder,
-            build_folder=build_folder,
-            install_folder=install_folder,
-            libraries=libraries,
-        ):
-            print("Could not compile the C core of igraph.")
-            print("")
-            sys.exit(1)
-
         igraph_builder.create_build_config_file(install_folder, libraries)
 
         self.use_vendored_igraph()
@@ -852,8 +597,6 @@ def use_educated_guess(self):
         """Tries to guess the proper library names, include and library paths
         if everything else failed."""
 
-        preprocess_fallback_config()
-
         global LIBIGRAPH_FALLBACK_LIBRARIES
         global LIBIGRAPH_FALLBACK_INCLUDE_DIRS
         global LIBIGRAPH_FALLBACK_LIBRARY_DIRS

From b520fb8cd1764d5e86215153fc958ad78730faa1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Feb 2021 15:22:59 +0100
Subject: [PATCH 0170/1681] updating to igraph 0.9.0

---
 src/_igraph/graphobject.c | 12 ++++++++----
 vendor/source/igraph      |  2 +-
 2 files changed, 9 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 126d3025d..6a5dcfd8a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2273,7 +2273,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
   if (igraph_establishment_game(&g, (igraph_integer_t) n,
                                 (igraph_integer_t) types,
                                 (igraph_integer_t) k, &td, &pm,
-                                PyObject_IsTrue(directed))) {
+                                PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
@@ -2894,7 +2894,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, types;
+  long n, in_types, out_types;
   PyObject *type_dist_matrix, *pref_matrix;
   PyObject *loops = Py_False;
   igraph_matrix_t pm;
@@ -2913,13 +2913,15 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
                                    &attribute_key, &loops))
     return NULL;
 
-  types = PyList_Size(type_dist_matrix);
   if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) return NULL;
   if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td)) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
 
+  in_types = igraph_matrix_nrow(&pm);
+  out_types = igraph_matrix_ncol(&pm);
+
   store_attribs = (attribute_key && attribute_key != Py_None);
   if (store_attribs) {
     if (igraph_vector_init(&in_type_vec, (igraph_integer_t) n)) {
@@ -2938,7 +2940,9 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   }
 
   if (igraph_asymmetric_preference_game(&g, (igraph_integer_t) n,
-                                        (igraph_integer_t) types, &td, &pm,
+                                        (igraph_integer_t) in_types,
+                                        (igraph_integer_t) out_types,
+                                        &td, &pm,
                                         store_attribs ? &in_type_vec : 0,
                                         store_attribs ? &out_type_vec : 0,
                                         PyObject_IsTrue(loops))) {
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7ac8a58e2..6bb4e76c1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7ac8a58e2925c2fd8d0afdcfd6b87e07569aa0d5
+Subproject commit 6bb4e76c1d0f971363034e23d06b238a423315cf

From 9f8ba30eaec25863e1dbf7c0508e0ac2fcad6407 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 20 Feb 2021 21:22:06 +0100
Subject: [PATCH 0171/1681] doc: clarified that the 'fixed' argument is
 ineffective in the DrL layout

---
 src/_igraph/graphobject.c | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6a5dcfd8a..06dab05ac 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6866,6 +6866,12 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
     return NULL;
 
   if (fixed_o != 0 && fixed_o != Py_None) {
+    /* Apparently the "fixed" argument does not do anything in the DrL
+     * implementation so we throw a warning if the user tries to use it */
+    PyErr_Warn(PyExc_DeprecationWarning, "The fixed=... argument of the DrL "
+               "layout is ignored; it is kept only for sake of backwards "
+               "compatibility. The DrL layout algorithm does not support "
+               "permanently fixed nodes.");
     fixed = (igraph_vector_bool_t*)malloc(sizeof(igraph_vector_bool_t));
     if (!fixed) {
       PyErr_NoMemory();
@@ -14299,11 +14305,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param seed: if C{None}, uses a random starting layout for the\n"
    "  algorithm. If a matrix (list of lists), uses the given matrix\n"
    "  as the starting position.\n"
-   "@param fixed: if a seed is given, you can specify some vertices to be\n"
-   "  kept fixed at their original position in the seed by passing an\n"
-   "  appropriate list here. The list must have exactly as many items as\n"
-   "  the number of vertices in the graph. Items of the list that evaluate\n"
-   "  to C{True} denote vertices that will not be moved.\n"
+   "@param fixed: ignored. We used to assume that the DrL layout supports\n"
+   "  fixed nodes, but later it turned out that the argument has no effect\n"
+   "  in the original DrL code. We kept the argument for sake of backwards\n"
+   "  compatibility, but it will have no effect on the final layout.\n"
    "@param options: if you give a string argument here, you can select from\n"
    "  five default preset parameterisations: C{default}, C{coarsen} for a\n"
    "  coarser layout, C{coarsest} for an even coarser layout, C{refine} for\n"

From d2c30b226efa94a62629a7313a0960e8ae6bf138 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Feb 2021 21:18:01 +0100
Subject: [PATCH 0172/1681] remove Python 2.7 from badge; not supported any
 more [ci skip]

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b89b58c09..196de140f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 [![Travis CI](https://img.shields.io/travis/igraph/python-igraph)](https://travis-ci.org/igraph/python-igraph)
-[![PyPI pyversions](https://img.shields.io/badge/python-2.7%20%7C%203.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 
 Python interface for the igraph library

From 1b9d50957ac3bd313e7dbf65664629ea5d6c03ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Feb 2021 21:40:59 +0100
Subject: [PATCH 0173/1681] setup.py now accepts extra CMake arguments from
 environment

---
 setup.py | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 73b432abe..9a508814e 100644
--- a/setup.py
+++ b/setup.py
@@ -22,6 +22,7 @@
 from setuptools import setup, Command, Extension
 
 import glob
+import shlex
 import shutil
 import subprocess
 import sys
@@ -240,7 +241,13 @@ def compile_in(self, source_folder, build_folder, install_folder):
         os.chdir(build_folder)
 
         print("Configuring build...")
-        args = [cmake, str(build_to_source_folder)]
+        args = [cmake]
+
+        # Add any extra CMake args from environment variables
+        if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
+            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
+
+        # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS CXSPARSE GLPK LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
@@ -248,6 +255,9 @@ def compile_in(self, source_folder, build_folder, install_folder):
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")
 
+        # Finally, add the source folder path
+        args.append(str(build_to_source_folder))
+
         retcode = subprocess.call(args)
         if retcode:
             return False

From 719c4d8e738c4e80bc1fb1813b354dd866d5ad6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Feb 2021 21:44:12 +0100
Subject: [PATCH 0174/1681] ci: try to give a hint to CMake about the platform
 we are building for

---
 appveyor.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/appveyor.yml b/appveyor.yml
index dca9b2d48..98e059d0d 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -5,18 +5,19 @@ environment:
   global:
     CIBW_BEFORE_BUILD: python setup.py build_c_core
     CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-    IGRAPH_EXTRA_CONFIGURE_ARGS: "--disable-graphml"
     PYTHON: "C:\\Python37"
 
   matrix:
     - CIBW_BUILD: "*-win32"
       CIBW_SKIP: "pp27-* cp27-* cp35-*"
+      IGRAPH_EXTRA_CMAKE_ARGS: "-A Win32"
       MSYSTEM: MINGW32
       PATH: C:\msys64\usr\bin;C:\msys64\mingw32\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x86"
 
     - CIBW_BUILD: "*-win_amd64"
       CIBW_SKIP: "pp27-* cp27-* cp35-*"
+      IGRAPH_EXTRA_CMAKE_ARGS: "-A x64"
       MSYSTEM: MINGW64
       PATH: C:\msys64\usr\bin;C:\msys64\mingw64\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x64"

From 99fc5ce097397d1516dd2e18cd300a4d10f1e5cd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Feb 2021 22:04:29 +0100
Subject: [PATCH 0175/1681] ci: fix name of environment variable that passes
 extra args to cmake

---
 appveyor.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/appveyor.yml b/appveyor.yml
index 98e059d0d..30e1daab8 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -10,14 +10,14 @@ environment:
   matrix:
     - CIBW_BUILD: "*-win32"
       CIBW_SKIP: "pp27-* cp27-* cp35-*"
-      IGRAPH_EXTRA_CMAKE_ARGS: "-A Win32"
+      IGRAPH_CMAKE_EXTRA_ARGS: "-A Win32"
       MSYSTEM: MINGW32
       PATH: C:\msys64\usr\bin;C:\msys64\mingw32\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x86"
 
     - CIBW_BUILD: "*-win_amd64"
       CIBW_SKIP: "pp27-* cp27-* cp35-*"
-      IGRAPH_EXTRA_CMAKE_ARGS: "-A x64"
+      IGRAPH_CMAKE_EXTRA_ARGS: "-A x64"
       MSYSTEM: MINGW64
       PATH: C:\msys64\usr\bin;C:\msys64\mingw64\bin;C:\Windows\System32;C:\Windows;%PATH%
       TARGET_ARCH: "x64"

From 15bb29a550db66501db171855ce569cb82db1fce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 17:29:51 +0100
Subject: [PATCH 0176/1681] added changelog, documenting all major changes
 since python-igraph 0.8.3

---
 CHANGELOG.md | 64 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 64 insertions(+)
 create mode 100644 CHANGELOG.md

diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 000000000..7c6acfca3
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,64 @@
+# igraph Python interface changelog
+
+## [Unreleased]
+
+### Added
+
+* `Graph.DataFrame` now has a `use_vids=...` keyword argument that decides whether
+  the data frame contains vertex IDs (`True`) or vertex names (`False`). (PR #348)
+
+* Added `MatplotlibGraphDrawer` to draw a graph on an existing Matplotlib
+  figure. (PR #341)
+
+* Added a code path to choose between preferred image viewers on FreeBSD. (PR #354)
+
+* Added `Graph.harmonic_centrality()` that wraps `igraph_harmonic_centrality()`
+  from the underlying C library.
+
+### Changed
+
+* `python-igraph` is now compatible with `igraph` 0.9.0.
+
+* The setup script was adapted to the new CMake-based build system of `igraph`.
+
+* Dropped support for older Python versions; the oldest Python version that
+  `python-igraph` is tested on is now Python 3.6.
+
+* The default splitting heuristic of the BLISS isomorphism algorithm was changed
+  from `IGRAPH_BLISS_FM` (first maximally non-trivially connected non-singleton cell)
+  to `IGRAPH_BLISS_FL` (first largest non-singleton cell) as this seems to provide
+  better performance on a variety of graph classes. This change is a follow-up
+  of the change in the recommended heuristic in the core igraph C library.
+
+### Fixed
+
+* Fixed crashes in the Python-C glue code related to the handling of empty
+  vectors in certain attribute merging functions (see issue #358).
+
+* Fixed a memory leak in `Graph.closeness_centrality()` when an invalid `cutoff`
+  argument was provided to the function.
+
+* Clarified that the `fixed=...` argument is ineffective for the DrL layout
+  because the underlying C code does not handle it. The argument was _not_
+  removed for sake of backwards compatibility.
+
+* `VertexSeq.find(name=x)` now works correctly when `x` is an integer; fixes
+  #367
+
+### Miscellaneous
+
+* The Python codebase was piped through `black` for consistent formatting.
+
+* Wildcard imports were removed from the codebase.
+
+* CI tests were moved to Azure Pipelines from Travis.
+
+* The core C library is now built with `-fPIC` on Linux to allow linking to the
+  Python interface.
+
+## 0.8.3
+
+This is the last released version of `python-igraph` without a changelog file.
+Please refer to the commit logs at https://github.com/igraph/python-igraph for
+a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
+are documented above.

From e2b49bfaf617cce7bb122a9be429a38d7f860b61 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 18:13:03 +0100
Subject: [PATCH 0177/1681] chore: bumped version to 0.9.0

---
 CHANGELOG.md          |  2 +-
 doc/source/conf.py    | 16 ++++++++--------
 src/igraph/version.py |  2 +-
 3 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7c6acfca3..f4a6fc05a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -51,7 +51,7 @@
 
 * Wildcard imports were removed from the codebase.
 
-* CI tests were moved to Azure Pipelines from Travis.
+* CI tests were moved to Github Actions from Travis.
 
 * The core C library is now built with `-fPIC` on Linux to allow linking to the
   Python interface.
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 3a1483d4e..16be2bd7f 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -44,16 +44,16 @@
 
 # General information about the project.
 project = u'python-igraph'
-copyright = u'2010-{0}, Tamás Nepusz, Gábor Csárdi'.format(datetime.now().year)
+copyright = u'2010-{0}, The igraph development team'.format(datetime.now().year)
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
 # built documents.
 #
 # The short X.Y version.
-version = '0.8.3'
+version = '0.9.0'
 # The full version, including alpha/beta/rc tags.
-release = '0.8.3'
+release = '0.9.0'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -185,7 +185,7 @@
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
   ('index', 'python-igraph.tex', u'python-igraph Documentation',
-   u'Tamas Nepusz, Gabor Csardi', 'manual'),
+   u'The igraph development team', 'manual'),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
@@ -218,7 +218,7 @@
 # (source start file, name, description, authors, manual section).
 man_pages = [
     ('index', 'python-igraph', u'python-igraph Documentation',
-     [u'Tamas Nepusz, Gabor Csardi'], 1)
+     [u'The igraph development team'], 1)
 ]
 
 
@@ -226,9 +226,9 @@
 
 # Bibliographic Dublin Core info.
 epub_title = u'python-igraph'
-epub_author = u'Tamas Nepusz, Gabor Csardi'
-epub_publisher = u'Tamas Nepusz, Gabor Csardi'
-epub_copyright = u'2010, Tamas Nepusz, Gabor Csardi'
+epub_author = u'The igraph development team'
+epub_publisher = u'The igraph development team'
+epub_copyright = u'2010, The igraph development team'
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index aea240828..1836d2e87 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 8, 3)
+__version_info__ = (0, 9, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From e6ca6ee969c6f2fdfa1b56128c10d74a065acc70 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 18:32:58 +0100
Subject: [PATCH 0178/1681] ci: it looks like we need a newer CMake in the
 Linux cibuildwheel env

---
 .github/workflows/deploy.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 4ee06b956..7e3a6781f 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -23,15 +23,15 @@ jobs:
     - name: Install OS dependencies
       run:
         sudo apt-get install gfortran flex bison
-    - name: Install Python dependencies
+    - name: Install CMake and cibuildwheel
       run: |
         # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
         # However, Github runners are supposed to have pip installed by default
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install cibuildwheel
-    - name: Wheels (linux)
+        pip install cmake cibuildwheel
+    - name: Wheels (Linux)
       env:
         CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
@@ -44,7 +44,7 @@ jobs:
       with:
         name: source-dist
         path: dist/python-igraph-*.tar.gz
-    - name: Upload linux wheels
+    - name: Upload Linux wheels
       uses: actions/upload-artifact@v2
       with:
         name: linux-wheels
@@ -72,7 +72,7 @@ jobs:
         CIBW_BEFORE_BUILD: "python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
         CIBW_SKIP: "cp27-* pp27-* cp35-*"
-    - name: Upload linux wheels
+    - name: Upload Linux wheels
       uses: actions/upload-artifact@v2
       with:
         name: OSX-wheels
@@ -90,7 +90,7 @@ jobs:
         name: source-dist
         path: dist
 
-    - name: "Download artifacts: linux wheels"
+    - name: "Download artifacts: Linux wheels"
       uses: actions/download-artifact@v2
       with:
         name: linux-wheels

From f1196ae80233aca059d72d4d88d7b12ad6d02486 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 18:43:45 +0100
Subject: [PATCH 0179/1681] ci: cmake is needed _inside_ cibuildwheel, not in
 the host environment

---
 .github/workflows/deploy.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 7e3a6781f..65ef5466e 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -23,17 +23,17 @@ jobs:
     - name: Install OS dependencies
       run:
         sudo apt-get install gfortran flex bison
-    - name: Install CMake and cibuildwheel
+    - name: Install cibuildwheel
       run: |
         # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
         # However, Github runners are supposed to have pip installed by default
         # https://docs.github.com/en/actions/guides/building-and-testing-python
         #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
         python -m pip install --upgrade pip
-        pip install cmake cibuildwheel
+        pip install cibuildwheel
     - name: Wheels (Linux)
       env:
-        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && python setup.py build_c_core"
+        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
         CIBW_SKIP: "cp27-* pp27-* cp35-*"
       run: |
@@ -69,7 +69,7 @@ jobs:
       run: |
         python -m cibuildwheel --output-dir wheelhouse
       env:
-        CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+        CIBW_BEFORE_BUILD: "pip install cmake && python setup.py build_c_core"
         CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
         CIBW_SKIP: "cp27-* pp27-* cp35-*"
     - name: Upload Linux wheels

From b88389553e1f5780a4b12c2c129da673ab053d2b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 19:10:08 +0100
Subject: [PATCH 0180/1681] ci: setup.py now also looks for igraph.pc in lib64

---
 setup.py | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 9a508814e..b95fc67c0 100644
--- a/setup.py
+++ b/setup.py
@@ -274,7 +274,15 @@ def compile_in(self, source_folder, build_folder, install_folder):
         if retcode:
             return False
 
-        return self.parse_pkgconfig_file(install_folder / "lib" / "pkgconfig" / "igraph.pc")
+        pkgconfig_candidates = [
+            install_folder / "lib" / "pkgconfig" / "igraph.pc",
+            install_folder / "lib64" / "pkgconfig" / "igraph.pc"
+        ]
+        for candidate in pkgconfig_candidates:
+            if candidate.exists():
+                return self.parse_pkgconfig_file(candidate)
+
+        raise RuntimeError("no igraph.pc was found in the installation folder of igraph")
 
 
 ###########################################################################

From 83f8b7675d025633073520698a280646a749e4f7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 19:50:57 +0100
Subject: [PATCH 0181/1681] fix: use a slightly newer revision from upstream
 that fixes a problem w.r.t lib/ vs lib64/ in igraph.pc

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6bb4e76c1..8bf4adbe3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6bb4e76c1d0f971363034e23d06b238a423315cf
+Subproject commit 8bf4adbe32de8e0a746fbf8b31268ff040cbe175

From b45a51d963223d3d287fd3af101d05a716c8d08d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 20:19:28 +0100
Subject: [PATCH 0182/1681] fix: handle lib/ vs lib64/ properly in other places
 of setup.py

---
 setup.py | 21 ++++++++++++++++-----
 1 file changed, 16 insertions(+), 5 deletions(-)

diff --git a/setup.py b/setup.py
index b95fc67c0..da407363b 100644
--- a/setup.py
+++ b/setup.py
@@ -600,16 +600,27 @@ def use_vendored_igraph(self):
         the include and library paths and the library names accordingly."""
         building_on_windows = building_on_windows_msvc()
 
-        buildcfg.include_dirs = [os.path.join("vendor", "install", "igraph", "include", "igraph")]
-        buildcfg.library_dirs = [os.path.join("vendor", "install", "igraph", "lib")]
+        vendor_dir = Path("vendor") / "install" / "igraph"
+
+        buildcfg.include_dirs = [str(vendor_dir / "include" / "igraph")]
+        buildcfg.library_dirs = []
+
+        for candidate in ("lib", "lib64"):
+            candidate = vendor_dir / candidate
+            if candidate.exists():
+                buildcfg.library_dirs.append(str(candidate))
+                break
+        else:
+            raise RuntimeError("cannot detect igraph library dir within " + str(vendor_dir))
+
         if not buildcfg.static_extension:
             buildcfg.static_extension = "only_igraph"
             if building_on_windows:
                 buildcfg.define_macros.append(("IGRAPH_STATIC", "1"))
 
-        buildcfg_file = os.path.join("vendor", "install", "igraph", "build.cfg")
-        if os.path.exists(buildcfg_file):
-            buildcfg.libraries = eval(open(buildcfg_file).read())
+        buildcfg_file = vendor_dir / "build.cfg"
+        if buildcfg_file.exists():
+            buildcfg.libraries = eval(buildcfg_file.open("r").read())
 
     def use_educated_guess(self):
         """Tries to guess the proper library names, include and library paths

From abbef9bfddc964f15fd61cc0c5869ed1e0009a56 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 20:38:02 +0100
Subject: [PATCH 0183/1681] chore: finalize 0.9.0 release


From 11baa7847ffb94c27d028313d1b0e45a96fccb6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 20:52:16 +0100
Subject: [PATCH 0184/1681] fall back to official igraph 0.9.0

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8bf4adbe3..6bb4e76c1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8bf4adbe32de8e0a746fbf8b31268ff040cbe175
+Subproject commit 6bb4e76c1d0f971363034e23d06b238a423315cf

From 904d5d9f6fc6cb3867bde65df9186166df5f9781 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 20:55:03 +0100
Subject: [PATCH 0185/1681] chore: finalize changelog for 0.9.0

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f4a6fc05a..55496ca79 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.9.0]
 
 ### Added
 

From e6653b76646abad646f2c2493e625302461d2f0a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Feb 2021 22:20:08 +0100
Subject: [PATCH 0186/1681] fix: update MANIFEST.in for new directory structure
 of the igraph repo

---
 MANIFEST.in | 11 ++++-------
 1 file changed, 4 insertions(+), 7 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 2278efcb5..9bfa4b090 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -8,12 +8,9 @@ include scripts/epydoc.cfg
 include tests/*.py
 
 graft vendor/source/igraph
-prune vendor/source/igraph/doc/abstracts
-prune vendor/source/igraph/doc/papers
-prune vendor/source/igraph/doc/presentations
+prune vendor/source/igraph/etc/abstracts
+prune vendor/source/igraph/etc/papers
+prune vendor/source/igraph/etc/presentations
 prune vendor/source/igraph/interfaces
-prune vendor/source/igraph/nexus
-prune vendor/source/igraph/tools/virtual
-prune vendor/source/igraph/optional/simpleraytracer
-prune vendor/source/igraph/tools/virtual
+prune vendor/source/igraph/vendor/simpleraytracer
 

From 9cd20858871fe7fac3d173553ea1013fde56f7c7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Feb 2021 13:20:45 +0100
Subject: [PATCH 0187/1681] doc: getting rid of Python 2.x constructs and
 fixing markup errors, preparing for transition from Epydoc

---
 scripts/epydoc-patched         | 20 -----------
 src/_igraph/edgeobject.c       |  2 +-
 src/_igraph/vertexobject.c     |  2 +-
 src/igraph/__init__.py         |  8 ++++-
 src/igraph/app/shell.py        |  4 +--
 src/igraph/clustering.py       | 41 ++++++++++++----------
 src/igraph/configuration.py    | 10 +++---
 src/igraph/cut.py              |  6 ++--
 src/igraph/datatypes.py        | 14 ++++----
 src/igraph/drawing/__init__.py |  2 +-
 src/igraph/drawing/coord.py    |  1 -
 src/igraph/drawing/text.py     | 64 +++++++++++++---------------------
 src/igraph/formula.py          |  8 ++---
 src/igraph/layout.py           |  6 ++--
 src/igraph/operators.py        |  6 ++--
 src/igraph/remote/gephi.py     | 19 ++--------
 src/igraph/statistics.py       | 12 +++----
 src/igraph/summary.py          | 10 +-----
 src/igraph/utils.py            |  5 +--
 19 files changed, 92 insertions(+), 148 deletions(-)
 delete mode 100755 scripts/epydoc-patched

diff --git a/scripts/epydoc-patched b/scripts/epydoc-patched
deleted file mode 100755
index e71bb35ce..000000000
--- a/scripts/epydoc-patched
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/usr/bin/env python
-"""Patched version of Epydoc that does not blow up with `docutils`
-newer than 0.6 when reST is used as a markup language"""
-
-from epydoc.cli import cli
-from epydoc.markup.restructuredtext import parse_docstring
-from epydoc.docwriter.latex import LatexWriter
-
-# Check whether Epydoc needs patching
-doc = parse_docstring("aaa", [])
-try:
-	doc.summary()
-except AttributeError:
-	# Monkey-patching docutils so that Text nodes have a "data" property,
-	# which is always empty
-	from docutils.nodes import Text
-	Text.data=""
-
-LatexWriter.PREAMBLE += [r'\usepackage[T1]{fontenc}']
-cli()
\ No newline at end of file
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index ab0d71b77..d438e9aa7 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -739,7 +739,7 @@ PyTypeObject igraphmodule_EdgeType =
   "The attributes of the edge can be accessed by using the edge\n"
   "as a hash:\n\n"
   "  >>> e[\"weight\"] = 2                  #doctest: +SKIP\n"
-  "  >>> print e[\"weight\"]                #doctest: +SKIP\n"
+  "  >>> print(e[\"weight\"])               #doctest: +SKIP\n"
   "  2\n", // tp_doc
   0,                                          // tp_traverse
   0,                                          // tp_clear
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 9fe1b7495..834541834 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -873,7 +873,7 @@ PyTypeObject igraphmodule_VertexType =
   "The attributes of the vertex can be accessed by using the vertex\n"
   "as a hash:\n\n"
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
-  "  >>> print v[\"color\"]                      #doctest: +SKIP\n"
+  "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
   "  red\n", /* tp_doc */
   0,                                          /* tp_traverse */
   0,                                          /* tp_clear */
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4f22a459f..9d10f92c0 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3513,6 +3513,9 @@ def get_vertex_dataframe(self):
 
         If you want to use vertex names as index, you can do:
 
+        >>> from string import ascii_letters
+        >>> graph = Graph.GRG(25, 0.4)
+        >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
         >>> df = graph.get_vertex_dataframe()
         >>> df.set_index('name', inplace=True)
 
@@ -3543,6 +3546,9 @@ def get_edge_dataframe(self):
 
         If you want to use source and target vertex IDs as index, you can do:
 
+        >>> from string import ascii_letters
+        >>> graph = Graph.GRG(25, 0.4)
+        >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
         >>> df = graph.get_edge_dataframe()
         >>> df.set_index(['source', 'target'], inplace=True)
 
@@ -4591,7 +4597,7 @@ class EdgeSeq(_igraph.EdgeSeq):
 
       >>> g=Graph.Full(3)
       >>> for e in g.es:
-      ...   print e.tuple
+      ...   print(e.tuple)
       ...
       (0, 1)
       (0, 2)
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 9b9293055..fcdf10eb8 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -43,14 +43,14 @@ class TerminalController:
     output to the terminal:
 
         >>> term = TerminalController()
-        >>> print 'This is '+term.GREEN+'green'+term.NORMAL
+        >>> print('This is '+term.GREEN+'green'+term.NORMAL)
         This is green
 
     Alternatively, the `render()` method can used, which replaces
     '${action}' with the string required to perform 'action':
 
         >>> term = TerminalController()
-        >>> print term.render('This is ${GREEN}green${NORMAL}')
+        >>> print(term.render('This is ${GREEN}green${NORMAL}'))
         This is green
 
     If the terminal doesn't support a given action, then the value of
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index a7e7d9238..7380e7e03 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1,8 +1,6 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
-"""Classes related to graph clustering.
-
-@undocumented: _handle_mark_groups_arg_for_clustering, _prepare_community_comparison"""
+"""Classes related to graph clustering."""
 
 __license__ = u"""
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
@@ -63,7 +61,7 @@ class Clustering(object):
     of clusters:
 
       >>> for cluster in cl:
-      ...     print " ".join(str(idx) for idx in cluster)
+      ...     print(" ".join(str(idx) for idx in cluster))
       ...
       0 1 2 3
       4 5 6
@@ -73,7 +71,7 @@ class Clustering(object):
     the clustering object to a list:
 
       >>> cluster_list = list(cl)
-      >>> print cluster_list
+      >>> print(cluster_list)
       [[0, 1, 2, 3], [4, 5, 6], [7, 8, 9, 10]]
 
     @undocumented: _formatted_cluster_iterator
@@ -347,7 +345,7 @@ def cluster_graph(self, combine_vertices=None, combine_edges=None):
           See L{Graph.contract_vertices()} for more details.
         @param combine_edges: specifies how to derive the attributes of the
           edges in the new graph from the attributes of the old ones. See
-          L{Graph.simplify()} for more details. If you specify C{False}
+          L{igraph.Graph.simplify()} for more details. If you specify C{False}
           here, edges will not be combined, and the number of edges between
           the vertices representing the original clusters will be equal to
           the number of edges between the members of those clusters in the
@@ -416,19 +414,21 @@ def _recalculate_modularity_safe(self):
     def subgraph(self, idx):
         """Get the subgraph belonging to a given cluster.
 
+        Precondition: the vertex set of the graph hasn't been modified since the
+        moment the cover was constructed.
+
         @param idx: the cluster index
         @return: a copy of the subgraph
-        @precondition: the vertex set of the graph hasn't been modified since
-          the moment the clustering was constructed.
         """
         return self._graph.subgraph(self[idx])
 
     def subgraphs(self):
         """Gets all the subgraphs belonging to each of the clusters.
 
+        Precondition: the vertex set of the graph hasn't been modified since the
+        moment the cover was constructed.
+
         @return: a list containing copies of the subgraphs
-        @precondition: the vertex set of the graph hasn't been modified since
-          the moment the clustering was constructed.
         """
         return [self._graph.subgraph(cl) for cl in self]
 
@@ -439,12 +439,13 @@ def giant(self):
         the clustering. It may also be known as the I{giant community} if the
         clustering represents the result of a community detection function.
 
+        Precondition: the vertex set of the graph hasn't been modified since the
+        moment the cover was constructed.
+
         @note: there can be multiple largest clusters, this method will return
           the copy of an arbitrary one if there are multiple largest clusters.
 
         @return: a copy of the largest cluster.
-        @precondition: the vertex set of the graph hasn't been modified since
-          the moment the clustering was constructed.
         """
         ss = self.sizes()
         max_size = max(ss)
@@ -657,7 +658,7 @@ def format(self, format="newick"):
         if format == "newick":
             n = self._nitems + self._nmerges
             if self._names is None:
-                nodes = range(n)
+                nodes = list(range(n))
             else:
                 nodes = list(self._names)
             if len(nodes) < n:
@@ -1098,7 +1099,7 @@ class Cover(object):
     clusters:
 
       >>> for cluster in cl:
-      ...     print " ".join(str(idx) for idx in cluster)
+      ...     print(" ".join(str(idx) for idx in cluster))
       ...
       0 1 2 3
       2 3 4
@@ -1108,7 +1109,7 @@ class Cover(object):
     the cover to a list:
 
       >>> cluster_list = list(cl)
-      >>> print cluster_list
+      >>> print(cluster_list)
       [[0, 1, 2, 3], [2, 3, 4], [0, 1, 6]]
 
     L{Clustering} objects can readily be converted to L{Cover} objects
@@ -1286,19 +1287,21 @@ def graph(self):
     def subgraph(self, idx):
         """Get the subgraph belonging to a given cluster.
 
+        Precondition: the vertex set of the graph hasn't been modified since the
+        moment the cover was constructed.
+
         @param idx: the cluster index
         @return: a copy of the subgraph
-        @precondition: the vertex set of the graph hasn't been modified since
-          the moment the cover was constructed.
         """
         return self._graph.subgraph(self[idx])
 
     def subgraphs(self):
         """Gets all the subgraphs belonging to each of the clusters.
 
+        Precondition: the vertex set of the graph hasn't been modified since the
+        moment the cover was constructed.
+
         @return: a list containing copies of the subgraphs
-        @precondition: the vertex set of the graph hasn't been modified since
-          the moment the cover was constructed.
         """
         return [self._graph.subgraph(cl) for cl in self]
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 2a6921f21..1c507c4f1 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -109,9 +109,9 @@ class Configuration(object):
     This object provides an interface to the configuration data using the
     syntax known from dict:
 
-      >>> c=Configuration()
+      >>> c = Configuration()
       >>> c["general.verbose"] = True
-      >>> print c["general.verbose"]
+      >>> print(c["general.verbose"])
       True
 
     Configuration keys are organized into sections, and the name to be used
@@ -121,9 +121,9 @@ class Configuration(object):
     If the name of the section is omitted, it defaults to C{general}, so
     C{general.verbose} can be referred to as C{verbose}:
 
-      >>> c=Configuration()
+      >>> c = Configuration()
       >>> c["verbose"] = True
-      >>> print c["general.verbose"]
+      >>> print(c["general.verbose"])
       True
 
     User-level configuration is stored in C{~/.igraphrc} per default on Linux
@@ -195,8 +195,6 @@ class Configuration(object):
 
         - B{ipython.inlining.Plot}: whether to show instances of the L{Plot} class
           inline in IPython's console if the console supports it. Default: C{True}
-
-    @undocumented: _item_to_section_key, _types, _sections, _definitions, _instance
     """
 
     # pylint: disable-msg=R0903
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index 0acbaf500..2d7a5d590 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -59,9 +59,9 @@ class Cut(VertexClustering):
       >>> from igraph import Graph
       >>> g = Graph.Ring(20)
       >>> mc = g.mincut()
-      >>> print mc.value
+      >>> print(mc.value)
       2.0
-      >>> print min(map(len, mc))
+      >>> print(min(len(x) for x in mc))
       1
       >>> mc.es["color"] = "red"
     """
@@ -165,7 +165,7 @@ class Flow(Cut):
       >>> from igraph import Graph
       >>> g = Graph.Ring(20)
       >>> mf = g.maxflow(0, 10)
-      >>> print mf.value
+      >>> print(mf.value)
       2.0
       >>> mf.es["color"] = "red"
     """
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index b2bf6a17d..75a7bae5f 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -539,16 +539,14 @@ class DyadCensus(tuple):
       >>> from igraph import Graph
       >>> g=Graph.Erdos_Renyi(100, 0.2, directed=True)
       >>> dc=g.dyad_census()
-      >>> print dc.mutual             #doctest:+SKIP
+      >>> print(dc.mutual)            #doctest:+SKIP
       179
-      >>> print dc["asym"]            #doctest:+SKIP
+      >>> print(dc["asym"])           #doctest:+SKIP
       1609
-      >>> print tuple(dc), list(dc)   #doctest:+SKIP
+      >>> print(tuple(dc), list(dc))  #doctest:+SKIP
       (179, 1609, 3162) [179, 1609, 3162]
-      >>> print sorted(dc.as_dict().items())   #doctest:+ELLIPSIS
+      >>> print(sorted(dc.as_dict().items()))  #doctest:+ELLIPSIS
       [('asymmetric', ...), ('mutual', ...), ('null', ...)]
-
-    @undocumented: _remap
     """
 
     _remap = {
@@ -615,9 +613,9 @@ class TriadCensus(tuple):
       >>> from igraph import Graph
       >>> g=Graph.Erdos_Renyi(100, 0.2, directed=True)
       >>> tc=g.triad_census()
-      >>> print tc.t003                     #doctest:+SKIP
+      >>> print(tc.t003)                    #doctest:+SKIP
       39864
-      >>> print tc["030C"]                  #doctest:+SKIP
+      >>> print(tc["030C"])                 #doctest:+SKIP
       1206
     """
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 9b91a4f08..364eef307 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -222,7 +222,7 @@ def background(self, color):
         """Sets the background color of the plot. C{None} means a
         transparent background. You can use any color specification here
         that is understood by the C{get} method of the current palette
-        or by L{igraph.colors.color_name_to_rgb}.
+        or by L{igraph.drawing.colors.color_name_to_rgb}.
         """
         if color is None:
             self._background = None
diff --git a/src/igraph/drawing/coord.py b/src/igraph/drawing/coord.py
index 91db1a05a..a5e51e622 100644
--- a/src/igraph/drawing/coord.py
+++ b/src/igraph/drawing/coord.py
@@ -2,7 +2,6 @@
 Coordinate systems and related plotting routines
 """
 
-from igraph.compat import property
 from igraph.drawing.baseclasses import AbstractCairoDrawer
 from igraph.drawing.utils import BoundingBox
 
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index c6bd385cf..6de3b3b9f 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -1,7 +1,5 @@
 """
 Drawers for labels on plots.
-
-@undocumented: test
 """
 
 import re
@@ -51,10 +49,8 @@ def draw(self, wrap=False):
         has an attribute named ``bbox`` which will be used as a bounding
         box.
 
-        :Parameters:
-          wrap : boolean
-            whether to allow re-wrapping of the text if it does not fit
-            within the bounding box horizontally.
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the bounding box horizontally.
         """
         ctx = self.context
         bbox = self.bbox
@@ -90,26 +86,20 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
         Vertical alignment settings are not taken into account in this method
         as the text is not drawn within a box.
 
-        :Parameters:
-          x : float or ``None``
-            The X coordinate of the reference point where the layout should
+        @param x: The X coordinate of the reference point where the layout should
             start.
-          y : float or ``None``
-            The Y coordinate of the reference point where the layout should
+        @param y: The Y coordinate of the reference point where the layout should
             start.
-          width : float or ``None``
-            The width of the box in which the text will be fitted. It matters
-            only when the text is right-aligned or centered. The text will
-            overflow the box if any of the lines is longer than the box width
-            and `wrap` is ``False``.
-          wrap : boolean
-            whether to allow re-wrapping of the text if it does not fit
-            within the given width.
-
-        :Returns:
-          a list consisting of ``(x, y, line)`` tuples where ``x`` and ``y``
-          refer to reference points on the Cairo canvas and ``line`` refers
-          to the corresponding text that should be plotted there.
+        @param width: The width of the box in which the text will be fitted. It
+            matters only when the text is right-aligned or centered. The text
+            will overflow the box if any of the lines is longer than the box
+            width and `wrap` is ``False``.
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the given width.
+
+        @return: a list consisting of ``(x, y, line)`` tuples where ``x`` and
+            ``y`` refer to reference points on the Cairo canvas and ``line``
+            refers to the corresponding text that should be plotted there.
         """
         ctx = self.context
 
@@ -162,20 +152,16 @@ def draw_at(self, x=None, y=None, width=None, wrap=False):
         Vertical alignment settings are not taken into account in this method
         as the text is not drawn within a box.
 
-        :Parameters:
-          x : float or ``None``
-            The X coordinate of the reference point where the drawing should
+        @param x: The X coordinate of the reference point where the layout should
             start.
-          y : float or ``None``
-            The Y coordinate of the reference point where the drawing should
+        @param y: The Y coordinate of the reference point where the layout should
             start.
-          width : float or ``None``
-            The width of the box in which the text will be fitted. It matters
-            only when the text is right-aligned or centered. The text will
-            overflow the box if any of the lines is longer than the box width.
-          wrap : boolean
-            whether to allow re-wrapping of the text if it does not fit
-            within the given width.
+        @param width: The width of the box in which the text will be fitted. It
+            matters only when the text is right-aligned or centered. The text
+            will overflow the box if any of the lines is longer than the box
+            width and `wrap` is ``False``.
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the given width.
         """
         ctx = self.context
         for ref_x, ref_y, line in self.get_text_layout(x, y, width, wrap):
@@ -200,10 +186,8 @@ def _iterlines_wrapped(self, width):
         The difference between this method and `_iterlines()` is that this
         method is allowed to re-wrap the line if necessary.
 
-        :Parameters:
-          width : float or ``None``
-            The width of the box in which the text will be fitted. Lines will
-            be wrapped if they are wider than this width.
+        @param width: The width of the box in which the text will be fitted.
+            Lines will be wrapped if they are wider than this width.
         """
         ctx = self.context
         for line in self._text.split("\n"):
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 8d2fce8c4..2b1f26aa6 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -146,13 +146,13 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     Some simple examples:
 
       >>> from igraph import Graph
-      >>> print Graph.Formula()           # empty graph
+      >>> print(Graph.Formula())          # empty graph
       IGRAPH UN-- 0 0 --
       + attr: name (v)
       >>> g = Graph.Formula("A-B")        # undirected graph
       >>> g.vs["name"]
       ['A', 'B']
-      >>> print g
+      >>> print(g)
       IGRAPH UN-- 2 1 --
       + attr: name (v)
       + edges (vertex names):
@@ -165,7 +165,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       >>> g = Graph.Formula("A  --->  B") # directed graph
       >>> g.vs["name"]
       ['A', 'B']
-      >>> print g
+      >>> print(g)
       IGRAPH DN-- 2 1 --
       + attr: name (v)
       + edges (vertex names):
@@ -175,7 +175,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     with commas. You can also specify isolated vertices:
 
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
-      >>> print ", ".join(g.vs["name"])
+      >>> print(", ".join(g.vs["name"]))
       A, B, C, D, E, F, G, H, I, J, K
       >>> g.clusters().membership
       [0, 0, 1, 1, 2, 2, 3, 3, 4, 5, 6]
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 1d3fd7623..7dd9292df 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -56,13 +56,13 @@ class Layout(object):
 
         >>> layout = Layout([(0, 1), (0, 2)])
         >>> coords = layout[1]
-        >>> print coords
+        >>> print(coords)
         [0, 2]
         >>> coords = (0, 3)
-        >>> print layout[1]
+        >>> print(layout[1])
         [0, 2]
         >>> layout[1] = coords
-        >>> print layout[1]
+        >>> print(layout[1])
         [0, 3]
     """
 
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index a8c19a40d..8fe113b5c 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -43,7 +43,7 @@ def disjoint_union(graphs):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @param graphs: list of graphs. A lazy sequence is not acceptable.
     @return: the disjoint union graph
     """
     if any(not isinstance(g, GraphBase) for g in graphs):
@@ -120,7 +120,7 @@ def union(graphs, byname="auto"):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @param graphs: list of graphs. A lazy sequence is not acceptable.
     @param byname: bool or 'auto' specifying the function behaviour with
       respect to names vertices (i.e. vertices with the 'name' attribute). If
       False, ignore vertex names. If True, merge vertices based on names. If
@@ -297,7 +297,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graph: list of graphs. A lazy sequence is not acceptable.
+    @param graphs: list of graphs. A lazy sequence is not acceptable.
     @param byname: bool or 'auto' specifying the function behaviour with
       respect to names vertices (i.e. vertices with the 'name' attribute). If
       False, ignore vertex names. If True, merge vertices based on names. If
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index 5cda23739..74b9d0d46 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -2,22 +2,9 @@
 # -*- coding: utf-8 -*-
 """Classes that help igraph communicate with Gephi (http://www.gephi.org)."""
 
-from igraph.compat import property
+import json
 import urllib.request, urllib.error, urllib.parse
 
-try:
-    # JSON is optional so we don't blow up with Python < 2.6
-    import json
-except ImportError:
-    try:
-        # Try with simplejson for Python < 2.6
-        import simplejson as json
-    except ImportError:
-        # No simplejson either
-        from igraph.drawing.utils import FakeModule
-
-        json = FakeModule()
-
 __all__ = ("GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat")
 __docformat__ = "restructuredtext en"
 __license__ = """\
@@ -202,7 +189,7 @@ class GephiGraphStreamer(object):
 
     The Gephi graph streaming format is a simple JSON-based format that can be used
     to post mutations to a graph (i.e. node and edge additions, removals and updates)
-    to a remote component. For instance, one can open up Gephi (http://www.gephi.org}),
+    to a remote component. For instance, one can open up Gephi (http://www.gephi.org),
     install the Gephi graph streaming plugin and then send a graph from igraph
     straight into the Gephi window by using `GephiGraphStreamer` with the
     appropriate URL where Gephi is listening.
@@ -215,7 +202,7 @@ class GephiGraphStreamer(object):
         >>> streamer = GephiGraphStreamer()
         >>> graph = Graph.Formula("A --> B, B --> C")
         >>> streamer.post(graph, buf)
-        >>> print buf.getvalue()         # doctest: +ELLIPSIS, +NORMALIZE_WHITESPACE
+        >>> print(buf.getvalue())        # doctest: +ELLIPSIS, +NORMALIZE_WHITESPACE
         {"an": {"igraph:...:v:0": {"name": "A"}}}
         {"an": {"igraph:...:v:1": {"name": "B"}}}
         {"an": {"igraph:...:v:2": {"name": "C"}}}
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index dda450851..85955d9f2 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -45,23 +45,23 @@ class FittedPowerLaw(object):
 
         >>> result = power_law_fit([1, 2, 3, 4, 5, 6])
         >>> result                   # doctest:+ELLIPSIS
-        FittedPowerLaw(continuous=False, alpha=2.425828..., xmin=3.0, L=-7.54633..., D=0.2138..., p=0.99311...)
+        FittedPowerLaw(continuous=False, alpha=2.42..., xmin=3.0, L=-7.54..., D=0.21..., p=0.993...)
         >>> print(result)            # doctest:+ELLIPSIS
         Fitted power-law distribution on discrete data
         <BLANKLINE>
-        Exponent (alpha)  = 2.425828
+        Exponent (alpha)  = 2.42...
         Cutoff (xmin)     = 3.000000
         <BLANKLINE>
-        Log-likelihood    = -7.546337
+        Log-likelihood    = -7.54...
         <BLANKLINE>
         H0: data was drawn from the fitted distribution
         <BLANKLINE>
-        KS test statistic = 0.213817
-        p-value           = 0.993111
+        KS test statistic = 0.21...
+        p-value           = 0.993...
         <BLANKLINE>
         H0 could not be rejected at significance level 0.05
         >>> result.alpha             # doctest:+ELLIPSIS
-        2.425828...
+        2.42...
         >>> result.xmin
         3.0
         >>> result.continuous
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 6dbffe1c5..24fdf1113 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -1,9 +1,6 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
-"""Summary representation of a graph.
-
-@undocumented: _get_wrapper_for_width, FakeWrapper
-"""
+"""Summary representation of a graph."""
 
 from igraph.statistics import median
 from itertools import islice
@@ -83,11 +80,6 @@ class GraphSummary(object):
     Edges may be presented as an ordinary edge list or an adjacency
     list. By default, this depends on the number of edges; however,
     you can control it with the appropriate constructor arguments.
-
-    @undocumented: _construct_edgelist_adjlist, _construct_edgelist_compressed,
-      _construct_edgelist_edgelist, _construct_graph_attributes,
-      _construct_vertex_attributes, _construct_header, _edge_attribute_iterator,
-      _infer_column_alignment, _new_table, _vertex_attribute_iterator
     """
 
     def __init__(
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 707afb0da..085f4a5ff 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -1,9 +1,6 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
-"""Utility functions that cannot be categorised anywhere else.
-
-@undocumented: _is_running_in_ipython
-"""
+"""Utility functions that cannot be categorised anywhere else."""
 
 from contextlib import contextmanager
 

From dffaedfab3707e982c4002f1636c64cc2a85b5e5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Feb 2021 13:25:12 +0100
Subject: [PATCH 0188/1681] doc: updated status badges in README

---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 196de140f..33bd74214 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 
-[![Travis CI](https://img.shields.io/travis/igraph/python-igraph)](https://travis-ci.org/igraph/python-igraph)
+[![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
+[![Build status](https://ci.appveyor.com/api/projects/status/55i1d4g65q11f9l5?svg=true)](https://ci.appveyor.com/project/ntamas/python-igraph-jst2e)
 [![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 

From ed39d05d10fbecfd0ab4eb2c7234287a5640e196 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Feb 2021 13:34:00 +0100
Subject: [PATCH 0189/1681] build: GMP also has to be vendored

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index da407363b..f68e0dc7c 100644
--- a/setup.py
+++ b/setup.py
@@ -248,7 +248,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
             args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS CXSPARSE GLPK LAPACK".split():
+        for deps in "ARPACK BLAS CXSPARSE GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # -fPIC is needed on Linux so we can link to a static igraph lib from a

From 82248f1e64aa6cd71b8cd1ecdc0c01dd2d047724 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Feb 2021 13:34:32 +0100
Subject: [PATCH 0190/1681] fix: extra CMake args in setup script should come
 after the default ones so they can be overridden

---
 setup.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index f68e0dc7c..88bd0d577 100644
--- a/setup.py
+++ b/setup.py
@@ -243,10 +243,6 @@ def compile_in(self, source_folder, build_folder, install_folder):
         print("Configuring build...")
         args = [cmake]
 
-        # Add any extra CMake args from environment variables
-        if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
-            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
-
         # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS CXSPARSE GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
@@ -255,6 +251,10 @@ def compile_in(self, source_folder, build_folder, install_folder):
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")
 
+        # Add any extra CMake args from environment variables
+        if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
+            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
+
         # Finally, add the source folder path
         args.append(str(build_to_source_folder))
 

From 03640186d232192e458582a99c9010c8c6af70ad Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Feb 2021 14:00:51 +0100
Subject: [PATCH 0191/1681] doc: replaced autotools with CMake in README.md [ci
 skip]

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 33bd74214..c65591029 100644
--- a/README.md
+++ b/README.md
@@ -142,7 +142,7 @@ code are picked up automatically by Python:
 python setup.py develop
 ```
 
-**NOTE**: Building requires `autotools`, a C compiler, and a few more dependencies.
+**NOTE**: Building requires `CMake`, a C compiler, and a few more dependencies.
 
 Changes that you make to the Python code do not need any extra action. However,
 if you adjust the source code of the C extension, you need to rebuild it by running

From f0c1cfa8ea0f1b2f0c6eac2661b3d3e048297796 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Mar 2021 11:29:15 +0100
Subject: [PATCH 0192/1681] fix: nicer formatting of error messages when they
 do not end with a punctuation mark

---
 src/_igraph/error.c | 32 ++++++++++++++++++++++----------
 1 file changed, 22 insertions(+), 10 deletions(-)

diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index bb99960b8..2954ad7b7 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -41,11 +41,12 @@ PyObject* igraphmodule_InternalError;
  * \c NULL value to their callers until it is propagated to the Python
  * interpreter.
  */
-PyObject* igraphmodule_handle_igraph_error() 
-{
+PyObject* igraphmodule_handle_igraph_error() {
   if (!PyErr_Occurred()) {
-    PyErr_SetString(igraphmodule_InternalError,
-		    "Internal igraph error. Please contact the author!");
+    PyErr_SetString(
+      igraphmodule_InternalError,
+      "Internal igraph error. Please contact the author!"
+    );
   }
 
   return NULL;
@@ -56,7 +57,7 @@ PyObject* igraphmodule_handle_igraph_error()
  * \brief Warning hook for \c igraph
  */
 void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
-				    int line, int igraph_errno) {
+                                      int line, int igraph_errno) {
   char buf[4096];
   snprintf(buf, sizeof(buf), "%s at %s:%i", reason, file, line);
   PyErr_Warn(PyExc_RuntimeWarning, buf);
@@ -67,18 +68,29 @@ void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
  * \brief Error hook for \c igraph
  */
 void igraphmodule_igraph_error_hook(const char *reason, const char *file,
-				    int line, int igraph_errno) {
+                                    int line, int igraph_errno) {
   char buf[4096];
+  char* punctuation = "";
   PyObject *exc = igraphmodule_InternalError;
 
   if (igraph_errno == IGRAPH_UNIMPLEMENTED)
-      exc = PyExc_NotImplementedError;
+    exc = PyExc_NotImplementedError;
 
   if (igraph_errno == IGRAPH_ENOMEM)
-      exc = PyExc_MemoryError;
+    exc = PyExc_MemoryError;
 
-  snprintf(buf, sizeof(buf), "Error at %s:%i: %s, %s", file, line, reason,
-	  igraph_strerror(igraph_errno));
+  /* add a full stop at the end of the error message for nicer formatting */
+  if (reason && strlen(reason) > 1) {
+    char last_char = reason[strlen(reason) - 1];
+    if (last_char != '.' && last_char != '?' && last_char != '!') {
+      punctuation = ".";
+    }
+  }
+
+  snprintf(
+    buf, sizeof(buf), "Error at %s:%i: %s%s -- %s", file, line, reason,
+    punctuation, igraph_strerror(igraph_errno)
+  );
   IGRAPH_FINALLY_FREE();
 
   /* make sure we are not masking already thrown exceptions */

From 01dc57b10a4a28f708d381db5be27b81af3b87df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 5 Mar 2021 13:31:48 +0100
Subject: [PATCH 0193/1681] fix: removed all mentions of 'long', which is not
 present in Python 3 any more, fixes #372

---
 src/igraph/clustering.py | 4 ++--
 src/igraph/statistics.py | 3 ---
 2 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 7380e7e03..4217f3dce 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1535,7 +1535,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
             first = None
         if first is not None:
             # Okay. Is the first element of the list a single number?
-            if isinstance(first, (int, long)):
+            if isinstance(first, int):
                 # Yes. Seems like we have a list of cluster indices.
                 # Assign color indices automatically.
                 group_iter = ((group, color) for color, group in enumerate(mark_groups))
@@ -1552,7 +1552,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
 
     def cluster_index_resolver():
         for group, color in group_iter:
-            if isinstance(group, (int, long)):
+            if isinstance(group, int):
                 group = clustering[group]
             yield group, color
 
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 85955d9f2..951db6d9c 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -474,9 +474,6 @@ def __float__(self):
     def __int__(self):
         return int(self._mean)
 
-    def __long__(self):
-        return int(self._mean)
-
     def __complex__(self):
         return complex(self._mean)
 

From c9b2ec21b0629ebabdf2739030464852f2689111 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 01:34:31 +0100
Subject: [PATCH 0194/1681] doc: documentation improvements; using
 __text_signature__ for C functions, started migrating to PyDoctor

---
 MANIFEST.in                   |   3 -
 scripts/epydoc.cfg            |   9 -
 scripts/mkdoc.sh              |  47 ++-
 src/_igraph/edgeobject.c      |  10 +-
 src/_igraph/edgeseqobject.c   |  12 +-
 src/_igraph/graphobject.c     | 549 +++++++++++++++++-----------------
 src/_igraph/igraphmodule.c    |  32 +-
 src/_igraph/vertexobject.c    |   6 +-
 src/_igraph/vertexseqobject.c |  11 +-
 src/igraph/__init__.py        |   5 +-
 src/igraph/clustering.py      |  10 -
 11 files changed, 333 insertions(+), 361 deletions(-)
 delete mode 100644 scripts/epydoc.cfg

diff --git a/MANIFEST.in b/MANIFEST.in
index 9bfa4b090..bbfa86415 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,10 +1,7 @@
-include setup.cfg
 include src/_igraph/*.h
 include MANIFEST.in
 include COPYING
 include scripts/mkdoc.sh
-include scripts/epydoc-patched
-include scripts/epydoc.cfg
 include tests/*.py
 
 graft vendor/source/igraph
diff --git a/scripts/epydoc.cfg b/scripts/epydoc.cfg
deleted file mode 100644
index a474af3af..000000000
--- a/scripts/epydoc.cfg
+++ /dev/null
@@ -1,9 +0,0 @@
-[epydoc]
-
-name: igraph library
-url: http://igraph.org
-
-modules: igraph, igraph.app, igraph.app.shell, igraph.statistics
-exclude: igraph.compat, igraph.formula, igraph.test, igraph.vendor
-
-imports: yes
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index ccbbd6bbf..214027c4d 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -1,6 +1,6 @@
 #!/bin/sh
 #
-# Creates documentation for igraph's Python interface using epydoc
+# Creates the API documentation for igraph's Python interface using PyDoctor
 #
 # Usage: ./mkdoc.sh [--sync] [directory]
 
@@ -9,41 +9,38 @@ SCRIPTS_FOLDER=`dirname $0`
 cd ${SCRIPTS_FOLDER}/..
 ROOT_FOLDER=`pwd`
 DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
-CONFIG=${ROOT_FOLDER}/scripts/epydoc.cfg
 
 cd ${ROOT_FOLDER}
-mkdir -p ${DOC_API_FOLDER}/pdf
-mkdir -p ${DOC_API_FOLDER}/html
 
-EPYDOC="${ROOT_FOLDER}/scripts/epydoc-patched"
-python -m epydoc.__init__
-if [ $? -gt 0 ]; then
-  echo "Epydoc not installed, exiting..."
+if [ ! -d ".venv" ]; then
+    # Create a virtual environment for pydoctor
+    python3 -m venv .venv
+    .venv/bin/pip install pydoctor
+fi
+
+PYDOCTOR=.venv/bin/pydoctor
+if [ ! -f ${PYDOCTOR} ]; then
+  echo "PyDoctor not installed in the virtualenv of the project, exiting..."
   exit 1
 fi
 
 PWD=`pwd`
 
-echo "Checking symlinked _igraph.so in ${ROOT_FOLDER}/src/igraph..."
-if [ ! -e ${ROOT_FOLDER}/src/igraph/_igraph.so -o ! -L ${ROOT_FOLDER}/src/igraph/_igraph.so ]; then
-	rm -f ${ROOT_FOLDER}/src/igraph/_igraph.so
-	cd ${ROOT_FOLDER}/src/igraph
-	ln -s ../../build/lib*/igraph/_igraph.so .
-	cd ${ROOT_FOLDER}
-fi
-
 echo "Removing existing documentation..."
-rm -rf html
+rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
-echo "Generating HTML documentation..."
-PYTHONPATH=src ${EPYDOC} --html -v -o ${DOC_API_FOLDER}/html --config ${CONFIG}
+IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 
-PDF=0
-which latex >/dev/null && PDF=1
+echo "Generating HTML documentation..."
+"$PYDOCTOR" \
+    --project-name "python-igraph" \
+    --project-url "https://igraph.org/python" \
+    --introspect-c-modules \
+    --make-html \
+    --html-output "${DOC_API_FOLDER}/html" \
+	${IGRAPHDIR}
 
-if [ $PDF -eq 1 ]; then
-  echo "Generating PDF documentation..."
-  PYTHONPATH=src ${EPYDOC} --pdf -v -o ${DOC_API_FOLDER}/pdf --config ${CONFIG}
-fi
+# PDF not supported by PyDoctor
 
 cd "$PWD"
+
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index d438e9aa7..253f169b5 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -631,17 +631,17 @@ GRAPH_PROXY_METHOD(is_mutual, "is_mutual");
 PyMethodDef igraphmodule_Edge_methods[] = {
   {"attributes", (PyCFunction)igraphmodule_Edge_attributes,
     METH_NOARGS,
-    "attributes() -> dict\n\n"
+    "attributes() -> dict\n--\n\n"
     "Returns a dict of attribute names and values for the edge\n"
   },
   {"attribute_names", (PyCFunction)igraphmodule_Edge_attribute_names,
-      METH_NOARGS,
-      "attribute_names() -> list\n\n"
-      "Returns the list of edge attribute names\n"
+    METH_NOARGS,
+    "attribute_names() -> list\n--\n\n"
+    "Returns the list of edge attribute names\n"
   },
   {"update_attributes", (PyCFunction)igraphmodule_Edge_update_attributes,
     METH_VARARGS | METH_KEYWORDS,
-    "update_attributes(E, **F) -> None\n\n"
+    "update_attributes(E, **F) -> None\n--\n\n"
     "Updates the attributes of the edge from dict/iterable E and F.\n\n"
     "If E has a C{keys()} method, it does: C{for k in E: self[k] = E[k]}.\n"
     "If E lacks a C{keys()} method, it does: C{for (k, v) in E: self[k] = v}.\n"
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index ee202203e..fc7af6629 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -797,36 +797,36 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 PyMethodDef igraphmodule_EdgeSeq_methods[] = {
   {"attribute_names", (PyCFunction)igraphmodule_EdgeSeq_attribute_names,
    METH_NOARGS,
-   "attribute_names() -> list\n\n"
+   "attribute_names() -> list\n--\n\n"
    "Returns the attribute name list of the graph's edges\n"
   },
   {"find", (PyCFunction)igraphmodule_EdgeSeq_find,
    METH_VARARGS,
-   "find(condition) -> Edge\n\n"
+   "find(condition) -> Edge\n--\n\n"
    "For internal use only.\n"
   },
   {"get_attribute_values", (PyCFunction)igraphmodule_EdgeSeq_get_attribute_values,
    METH_O,
-   "get_attribute_values(attrname) -> list\n\n"
+   "get_attribute_values(attrname) -> list\n--\n\n"
    "Returns the value of a given edge attribute for all edges.\n\n"
    "@param attrname: the name of the attribute\n"
   },
   {"is_all", (PyCFunction)igraphmodule_EdgeSeq_is_all, METH_NOARGS,
-   "is_all() -> bool\n\n"
+   "is_all() -> bool\n--\n\n"
    "Returns whether the edge sequence contains all the edges exactly once, in\n"
    "the order of their edge IDs.\n\n"
    "This is used for optimizations in some of the edge selector routines.\n"
   },
   {"set_attribute_values", (PyCFunction)igraphmodule_EdgeSeq_set_attribute_values,
    METH_VARARGS | METH_KEYWORDS,
-   "set_attribute_values(attrname, values) -> list\n"
+   "set_attribute_values(attrname, values) -> list\n--\n\n"
    "Sets the value of a given edge attribute for all vertices\n"
    "@param attrname: the name of the attribute\n"
    "@param values: the new attribute values in a list\n"
   },
   {"select", (PyCFunction)igraphmodule_EdgeSeq_select,
    METH_VARARGS,
-   "select(...) -> VertexSeq\n\n"
+   "select(...) -> VertexSeq\n--\n\n"
    "For internal use only.\n"
   },
   {NULL}
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 06dab05ac..e979b394a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -280,7 +280,7 @@ PyObject* igraphmodule_Graph_subclass_from_igraph_t(
   PyObject* kwds;
 
   if (!PyType_IsSubtype(type, &igraphmodule_GraphType)) {
-    PyErr_SetString(PyExc_TypeError, "igraph.GraphBase expected");
+    PyErr_SetString(PyExc_TypeError, "igraph._igraph.GraphBase expected");
     return 0;
   }
 
@@ -11998,21 +11998,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_vcount
   {"vcount", (PyCFunction) igraphmodule_Graph_vcount,
    METH_NOARGS,
-   "vcount()\n\n"
+   "vcount() -> int\n--\n\n"
    "Counts the number of vertices.\n"
    "@return: the number of vertices in the graph.\n" "@rtype: integer"},
 
   // interface to igraph_ecount
   {"ecount", (PyCFunction) igraphmodule_Graph_ecount,
    METH_NOARGS,
-   "ecount()\n\n"
+   "ecount() -> int\n--\n\n"
    "Counts the number of edges.\n"
    "@return: the number of edges in the graph.\n" "@rtype: integer"},
 
   // interface to igraph_is_dag
   {"is_dag", (PyCFunction) igraphmodule_Graph_is_dag,
    METH_NOARGS,
-   "is_dag()\n\n"
+   "is_dag() -> bool\n--\n\n"
    "Checks whether the graph is a DAG (directed acyclic graph).\n\n"
    "A DAG is a directed graph with no directed cycles.\n\n"
    "@return: C{True} if it is a DAG, C{False} otherwise.\n"
@@ -12021,7 +12021,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_is_directed
   {"is_directed", (PyCFunction) igraphmodule_Graph_is_directed,
    METH_NOARGS,
-   "is_directed()\n\n"
+   "is_directed() -> bool\n--\n\n"
    "Checks whether the graph is directed.\n"
    "@return: C{True} if it is directed, C{False} otherwise.\n"
    "@rtype: boolean"},
@@ -12029,7 +12029,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_is_simple
   {"is_simple", (PyCFunction) igraphmodule_Graph_is_simple,
    METH_NOARGS,
-   "is_simple()\n\n"
+   "is_simple() -> bool\n--\n\n"
    "Checks whether the graph is simple (no loop or multiple edges).\n\n"
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
@@ -12037,14 +12037,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_add_vertices */
   {"add_vertices", (PyCFunction) igraphmodule_Graph_add_vertices,
    METH_VARARGS,
-   "add_vertices(n)\n\n"
+   "add_vertices(n: int) -> None\n--\n\n"
    "Adds vertices to the graph.\n\n"
    "@param n: the number of vertices to be added\n"},
 
   /* interface to igraph_delete_vertices */
   {"delete_vertices", (PyCFunction) igraphmodule_Graph_delete_vertices,
    METH_VARARGS,
-   "delete_vertices(vs)\n\n"
+   "delete_vertices(vs) -> None\n--\n\n"
    "Deletes vertices and all its edges from the graph.\n\n"
    "@param vs: a single vertex ID or the list of vertex IDs\n"
    "  to be deleted. No argument deletes all vertices.\n"},
@@ -12052,7 +12052,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_add_edges */
   {"add_edges", (PyCFunction) igraphmodule_Graph_add_edges,
    METH_VARARGS,
-   "add_edges(es)\n\n"
+   "add_edges(es) -> None\n--\n\n"
    "Adds edges to the graph.\n\n"
    "@param es: the list of edges to be added. Every edge is\n"
    "  represented with a tuple, containing the vertex IDs of the\n"
@@ -12061,7 +12061,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_delete_edges */
   {"delete_edges", (PyCFunction) igraphmodule_Graph_delete_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "delete_edges(es)\n\n"
+   "delete_edges(es) -> None\n--\n\n"
    "Removes edges from the graph.\n\n"
    "All vertices will be kept, even if they lose all their edges.\n"
    "Nonexistent edges will be silently ignored.\n\n"
@@ -12072,7 +12072,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_degree */
   {"degree", (PyCFunction) igraphmodule_Graph_degree,
    METH_VARARGS | METH_KEYWORDS,
-   "degree(vertices, mode=ALL, loops=True)\n\n"
+   "degree(vertices, mode=ALL, loops=True)\n--\n\n"
    "Returns some vertex degrees from the graph.\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the degree of the given vertices (in the\n"
@@ -12087,7 +12087,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_strength */
   {"strength", (PyCFunction) igraphmodule_Graph_strength,
    METH_VARARGS | METH_KEYWORDS,
-   "strength(vertices, mode=ALL, loops=True, weights=None)\n\n"
+   "strength(vertices, mode=ALL, loops=True, weights=None)\n--\n\n"
    "Returns the strength (weighted degree) of some vertices from the graph\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the strength (that is, the sum of the weights\n"
@@ -12108,7 +12108,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_loop */
   {"is_loop", (PyCFunction) igraphmodule_Graph_is_loop,
    METH_VARARGS | METH_KEYWORDS,
-   "is_loop(edges=None)\n\n"
+   "is_loop(edges=None) -> List[bool]\n--\n\n"
    "Checks whether a specific set of edges contain loop edges\n\n"
    "@param edges: edge indices which we want to check. If C{None}, all\n"
    "  edges are checked.\n"
@@ -12117,7 +12117,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_multiple */
   {"is_multiple", (PyCFunction) igraphmodule_Graph_is_multiple,
    METH_VARARGS | METH_KEYWORDS,
-   "is_multiple(edges=None)\n\n"
+   "is_multiple(edges=None) -> List[bool]\n--\n\n"
    "Checks whether an edge is a multiple edge.\n\n"
    "Also works for a set of edges -- in this case, every edge is checked\n"
    "one by one. Note that if there are multiple edges going between a\n"
@@ -12132,7 +12132,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_has_multiple */
   {"has_multiple", (PyCFunction) igraphmodule_Graph_has_multiple,
    METH_NOARGS,
-   "has_multiple()\n\n"
+   "has_multiple() -> bool\n--\n\n"
    "Checks whether the graph has multiple edges.\n\n"
    "@return: C{True} if the graph has at least one multiple edge,\n"
    "         C{False} otherwise.\n"
@@ -12141,7 +12141,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_mutual */
   {"is_mutual", (PyCFunction) igraphmodule_Graph_is_mutual,
    METH_VARARGS | METH_KEYWORDS,
-   "is_mutual(edges=None)\n\n"
+   "is_mutual(edges=None) -> Lis[bool]\n--\n\n"
    "Checks whether an edge has an opposite pair.\n\n"
    "Also works for a set of edges -- in this case, every edge is checked\n"
    "one by one. The result will be a list of booleans (or a single boolean\n"
@@ -12160,7 +12160,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_count_multiple */
   {"count_multiple", (PyCFunction) igraphmodule_Graph_count_multiple,
    METH_VARARGS | METH_KEYWORDS,
-   "count_multiple(edges=None)\n\n"
+   "count_multiple(edges=None) -> List[int]\n--\n\n"
    "Counts the multiplicities of the given edges.\n\n"
    "@param edges: edge indices for which we want to count their\n"
    "  multiplicity. If C{None}, all edges are counted.\n"
@@ -12169,7 +12169,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighbors */
   {"neighbors", (PyCFunction) igraphmodule_Graph_neighbors,
    METH_VARARGS | METH_KEYWORDS,
-   "neighbors(vertex, mode=ALL)\n\n"
+   "neighbors(vertex, mode=ALL)\n--\n\n"
    "Returns adjacent vertices to a given vertex.\n\n"
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (L{OUT}),\n"
@@ -12178,20 +12178,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"successors", (PyCFunction) igraphmodule_Graph_successors,
    METH_VARARGS | METH_KEYWORDS,
-   "successors(vertex)\n\n"
+   "successors(vertex)\n--\n\n"
    "Returns the successors of a given vertex.\n\n"
    "Equivalent to calling the L{Graph.neighbors} method with type=L{OUT}."},
 
   {"predecessors", (PyCFunction) igraphmodule_Graph_predecessors,
    METH_VARARGS | METH_KEYWORDS,
-   "predecessors(vertex)\n\n"
+   "predecessors(vertex)\n--\n\n"
    "Returns the predecessors of a given vertex.\n\n"
    "Equivalent to calling the L{Graph.neighbors} method with type=L{IN}."},
 
   /* interface to igraph_get_eid */
   {"get_eid", (PyCFunction) igraphmodule_Graph_get_eid,
    METH_VARARGS | METH_KEYWORDS,
-   "get_eid(v1, v2, directed=True, error=True)\n\n"
+   "get_eid(v1, v2, directed=True, error=True) -> int\n--\n\n"
    "Returns the edge ID of an arbitrary edge between vertices v1 and v2\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
@@ -12206,7 +12206,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_eids */
   {"get_eids", (PyCFunction) igraphmodule_Graph_get_eids,
    METH_VARARGS | METH_KEYWORDS,
-   "get_eids(pairs=None, path=None, directed=True, error=True)\n\n"
+   "get_eids(pairs=None, path=None, directed=True, error=True) -> List[int]\n--\n\n"
    "Returns the edge IDs of some edges between some vertices.\n\n"
    "This method can operate in two different modes, depending on which\n"
    "of the keyword arguments C{pairs} and C{path} are given.\n\n"
@@ -12234,7 +12234,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_incident */
   {"incident", (PyCFunction) igraphmodule_Graph_incident,
    METH_VARARGS | METH_KEYWORDS,
-   "incident(vertex, mode=OUT)\n\n"
+   "incident(vertex, mode=OUT)\n--\n\n"
    "Returns the edges a given vertex is incident on.\n\n"
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (L{OUT}),\n"
@@ -12248,7 +12248,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_adjacency */
   {"Adjacency", (PyCFunction) igraphmodule_Graph_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Adjacency(matrix, mode=ADJ_DIRECTED)\n\n"
+   "Adjacency(matrix, mode=ADJ_DIRECTED)\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
@@ -12272,7 +12272,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Asymmetric_Preference",
    (PyCFunction) igraphmodule_Graph_Asymmetric_Preference,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Asymmetric_Preference(n, type_dist_matrix, pref_matrix, attribute=None, loops=False)\n\n"
+   "Asymmetric_Preference(n, type_dist_matrix, pref_matrix, attribute=None, loops=False)\n--\n\n"
    "Generates a graph based on asymmetric vertex types and connection probabilities.\n\n"
    "This is the asymmetric variant of L{Graph.Preference}.\n"
    "A given number of vertices are generated. Every vertex is assigned to an\n"
@@ -12293,7 +12293,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_atlas
   {"Atlas", (PyCFunction) igraphmodule_Graph_Atlas,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Atlas(idx)\n\n"
+   "Atlas(idx: int)\n--\n\n"
    "Generates a graph from the Graph Atlas.\n\n"
    "@param idx: The index of the graph to be generated.\n"
    "  Indices start from zero, graphs are listed:\n\n"
@@ -12311,7 +12311,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Barabasi", (PyCFunction) igraphmodule_Graph_Barabasi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
-   "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n\n"
+   "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
    "Generates a graph based on the Barabasi-Albert model.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
@@ -12353,14 +12353,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_create_bipartite */
   {"_Bipartite", (PyCFunction) igraphmodule_Graph_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Bipartite(types, edges, directed=False)\n\n"
+   "_Bipartite(types, edges, directed=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Bipartite()\n\n"},
 
   /* interface to igraph_de_bruijn */
   {"De_Bruijn", (PyCFunction) igraphmodule_Graph_De_Bruijn,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "De_Bruijn(m, n)\n\n"
+   "De_Bruijn(m, n)\n--\n\n"
    "Generates a de Bruijn graph with parameters (m, n)\n\n"
    "A de Bruijn graph represents relationships between strings. An alphabet\n"
    "of M{m} letters are used and strings of length M{n} are considered.\n"
@@ -12377,7 +12377,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_establishment_game
   {"Establishment", (PyCFunction) igraphmodule_Graph_Establishment,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Establishment(n, k, type_dist, pref_matrix, directed=False)\n\n"
+   "Establishment(n, k, type_dist, pref_matrix, directed=False)\n--\n\n"
    "Generates a graph based on a simple growing model with vertex types.\n\n"
    "A single vertex is added at each time step. This new vertex tries to\n"
    "connect to k vertices in the graph. The probability that such a\n"
@@ -12393,7 +12393,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_erdos_renyi_game
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Erdos_Renyi(n, p, m, directed=False, loops=False)\n\n"
+   "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on the Erdos-Renyi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
@@ -12404,7 +12404,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_famous */
     {"Famous", (PyCFunction) igraphmodule_Graph_Famous,
      METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-     "Famous(name)\n\n"
+     "Famous(name)\n--\n\n"
      "Generates a famous graph based on its name.\n\n"
      "Several famous graphs are known to C{igraph} including (but not limited to)\n"
      "the Chvatal graph, the Petersen graph or the Tutte graph. This method\n"
@@ -12417,7 +12417,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_forest_fire_game */
   {"Forest_Fire", (PyCFunction) igraphmodule_Graph_Forest_Fire,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Forest_Fire(n, fw_prob, bw_factor=0.0, ambs=1, directed=False)\n\n"
+   "Forest_Fire(n, fw_prob, bw_factor=0.0, ambs=1, directed=False)\n--\n\n"
    "Generates a graph based on the forest fire model\n\n"
    "The forest fire model is a growing graph model. In every time step, a new\n"
    "vertex is added to the graph. The new vertex chooses an ambassador (or\n"
@@ -12437,7 +12437,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_full_citation */
   {"Full_Citation", (PyCFunction) igraphmodule_Graph_Full_Citation,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Full_Citation(n, directed=False)\n\n"
+   "Full_Citation(n, directed=False)\n--\n\n"
    "Generates a full citation graph\n\n"
    "A full citation graph is a graph where the vertices are indexed from 0 to\n"
    "M{n-1} and vertex M{i} has a directed edge towards all vertices with an\n"
@@ -12448,7 +12448,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_full */
   {"Full", (PyCFunction) igraphmodule_Graph_Full,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Full(n, directed=False, loops=False)\n\n"
+   "Full(n, directed=False, loops=False)\n--\n\n"
    "Generates a full graph (directed or undirected, with or without loops).\n\n"
    "@param n: the number of vertices.\n"
    "@param directed: whether to generate a directed graph.\n"
@@ -12457,21 +12457,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_full_bipartite */
   {"_Full_Bipartite", (PyCFunction) igraphmodule_Graph_Full_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Full_Bipartite(n1, n2, directed=False, loops=False)\n\n"
+   "_Full_Bipartite(n1, n2, directed=False, loops=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Full_Bipartite()\n\n"},
 
   /* interface to igraph_grg_game */
   {"_GRG", (PyCFunction) igraphmodule_Graph_GRG,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_GRG(n, radius, torus=False)\n\n"
+   "_GRG(n, radius, torus=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.GRG()\n\n"},
 
   /* interface to igraph_growing_random_game */
   {"Growing_Random", (PyCFunction) igraphmodule_Graph_Growing_Random,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Growing_Random(n, m, directed=False, citation=False)\n\n"
+   "Growing_Random(n, m, directed=False, citation=False)\n--\n\n"
    "Generates a growing random graph.\n\n"
    "@param n: The number of vertices in the graph\n"
    "@param m: The number of edges to add in each step (after adding a new vertex)\n"
@@ -12482,14 +12482,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_incidence */
   {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Incidence(matrix, directed=False, mode=ALL, multiple=False)\n\n"
+   "_Incidence(matrix, directed=False, mode=ALL, multiple=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Incidence()\n\n"},
 
   /* interface to igraph_kautz */
   {"Kautz", (PyCFunction) igraphmodule_Graph_Kautz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Kautz(m, n)\n\n"
+   "Kautz(m, n)\n--\n\n"
    "Generates a Kautz graph with parameters (m, n)\n\n"
    "A Kautz graph is a labeled graph, vertices are labeled by strings\n"
    "of length M{n+1} above an alphabet with M{m+1} letters, with\n"
@@ -12505,7 +12505,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_k_regular */
   {"K_Regular", (PyCFunction) igraphmodule_Graph_K_Regular,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "K_Regular(n, k, directed=False, multiple=False)\n\n"
+   "K_Regular(n, k, directed=False, multiple=False)\n--\n\n"
    "Generates a k-regular random graph\n\n"
    "A k-regular random graph is a random graph where each vertex has degree k.\n"
    "If the graph is directed, both the in-degree and the out-degree of each vertex\n"
@@ -12520,7 +12520,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_preference_game */
   {"Preference", (PyCFunction) igraphmodule_Graph_Preference,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n\n"
+   "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
    "This is practically the nongrowing variant of L{Graph.Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
@@ -12539,14 +12539,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\")\n\n"
+   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\")\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Random_Bipartite()\n\n"},
 
   /* interface to igraph_recent_degree_game */
   {"Recent_Degree", (PyCFunction) igraphmodule_Graph_Recent_Degree,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Recent_Degree(n, m, window, outpref=False, directed=False, power=1)\n\n"
+   "Recent_Degree(n, m, window, outpref=False, directed=False, power=1)\n--\n\n"
    "Generates a graph based on a stochastic model where the probability\n"
    "of an edge gaining a new node is proportional to the edges gained in\n"
    "a given time window.\n\n"
@@ -12567,7 +12567,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_sbm_game */
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n\n"
+   "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on a stochastic blockmodel.\n\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given block sizes. Vertices of the same\n"
@@ -12586,7 +12586,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Star(n, mode=\"undirected\", center=0)\n\n"
+   "Star(n, mode=\"undirected\", center=0)\n--\n\n"
    "Generates a star graph.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param mode: Gives the type of the star graph to create. Should be\n"
@@ -12596,7 +12596,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_lattice
   {"Lattice", (PyCFunction) igraphmodule_Graph_Lattice,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Lattice(dim, nei=1, directed=False, mutual=True, circular=True)\n\n"
+   "Lattice(dim, nei=1, directed=False, mutual=True, circular=True)\n--\n\n"
    "Generates a regular lattice.\n\n"
    "@param dim: list with the dimensions of the lattice\n"
    "@param nei: value giving the distance (number of steps) within which\n"
@@ -12607,25 +12607,25 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param circular: whether the generated lattice is periodic.\n"},
 
   /* interface to igraph_lcf */
-    {"LCF", (PyCFunction) igraphmodule_Graph_LCF,
-     METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-     "LCF(n, shifts, repeats)\n\n"
-     "Generates a graph from LCF notation.\n\n"
-     "LCF is short for Lederberg-Coxeter-Frucht, it is a concise notation\n"
-     "for 3-regular Hamiltonian graphs. It consists of three parameters,\n"
-     "the number of vertices in the graph, a list of shifts giving\n"
-     "additional edges to a cycle backbone and another integer giving how\n"
-     "many times the shifts should be performed. See\n"
-     "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
-     "@param n: the number of vertices\n"
-     "@param shifts: the shifts in a list or tuple\n"
-     "@param repeats: the number of repeats\n"
-    },
+  {"LCF", (PyCFunction) igraphmodule_Graph_LCF,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "LCF(n, shifts, repeats)\n--\n\n"
+    "Generates a graph from LCF notation.\n\n"
+    "LCF is short for Lederberg-Coxeter-Frucht, it is a concise notation\n"
+    "for 3-regular Hamiltonian graphs. It consists of three parameters,\n"
+    "the number of vertices in the graph, a list of shifts giving\n"
+    "additional edges to a cycle backbone and another integer giving how\n"
+    "many times the shifts should be performed. See\n"
+    "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+    "@param n: the number of vertices\n"
+    "@param shifts: the shifts in a list or tuple\n"
+    "@param repeats: the number of repeats\n"
+  },
 
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Ring(n, directed=False, mutual=False, circular=True)\n\n"
+   "Ring(n, directed=False, mutual=False, circular=True)\n--\n\n"
    "Generates a ring graph.\n\n"
    "@param n: the number of vertices in the ring\n"
    "@param directed: whether to create a directed ring.\n"
@@ -12635,7 +12635,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_fitness_game */
   {"Static_Fitness", (PyCFunction) igraphmodule_Graph_Static_Fitness,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Fitness(m, fitness_out, fitness_in=None, loops=False, multiple=False)\n\n"
+   "Static_Fitness(m, fitness_out, fitness_in=None, loops=False, multiple=False)\n--\n\n"
    "Generates a non-growing graph with edge probabilities proportional to node\n"
    "fitnesses.\n\n"
    "The algorithm randomly selects vertex pairs and connects them until the given\n"
@@ -12659,8 +12659,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_power_law_game */
   {"Static_Power_Law", (PyCFunction) igraphmodule_Graph_Static_Power_Law,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False,\n"
-   "    multiple=False, finite_size_correction=True)\n\n"
+   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False, "
+   "multiple=False, finite_size_correction=True)\n--\n\n"
    "Generates a non-growing graph with prescribed power-law degree distributions.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param m: the number of edges in the graph\n"
@@ -12691,7 +12691,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_tree
   {"Tree", (PyCFunction) igraphmodule_Graph_Tree,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Tree(n, children, type=TREE_UNDIRECTED)\n\n"
+   "Tree(n, children, type=TREE_UNDIRECTED)\n--\n\n"
    "Generates a tree in which almost all vertices have the same number of children.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param children: the number of children of a vertex in the graph\n"
@@ -12702,7 +12702,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Degree_Sequence(out, in=None, method=\"simple\")\n\n"
+   "Degree_Sequence(out, in=None, method=\"simple\")\n--\n\n"
    "Generates a graph with a given degree sequence.\n\n"
    "@param out: the out-degree sequence for a directed graph. If the\n"
    "  in-degree sequence is omitted, the generated graph\n"
@@ -12736,7 +12736,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_isoclass_create */
   {"Isoclass", (PyCFunction) igraphmodule_Graph_Isoclass,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Isoclass(n, class, directed=False)\n\n"
+   "Isoclass(n, class, directed=False)\n--\n\n"
    "Generates a graph with a given isomorphism class.\n\n"
    "@param n: the number of vertices in the graph (3 or 4)\n"
    "@param class: the isomorphism class\n"
@@ -12745,7 +12745,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n\n"
+   "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n--\n\n"
    "@param dim: the dimension of the lattice\n"
    "@param size: the size of the lattice along all dimensions\n"
    "@param nei: value giving the distance (number of steps) within which\n"
@@ -12762,7 +12762,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_weighted_adjacency */
   {"Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Weighted_Adjacency(matrix, mode=ADJ_DIRECTED, attr=\"weight\", loops=True)\n\n"
+   "Weighted_Adjacency(matrix, mode=ADJ_DIRECTED, attr=\"weight\", loops=True)\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
@@ -12793,7 +12793,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_are_connected
   {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2)\n\n"
+   "are_connected(v1, v2) -> bool\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
@@ -12803,7 +12803,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_articulation_points */
   {"articulation_points", (PyCFunction)igraphmodule_Graph_articulation_points,
    METH_NOARGS,
-   "articulation_points()\n\n"
+   "articulation_points()\n--\n\n"
    "Returns the list of articulation points in the graph.\n\n"
    "A vertex is an articulation point if its removal increases the number of\n"
    "connected components in the graph.\n"
@@ -12812,7 +12812,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity */
   {"assortativity", (PyCFunction)igraphmodule_Graph_assortativity,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity(types1, types2=None, directed=True)\n\n"
+   "assortativity(types1, types2=None, directed=True)\n--\n\n"
    "Returns the assortativity of the graph based on numeric properties\n"
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
@@ -12842,7 +12842,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity_degree */
   {"assortativity_degree", (PyCFunction)igraphmodule_Graph_assortativity_degree,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity_degree(directed=True)\n\n"
+   "assortativity_degree(directed=True)\n--\n\n"
    "Returns the assortativity of a graph based on vertex degrees.\n\n"
    "See L{assortativity()} for the details. L{assortativity_degree()} simply\n"
    "calls L{assortativity()} with the vertex degrees as types.\n\n"
@@ -12855,7 +12855,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity_nominal */
   {"assortativity_nominal", (PyCFunction)igraphmodule_Graph_assortativity_nominal,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity_nominal(types, directed=True)\n\n"
+   "assortativity_nominal(types, directed=True)\n--\n\n"
    "Returns the assortativity of the graph based on vertex categories.\n\n"
    "Assuming that the vertices belong to different categories, this\n"
    "function calculates the assortativity coefficient, which specifies\n"
@@ -12878,7 +12878,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"average_path_length",
    (PyCFunction) igraphmodule_Graph_average_path_length,
    METH_VARARGS | METH_KEYWORDS,
-   "average_path_length(directed=True, unconn=True)\n\n"
+   "average_path_length(directed=True, unconn=True)\n--\n\n"
    "Calculates the average path length in a graph.\n\n"
    "@param directed: whether to consider directed paths in case of a\n"
    "  directed graph. Ignored for undirected graphs.\n"
@@ -12891,7 +12891,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_authority_score */
   {"authority_score", (PyCFunction)igraphmodule_Graph_authority_score,
    METH_VARARGS | METH_KEYWORDS,
-   "authority_score(weights=None, scale=True, arpack_options=None, return_eigenvalue=False)\n\n"
+   "authority_score(weights=None, scale=True, arpack_options=None, return_eigenvalue=False)\n--\n\n"
    "Calculates Kleinberg's authority score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
@@ -12909,7 +12909,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_betweenness[_estimate] */
   {"betweenness", (PyCFunction) igraphmodule_Graph_betweenness,
    METH_VARARGS | METH_KEYWORDS,
-   "betweenness(vertices=None, directed=True, cutoff=None, weights=None)\n\n"
+   "betweenness(vertices=None, directed=True, cutoff=None, weights=None)\n--\n\n"
    "Calculates or estimates the betweenness of vertices in a graph.\n\n"
    "Keyword arguments:\n"
    "@param vertices: the vertices for which the betweennesses must be returned.\n"
@@ -12926,7 +12926,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to biconnected_components */
   {"biconnected_components", (PyCFunction) igraphmodule_Graph_biconnected_components,
    METH_VARARGS | METH_KEYWORDS,
-   "biconnected_components(return_articulation_points=True)\n\n"
+   "biconnected_components(return_articulation_points=True)\n--\n\n"
    "Calculates the biconnected components of the graph.\n\n"
    "Components containing a single vertex only are not considered as being\n"
    "biconnected.\n\n"
@@ -12940,21 +12940,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_bipartite_projection */
   {"bipartite_projection", (PyCFunction) igraphmodule_Graph_bipartite_projection,
    METH_VARARGS | METH_KEYWORDS,
-   "bipartite_projection(types, multiplicity=True, probe1=-1, which=-1)\n\n"
+   "bipartite_projection(types, multiplicity=True, probe1=-1, which=-1)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.bipartite_projection()\n"},
 
   /* interface to igraph_bipartite_projection_size */
   {"bipartite_projection_size", (PyCFunction) igraphmodule_Graph_bipartite_projection_size,
    METH_VARARGS | METH_KEYWORDS,
-   "bipartite_projection_size(types)\n\n"
+   "bipartite_projection_size(types)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.bipartite_projection_size()\n"},
 
   /* interface to igraph_bridges */
   {"bridges", (PyCFunction)igraphmodule_Graph_bridges,
    METH_NOARGS,
-   "bridges()\n\n"
+   "bridges()\n--\n\n"
    "Returns the list of bridges in the graph.\n\n"
    "An edge is a bridge if its removal increases the number of (weakly) connected\n"
    "components in the graph.\n"
@@ -12963,8 +12963,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_closeness */
   {"closeness", (PyCFunction) igraphmodule_Graph_closeness,
    METH_VARARGS | METH_KEYWORDS,
-   "closeness(vertices=None, mode=ALL, cutoff=None, weights=None,\n"
-   "          normalized=True)\n\n"
+   "closeness(vertices=None, mode=ALL, cutoff=None, weights=None, "
+   "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
    "The closeness centerality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
@@ -12996,8 +12996,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_harmonic_centrality */
   {"harmonic_centrality", (PyCFunction) igraphmodule_Graph_harmonic_centrality,
    METH_VARARGS | METH_KEYWORDS,
-   "harmonic_centrality(vertices=None, mode=ALL, cutoff=None, weights=None,\n"
-   "          normalized=True)\n\n"
+   "harmonic_centrality(vertices=None, mode=ALL, cutoff=None, weights=None, "
+   "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
    "The harmonic centerality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
@@ -13024,7 +13024,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_clusters */
   {"clusters", (PyCFunction) igraphmodule_Graph_clusters,
    METH_VARARGS | METH_KEYWORDS,
-   "clusters(mode=STRONG)\n\n"
+   "clusters(mode=STRONG)\n--\n\n"
    "Calculates the (strong or weak) clusters for a given graph.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{VertexClustering} object.\n"
@@ -13034,7 +13034,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the component index for every node in the graph.\n"},
   {"copy", (PyCFunction) igraphmodule_Graph_copy,
    METH_NOARGS,
-   "copy()\n\n"
+   "copy()\n--\n\n"
    "Creates a copy of the graph.\n\n"
    "Attributes are copied by reference; in other words, if you use\n"
    "mutable Python objects as attribute values, these objects will still\n"
@@ -13043,7 +13043,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"decompose", (PyCFunction) igraphmodule_Graph_decompose,
    METH_VARARGS | METH_KEYWORDS,
-   "decompose(mode=STRONG, maxcompno=None, minelements=1)\n\n"
+   "decompose(mode=STRONG, maxcompno=None, minelements=1)\n--\n\n"
    "Decomposes the graph into subgraphs.\n\n"
    "@param mode: must be either STRONG or WEAK, depending on the\n"
    "  clusters being sought.\n"
@@ -13057,7 +13057,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_contract_vertices */
   {"contract_vertices", (PyCFunction) igraphmodule_Graph_contract_vertices,
    METH_VARARGS | METH_KEYWORDS,
-   "contract_vertices(mapping, combine_attrs=None)\n\n"
+   "contract_vertices(mapping, combine_attrs=None)\n--\n\n"
    "Contracts some vertices in the graph, i.e. replaces groups of vertices\n"
    "with single vertices. Edges are not affected.\n\n"
    "@param mapping: numeric vector which gives the mapping between old and\n"
@@ -13082,7 +13082,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_constraint */
   {"constraint", (PyCFunction) igraphmodule_Graph_constraint,
    METH_VARARGS | METH_KEYWORDS,
-   "constraint(vertices=None, weights=None)\n\n"
+   "constraint(vertices=None, weights=None)\n--\n\n"
    "Calculates Burt's constraint scores for given vertices in a graph.\n\n"
    "Burt's constraint is higher if ego has less, or mutually stronger\n"
    "related (i.e. more redundant) contacts. Burt's measure of\n"
@@ -13102,7 +13102,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_density */
   {"density", (PyCFunction) igraphmodule_Graph_density,
    METH_VARARGS | METH_KEYWORDS,
-   "density(loops=False)\n\n"
+   "density(loops=False) -> float\n--\n\n"
    "Calculates the density of the graph.\n\n"
    "@param loops: whether to take loops into consideration. If C{True},\n"
    "  the algorithm assumes that there might be some loops in the graph\n"
@@ -13113,7 +13113,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,
    METH_VARARGS | METH_KEYWORDS,
-   "diameter(directed=True, unconn=True, weights=None)\n\n"
+   "diameter(directed=True, unconn=True, weights=None)\n--\n\n"
    "Calculates the diameter of the graph.\n\n"
    "@param directed: whether to consider directed paths.\n"
    "@param unconn: if C{True} and the graph is unconnected, the\n"
@@ -13126,7 +13126,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the diameter"},
   {"get_diameter", (PyCFunction) igraphmodule_Graph_get_diameter,
    METH_VARARGS | METH_KEYWORDS,
-   "get_diameter(directed=True, unconn=True, weights=None)\n\n"
+   "get_diameter(directed=True, unconn=True, weights=None)\n--\n\n"
    "Returns a path with the actual diameter of the graph.\n\n"
    "If there are many shortest paths with the length of the diameter,\n"
    "it returns the first one it founds.\n\n"
@@ -13141,7 +13141,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the vertices in the path in order."},
   {"farthest_points", (PyCFunction) igraphmodule_Graph_farthest_points,
    METH_VARARGS | METH_KEYWORDS,
-   "farthest_points(directed=True, unconn=True, weights=None)\n\n"
+   "farthest_points(directed=True, unconn=True, weights=None)\n--\n\n"
    "Returns two vertex IDs whose distance equals the actual diameter\n"
    "of the graph.\n\n"
    "If there are many shortest paths with the length of the diameter,\n"
@@ -13161,7 +13161,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_diversity */
   {"diversity", (PyCFunction) igraphmodule_Graph_diversity,
    METH_VARARGS | METH_KEYWORDS,
-   "diversity(vertices=None, weights=None)\n\n"
+   "diversity(vertices=None, weights=None)\n--\n\n"
    "Calculates the structural diversity index of the vertices.\n\n"
    "The structural diversity index of a vertex is simply the (normalized)\n"
    "Shannon entropy of the weights of the edges incident on the vertex.\n\n"
@@ -13181,7 +13181,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_eccentricity */
   {"eccentricity", (PyCFunction) igraphmodule_Graph_eccentricity,
    METH_VARARGS | METH_KEYWORDS,
-   "eccentricity(vertices=None, mode=ALL)\n\n"
+   "eccentricity(vertices=None, mode=ALL)\n--\n\n"
    "Calculates the eccentricities of given vertices in a graph.\n\n"
    "The eccentricity of a vertex is calculated by measuring the\n"
    "shortest distance from (or to) the vertex, to (or from) all other\n"
@@ -13198,7 +13198,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_edge_betweenness[_estimate] */
   {"edge_betweenness", (PyCFunction) igraphmodule_Graph_edge_betweenness,
    METH_VARARGS | METH_KEYWORDS,
-   "edge_betweenness(directed=True, cutoff=None, weights=None)\n\n"
+   "edge_betweenness(directed=True, cutoff=None, weights=None)\n--\n\n"
    "Calculates or estimates the edge betweennesses in a graph.\n\n"
    "@param directed: whether to consider directed paths.\n"
    "@param cutoff: if it is an integer, only paths less than or equal to this\n"
@@ -13217,7 +13217,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_[st_]edge_connectivity */
   {"edge_connectivity", (PyCFunction) igraphmodule_Graph_edge_connectivity,
    METH_VARARGS | METH_KEYWORDS,
-   "edge_connectivity(source=-1, target=-1, checks=True)\n\n"
+   "edge_connectivity(source=-1, target=-1, checks=True)\n--\n\n"
    "Calculates the edge connectivity of the graph or between some vertices.\n\n"
    "The edge connectivity between two given vertices is the number of edges\n"
    "that have to be removed in order to disconnect the two vertices into two\n"
@@ -13243,7 +13243,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"eigenvector_centrality",
    (PyCFunction) igraphmodule_Graph_eigenvector_centrality,
    METH_VARARGS | METH_KEYWORDS,
-   "eigenvector_centrality(directed=True, scale=True, weights=None, return_eigenvalue=False, arpack_options=None)\n\n"
+   "eigenvector_centrality(directed=True, scale=True, weights=None, "
+   "return_eigenvalue=False, arpack_options=None)\n--\n\n"
    "Calculates the eigenvector centralities of the vertices in a graph.\n\n"
    "Eigenvector centrality is a measure of the importance of a node in a\n"
    "network. It assigns relative scores to all nodes in the network based\n"
@@ -13278,7 +13279,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_feedback_arc_set */
   {"feedback_arc_set", (PyCFunction) igraphmodule_Graph_feedback_arc_set,
    METH_VARARGS | METH_KEYWORDS,
-   "feedback_arc_set(weights=None, method=\"eades\")\n\n"
+   "feedback_arc_set(weights=None, method=\"eades\")\n--\n\n"
    "Calculates an approximately or exactly minimal feedback arc set.\n\n"
    "A feedback arc set is a set of edges whose removal makes the graph acyclic.\n"
    "Since this is always possible by removing all the edges, we are in general\n"
@@ -13306,7 +13307,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_shortest_paths
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_paths(v, to=None, weights=None, mode=OUT, output=\"vpath\")\n\n"
+   "get_shortest_paths(v, to=None, weights=None, mode=OUT, output=\"vpath\")\n--\n\n"
    "Calculates the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source/destination for the calculated paths\n"
    "@param to: a vertex selector describing the destination/source for\n"
@@ -13331,7 +13332,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"get_all_shortest_paths",
    (PyCFunction) igraphmodule_Graph_get_all_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_all_shortest_paths(v, to=None, weights=None, mode=OUT)\n\n"
+   "get_all_shortest_paths(v, to=None, weights=None, mode=OUT)\n--\n\n"
    "Calculates all of the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source for the calculated paths\n"
    "@param to: a vertex selector describing the destination for\n"
@@ -13352,7 +13353,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=OUT)\n\n"
+   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=OUT)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_all_simple_paths()\n\n"
   },
@@ -13360,7 +13361,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_girth */
   {"girth", (PyCFunction)igraphmodule_Graph_girth,
    METH_VARARGS | METH_KEYWORDS,
-   "girth(return_shortest_circle=False)\n\n"
+   "girth(return_shortest_circle=False)\n--\n\n"
    "Returns the girth of the graph.\n\n"
    "The girth of a graph is the length of the shortest circle in it.\n\n"
    "@param return_shortest_circle: whether to return one of the shortest\n"
@@ -13372,21 +13373,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_convergence_degree */
   {"convergence_degree", (PyCFunction)igraphmodule_Graph_convergence_degree,
     METH_NOARGS,
-    "convergence_degree()\n\n"
+    "convergence_degree()\n--\n\n"
     "Undocumented (yet)."
   },
 
   /* interface to igraph_convergence_field_size */
   {"convergence_field_size", (PyCFunction)igraphmodule_Graph_convergence_field_size,
     METH_NOARGS,
-    "convergence_field_size()\n\n"
+    "convergence_field_size()\n--\n\n"
     "Undocumented (yet)."
   },
 
   /* interface to igraph_hub_score */
   {"hub_score", (PyCFunction)igraphmodule_Graph_hub_score,
    METH_VARARGS | METH_KEYWORDS,
-   "hub_score(weights=None, scale=True, arpack_options=None, return_eigenvalue=False)\n\n"
+   "hub_score(weights=None, scale=True, arpack_options=None, return_eigenvalue=False)\n--\n\n"
    "Calculates Kleinberg's hub score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
@@ -13404,7 +13405,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_induced_subgraph */
   {"induced_subgraph", (PyCFunction) igraphmodule_Graph_induced_subgraph,
    METH_VARARGS | METH_KEYWORDS,
-   "induced_subgraph(vertices, implementation=\"auto\")\n\n"
+   "induced_subgraph(vertices, implementation=\"auto\")\n--\n\n"
    "Returns a subgraph spanned by the given vertices.\n\n"
    "@param vertices: a list containing the vertex IDs which\n"
    "  should be included in the result.\n"
@@ -13425,7 +13426,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_bipartite */
   {"is_bipartite", (PyCFunction) igraphmodule_Graph_is_bipartite,
    METH_VARARGS | METH_KEYWORDS,
-   "is_bipartite(return_types=False)\n\n"
+   "is_bipartite(return_types=False) -> bool\n--\n\n"
    "Decides whether the graph is bipartite or not.\n\n"
    "Vertices of a bipartite graph can be partitioned into two groups A\n"
    "and B in a way that all edges go between the two groups.\n\n"
@@ -13444,7 +13445,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_avg_nearest_neighbor_degree */
   {"knn", (PyCFunction) igraphmodule_Graph_knn,
    METH_VARARGS | METH_KEYWORDS,
-   "knn(vids=None, weights=None)\n\n"
+   "knn(vids=None, weights=None)\n--\n\n"
    "Calculates the average degree of the neighbors for each vertex, and\n"
    "the same quantity as the function of vertex degree.\n\n"
    "@param vids: the vertices for which the calculation is performed.\n"
@@ -13463,7 +13464,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_connected */
   {"is_connected", (PyCFunction) igraphmodule_Graph_is_connected,
    METH_VARARGS | METH_KEYWORDS,
-   "is_connected(mode=STRONG)\n\n"
+   "is_connected(mode=STRONG) -> bool\n--\n\n"
    "Decides whether the graph is connected.\n\n"
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
@@ -13471,7 +13472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_linegraph */
   {"linegraph", (PyCFunction) igraphmodule_Graph_linegraph,
    METH_VARARGS | METH_KEYWORDS,
-   "linegraph()\n\n"
+   "linegraph()\n--\n\n"
    "Returns the line graph of the graph.\n\n"
    "The line graph M{L(G)} of an undirected graph is defined as follows:\n"
    "M{L(G)} has one vertex for each edge in G and two vertices in M{L(G)}\n"
@@ -13486,7 +13487,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_maxdegree */
   {"maxdegree", (PyCFunction) igraphmodule_Graph_maxdegree,
    METH_VARARGS | METH_KEYWORDS,
-   "maxdegree(vertices=None, mode=ALL, loops=False)\n\n"
+   "maxdegree(vertices=None, mode=ALL, loops=False)\n--\n\n"
    "Returns the maximum degree of a vertex set in the graph.\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the degree of the given vertices (in the\n"
@@ -13503,7 +13504,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighborhood */
   {"neighborhood", (PyCFunction) igraphmodule_Graph_neighborhood,
    METH_VARARGS | METH_KEYWORDS,
-   "neighborhood(vertices=None, order=1, mode=ALL, mindist=0)\n\n"
+   "neighborhood(vertices=None, order=1, mode=ALL, mindist=0)\n--\n\n"
    "For each vertex specified by I{vertices}, returns the\n"
    "vertices reachable from that vertex in at most I{order} steps. If\n"
    "I{mindist} is larger than zero, vertices that are reachable in less\n"
@@ -13531,7 +13532,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighborhood_size */
   {"neighborhood_size", (PyCFunction) igraphmodule_Graph_neighborhood_size,
    METH_VARARGS | METH_KEYWORDS,
-   "neighborhood_size(vertices=None, order=1, mode=ALL, mindist=0)\n\n"
+   "neighborhood_size(vertices=None, order=1, mode=ALL, mindist=0)\n--\n\n"
    "For each vertex specified by I{vertices}, returns the number of\n"
    "vertices reachable from that vertex in at most I{order} steps. If\n"
    "I{mindist} is larger than zero, vertices that are reachable in less\n"
@@ -13562,7 +13563,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "personalized_pagerank(vertices=None, directed=True, damping=0.85,\n"
    "        reset=None, reset_vertices=None, weights=None, \n"
    "        arpack_options=None, implementation=\"prpack\", niter=1000,\n"
-   "        eps=0.001)\n\n"
+   "        eps=0.001)\n--\n\n"
    "Calculates the personalized PageRank values of a graph.\n\n"
    "The personalized PageRank calculation is similar to the PageRank\n"
    "calculation, but the random walk is reset to a non-uniform distribution\n"
@@ -13611,7 +13612,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_path_length_hist */
   {"path_length_hist", (PyCFunction) igraphmodule_Graph_path_length_hist,
    METH_VARARGS | METH_KEYWORDS,
-   "path_length_hist(directed=True)\n\n"
+   "path_length_hist(directed=True)\n--\n\n"
    "Calculates the path length histogram of the graph\n"
    "@attention: this function is wrapped in a more convenient syntax in the\n"
    "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
@@ -13625,7 +13626,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_permute_vertices */
   {"permute_vertices", (PyCFunction) igraphmodule_Graph_permute_vertices,
    METH_VARARGS | METH_KEYWORDS,
-   "permute_vertices(permutation)\n\n"
+   "permute_vertices(permutation)\n--\n\n"
    "Permutes the vertices of the graph according to the given permutation\n"
    "and returns the new graph.\n\n"
    "Vertex M{k} of the original graph will become vertex M{permutation[k]}\n"
@@ -13637,7 +13638,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interfaces to igraph_radius */
   {"radius", (PyCFunction) igraphmodule_Graph_radius,
    METH_VARARGS | METH_KEYWORDS,
-   "radius(mode=OUT)\n\n"
+   "radius(mode=OUT)\n--\n\n"
    "Calculates the radius of the graph.\n\n"
    "The radius of a graph is defined as the minimum eccentricity of\n"
    "its vertices (see L{eccentricity()}).\n"
@@ -13653,7 +13654,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_reciprocity */
   {"reciprocity", (PyCFunction) igraphmodule_Graph_reciprocity,
    METH_VARARGS | METH_KEYWORDS,
-   "reciprocity(ignore_loops=True, mode=\"default\")\n\n"
+   "reciprocity(ignore_loops=True, mode=\"default\") -> float\n--\n\n"
    "Reciprocity defines the proportion of mutual connections in a\n"
    "directed graph. It is most commonly defined as the probability\n"
    "that the opposite counterpart of a directed edge is also included\n"
@@ -13677,7 +13678,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=1000, mode=\"simple\")\n\n"
+   "rewire(n=1000, mode=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
    "Please note that the rewiring is done \"in-place\", so the original\n"
    "graph will be modified. If you want to preserve the original graph,\n"
@@ -13690,7 +13691,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire_edges */
   {"rewire_edges", (PyCFunction) igraphmodule_Graph_rewire_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire_edges(prob, loops=False, multiple=False)\n\n"
+   "rewire_edges(prob, loops=False, multiple=False)\n--\n\n"
    "Rewires the edges of a graph with constant probability.\n\n"
    "Each endpoint of each edge of the graph will be rewired with a constant\n"
    "probability, given in the first argument.\n\n"
@@ -13705,7 +13706,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_shortest_paths */
   {"shortest_paths", (PyCFunction) igraphmodule_Graph_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "shortest_paths(source=None, target=None, weights=None, mode=OUT)\n\n"
+   "shortest_paths(source=None, target=None, weights=None, mode=OUT)\n--\n\n"
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
@@ -13728,7 +13729,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_simplify */
   {"simplify", (PyCFunction) igraphmodule_Graph_simplify,
    METH_VARARGS | METH_KEYWORDS,
-   "simplify(multiple=True, loops=True, combine_edges=None)\n\n"
+   "simplify(multiple=True, loops=True, combine_edges=None)\n--\n\n"
    "Simplifies a graph by removing self-loops and/or multiple edges.\n\n"
    "\n"
    "For example, suppose you have a graph with an edge attribute named\n"
@@ -13780,14 +13781,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_minimum_spanning_tree */
   {"_spanning_tree", (PyCFunction) igraphmodule_Graph_spanning_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "_spanning_tree(weights=None)\n\n"
+   "_spanning_tree(weights=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.spanning_tree()"},
 
   // interface to igraph_subcomponent
   {"subcomponent", (PyCFunction) igraphmodule_Graph_subcomponent,
    METH_VARARGS | METH_KEYWORDS,
-   "subcomponent(v, mode=ALL)\n\n"
+   "subcomponent(v, mode=ALL)\n--\n\n"
    "Determines the indices of vertices which are in the same component as a given vertex.\n\n"
    "@param v: the index of the vertex used as the source/destination\n"
    "@param mode: if equals to L{IN}, returns the vertex IDs from\n"
@@ -13802,7 +13803,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_subgraph_edges */
   {"subgraph_edges", (PyCFunction) igraphmodule_Graph_subgraph_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "subgraph_edges(edges, delete_vertices=True)\n\n"
+   "subgraph_edges(edges, delete_vertices=True)\n--\n\n"
    "Returns a subgraph spanned by the given edges.\n\n"
    "@param edges: a list containing the edge IDs which should\n"
    "  be included in the result.\n"
@@ -13815,7 +13816,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"topological_sorting",
    (PyCFunction) igraphmodule_Graph_topological_sorting,
    METH_VARARGS | METH_KEYWORDS,
-   "topological_sorting(mode=OUT)\n\n"
+   "topological_sorting(mode=OUT)\n--\n\n"
    "Calculates a possible topological sorting of the graph.\n\n"
    "Returns a partial sorting and issues a warning if the graph is not\n"
    "a directed acyclic graph.\n\n"
@@ -13828,7 +13829,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"to_prufer",
    (PyCFunction) igraphmodule_Graph_to_prufer,
    METH_NOARGS,
-   "to_prufer()\n\n"
+   "to_prufer()\n--\n\n"
    "Converts a tree graph into a Prufer sequence.\n\n"
    "@return: the Prufer sequence as a list"
   },
@@ -13837,7 +13838,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"transitivity_undirected",
    (PyCFunction) igraphmodule_Graph_transitivity_undirected,
    METH_VARARGS | METH_KEYWORDS,
-   "transitivity_undirected(mode=\"nan\")\n\n"
+   "transitivity_undirected(mode=\"nan\")\n--\n\n"
    "Calculates the global transitivity (clustering coefficient) of the\n"
    "graph.\n\n"
    "The transitivity measures the probability that two neighbors of a\n"
@@ -13863,7 +13864,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"transitivity_local_undirected",
    (PyCFunction) igraphmodule_Graph_transitivity_local_undirected,
    METH_VARARGS | METH_KEYWORDS,
-   "transitivity_local_undirected(vertices=None, mode=\"nan\", weights=None)\n\n"
+   "transitivity_local_undirected(vertices=None, mode=\"nan\", weights=None)\n--\n\n"
    "Calculates the local transitivity (clustering coefficient) of the\n"
    "given vertices in the graph.\n\n"
    "The transitivity measures the probability that two neighbors of a\n"
@@ -13897,7 +13898,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"transitivity_avglocal_undirected",
    (PyCFunction) igraphmodule_Graph_transitivity_avglocal_undirected,
    METH_VARARGS | METH_KEYWORDS,
-   "transitivity_avglocal_undirected(mode=\"nan\")\n\n"
+   "transitivity_avglocal_undirected(mode=\"nan\")\n--\n\n"
    "Calculates the average of the vertex transitivities of the graph.\n\n"
    "The transitivity measures the probability that two neighbors of a\n"
    "vertex are connected. In case of the average local transitivity,\n"
@@ -13922,7 +13923,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_unfold_tree */
   {"unfold_tree", (PyCFunction) igraphmodule_Graph_unfold_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "unfold_tree(sources=None, mode=OUT)\n\n"
+   "unfold_tree(sources=None, mode=OUT)\n--\n\n"
    "Unfolds the graph using a BFS to a tree by duplicating vertices as necessary.\n\n"
    "@param sources: the source vertices to start the unfolding from. It should be a\n"
    "  list of vertex indices, preferably one vertex from each connected component.\n"
@@ -13938,7 +13939,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_[st_]vertex_connectivity */
   {"vertex_connectivity", (PyCFunction) igraphmodule_Graph_vertex_connectivity,
    METH_VARARGS | METH_KEYWORDS,
-   "vertex_connectivity(source=-1, target=-1, checks=True, neighbors=\"error\")\n\n"
+   "vertex_connectivity(source=-1, target=-1, checks=True, neighbors=\"error\")\n--\n\n"
    "Calculates the vertex connectivity of the graph or between some vertices.\n\n"
    "The vertex connectivity between two given vertices is the number of vertices\n"
    "that have to be removed in order to disconnect the two vertices into two\n"
@@ -13971,7 +13972,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_bibcoupling */
   {"bibcoupling", (PyCFunction) igraphmodule_Graph_bibcoupling,
    METH_VARARGS | METH_KEYWORDS,
-   "bibcoupling(vertices=None)\n\n"
+   "bibcoupling(vertices=None)\n--\n\n"
    "Calculates bibliographic coupling scores for given vertices in a graph.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
@@ -13979,7 +13980,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_cocitation */
   {"cocitation", (PyCFunction) igraphmodule_Graph_cocitation,
    METH_VARARGS | METH_KEYWORDS,
-   "cocitation(vertices=None)\n\n"
+   "cocitation(vertices=None)\n--\n\n"
    "Calculates cocitation scores for given vertices in a graph.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
@@ -14014,7 +14015,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"similarity_inverse_log_weighted",
     (PyCFunction) igraphmodule_Graph_similarity_inverse_log_weighted,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_inverse_log_weighted(vertices=None, mode=IGRAPH_ALL)\n\n"
+   "similarity_inverse_log_weighted(vertices=None, mode=IGRAPH_ALL)\n--\n\n"
    "Inverse log-weighted similarity coefficient of vertices.\n\n"
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
@@ -14031,7 +14032,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_similarity_jaccard */
   {"similarity_jaccard", (PyCFunction) igraphmodule_Graph_similarity_jaccard,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_jaccard(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n\n"
+   "similarity_jaccard(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n--\n\n"
    "Jaccard similarity coefficient of vertices.\n\n"
    "The Jaccard similarity coefficient of two vertices is the number of their\n"
    "common neighbors divided by the number of vertices that are adjacent to\n"
@@ -14059,7 +14060,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /******************/
   {"motifs_randesu", (PyCFunction) igraphmodule_Graph_motifs_randesu,
    METH_VARARGS | METH_KEYWORDS,
-   "motifs_randesu(size=3, cut_prob=None, callback=None)\n\n"
+   "motifs_randesu(size=3, cut_prob=None, callback=None)\n--\n\n"
    "Counts the number of motifs in the graph\n\n"
    "Motifs are small subgraphs of a given structure in a graph. It is\n"
    "argued that the motif profile (ie. the number of different motifs in\n"
@@ -14090,7 +14091,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"motifs_randesu_no", (PyCFunction) igraphmodule_Graph_motifs_randesu_no,
    METH_VARARGS | METH_KEYWORDS,
-   "motifs_randesu_no(size=3, cut_prob=None)\n\n"
+   "motifs_randesu_no(size=3, cut_prob=None)\n--\n\n"
    "Counts the total number of motifs in the graph\n\n"
    "Motifs are small subgraphs of a given structure in a graph.\n"
    "This function counts the total number of motifs in a graph without\n"
@@ -14107,7 +14108,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"motifs_randesu_estimate",
    (PyCFunction) igraphmodule_Graph_motifs_randesu_estimate,
    METH_VARARGS | METH_KEYWORDS,
-   "motifs_randesu_estimate(size=3, cut_prob=None, sample)\n\n"
+   "motifs_randesu_estimate(size=3, cut_prob=None, sample)\n--\n\n"
    "Counts the total number of motifs in the graph\n\n"
    "Motifs are small subgraphs of a given structure in a graph.\n"
    "This function estimates the total number of motifs in a graph without\n"
@@ -14126,7 +14127,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"dyad_census", (PyCFunction) igraphmodule_Graph_dyad_census,
    METH_NOARGS,
-   "dyad_census()\n\n"
+   "dyad_census()\n--\n\n"
    "Dyad census, as defined by Holland and Leinhardt\n\n"
    "Dyad census means classifying each pair of vertices of a directed\n"
    "graph into three categories: mutual, there is an edge from I{a} to\n"
@@ -14141,7 +14142,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"triad_census", (PyCFunction) igraphmodule_Graph_triad_census,
    METH_NOARGS,
-   "triad_census()\n\n"
+   "triad_census()\n--\n\n"
    "Triad census, as defined by Davis and Leinhardt\n\n"
    "Calculating the triad census means classifying every triplets of\n"
    "vertices in a directed graph. A triplet can be in one of 16 states,\n"
@@ -14161,7 +14162,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_bipartite",
    (PyCFunction) igraphmodule_Graph_layout_bipartite,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_bipartite(types=\"type\", hgap=1, vgap=1, maxiter=100)\n\n"
+   "layout_bipartite(types=\"type\", hgap=1, vgap=1, maxiter=100)\n--\n\n"
    "Place the vertices of a bipartite graph in two layers.\n\n"
    "The layout is created by placing the vertices in two rows, according\n"
    "to their types. The positions of the vertices within the rows are\n"
@@ -14180,7 +14181,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_circle */
   {"layout_circle", (PyCFunction) igraphmodule_Graph_layout_circle,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_circle(dim=2, order=None)\n\n"
+   "layout_circle(dim=2, order=None)\n--\n\n"
    "Places the vertices of the graph uniformly on a circle or a sphere.\n\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
@@ -14191,7 +14192,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_grid */
   {"layout_grid", (PyCFunction) igraphmodule_Graph_layout_grid,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_grid(width=0, height=0, dim=2)\n\n"
+   "layout_grid(width=0, height=0, dim=2)\n--\n\n"
    "Places the vertices of a graph in a 2D or 3D grid.\n\n"
    "@param width: the number of vertices in a single row of the layout.\n"
    "  Zero or negative numbers mean that the width should be determined\n"
@@ -14206,7 +14207,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_star */
   {"layout_star", (PyCFunction) igraphmodule_Graph_layout_star,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_star(center=0, order=None)\n\n"
+   "layout_star(center=0, order=None)\n--\n\n"
    "Calculates a star-like layout for the graph.\n\n"
    "@param center: the ID of the vertex to put in the center\n"
    "@param order: a numeric vector giving the order of the vertices\n"
@@ -14219,9 +14220,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_kamada_kawai",
    (PyCFunction) igraphmodule_Graph_layout_kamada_kawai,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_kamada_kawai(maxiter=1000, seed=None, maxiter=1000, epsilon=0, \n"
-   "  kkconst=None, minx=None, maxx=None, miny=None, maxy=None, \n"
-   "  minz=None, maxz=None, dim=2)\n\n"
+   "layout_kamada_kawai(maxiter=1000, seed=None, maxiter=1000, epsilon=0, "
+   "kkconst=None, minx=None, maxx=None, miny=None, maxy=None, "
+   "minz=None, maxz=None, dim=2)\n--\n\n"
    "Places the vertices on a plane according to the Kamada-Kawai algorithm.\n\n"
    "This is a force directed layout, see Kamada, T. and Kawai, S.:\n"
    "An Algorithm for Drawing General Undirected Graphs.\n"
@@ -14253,9 +14254,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_davidson_harel",
    (PyCFunction) igraphmodule_Graph_layout_davidson_harel,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_davidson_harel(seed=None, maxiter=10, fineiter=-1, cool_fact=0.75,\n"
-   "  weight_node_dist=1.0, weight_border=0.0, weight_edge_lengths=-1,\n"
-   "  weight_edge_crossings=-1, weight_node_edge_dist=-1)\n\n"
+   "layout_davidson_harel(seed=None, maxiter=10, fineiter=-1, cool_fact=0.75, "
+   "weight_node_dist=1.0, weight_border=0.0, weight_edge_lengths=-1, "
+   "weight_edge_crossings=-1, weight_node_edge_dist=-1)\n--\n\n"
    "Places the vertices on a 2D plane according to the Davidson-Harel layout\n"
    "algorithm.\n\n"
    "The algorithm uses simulated annealing and a sophisticated energy function,\n"
@@ -14293,7 +14294,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_drl",
    (PyCFunction) igraphmodule_Graph_layout_drl,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_drl(weights=None, fixed=None, seed=None, options=None, dim=2)\n\n"
+   "layout_drl(weights=None, fixed=None, seed=None, options=None, dim=2)\n--\n\n"
    "Places the vertices on a 2D plane or in the 3D space ccording to the DrL\n"
    "layout algorithm.\n\n"
    "This is an algorithm suitable for quite large graphs, but it can be\n"
@@ -14352,9 +14353,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_fruchterman_reingold",
    (PyCFunction) igraphmodule_Graph_layout_fruchterman_reingold,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_fruchterman_reingold(weights=None, niter=500, seed=None, \n"
-   "  start_temp=None, minx=None, maxx=None, miny=None, \n"
-   "  maxy=None, minz=None, maxz=None, grid=\"auto\")\n\n"
+   "layout_fruchterman_reingold(weights=None, niter=500, seed=None, "
+   "start_temp=None, minx=None, maxx=None, miny=None, "
+   "maxy=None, minz=None, maxz=None, grid=\"auto\")\n--\n\n"
    "Places the vertices on a 2D plane according to the\n"
    "Fruchterman-Reingold algorithm.\n\n"
    "This is a force directed layout, see Fruchterman, T. M. J. and Reingold, E. M.:\n"
@@ -14394,7 +14395,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_graphopt",
    (PyCFunction) igraphmodule_Graph_layout_graphopt,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_graphopt(niter=500, node_charge=0.001, node_mass=30, spring_length=0, spring_constant=1, max_sa_movement=5, seed=None)\n\n"
+   "layout_graphopt(niter=500, node_charge=0.001, node_mass=30, "
+   "spring_length=0, spring_constant=1, max_sa_movement=5, seed=None)\n--\n\n"
    "This is a port of the graphopt layout algorithm by Michael Schmuhl.\n"
    "graphopt version 0.4.1 was rewritten in C and the support for layers\n"
    "was removed.\n\n"
@@ -14420,7 +14422,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_lgl */
   {"layout_lgl", (PyCFunction) igraphmodule_Graph_layout_lgl,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_lgl(maxiter=150, maxdelta=-1, area=-1, coolexp=1.5, repulserad=-1, cellsize=-1, root=None)\n\n"
+   "layout_lgl(maxiter=150, maxdelta=-1, area=-1, coolexp=1.5, "
+   "repulserad=-1, cellsize=-1, root=None)\n--\n\n"
    "Places the vertices on a 2D plane according to the Large Graph Layout.\n\n"
    "@param maxiter: the number of iterations to perform.\n"
    "@param maxdelta: the maximum distance to move a vertex in\n"
@@ -14446,7 +14449,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_mds",
    (PyCFunction) igraphmodule_Graph_layout_mds,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_mds(dist=None, dim=2, arpack_options=None)\n"
+   "layout_mds(dist=None, dim=2, arpack_options=None)\n--\n"
    "Places the vertices in an Euclidean space with the given number of\n"
    "dimensions using multidimensional scaling.\n\n"
    "This layout requires a distance matrix, where the intersection of\n"
@@ -14479,7 +14482,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_reingold_tilford",
    (PyCFunction) igraphmodule_Graph_layout_reingold_tilford,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_reingold_tilford(mode=\"out\", root=None, rootlevel=None)\n"
+   "layout_reingold_tilford(mode=\"out\", root=None, rootlevel=None)\n--\n"
    "Places the vertices on a 2D plane according to the Reingold-Tilford\n"
    "layout algorithm.\n\n"
    "This is a tree layout. If the given graph is not a tree, a breadth-first\n"
@@ -14509,7 +14512,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_reingold_tilford_circular",
    (PyCFunction) igraphmodule_Graph_layout_reingold_tilford_circular,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_reingold_tilford_circular(mode=\"out\", root=None, rootlevel=None)\n"
+   "layout_reingold_tilford_circular(mode=\"out\", root=None, rootlevel=None)\n--\n"
    "Circular Reingold-Tilford layout for trees.\n\n"
    "This layout is similar to the Reingold-Tilford layout, but the vertices\n"
    "are placed in a circular way, with the root vertex in the center.\n\n"
@@ -14523,7 +14526,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_random */
   {"layout_random", (PyCFunction) igraphmodule_Graph_layout_random,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_random(dim=2)\n"
+   "layout_random(dim=2)\n--\n"
    "Places the vertices of the graph randomly.\n\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
@@ -14541,7 +14544,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ////////////////////////////
   {"bfs", (PyCFunction) igraphmodule_Graph_bfs,
    METH_VARARGS | METH_KEYWORDS,
-   "bfs(vid, mode=OUT)\n\n"
+   "bfs(vid, mode=OUT)\n--\n\n"
    "Conducts a breadth first search (BFS) on the graph.\n\n"
    "@param vid: the root vertex ID\n"
    "@param mode: either L{IN} or L{OUT} or L{ALL}, ignored\n"
@@ -14552,7 +14555,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "   - The parent of every vertex in the BFS\n"},
   {"bfsiter", (PyCFunction) igraphmodule_Graph_bfsiter,
    METH_VARARGS | METH_KEYWORDS,
-   "bfsiter(vid, mode=OUT, advanced=False)\n\n"
+   "bfsiter(vid, mode=OUT, advanced=False)\n--\n\n"
    "Constructs a breadth first search (BFS) iterator of the graph.\n\n"
    "@param vid: the root vertex ID\n"
    "@param mode: either L{IN} or L{OUT} or L{ALL}.\n"
@@ -14563,7 +14566,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the BFS iterator as an L{igraph.BFSIter} object.\n"},
   {"dfsiter", (PyCFunction) igraphmodule_Graph_dfsiter,
    METH_VARARGS | METH_KEYWORDS,
-   "dfsiter(vid, mode=OUT, advanced=False)\n\n"
+   "dfsiter(vid, mode=OUT, advanced=False)\n--\n\n"
    "Constructs a depth first search (DFS) iterator of the graph.\n\n"
    "@param vid: the root vertex ID\n"
    "@param mode: either L{IN} or L{OUT} or L{ALL}.\n"
@@ -14580,7 +14583,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_adjacency
   {"get_adjacency", (PyCFunction) igraphmodule_Graph_get_adjacency,
    METH_VARARGS | METH_KEYWORDS,
-   "get_adjacency(type=GET_ADJACENCY_BOTH, eids=False)\n\n"
+   "get_adjacency(type=GET_ADJACENCY_BOTH, eids=False)\n--\n\n"
    "Returns the adjacency matrix of a graph.\n\n"
    "@param type: either C{GET_ADJACENCY_LOWER} (uses the\n"
    "  lower triangle of the matrix) or C{GET_ADJACENCY_UPPER}\n"
@@ -14596,19 +14599,19 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_edgelist
   {"get_edgelist", (PyCFunction) igraphmodule_Graph_get_edgelist,
    METH_NOARGS,
-   "get_edgelist()\n\n" "Returns the edge list of a graph."},
+   "get_edgelist()\n--\n\n" "Returns the edge list of a graph."},
 
   /* interface to igraph_get_incidence */
   {"get_incidence", (PyCFunction) igraphmodule_Graph_get_incidence,
    METH_VARARGS | METH_KEYWORDS,
-   "get_incidence(types)\n\n"
+   "get_incidence(types)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_incidence()\n\n"},
 
   // interface to igraph_to_directed
   {"to_directed", (PyCFunction) igraphmodule_Graph_to_directed,
    METH_VARARGS | METH_KEYWORDS,
-   "to_directed(mutual=True)\n\n"
+   "to_directed(mutual=True)\n--\n\n"
    "Converts an undirected graph to directed.\n\n"
    "@param mutual: C{True} if mutual directed edges should be\n"
    "  created for every undirected edge. If C{False}, a directed\n"
@@ -14617,7 +14620,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_to_undirected
   {"to_undirected", (PyCFunction) igraphmodule_Graph_to_undirected,
    METH_VARARGS | METH_KEYWORDS,
-   "to_undirected(mode=\"collapse\", combine_edges=None)\n\n"
+   "to_undirected(mode=\"collapse\", combine_edges=None)\n--\n\n"
    "Converts a directed graph to undirected.\n\n"
    "@param mode: specifies what to do with multiple directed edges\n"
    "  going between the same vertex pair. C{True} or C{\"collapse\"}\n"
@@ -14633,7 +14636,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_laplacian */
   {"laplacian", (PyCFunction) igraphmodule_Graph_laplacian,
    METH_VARARGS | METH_KEYWORDS,
-   "laplacian(weights=None, normalized=False)\n\n"
+   "laplacian(weights=None, normalized=False)\n--\n\n"
    "Returns the Laplacian matrix of a graph.\n\n"
    "The Laplacian matrix is similar to the adjacency matrix, but the edges\n"
    "are denoted with -1 and the diagonal contains the node degrees.\n\n"
@@ -14656,7 +14659,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_read_graph_dimacs
   {"Read_DIMACS", (PyCFunction) igraphmodule_Graph_Read_DIMACS,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_DIMACS(f, directed=False)\n\n"
+   "Read_DIMACS(f, directed=False)\n--\n\n"
    "Reads a graph from a file conforming to the DIMACS minimum-cost flow file format.\n\n"
    "For the exact description of the format, see\n"
    "U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
@@ -14674,7 +14677,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_dl */
   {"Read_DL", (PyCFunction) igraphmodule_Graph_Read_DL,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_DL(f, directed=True)\n\n"
+   "Read_DL(f, directed=True)\n--\n\n"
    "Reads an UCINET DL file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
@@ -14682,7 +14685,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_edgelist */
   {"Read_Edgelist", (PyCFunction) igraphmodule_Graph_Read_Edgelist,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_Edgelist(f, directed=True)\n\n"
+   "Read_Edgelist(f, directed=True)\n--\n\n"
    "Reads an edge list from a file and creates a graph based on it.\n\n"
    "Please note that the vertex indices are zero-based. A vertex of zero\n"
    "degree will be created for every integer that is in range but does not\n"
@@ -14692,7 +14695,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_graphdb */
   {"Read_GraphDB", (PyCFunction) igraphmodule_Graph_Read_GraphDB,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_GraphDB(f, directed=False)\n\n"
+   "Read_GraphDB(f, directed=False)\n--\n\n"
    "Reads a GraphDB format file and creates a graph based on it.\n\n"
    "GraphDB is a binary format, used in the graph database for\n"
    "isomorphism testing (see U{http://amalfi.dis.unina.it/graph/}).\n\n"
@@ -14701,7 +14704,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_graphml */
   {"Read_GraphML", (PyCFunction) igraphmodule_Graph_Read_GraphML,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_GraphML(f, directed=True, index=0)\n\n"
+   "Read_GraphML(f, directed=True, index=0)\n--\n\n"
    "Reads a GraphML format file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param index: if the GraphML file contains multiple graphs,\n"
@@ -14711,14 +14714,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_gml */
   {"Read_GML", (PyCFunction) igraphmodule_Graph_Read_GML,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_GML(f)\n\n"
+   "Read_GML(f)\n--\n\n"
    "Reads a GML file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"
   },
   /* interface to igraph_read_graph_ncol */
   {"Read_Ncol", (PyCFunction) igraphmodule_Graph_Read_Ncol,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_Ncol(f, names=True, weights=\"if_present\", directed=True)\n\n"
+   "Read_Ncol(f, names=True, weights=\"if_present\", directed=True)\n--\n\n"
    "Reads an .ncol file used by LGL.\n\n"
    "It is also useful for creating graphs from \"named\" (and\n"
    "optionally weighted) edge lists.\n\n"
@@ -14743,7 +14746,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_lgl */
   {"Read_Lgl", (PyCFunction) igraphmodule_Graph_Read_Lgl,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_Lgl(f, names=True, weights=\"if_present\", directed=True)\n\n"
+   "Read_Lgl(f, names=True, weights=\"if_present\", directed=True)\n--\n\n"
    "Reads an .lgl file used by LGL.\n\n"
    "It is also useful for creating graphs from \"named\" (and\n"
    "optionally weighted) edge lists.\n\n"
@@ -14768,13 +14771,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_pajek */
   {"Read_Pajek", (PyCFunction) igraphmodule_Graph_Read_Pajek,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_Pajek(f)\n\n"
+   "Read_Pajek(f)\n--\n\n"
    "Reads a Pajek format file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"},
   /* interface to igraph_write_graph_dimacs */
   {"write_dimacs", (PyCFunction) igraphmodule_Graph_write_dimacs,
    METH_VARARGS | METH_KEYWORDS,
-   "write_dimacs(f, source, target, capacity=None)\n\n"
+   "write_dimacs(f, source, target, capacity=None)\n--\n\n"
    "Writes the graph in DIMACS format to the given file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
    "@param source: the source vertex ID\n"
@@ -14785,7 +14788,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_dot */
   {"write_dot", (PyCFunction) igraphmodule_Graph_write_dot,
    METH_VARARGS | METH_KEYWORDS,
-   "write_dot(f)\n\n"
+   "write_dot(f)\n--\n\n"
    "Writes the graph in DOT format to the given file.\n\n"
    "DOT is the format used by the U{GraphViz <http://www.graphviz.org>}\n"
    "software package.\n\n"
@@ -14794,14 +14797,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_edgelist */
   {"write_edgelist", (PyCFunction) igraphmodule_Graph_write_edgelist,
    METH_VARARGS | METH_KEYWORDS,
-   "write_edgelist(f)\n\n"
+   "write_edgelist(f)\n--\n\n"
    "Writes the edge list of a graph to a file.\n\n"
    "Directed edges are written in (from, to) order.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"},
   /* interface to igraph_write_graph_gml */
   {"write_gml", (PyCFunction) igraphmodule_Graph_write_gml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_gml(f, creator=None, ids=None)\n\n"
+   "write_gml(f, creator=None, ids=None)\n--\n\n"
    "Writes the graph in GML format to the given file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
    "@param creator: optional creator information to be written to the file.\n"
@@ -14813,7 +14816,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_ncol */
   {"write_ncol", (PyCFunction) igraphmodule_Graph_write_ncol,
    METH_VARARGS | METH_KEYWORDS,
-   "write_ncol(f, names=\"name\", weights=\"weights\")\n\n"
+   "write_ncol(f, names=\"name\", weights=\"weights\")\n--\n\n"
    "Writes the edge list of a graph to a file in .ncol format.\n\n"
    "Note that multiple edges and/or loops break the LGL software,\n"
    "but igraph does not check for this condition. Unless you know\n"
@@ -14829,7 +14832,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_lgl */
   {"write_lgl", (PyCFunction) igraphmodule_Graph_write_lgl,
    METH_VARARGS | METH_KEYWORDS,
-   "write_lgl(f, names=\"name\", weights=\"weights\", isolates=True)\n\n"
+   "write_lgl(f, names=\"name\", weights=\"weights\", isolates=True)\n--\n\n"
    "Writes the edge list of a graph to a file in .lgl format.\n\n"
    "Note that multiple edges and/or loops break the LGL software,\n"
    "but igraph does not check for this condition. Unless you know\n"
@@ -14846,21 +14849,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_pajek */
   {"write_pajek", (PyCFunction) igraphmodule_Graph_write_pajek,
    METH_VARARGS | METH_KEYWORDS,
-   "write_pajek(f)\n\n"
+   "write_pajek(f)\n--\n\n"
    "Writes the graph in Pajek format to the given file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
    },
   /* interface to igraph_write_graph_edgelist */
   {"write_graphml", (PyCFunction) igraphmodule_Graph_write_graphml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_graphml(f)\n\n"
+   "write_graphml(f)\n--\n\n"
    "Writes the graph to a GraphML file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
   },
   /* interface to igraph_write_graph_leda */
   {"write_leda", (PyCFunction) igraphmodule_Graph_write_leda,
    METH_VARARGS | METH_KEYWORDS,
-   "write_leda(f, names=\"name\", weights=\"weights\")\n\n"
+   "write_leda(f, names=\"name\", weights=\"weights\")\n--\n\n"
    "Writes the graph to a file in LEDA native format.\n\n"
    "The LEDA format supports at most one attribute per vertex and edge. You can\n"
    "specify which vertex and edge attribute you want to use. Note that the\n"
@@ -14882,7 +14885,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"canonical_permutation",
    (PyCFunction) igraphmodule_Graph_canonical_permutation,
    METH_VARARGS | METH_KEYWORDS,
-   "canonical_permutation(sh=\"fl\", color=None)\n\n"
+   "canonical_permutation(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the canonical permutation of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
    "Passing the permutation returned here to L{Graph.permute_vertices()} will\n"
@@ -14909,7 +14912,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"isoclass", (PyCFunction) igraphmodule_Graph_isoclass,
    METH_VARARGS | METH_KEYWORDS,
-   "isoclass(vertices)\n\n"
+   "isoclass(vertices)\n--\n\n"
    "Returns the isomorphism class of the graph or its subgraph.\n\n"
    "Isomorphy class calculations are implemented only for graphs with\n"
    "3 or 4 vertices.\n\n"
@@ -14919,7 +14922,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the isomorphism class of the (sub)graph\n\n"},
   {"isomorphic", (PyCFunction) igraphmodule_Graph_isomorphic,
    METH_VARARGS | METH_KEYWORDS,
-   "isomorphic(other)\n\n"
+   "isomorphic(other) -> bool\n--\n\n"
    "Checks whether the graph is isomorphic to another graph.\n\n"
    "The algorithm being used is selected using a simple heuristic:\n\n"
    "  - If one graph is directed and the other undirected, an exception\n"
@@ -14937,7 +14940,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"isomorphic_bliss", (PyCFunction) igraphmodule_Graph_isomorphic_bliss,
    METH_VARARGS | METH_KEYWORDS,
    "isomorphic_bliss(other, return_mapping_12=False, return_mapping_21=False,\n"
-   "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n\n"
+   "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
    "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
@@ -14977,7 +14980,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "isomorphic_vf2(other=None, color1=None, color2=None, edge_color1=None,\n"
    "  edge_color2=None, return_mapping_12=False, return_mapping_21=False,\n"
-   "  node_compat_fn=None, edge_compat_fn=None, callback=None)\n\n"
+   "  node_compat_fn=None, edge_compat_fn=None, callback=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "VF2 isomorphism algorithm.\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
@@ -15030,7 +15033,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_count_isomorphisms_vf2,
    METH_VARARGS | METH_KEYWORDS,
    "count_isomorphisms_vf2(other=None, color1=None, color2=None, edge_color1=None,\n"
-   "  edge_color2=None, node_compat_fn=None, edge_compat_fn=None)\n\n"
+   "  edge_color2=None, node_compat_fn=None, edge_compat_fn=None)\n--\n\n"
    "Determines the number of isomorphisms between the graph and another one\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
    "vertices and edges with the same color will be allowed to match each other.\n\n"
@@ -15102,7 +15105,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "subisomorphic_vf2(other, color1=None, color2=None, edge_color1=None,\n"
    "  edge_color2=None, return_mapping_12=False, return_mapping_21=False,\n"
-   "  callback=None, node_compat_fn=None, edge_compat_fn=None)\n\n"
+   "  callback=None, node_compat_fn=None, edge_compat_fn=None)\n--\n\n"
    "Checks whether a subgraph of the graph is isomorphic to another graph.\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
    "vertices and edges with the same color will be allowed to match each other.\n\n"
@@ -15156,7 +15159,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "count_subisomorphisms_vf2(other, color1=None, color2=None,\n"
    "  edge_color1=None, edge_color2=None, node_compat_fn=None,\n"
-   "  edge_compat_fn=None)\n\n"
+   "  edge_compat_fn=None)\n--\n\n"
    "Determines the number of subisomorphisms between the graph and another one\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
    "vertices and edges with the same color will be allowed to match each other.\n\n"
@@ -15191,7 +15194,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_subisomorphisms_vf2(other, color1=None, color2=None,\n"
    "  edge_color1=None, edge_color2=None, node_compat_fn=None,\n"
-   "  edge_compat_fn=None)\n\n"
+   "  edge_compat_fn=None)\n--\n\n"
    "Returns all subisomorphisms between the graph and another one\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
    "vertices and edges with the same color will be allowed to match each other.\n\n"
@@ -15226,7 +15229,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"subisomorphic_lad", (PyCFunction) igraphmodule_Graph_subisomorphic_lad,
    METH_VARARGS | METH_KEYWORDS,
    "subisomorphic_lad(other, domains=None, induced=False, time_limit=0, \n"
-   "  return_mapping=False)\n\n"
+   "  return_mapping=False)\n--\n\n"
    "Checks whether a subgraph of the graph is isomorphic to another graph.\n\n"
    "The optional C{domains} argument may be used to restrict vertices that\n"
    "may match each other. You can also specify whether you are interested\n"
@@ -15253,7 +15256,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"get_subisomorphisms_lad", (PyCFunction) igraphmodule_Graph_get_subisomorphisms_lad,
    METH_VARARGS | METH_KEYWORDS,
-   "get_subisomorphisms_lad(other, domains=None, induced=False, time_limit=0)\n\n"
+   "get_subisomorphisms_lad(other, domains=None, induced=False, time_limit=0)\n--\n\n"
    "Returns all subisomorphisms between the graph and another one using the LAD\n"
    "algorithm.\n\n"
    "The optional C{domains} argument may be used to restrict vertices that\n"
@@ -15276,14 +15279,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ////////////////////////
   {"attributes", (PyCFunction) igraphmodule_Graph_attributes,
    METH_NOARGS,
-   "attributes()\n\n" "@return: the attribute name list of the graph\n"},
+   "attributes() -> Sequence[str]\n--\n\n"
+   "@return: the attribute name list of the graph\n"},
   {"vertex_attributes", (PyCFunction) igraphmodule_Graph_vertex_attributes,
    METH_NOARGS,
-   "vertex_attributes()\n\n"
+   "vertex_attributes() -> Sequence[str]\n--\n\n"
    "@return: the attribute name list of the graph's vertices\n"},
   {"edge_attributes", (PyCFunction) igraphmodule_Graph_edge_attributes,
    METH_NOARGS,
-   "edge_attributes()\n\n"
+   "edge_attributes() -> Sequence[str]\n--\n\n"
    "@return: the attribute name list of the graph's edges\n"},
 
   ///////////////
@@ -15291,7 +15295,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ///////////////
   {"complementer", (PyCFunction) igraphmodule_Graph_complementer,
    METH_VARARGS | METH_KEYWORDS,
-   "complementer(loops=False)\n\n"
+   "complementer(loops=False)\n--\n\n"
    "Returns the complementer of the graph\n\n"
    "@param loops: whether to include loop edges in the complementer.\n"
    "@return: the complementer of the graph\n"},
@@ -15306,7 +15310,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   {"dominator", (PyCFunction) igraphmodule_Graph_dominator,
    METH_VARARGS | METH_KEYWORDS,
-   "dominator(vid, mode=)\n\n"
+   "dominator(vid, mode=)\n--\n\n"
    "Returns the dominator tree from the given root node"
    "@param vid: the root vertex ID\n"
    "@param mode: either L{IN} or L{OUT}\n"
@@ -15318,7 +15322,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*****************/
   {"maxflow_value", (PyCFunction) igraphmodule_Graph_maxflow_value,
    METH_VARARGS | METH_KEYWORDS,
-   "maxflow_value(source, target, capacity=None)\n\n"
+   "maxflow_value(source, target, capacity=None)\n--\n\n"
    "Returns the value of the maximum flow between the source and target vertices.\n\n"
    "@param source: the source vertex ID\n"
    "@param target: the target vertex ID\n"
@@ -15329,7 +15333,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"maxflow", (PyCFunction) igraphmodule_Graph_maxflow,
    METH_VARARGS | METH_KEYWORDS,
-   "maxflow(source, target, capacity=None)\n\n"
+   "maxflow(source, target, capacity=None)\n--\n\n"
    "Returns the maximum flow between the source and target vertices.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{Flow} object. It is advised\n"
@@ -15353,7 +15357,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   {"all_st_cuts", (PyCFunction) igraphmodule_Graph_all_st_cuts,
    METH_VARARGS | METH_KEYWORDS,
-   "all_st_cuts(source, target)\n\n"
+   "all_st_cuts(source, target)\n--\n\n"
    "Returns all the cuts between the source and target vertices in a\n"
    "directed graph.\n\n"
    "This function lists all edge-cuts between a source and a target vertex.\n"
@@ -15369,7 +15373,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"all_st_mincuts", (PyCFunction) igraphmodule_Graph_all_st_mincuts,
    METH_VARARGS | METH_KEYWORDS,
-   "all_st_mincuts(source, target)\n\n"
+   "all_st_mincuts(source, target)\n--\n\n"
    "Returns all minimum cuts between the source and target vertices in a\n"
    "directed graph.\n\n"
    "@param source: the source vertex ID\n"
@@ -15380,7 +15384,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"mincut_value", (PyCFunction) igraphmodule_Graph_mincut_value,
    METH_VARARGS | METH_KEYWORDS,
-   "mincut_value(source=-1, target=-1, capacity=None)\n\n"
+   "mincut_value(source=-1, target=-1, capacity=None)\n--\n\n"
    "Returns the minimum cut between the source and target vertices or within\n"
    "the whole graph.\n\n"
    "@param source: the source vertex ID. If negative, the calculation is\n"
@@ -15394,7 +15398,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"mincut", (PyCFunction) igraphmodule_Graph_mincut,
    METH_VARARGS | METH_KEYWORDS,
-   "mincut(source=None, target=None, capacity=None)\n\n"
+   "mincut(source=None, target=None, capacity=None)\n--\n\n"
    "Calculates the minimum cut between the source and target vertices or\n"
    "within the whole graph.\n\n"
    "The minimum cut is the minimum set of edges that needs to be removed\n"
@@ -15429,7 +15433,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"st_mincut", (PyCFunction) igraphmodule_Graph_st_mincut,
    METH_VARARGS | METH_KEYWORDS,
-   "st_mincut(source, target, capacity=None)\n\n"
+   "st_mincut(source, target, capacity=None)\n--\n\n"
    "Calculates the minimum cut between the source and target vertices in a\n"
    "graph.\n\n"
    "@param source: the source vertex ID\n"
@@ -15447,7 +15451,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"gomory_hu_tree", (PyCFunction) igraphmodule_Graph_gomory_hu_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "gomory_hu_tree(capacity=None)\n\n"
+   "gomory_hu_tree(capacity=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.gomory_hu_tree()\n\n"
   },
@@ -15457,7 +15461,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*********************/
   {"all_minimal_st_separators",
    (PyCFunction) igraphmodule_Graph_all_minimal_st_separators, METH_NOARGS,
-   "all_minimal_st_separators()\n\n"
+   "all_minimal_st_separators()\n--\n\n"
    "Returns a list containing all the minimal s-t separators of a graph.\n\n"
    "A minimal separator is a set of vertices whose removal disconnects the graph,\n"
    "while the removal of any subset of the set keeps the graph connected.\n\n"
@@ -15471,7 +15475,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"is_minimal_separator", (PyCFunction) igraphmodule_Graph_is_minimal_separator,
    METH_VARARGS | METH_KEYWORDS,
-   "is_minimal_separator(vertices)\n\n"
+   "is_minimal_separator(vertices)\n--\n\n"
    "Decides whether the given vertex set is a minimal separator.\n\n"
    "A minimal separator is a set of vertices whose removal disconnects the graph,\n"
    "while the removal of any subset of the set keeps the graph connected.\n\n"
@@ -15481,14 +15485,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"is_separator", (PyCFunction) igraphmodule_Graph_is_separator,
    METH_VARARGS | METH_KEYWORDS,
-   "is_separator(vertices)\n\n"
+   "is_separator(vertices)\n--\n\n"
    "Decides whether the removal of the given vertices disconnects the graph.\n\n"
    "@param vertices: a single vertex ID or a list of vertex IDs\n"
    "@return: C{True} is the given vertex set is a separator, C{False} if not.\n"},
 
   {"minimum_size_separators",
    (PyCFunction) igraphmodule_Graph_minimum_size_separators, METH_NOARGS,
-   "minimum_size_separators()\n\n"
+   "minimum_size_separators()\n--\n\n"
    "Returns a list containing all separator vertex sets of minimum size.\n\n"
    "A vertex set is a separator if its removal disconnects the graph. This method\n"
    "lists all the separators for which no smaller separator set exists in the\n"
@@ -15504,7 +15508,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*******************/
   {"cohesive_blocks", (PyCFunction) igraphmodule_Graph_cohesive_blocks,
    METH_NOARGS,
-   "cohesive_blocks()\n\n"
+   "cohesive_blocks()\n--\n\n"
    "Calculates the cohesive block structure of the graph.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{CohesiveBlocks} object.\n"
@@ -15516,7 +15520,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /********************************/
   {"cliques", (PyCFunction) igraphmodule_Graph_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "cliques(min=0, max=0)\n\n"
+   "cliques(min=0, max=0)\n--\n\n"
    "Returns some or all cliques of the graph as a list of tuples.\n\n"
    "A clique is a complete subgraph -- a set of vertices where an edge\n"
    "is present between any two of them (excluding loops)\n\n"
@@ -15526,7 +15530,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  negative, no upper bound will be used."},
   {"largest_cliques", (PyCFunction) igraphmodule_Graph_largest_cliques,
    METH_NOARGS,
-   "largest_cliques()\n\n"
+   "largest_cliques()\n--\n\n"
    "Returns the largest cliques of the graph as a list of tuples.\n\n"
    "Quite intuitively a clique is considered largest if there is no clique\n"
    "with more vertices in the whole graph. All largest cliques are maximal\n"
@@ -15535,7 +15539,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  L{maximal_cliques()} for the maximal cliques"},
   {"maximal_cliques", (PyCFunction) igraphmodule_Graph_maximal_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "maximal_cliques(min=0, max=0, file=None)\n\n"
+   "maximal_cliques(min=0, max=0, file=None)\n--\n\n"
    "Returns the maximal cliques of the graph as a list of tuples.\n\n"
    "A maximal clique is a clique which can't be extended by adding any other\n"
    "vertex to it. A maximal clique is not necessarily one of the largest\n"
@@ -15554,14 +15558,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@see: L{largest_cliques()} for the largest cliques."},
   {"clique_number", (PyCFunction) igraphmodule_Graph_clique_number,
    METH_NOARGS,
-   "clique_number()\n\n"
+   "clique_number() -> int\n--\n\n"
    "Returns the clique number of the graph.\n\n"
    "The clique number of the graph is the size of the largest clique.\n\n"
    "@see: L{largest_cliques()} for the largest cliques."},
   {"independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_independent_vertex_sets,
    METH_VARARGS | METH_KEYWORDS,
-   "independent_vertex_sets(min=0, max=0)\n\n"
+   "independent_vertex_sets(min=0, max=0)\n--\n\n"
    "Returns some or all independent vertex sets of the graph as a list of tuples.\n\n"
    "Two vertices are independent if there is no edge between them. Members\n"
    "of an independent vertex set are mutually independent.\n\n"
@@ -15572,7 +15576,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"largest_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_largest_independent_vertex_sets,
    METH_NOARGS,
-   "largest_independent_vertex_sets()\n\n"
+   "largest_independent_vertex_sets()\n--\n\n"
    "Returns the largest independent vertex sets of the graph as a list of tuples.\n\n"
    "Quite intuitively an independent vertex set is considered largest if\n"
    "there is no other set with more vertices in the whole graph. All largest\n"
@@ -15584,7 +15588,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"maximal_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_maximal_independent_vertex_sets,
    METH_NOARGS,
-   "maximal_independent_vertex_sets()\n\n"
+   "maximal_independent_vertex_sets()\n--\n\n"
    "Returns the maximal independent vertex sets of the graph as a list of tuples.\n\n"
    "A maximal independent vertex set is an independent vertex set\n"
    "which can't be extended by adding any other vertex to it. A maximal\n"
@@ -15599,7 +15603,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"independence_number",
    (PyCFunction) igraphmodule_Graph_independence_number,
    METH_NOARGS,
-   "independence_number()\n\n"
+   "independence_number() -> int\n--\n\n"
    "Returns the independence number of the graph.\n\n"
    "The independence number of the graph is the size of the largest\n"
    "independent vertex set.\n\n"
@@ -15611,7 +15615,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*********************************/
   {"modularity", (PyCFunction) igraphmodule_Graph_modularity,
    METH_VARARGS | METH_KEYWORDS,
-   "modularity(membership, weights=None, resolution=1, directed=True)\n\n"
+   "modularity(membership, weights=None, resolution=1, directed=True) -> float\n--\n\n"
    "Calculates the modularity of the graph with respect to some vertex types.\n\n"
    "The modularity of a graph w.r.t. some division measures how good the\n"
    "division is, or how separated are the different vertex types from each\n"
@@ -15649,7 +15653,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"coreness", (PyCFunction) igraphmodule_Graph_coreness,
    METH_VARARGS | METH_KEYWORDS,
-   "coreness(mode=ALL)\n\n"
+   "coreness(mode=ALL) -> Sequence[int]\n--\n\n"
    "Finds the coreness (shell index) of the vertices of the network.\n\n"
    "The M{k}-core of a graph is a maximal subgraph in which each vertex\n"
    "has at least degree k. (Degree here means the degree in the\n"
@@ -15665,7 +15669,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_fastgreedy",
    (PyCFunction) igraphmodule_Graph_community_fastgreedy,
    METH_VARARGS | METH_KEYWORDS,
-   "community_fastgreedy(weights=None)\n\n"
+   "community_fastgreedy(weights=None)\n--\n\n"
    "Finds the community structure of the graph according to the algorithm of\n"
    "Clauset et al based on the greedy optimization of modularity.\n\n"
    "This is a bottom-up algorithm: initially every vertex belongs to a separate\n"
@@ -15688,7 +15692,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_infomap",
    (PyCFunction) igraphmodule_Graph_community_infomap,
    METH_VARARGS | METH_KEYWORDS,
-   "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n\n"
+   "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n--\n\n"
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
@@ -15711,7 +15715,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_label_propagation",
    (PyCFunction) igraphmodule_Graph_community_label_propagation,
    METH_VARARGS | METH_KEYWORDS,
-   "community_label_propagation(weights=None, initial=None, fixed=None)\n\n"
+   "community_label_propagation(weights=None, initial=None, fixed=None)\n--\n\n"
    "Finds the community structure of the graph according to the label\n"
    "propagation method of Raghavan et al.\n\n"
    "Initially, each vertex is assigned a different label. After that,\n"
@@ -15744,7 +15748,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"community_leading_eigenvector", (PyCFunction) igraphmodule_Graph_community_leading_eigenvector,
    METH_VARARGS | METH_KEYWORDS,
-   "community_leading_eigenvector(n=-1, arpack_options=None, weights=None)\n\n"
+   "community_leading_eigenvector(n=-1, arpack_options=None, weights=None)\n--\n\n"
    "A proper implementation of Newman's eigenvector community structure\n"
    "detection. Each split is done by maximizing the modularity regarding\n"
    "the original network. See the reference for details.\n\n"
@@ -15768,7 +15772,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_multilevel",
    (PyCFunction) igraphmodule_Graph_community_multilevel,
    METH_VARARGS | METH_KEYWORDS,
-   "community_multilevel(weights=None, return_levels=True, resolution=1)\n\n"
+   "community_multilevel(weights=None, return_levels=True, resolution=1)\n--\n\n"
    "Finds the community structure of the graph according to the multilevel\n"
    "algorithm of Blondel et al. This is a bottom-up algorithm: initially\n"
    "every vertex belongs to a separate community, and vertices are moved\n"
@@ -15804,7 +15808,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_edge_betweenness",
   (PyCFunction)igraphmodule_Graph_community_edge_betweenness,
   METH_VARARGS | METH_KEYWORDS,
-  "community_edge_betweenness(directed=True, weights=None)\n\n"
+  "community_edge_betweenness(directed=True, weights=None)\n--\n\n"
   "Community structure detection based on the betweenness of the edges in\n"
   "the network. This algorithm was invented by M Girvan and MEJ Newman,\n"
   "see: M Girvan and MEJ Newman: Community structure in social and biological\n"
@@ -15826,7 +15830,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_optimal_modularity",
    (PyCFunction) igraphmodule_Graph_community_optimal_modularity,
    METH_VARARGS | METH_KEYWORDS,
-   "community_optimal_modularity(weights=None)\n\n"
+   "community_optimal_modularity(weights=None)\n--\n\n"
    "Calculates the optimal modularity score of the graph and the\n"
    "corresponding community structure.\n\n"
    "This function uses the GNU Linear Programming Kit to solve a large\n"
@@ -15845,7 +15849,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "community_spinglass(weights=None, spins=25, parupdate=False, "
    "start_temp=1, stop_temp=0.01, cool_fact=0.99, update_rule=\"config\", "
-   "gamma=1, implementation=\"orig\", lambda=1)\n\n"
+   "gamma=1, implementation=\"orig\", lambda=1)\n--\n\n"
    "Finds the community structure of the graph according to the spinglass\n"
    "community detection method of Reichardt & Bornholdt.\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
@@ -15883,35 +15887,35 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_leiden",
    (PyCFunction) igraphmodule_Graph_community_leiden,
    METH_VARARGS | METH_KEYWORDS,
-   "community_leiden(edge_weights=None, node_weights=None, \n"
-   "     resolution_parameter=1.0, normalize_resolution=False, beta=0.01, \n"
-   "     initial_membership=None, n_iterations=2)\n\n"
-   "     Finds the community structure of the graph using the\n"
-   "     Leiden algorithm of Traag, van Eck & Waltman \n\n"
-   "     @param edge_weights: edge weights to be used. Can be a sequence or\n"
-   "       iterable or even an edge attribute name.\n"
-   "     @param node_weights: the node weights used in the Leiden algorithm.\n"
-   "     @param resolution_parameter: the resolution parameter to use.\n"
-   "       Higher resolutions lead to more smaller communities, while \n"
-   "       lower resolutions lead to fewer larger communities.\n"
-   "     @param normalize_resolution: if set to true, the resolution parameter\n"
-   "       will be divided by the sum of the node weights. If this is not\n"
-   "       supplied, it will default to the node degree, or weighted degree\n"
-   "       in case edge_weights are supplied.\n"
-   "     @param node_weights: the node weights used in the Leiden algorithm.\n"
-   "     @param beta: parameter affecting the randomness in the Leiden \n"
-   "       algorithm. This affects only the refinement step of the algorithm.\n"
-   "     @param initial_membership: if provided, the Leiden algorithm\n"
-   "       will try to improve this provided membership. If no argument is\n"
-   "       provided, the aglorithm simply starts from the singleton partition.\n"
-   "     @param n_iterations: the number of iterations to iterate the Leiden\n"
-   "       algorithm. Each iteration may improve the partition further.\n"
-   "     @return: the community membership vector.\n"
+   "community_leiden(edge_weights=None, node_weights=None, "
+   "resolution_parameter=1.0, normalize_resolution=False, beta=0.01, "
+   "initial_membership=None, n_iterations=2)\n--\n\n"
+   "Finds the community structure of the graph using the Leiden algorithm of\n"
+   "Traag, van Eck & Waltman.\n\n"
+   "@param edge_weights: edge weights to be used. Can be a sequence or\n"
+   "  iterable or even an edge attribute name.\n"
+   "@param node_weights: the node weights used in the Leiden algorithm.\n"
+   "@param resolution_parameter: the resolution parameter to use.\n"
+   "  Higher resolutions lead to more smaller communities, while \n"
+   "  lower resolutions lead to fewer larger communities.\n"
+   "@param normalize_resolution: if set to true, the resolution parameter\n"
+   "  will be divided by the sum of the node weights. If this is not\n"
+   "  supplied, it will default to the node degree, or weighted degree\n"
+   "  in case edge_weights are supplied.\n"
+   "@param node_weights: the node weights used in the Leiden algorithm.\n"
+   "@param beta: parameter affecting the randomness in the Leiden \n"
+   "  algorithm. This affects only the refinement step of the algorithm.\n"
+   "@param initial_membership: if provided, the Leiden algorithm\n"
+   "  will try to improve this provided membership. If no argument is\n"
+   "  provided, the aglorithm simply starts from the singleton partition.\n"
+   "@param n_iterations: the number of iterations to iterate the Leiden\n"
+   "  algorithm. Each iteration may improve the partition further.\n"
+   "@return: the community membership vector.\n"
   },
   {"community_walktrap",
    (PyCFunction) igraphmodule_Graph_community_walktrap,
    METH_VARARGS | METH_KEYWORDS,
-   "community_walktrap(weights=None, steps=None)\n\n"
+   "community_walktrap(weights=None, steps=None)\n--\n\n"
    "Finds the community structure of the graph according to the random walk\n"
    "method of Latapy & Pons.\n\n"
    "The basic idea of the algorithm is that short random walks tend to stay\n"
@@ -15934,18 +15938,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*************/
   {"_is_matching", (PyCFunction)igraphmodule_Graph_is_matching,
    METH_VARARGS | METH_KEYWORDS,
-   "_is_matching(matching, types=None)\n\n"
+   "_is_matching(matching, types=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
   },
   {"_is_maximal_matching", (PyCFunction)igraphmodule_Graph_is_maximal_matching,
    METH_VARARGS | METH_KEYWORDS,
-   "_is_maximal_matching(matching, types=None)\n\n"
+   "_is_maximal_matching(matching, types=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "Use L{Matching.is_maximal} instead.\n"
   },
   {"_maximum_bipartite_matching", (PyCFunction)igraphmodule_Graph_maximum_bipartite_matching,
    METH_VARARGS | METH_KEYWORDS,
-   "_maximum_bipartite_matching(types, weights=None)\n\n"
+   "_maximum_bipartite_matching(types, weights=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: L{Graph.maximum_bipartite_matching}\n"
   },
@@ -15955,7 +15959,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /****************/
   {"random_walk", (PyCFunction)igraphmodule_Graph_random_walk,
    METH_VARARGS | METH_KEYWORDS,
-   "random_walk(start, steps, mode=\"out\", stuck=\"return\")\n\n"
+   "random_walk(start, steps, mode=\"out\", stuck=\"return\")\n--\n\n"
    "Performs a random walk of a given length from a given node.\n\n"
    "@param start: the starting vertex of the walk\n"
    "@param steps: the number of steps that the random walk should take\n"
@@ -15986,7 +15990,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"__graph_as_cobject",
    (PyCFunction) igraphmodule_Graph___graph_as_cobject__,
    METH_VARARGS | METH_KEYWORDS,
-   "__graph_as_cobject()\n\n"
+   "__graph_as_cobject()\n--\n\n"
    "Returns the igraph graph encapsulated by the Python object as\n"
    "a PyCObject\n\n."
    "A PyCObject is practically a regular C pointer, wrapped in a\n"
@@ -15998,7 +16002,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,
-   "_raw_pointer()\n\n"
+   "_raw_pointer() -> int\n--\n\n"
    "Returns the memory address of the igraph graph encapsulated by the Python\n"
    "object as an ordinary Python integer.\n\n"
    "This function should not be used directly by igraph users, it is useful\n"
@@ -16008,7 +16012,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"__register_destructor",
    (PyCFunction) igraphmodule_Graph___register_destructor__,
    METH_VARARGS | METH_KEYWORDS,
-   "__register_destructor(destructor)\n\n"
+   "__register_destructor(destructor) -> None\n--\n\n"
    "Registers a destructor to be called when the object is freed by\n"
    "Python. This function should not be used directly by igraph users."},
 
@@ -16090,7 +16094,7 @@ PyNumberMethods igraphmodule_Graph_as_number = {
  */
 PyTypeObject igraphmodule_GraphType = {
   PyVarObject_HEAD_INIT(0, 0)
-  "igraph.Graph",               /* tp_name */
+  "igraph._igraph.GraphBase",   /* tp_name */
   sizeof(igraphmodule_GraphObject), /* tp_basicsize */
   0,                            /* tp_itemsize */
   (destructor) igraphmodule_Graph_dealloc,  /* tp_dealloc */
@@ -16117,9 +16121,6 @@ PyTypeObject igraphmodule_GraphType = {
   Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC,  /* tp_flags */
   "Low-level representation of a graph.\n\n"
   "Don't use it directly, use L{igraph.Graph} instead.\n\n"
-  "@undocumented: _Bipartite, _Full_Bipartite, _GRG, _Incidence, _is_matching,\n"
-  "  _is_maximal_matching, _layout_sugiyama, _maximum_bipartite_matching,\n"
-  "  _spanning_tree\n"
   "@deffield ref: Reference",  /* tp_doc */
   (traverseproc) igraphmodule_Graph_traverse, /* tp_traverse */
   (inquiry) igraphmodule_Graph_clear, /* tp_clear */
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 86cae3747..51091ccc5 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -606,19 +606,19 @@ static PyMethodDef igraphmodule_methods[] =
 {
   {"community_to_membership", (PyCFunction)igraphmodule_community_to_membership,
     METH_VARARGS | METH_KEYWORDS,
-    "community_to_membership(merges, nodes, steps, return_csize=False)"
+    "community_to_membership(merges, nodes, steps, return_csize=False)\n--\n\n"
   },
   {"_compare_communities", (PyCFunction)igraphmodule_compare_communities,
     METH_VARARGS | METH_KEYWORDS,
-    "_compare_communities(comm1, comm2, method=\"vi\")"
+    "_compare_communities(comm1, comm2, method=\"vi\")\n--\n\n"
   },
   {"_power_law_fit", (PyCFunction)igraphmodule_power_law_fit,
     METH_VARARGS | METH_KEYWORDS,
-    "_power_law_fit(data, xmin=-1, force_continuous=False)"
+    "_power_law_fit(data, xmin=-1, force_continuous=False)\n--\n\n"
   },
   {"convex_hull", (PyCFunction)igraphmodule_convex_hull,
     METH_VARARGS | METH_KEYWORDS,
-    "convex_hull(vs, coords=False)\n\n"
+    "convex_hull(vs, coords=False)\n--\n\n"
     "Calculates the convex hull of a given point set.\n\n"
     "@param vs: the point set as a list of lists\n"
     "@param coords: if C{True}, the function returns the\n"
@@ -630,7 +630,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_degree_sequence", (PyCFunction)igraphmodule_is_degree_sequence,
     METH_VARARGS | METH_KEYWORDS,
-    "is_degree_sequence(out_deg, in_deg=None)\n\n"
+    "is_degree_sequence(out_deg, in_deg=None)\n--\n\n"
     "Deprecated since 0.9 in favour of L{is_graphical()}.\n\n"
     "Returns whether a list of degrees can be a degree sequence of some graph.\n\n"
     "Note that it is not required for the graph to be simple; in other words,\n"
@@ -650,7 +650,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,
-    "is_graphical(out_deg, in_deg=None, loops=False, multiple=False)\n\n"
+    "is_graphical(out_deg, in_deg=None, loops=False, multiple=False)\n--\n\n"
     "Returns whether a list of degrees can be a degree sequence of some graph,\n"
     "with or without multiple and loop edges, depending on the allowed edge types\n"
     "in the remaining arguments.\n\n"
@@ -665,7 +665,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_graphical_degree_sequence", (PyCFunction)igraphmodule_is_graphical_degree_sequence,
     METH_VARARGS | METH_KEYWORDS,
-    "is_graphical_degree_sequence(out_deg, in_deg=None)\n\n"
+    "is_graphical_degree_sequence(out_deg, in_deg=None)\n--\n\n"
     "Deprecated since 0.9 in favour of L{is_graphical()}.\n\n"
     "Returns whether a list of degrees can be a degree sequence of some simple graph.\n\n"
     "Note that it is required for the graph to be simple; in other words,\n"
@@ -679,7 +679,7 @@ static PyMethodDef igraphmodule_methods[] =
     "  degree sequence, C{False} otherwise.\n"
   },
   {"set_progress_handler", igraphmodule_set_progress_handler, METH_O,
-      "set_progress_handler(handler)\n\n"
+      "set_progress_handler(handler)\n--\n\n"
       "Sets the handler to be called when igraph is performing a long operation.\n"
       "@param handler: the progress handler function. It must accept two\n"
       "  arguments, the first is the message informing the user about\n"
@@ -687,7 +687,7 @@ static PyMethodDef igraphmodule_methods[] =
       "  progress information (a percentage).\n"
   },
   {"set_random_number_generator", igraph_rng_Python_set_generator, METH_O,
-      "set_random_number_generator(generator)\n\n"
+      "set_random_number_generator(generator)\n--\n\n"
       "Sets the random number generator used by igraph.\n"
       "@param generator: the generator to be used. It must be a Python object\n"
       "  with at least three attributes: C{random}, C{randint} and C{gauss}.\n"
@@ -701,7 +701,7 @@ static PyMethodDef igraphmodule_methods[] =
       "  for random numbers, but you cannot set its seed or save its state.\n"
   },
   {"set_status_handler", igraphmodule_set_status_handler, METH_O,
-      "set_status_handler(handler)\n\n"
+      "set_status_handler(handler)\n--\n\n"
       "Sets the handler to be called when igraph tries to display a status\n"
       "message.\n\n"
       "This is used to communicate the progress of some calculations where\n"
@@ -713,28 +713,26 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"_split_join_distance", (PyCFunction)igraphmodule_split_join_distance,
     METH_VARARGS | METH_KEYWORDS,
-    "_split_join_distance(comm1, comm2)"
+    "_split_join_distance(comm1, comm2)\n--\n\n"
   },
   {"_disjoint_union", (PyCFunction)igraphmodule__disjoint_union,
     METH_VARARGS | METH_KEYWORDS,
-    "_disjoint_union(graphs)"
+    "_disjoint_union(graphs)\n--\n\n"
   },
   {"_union", (PyCFunction)igraphmodule__union,
     METH_VARARGS | METH_KEYWORDS,
-    "_union(graphs, edgemaps)"
+    "_union(graphs, edgemaps)\n--\n\n"
   },
   {"_intersection", (PyCFunction)igraphmodule__intersection,
     METH_VARARGS | METH_KEYWORDS,
-    "_intersection(graphs, edgemaps)"
+    "_intersection(graphs, edgemaps)\n--\n\n"
   },
   {NULL, NULL, 0, NULL}
 };
 
 #define MODULE_DOCS \
   "Low-level Python interface for the igraph library. " \
-  "Should not be used directly.\n\n"                    \
-  "@undocumented: community_to_membership, _compare_communities, _power_law_fit, " \
-  "_split_join_distance, _union, _intersection, _disjoint_union"
+  "Should not be used directly.\n"
 
 /**
  * Module definition table (only for Python 3.x)
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 834541834..138a225b1 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -750,17 +750,17 @@ GRAPH_PROXY_METHOD_PP(successors, "successors", _convert_to_vertex_list);
 PyMethodDef igraphmodule_Vertex_methods[] = {
   {"attributes", (PyCFunction)igraphmodule_Vertex_attributes,
     METH_NOARGS,
-    "attributes() -> dict\n\n"
+    "attributes() -> dict\n--\n\n"
     "Returns a dict of attribute names and values for the vertex\n"
   },
   {"attribute_names", (PyCFunction)igraphmodule_Vertex_attribute_names,
     METH_NOARGS,
-    "attribute_names() -> list\n\n"
+    "attribute_names() -> list\n--\n\n"
     "Returns the list of vertex attribute names\n"
   },
   {"update_attributes", (PyCFunction)igraphmodule_Vertex_update_attributes,
     METH_VARARGS | METH_KEYWORDS,
-    "update_attributes(E, **F) -> None\n\n"
+    "update_attributes(E, **F) -> None\n--\n\n"
     "Updates the attributes of the vertex from dict/iterable E and F.\n\n"
     "If E has a C{keys()} method, it does: C{for k in E: self[k] = E[k]}.\n"
     "If E lacks a C{keys()} method, it does: C{for (k, v) in E: self[k] = v}.\n"
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 533366e37..88e476e7d 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -899,17 +899,17 @@ PyObject* igraphmodule_VertexSeq__reindex_names(igraphmodule_VertexSeqObject* se
 PyMethodDef igraphmodule_VertexSeq_methods[] = {
   {"attribute_names", (PyCFunction)igraphmodule_VertexSeq_attribute_names,
    METH_NOARGS,
-   "attribute_names() -> list\n\n"
+   "attribute_names() -> list\n--\n\n"
    "Returns the attribute name list of the graph's vertices\n"
   },
   {"find", (PyCFunction)igraphmodule_VertexSeq_find,
    METH_VARARGS,
-   "find(condition) -> Vertex\n\n"
+   "find(condition) -> Vertex\n--\n\n"
    "For internal use only.\n"
   },
   {"get_attribute_values", (PyCFunction)igraphmodule_VertexSeq_get_attribute_values,
    METH_O,
-   "get_attribute_values(attrname) -> list\n"
+   "get_attribute_values(attrname) -> list\n--\n\n"
    "Returns the value of a given vertex attribute for all vertices in a list.\n\n"
    "The values stored in the list are exactly the same objects that are stored\n"
    "in the vertex attribute, meaning that in the case of mutable objects,\n"
@@ -920,17 +920,18 @@ PyMethodDef igraphmodule_VertexSeq_methods[] = {
   },
   {"set_attribute_values", (PyCFunction)igraphmodule_VertexSeq_set_attribute_values,
    METH_VARARGS | METH_KEYWORDS,
-   "set_attribute_values(attrname, values) -> list\n"
+   "set_attribute_values(attrname, values) -> list\n--\n\n"
    "Sets the value of a given vertex attribute for all vertices\n\n"
    "@param attrname: the name of the attribute\n"
    "@param values: the new attribute values in a list\n"
   },
   {"select", (PyCFunction)igraphmodule_VertexSeq_select,
    METH_VARARGS,
-   "select(...) -> VertexSeq\n\n"
+   "select(...) -> VertexSeq\n--\n\n"
    "For internal use only.\n"
   },
   {"_reindex_names", (PyCFunction)igraphmodule_VertexSeq__reindex_names, METH_NOARGS,
+   "_reindex_names() -> None\n--\n\n"
    "Re-creates the dictionary that maps vertex names to IDs.\n\n"
    "For internal use only.\n"
   },
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 9d10f92c0..37a45534c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2,9 +2,6 @@
 # -*- coding: utf-8 -*-
 """
 IGraph library.
-
-@undocumented: deprecated, _graphmethod, _add_proxy_methods, _layout_method_wrapper,
-               _3d_version_for
 """
 
 
@@ -163,7 +160,7 @@ class Graph(GraphBase):
     """Generic graph.
 
     This class is built on top of L{GraphBase}, so the order of the
-    methods in the Epydoc documentation is a little bit obscure:
+    methods in the generated API documentation is a little bit obscure:
     inherited methods come after the ones implemented directly in the
     subclass. L{Graph} provides many functions that L{GraphBase} does not,
     mostly because these functions are not speed critical and they were
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 4217f3dce..f1b57e345 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -73,8 +73,6 @@ class Clustering(object):
       >>> cluster_list = list(cl)
       >>> print(cluster_list)
       [[0, 1, 2, 3], [4, 5, 6], [7, 8, 9, 10]]
-
-    @undocumented: _formatted_cluster_iterator
     """
 
     def __init__(self, membership, params=None):
@@ -226,8 +224,6 @@ class VertexClustering(Clustering):
     @note: since this class is linked to a L{Graph}, destroying the graph by the
       C{del} operator does not free the memory occupied by the graph if there
       exists a L{VertexClustering} that references the L{Graph}.
-
-    @undocumented: _formatted_cluster_iterator
     """
 
     # Allow None to be passed to __plot__ as the "palette" keyword argument
@@ -567,8 +563,6 @@ class Dendrogram(object):
       3 -+   |
          |   |
       4 -+---+---
-
-    @undocumented: _item_box_size, _plot_item, _traverse_inorder
     """
 
     def __init__(self, merges):
@@ -1119,8 +1113,6 @@ class Cover(object):
       >>> cover = Cover(clustering)
       >>> list(clustering) == list(cover)
       True
-
-    @undocumented: _formatted_cluster_iterator
     """
 
     def __init__(self, clusters, n=0):
@@ -1247,8 +1239,6 @@ class VertexCover(Cover):
     @note: since this class is linked to a L{Graph}, destroying the graph by the
       C{del} operator does not free the memory occupied by the graph if there
       exists a L{VertexCover} that references the L{Graph}.
-
-    @undocumented: _formatted_cluster_iterator
     """
 
     def __init__(self, graph, clusters=None):

From 3654508b83c5e20eb06bc30ddeee9687e4c03836 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 02:01:34 +0100
Subject: [PATCH 0195/1681] fix: removed py2compat.h and other Python 2.x
 compatibility hacks

---
 src/_igraph/arpackobject.c    |  45 +++++----
 src/_igraph/attributes.c      |  87 ++++------------
 src/_igraph/bfsiter.c         |   7 +-
 src/_igraph/convert.c         | 154 ++++++++++-------------------
 src/_igraph/dfsiter.c         |   7 +-
 src/_igraph/edgeobject.c      |  36 ++-----
 src/_igraph/edgeobject.h      |   3 +-
 src/_igraph/edgeseqobject.c   |  17 ++--
 src/_igraph/filehandle.c      | 180 +---------------------------------
 src/_igraph/graphobject.c     |  97 +++++-------------
 src/_igraph/igraphmodule.c    |  30 +-----
 src/_igraph/indexing.c        |   9 +-
 src/_igraph/py2compat.c       | 146 ---------------------------
 src/_igraph/py2compat.h       |  94 ------------------
 src/_igraph/pyhelpers.c       |  87 +++++++++++++---
 src/_igraph/pyhelpers.h       |   8 ++
 src/_igraph/random.c          |   3 +-
 src/_igraph/vertexobject.c    |  37 ++-----
 src/_igraph/vertexobject.h    |   3 +-
 src/_igraph/vertexseqobject.c |  19 ++--
 20 files changed, 258 insertions(+), 811 deletions(-)
 delete mode 100644 src/_igraph/py2compat.c
 delete mode 100644 src/_igraph/py2compat.h

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 96eefa340..918a2f697 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -23,7 +23,6 @@
 #include "arpackobject.h"
 #include "graphobject.h"
 #include "error.h"
-#include "py2compat.h"
 
 PyObject* igraphmodule_arpack_options_default;
 
@@ -70,45 +69,45 @@ PyObject* igraphmodule_ARPACKOptions_getattr(
 
   if (strcmp(attrname, "bmat") == 0) {
     char buf[2] = { self->params_out.bmat[0], 0 };
-    result=PyString_FromString(buf);
+    result=PyUnicode_FromString(buf);
   } else if (strcmp(attrname, "n") == 0) {
-    result=PyInt_FromLong(self->params_out.n);
+    result=PyLong_FromLong(self->params_out.n);
   } else if (strcmp(attrname, "which") == 0) {
     char buf[3] = { self->params.which[0], self->params.which[1], 0 };
-    result=PyString_FromString(buf);
+    result=PyUnicode_FromString(buf);
   } else if (strcmp(attrname, "nev") == 0) {
-    result=PyInt_FromLong(self->params.nev);
+    result=PyLong_FromLong(self->params.nev);
   } else if (strcmp(attrname, "tol") == 0) {
     result=PyFloat_FromDouble((double)self->params.tol);
   } else if (strcmp(attrname, "ncv") == 0) {
-    result=PyInt_FromLong(self->params.ncv);
+    result=PyLong_FromLong(self->params.ncv);
   } else if (strcmp(attrname, "ldv") == 0) {
-    result=PyInt_FromLong(self->params.ldv);
+    result=PyLong_FromLong(self->params.ldv);
   } else if (strcmp(attrname, "ishift") == 0) {
-    result=PyInt_FromLong(self->params.ishift);
+    result=PyLong_FromLong(self->params.ishift);
   } else if (strcmp(attrname, "maxiter") == 0 ||
 		     strcmp(attrname, "mxiter") == 0) {
-    result=PyInt_FromLong(self->params.mxiter);
+    result=PyLong_FromLong(self->params.mxiter);
   } else if (strcmp(attrname, "nb") == 0) {
-    result=PyInt_FromLong(self->params.nb);
+    result=PyLong_FromLong(self->params.nb);
   } else if (strcmp(attrname, "mode") == 0) {
-    result=PyInt_FromLong(self->params.mode);
+    result=PyLong_FromLong(self->params.mode);
   } else if (strcmp(attrname, "start") == 0) {
-    result=PyInt_FromLong(self->params.start);
+    result=PyLong_FromLong(self->params.start);
   } else if (strcmp(attrname, "sigma") == 0) {
     result=PyFloat_FromDouble((double)self->params.sigma);
   } else if (strcmp(attrname, "info") == 0) {
-    result=PyInt_FromLong(self->params_out.info);
+    result=PyLong_FromLong(self->params_out.info);
   } else if (strcmp(attrname, "iter") == 0) {
-    result=PyInt_FromLong(self->params_out.iparam[2]);
+    result=PyLong_FromLong(self->params_out.iparam[2]);
   } else if (strcmp(attrname, "nconv") == 0) {
-    result=PyInt_FromLong(self->params_out.iparam[4]);
+    result=PyLong_FromLong(self->params_out.iparam[4]);
   } else if (strcmp(attrname, "numop") == 0) {
-    result=PyInt_FromLong(self->params_out.iparam[8]);
+    result=PyLong_FromLong(self->params_out.iparam[8]);
   } else if (strcmp(attrname, "numopb") == 0) {
-    result=PyInt_FromLong(self->params_out.iparam[9]);
+    result=PyLong_FromLong(self->params_out.iparam[9]);
   } else if (strcmp(attrname, "numreo") == 0) {
-    result=PyInt_FromLong(self->params_out.iparam[10]);
+    result=PyLong_FromLong(self->params_out.iparam[10]);
   } else {
     PyErr_SetString(PyExc_AttributeError, attrname);
   }
@@ -127,8 +126,8 @@ int igraphmodule_ARPACKOptions_setattr(
   }
   if (strcmp(attrname, "maxiter") == 0 ||
       strcmp(attrname, "mxiter") == 0) {
-    if (PyInt_Check(value)) {
-      long int n=PyInt_AsLong(value);
+    if (PyLong_Check(value)) {
+      long int n=PyLong_AsLong(value);
       if (n>0)
           self->params.mxiter=(igraph_integer_t)n;
       else {
@@ -140,8 +139,8 @@ int igraphmodule_ARPACKOptions_setattr(
       return -1;
     }
   } else if (strcmp(attrname, "tol") == 0) {
-    if (PyInt_Check(value)) {
-      self->params.tol = (igraph_real_t) PyInt_AsLong(value);
+    if (PyLong_Check(value)) {
+      self->params.tol = (igraph_real_t) PyLong_AsLong(value);
     } else if (PyFloat_Check(value)) {
       self->params.tol = (igraph_real_t) PyFloat_AsDouble(value);
     } else {
@@ -180,7 +179,7 @@ PyObject* igraphmodule_ARPACKOptions_str(
   igraphmodule_ARPACKOptionsObject *self) {
   PyObject *s;
   
-  s=PyString_FromFormat("ARPACK parameters");
+  s=PyUnicode_FromFormat("ARPACK parameters");
   return s;
 }
 
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 4090bc04f..8a8cf79a5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -24,7 +24,6 @@
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 
 int igraphmodule_i_attribute_struct_init(igraphmodule_i_attribute_struct *attrs) {
@@ -76,7 +75,7 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
   n = PyList_Size(name_list) - 1;
   while (n >= 0) {
     key = PyList_GET_ITEM(name_list, n);    /* we don't own a reference to key */
-    value = PyInt_FromLong(n);              /* we do own a reference to value */
+    value = PyLong_FromLong(n);              /* we do own a reference to value */
     if (value == 0)
       return 1;
 
@@ -88,10 +87,7 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
           PyExc_RuntimeError,
           "error while indexing vertex names; did you accidentally try to "
           "use a non-hashable object as a vertex name earlier?"
-#ifdef IGRAPH_PYTHON3
-          /* %R is not supported in Python 2.x */
           " Check the name of vertex %R (%R)", value, key
-#endif
         );
       }
 
@@ -126,33 +122,13 @@ void igraphmodule_index_vertex_names(igraph_t *graph, igraph_bool_t force) {
 }
 
 int igraphmodule_PyObject_matches_attribute_record(PyObject* object, igraph_attribute_record_t* record) {
-#ifndef IGRAPH_PYTHON3
-  int result;
-#endif
-
   if (record == 0) {
     return 0;
   }
 
-  if (PyString_Check(object)) {
-    return PyString_IsEqualToASCIIString(object, record->name);
-  }
-
-#ifndef IGRAPH_PYTHON3
-  /* On Python 2.x, we need to handle Unicode strings as well because
-   * the user might use 'from __future__ import unicode_literals', which
-   * would turn some igraph attribute names into Unicode strings */
   if (PyUnicode_Check(object)) {
-    PyObject* ascii = PyUnicode_AsASCIIString(object);
-    if (ascii == 0) {
-      return 0;
-    }
-
-    result = PyString_IsEqualToASCIIString(ascii, record->name);
-    Py_DECREF(ascii);
-    return result;
+    return PyUnicode_IsEqualToASCIIString(object, record->name);
   }
-#endif
 
   return 0;
 }
@@ -170,21 +146,11 @@ int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_inte
   }
 
   if (o_vid == NULL) {
-#ifdef IGRAPH_PYTHON3
     PyErr_Format(PyExc_ValueError, "no such vertex: %R", o);
-#else
-    PyObject* s = PyObject_Repr(o);
-    if (s) {
-      PyErr_Format(PyExc_ValueError, "no such vertex: %s", PyString_AS_STRING(s));
-      Py_DECREF(s);
-    } else {
-      PyErr_Format(PyExc_ValueError, "no such vertex: %p", o);
-    }
-#endif
     return 1;
   }
 
-  if (!PyInt_Check(o_vid)) {
+  if (!PyLong_Check(o_vid)) {
     PyErr_SetString(PyExc_ValueError, "non-numeric vertex ID assigned to vertex name. This is most likely a bug.");
     return 1;
   }
@@ -350,9 +316,9 @@ static int igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *a
       case IGRAPH_ATTRIBUTE_STRING:
         igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0, &s);
         if (s == 0)
-          value=PyString_FromString("");
+          value=PyUnicode_FromString("");
         else
-          value=PyString_FromString(s);
+          value=PyUnicode_FromString(s);
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
         value=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
@@ -498,7 +464,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, i
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyString_FromString(s);
+          o=PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
           o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
@@ -557,7 +523,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, i
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyString_FromString(s);
+          o=PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
           o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
@@ -679,7 +645,7 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyString_FromString(s);
+          o=PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
           o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
@@ -740,7 +706,7 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyString_FromString(s);
+          o=PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
           o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
@@ -888,11 +854,7 @@ static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
   PyObject* func = 0;
 
   if (builtin_module_dict == 0) {
-#ifdef IGRAPH_PYTHON3
     PyObject* builtin_module = PyImport_ImportModule("builtins");
-#else
-    PyObject* builtin_module = PyImport_ImportModule("__builtin__");
-#endif
     if (builtin_module == 0)
       return 0;
     builtin_module_dict = PyModule_GetDict(builtin_module);
@@ -1205,9 +1167,9 @@ static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   /* Collect what to do for each attribute in the source dict */
   pos = 0; i = 0;
   while (PyDict_Next(dict, &pos, &key, &value)) {
-    todo[i].name = PyString_CopyAsString(key);
+    todo[i].name = PyUnicode_CopyAsString(key);
     if (todo[i].name == 0)
-      IGRAPH_ERROR("PyString_CopyAsString failed", IGRAPH_FAILURE);
+      IGRAPH_ERROR("PyUnicode_CopyAsString failed", IGRAPH_FAILURE);
     igraph_attribute_combination_query(comb, todo[i].name,
         &todo[i].type, &todo[i].func);
     i++;
@@ -1222,7 +1184,7 @@ static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
     PyObject *newvalue;
 
     /* Safety check */
-    if (!PyString_IsEqualToASCIIString(key, todo[i].name)) {
+    if (!PyUnicode_IsEqualToASCIIString(key, todo[i].name)) {
       IGRAPH_ERROR("PyDict_Next iteration order not consistent. "
           "This should never happen. Please report the bug to the igraph "
           "developers!", IGRAPH_FAILURE);
@@ -1276,7 +1238,7 @@ static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
         break;
 
       case IGRAPH_ATTRIBUTE_COMBINE_CONCAT:
-        empty_str = PyString_FromString("");
+        empty_str = PyUnicode_FromString("");
         func = PyObject_GetAttrString(empty_str, "join");
         newvalue = igraphmodule_i_ac_func(value, merges, func);
         Py_DECREF(func);
@@ -1559,7 +1521,6 @@ int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
-#ifdef IGRAPH_PYTHON3
   /* For Python 3.x, we simply call PyObject_Str, which produces a
    * Unicode string, then encode it into UTF-8, except when we
    * already have a PyBytes object -- this is assumed to be in
@@ -1576,25 +1537,11 @@ int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     Py_DECREF(unicode);
   }
 
-#else
-  /* For Python 2.x, we check whether we have received a string or a
-   * Unicode string. Unicode strings are encoded into UTF-8, strings
-   * are used intact.
-   */
-  if (PyUnicode_Check(o)) {
-    str = PyUnicode_AsEncodedString(o, "utf-8", "xmlcharrefreplace");
-  } else {
-    str = PyObject_Str(o);
-  }
-#endif
-
-  if (str == 0)
+  if (str == 0) {
     IGRAPH_ERROR("Internal error in PyObject_Str", IGRAPH_EINVAL);
-#ifdef IGRAPH_PYTHON3
+  }
+  
   c_str = PyBytes_AS_STRING(str);
-#else
-  c_str = PyString_AS_STRING(str);
-#endif
   IGRAPH_CHECK(igraph_strvector_set(value, 0, c_str));
   Py_XDECREF(str);
 
@@ -1901,7 +1848,7 @@ int igraphmodule_attribute_name_check(PyObject* obj) {
   type_str = obj ? PyObject_Str((PyObject*)obj->ob_type) : 0;
   if (type_str != 0) {
     PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only, got %s",
-        PyString_AS_STRING(type_str));
+        PyUnicode_AS_UNICODE(type_str));
     Py_DECREF(type_str);
   } else {
     PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only");
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 9f7e26dbd..9f7d12331 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -23,7 +23,6 @@
 #include "bfsiter.h"
 #include "common.h"
 #include "error.h"
-#include "py2compat.h"
 #include "vertexobject.h"
 
 /**
@@ -50,7 +49,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   o->gref=g;
   o->graph=&g->g;
   
-  if (!PyInt_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
+  if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
@@ -72,8 +71,8 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   
-  if (PyInt_Check(root)) {
-    r=PyInt_AsLong(root);
+  if (PyLong_Check(root)) {
+    r=PyLong_AsLong(root);
   } else {
     r=((igraphmodule_VertexObject*)root)->idx;
   }
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4815315ca..762bbeaf9 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -25,15 +25,15 @@
 #include <Python.h>
 #include <limits.h>
 #include "attributes.h"
-#include "graphobject.h"
-#include "vertexseqobject.h"
-#include "vertexobject.h"
+#include "convert.h"
 #include "edgeseqobject.h"
 #include "edgeobject.h"
-#include "convert.h"
 #include "error.h"
+#include "graphobject.h"
 #include "memory.h"
-#include "py2compat.h"
+#include "pyhelpers.h"
+#include "vertexseqobject.h"
+#include "vertexobject.h"
 
 #if defined(_MSC_VER)
   #define strcasecmp _stricmp
@@ -42,13 +42,13 @@
 /**
  * \brief Converts a Python integer to a C int
  *
- * This is similar to PyInt_AsLong, but it checks for overflow first and throws
+ * This is similar to PyLong_AsLong, but it checks for overflow first and throws
  * an exception if necessary.
  *
  * Returns -1 if there was an error, 0 otherwise.
  */
 int PyInt_AsInt(PyObject* obj, int* result) {
-  long dummy = PyInt_AsLong(obj);
+  long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
     PyErr_SetString(PyExc_OverflowError,
         "integer too small for conversion to C int");
@@ -114,11 +114,11 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
 
     if (o == 0 || o == Py_None)
       return 0;
-    if (PyInt_Check(o))
+    if (PyLong_Check(o))
       return PyInt_AsInt(o, result);
     if (PyLong_Check(o))
       return PyLong_AsInt(o, result);
-    s = PyString_CopyAsString(o);
+    s = PyUnicode_CopyAsString(o);
     if (s == 0) {
         PyErr_SetString(PyExc_TypeError, "int, long or string expected");
         return -1;
@@ -308,7 +308,6 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
   if (object != Py_None) {
     while (PyDict_Next(object, &pos, &key, &value)) {
       char *kv;
-#ifdef IGRAPH_PYTHON3
       PyObject *temp_bytes;
       if (!PyUnicode_Check(key)) {
         PyErr_SetString(PyExc_TypeError, "Dict key must be string");
@@ -321,45 +320,34 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
       }
       kv = strdup(PyBytes_AS_STRING(temp_bytes));
       Py_DECREF(temp_bytes);
-#else
-      if (!PyString_Check(key)) {
-        PyErr_SetString(PyExc_TypeError, "Dict key must be string");
-        return -1;
-      }
-      kv=PyString_AsString(key);
-#endif
       if (!strcasecmp(kv, "pos")) {
         igraphmodule_PyObject_to_enum(value, eigen_which_position_tt,
                                       (int*) &w->pos);
       } else if (!strcasecmp(kv, "howmany")) {
-        w->howmany = (int) PyInt_AsLong(value);
+        w->howmany = (int) PyLong_AsLong(value);
       } else if (!strcasecmp(kv, "il")) {
-        w->il = (int) PyInt_AsLong(value);
+        w->il = (int) PyLong_AsLong(value);
       } else if (!strcasecmp(kv, "iu")) {
-        w->iu = (int) PyInt_AsLong(value);
+        w->iu = (int) PyLong_AsLong(value);
       } else if (!strcasecmp(kv, "vl")) {
         w->vl = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        w->vestimate = (int) PyInt_AsLong(value);
+        w->vestimate = (int) PyLong_AsLong(value);
       } else if (!strcasecmp(kv, "balance")) {
         igraphmodule_PyObject_to_enum(value, lapack_dgeevc_balance_tt,
                                       (int*) &w->balance);
       } else {
         PyErr_SetString(PyExc_TypeError, "Unknown eigen parameter");
-#ifdef IGRAPH_PYTHON3
         if (kv != 0) {
           free(kv);
         }
-#endif
         return -1;
       }
-#ifdef IGRAPH_PYTHON3
       if (kv != 0) {
         free(kv);
       }
-#endif
     }
   }
   return 0;
@@ -717,9 +705,8 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
       return retval;
     *v = num;
     return 0;
-#ifdef IGRAPH_PYTHON3
   } else if (PyNumber_Check(object)) {
-    PyObject *i = PyNumber_Int(object);
+    PyObject *i = PyNumber_Long(object);
     if (i == NULL)
       return 1;
     retval = PyInt_AsInt(i, &num);
@@ -729,25 +716,6 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
     *v = num;
     return 0;
   }
-#else
-  } else if (PyInt_Check(object)) {
-    retval = PyInt_AsInt(object, &num);
-    if (retval)
-      return retval;
-    *v = num;
-    return 0;
-  } else if (PyNumber_Check(object)) {
-    PyObject *i = PyNumber_Int(object);
-    if (i == NULL)
-      return 1;
-    retval = PyInt_AsInt(i, &num);
-    Py_DECREF(i);
-    if (retval)
-      return retval;
-    *v = num;
-    return 0;
-  }
-#endif
   PyErr_BadArgument();
   return 1;
 }
@@ -774,12 +742,6 @@ int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v) {
     double d = PyLong_AsDouble(object);
     *v=(igraph_real_t)d;
     return 0;
-#ifndef IGRAPH_PYTHON3
-  } else if (PyInt_Check(object)) {
-    long l = PyInt_AS_LONG((PyIntObject*)object);
-    *v=(igraph_real_t)l;
-    return 0;
-#endif
   } else if (PyFloat_Check(object)) {
     double d = PyFloat_AS_DOUBLE((PyFloatObject*)object);
     *v=(igraph_real_t)d;
@@ -1030,7 +992,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
           PyErr_SetString(PyExc_TypeError, "iterable must return numbers");
           ok=0;
         } else {
-          PyObject *item2 = PyNumber_Int(item);
+          PyObject *item2 = PyNumber_Long(item);
           if (item2 == 0) {
             PyErr_SetString(PyExc_TypeError, "can't convert a list item to integer");
             ok = 0;
@@ -1074,7 +1036,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
         PyErr_SetString(PyExc_TypeError, "sequence elements must be integers");
         ok=0;
       } else {
-        PyObject *item2 = PyNumber_Int(item);
+        PyObject *item2 = PyNumber_Long(item);
         if (item2 == 0) {
           PyErr_SetString(PyExc_TypeError, "can't convert sequence element to int");
           ok=0;
@@ -1142,12 +1104,12 @@ int igraphmodule_PyObject_to_vector_long_t(PyObject *list, igraph_vector_long_t
           PyErr_SetString(PyExc_TypeError, "iterable must return numbers");
           ok=0;
         } else {
-          PyObject *item2 = PyNumber_Int(item);
+          PyObject *item2 = PyNumber_Long(item);
           if (item2 == 0) {
             PyErr_SetString(PyExc_TypeError, "can't convert a list item to integer");
             ok = 0;
           } else {
-            value=(long)PyInt_AsLong(item);
+            value=(long)PyLong_AsLong(item);
             Py_DECREF(item2);
           }
         }
@@ -1186,12 +1148,12 @@ int igraphmodule_PyObject_to_vector_long_t(PyObject *list, igraph_vector_long_t
         PyErr_SetString(PyExc_TypeError, "sequence elements must be integers");
         ok=0;
       } else {
-        PyObject *item2 = PyNumber_Int(item);
+        PyObject *item2 = PyNumber_Long(item);
         if (item2 == 0) {
           PyErr_SetString(PyExc_TypeError, "can't convert sequence element to integer");
           ok=0;
         } else {
-          value=(long)PyInt_AsLong(item2);
+          value=(long)PyLong_AsLong(item2);
           Py_DECREF(item2);
         }
       }
@@ -1325,7 +1287,7 @@ PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
       if (!igraph_finite(VECTOR(*v)[i])) {
         item = PyFloat_FromDouble((double)VECTOR(*v)[i]);
       } else {
-        item = PyInt_FromLong((long)VECTOR(*v)[i]);
+        item = PyLong_FromLong((long)VECTOR(*v)[i]);
       }
     } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
       item=PyFloat_FromDouble((double)VECTOR(*v)[i]);
@@ -1360,7 +1322,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
 
   list=PyList_New(n);
   for (i=0; i<n; i++) {
-    item = PyInt_FromLong((long)VECTOR(*v)[i]);
+    item = PyLong_FromLong((long)VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(list);
       return NULL;
@@ -1388,7 +1350,7 @@ PyObject* igraphmodule_vector_long_t_to_PyList(const igraph_vector_long_t *v) {
 
   list=PyList_New(n);
   for (i=0; i<n; i++) {
-    item = PyInt_FromLong(VECTOR(*v)[i]);
+    item = PyLong_FromLong(VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(list);
       return NULL;
@@ -1415,7 +1377,7 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
 
   tuple=PyTuple_New(n);
   for (i=0; i<n; i++) {
-    PyObject *item=PyInt_FromLong((long)VECTOR(*v)[i]);
+    PyObject *item=PyLong_FromLong((long)VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(tuple);
       return NULL;
@@ -1616,12 +1578,12 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
   if (attr_type != ATTRIBUTE_TYPE_EDGE && attr_type != ATTRIBUTE_TYPE_VERTEX)
     return 1;
   if (o == Py_None) return 0;
-  if (PyString_Check(o)) {
+  if (PyUnicode_Check(o)) {
     /* Check whether the attribute exists and is numeric */
     igraph_attribute_type_t at;
     igraph_attribute_elemtype_t et;
     long int n;
-    char *name = PyString_CopyAsString(o);
+    char *name = PyUnicode_CopyAsString(o);
 
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
       et = IGRAPH_ATTRIBUTE_VERTEX;
@@ -1720,7 +1682,7 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
   if (o == Py_None)
     return 0;
 
-  if (PyString_Check(o)) {
+  if (PyUnicode_Check(o)) {
     igraph_vector_t* dummy = 0;
     long int i, n;
 
@@ -1789,7 +1751,7 @@ int igraphmodule_attrib_to_vector_long_t(PyObject *o, igraphmodule_GraphObject *
     return 1;
   if (o == Py_None)
     return 0;
-  if (PyString_Check(o)) {
+  if (PyUnicode_Check(o)) {
     igraph_vector_t* dummy = 0;
     long int i, n;
 
@@ -1868,13 +1830,13 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
   if (o == Py_None)
     return 0;
 
-  if (PyString_Check(o)) {
+  if (PyUnicode_Check(o)) {
     long int i, n;
 
     /* First, check if the attribute is a "real" boolean */
     igraph_attribute_type_t at;
     igraph_attribute_elemtype_t et;
-    char *name = PyString_CopyAsString(o);
+    char *name = PyUnicode_CopyAsString(o);
 
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
       et = IGRAPH_ATTRIBUTE_VERTEX;
@@ -2038,7 +2000,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
 	       if (!igraph_finite(MATRIX(*m, i, j)))
 		     item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
 	       else
-             item=PyInt_FromLong((long)MATRIX(*m, i, j));
+             item=PyLong_FromLong((long)MATRIX(*m, i, j));
 		 } else
            item=PyFloat_FromDouble(MATRIX(*m, i, j));
 
@@ -2118,7 +2080,7 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
   int was_warned = 0;
 
   /* calculate the matrix dimensions */
-  if (!PySequence_Check(o) || PyString_Check(o)) {
+  if (!PySequence_Check(o) || PyUnicode_Check(o)) {
     PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
     return 1;
   }
@@ -2145,8 +2107,8 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
-      if (PyInt_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_real_t)PyInt_AsLong(item);
+      if (PyLong_Check(item)) {
+        MATRIX(*m, i, j) = (igraph_real_t)PyLong_AsLong(item);
       } else if (PyLong_Check(item)) {
         MATRIX(*m, i, j) = (igraph_real_t)PyLong_AsLong(item);
       } else if (PyFloat_Check(item)) {
@@ -2182,7 +2144,7 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject* list, igraph_vector_ptr_t* v
   PyObject *it, *item;
   igraph_vector_t *subvec;
 
-  if (PyString_Check(list)) {
+  if (PyUnicode_Check(list)) {
     PyErr_SetString(PyExc_TypeError, "expected iterable (but not string)");
     return 1;
   }
@@ -2253,7 +2215,7 @@ PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
   /* populate the list with data */
   for (i=0; i<n; i++) {
     igraph_strvector_get(v, i, &ptr);
-    if (PyList_SetItem(list, i, PyString_FromString(ptr))) {
+    if (PyList_SetItem(list, i, PyUnicode_FromString(ptr))) {
       /* error occurred while populating the list, return immediately */
       Py_DECREF(list);
       return NULL;
@@ -2295,23 +2257,19 @@ int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result)
     igraph_bool_t will_free = 0;
 
     if (PyUnicode_Check(item)) {
-      ptr = PyString_CopyAsString(item);
+      ptr = PyUnicode_CopyAsString(item);
       if (ptr == 0) {
         igraph_strvector_destroy(result);
         return 1;
       }
       will_free = 1;
-#ifndef IGRAPH_PYTHON3
-    } else if (PyString_Check(item)) {
-      ptr = PyString_AS_STRING(item);
-#endif
     } else {
       o = PyObject_Str(item);
       if (o == 0) {
         igraph_strvector_destroy(result);
         return 1;
       }
-      ptr = PyString_CopyAsString(o);
+      ptr = PyUnicode_CopyAsString(o);
       Py_DECREF(o);
       if (ptr == 0) {
         igraph_strvector_destroy(result);
@@ -2413,7 +2371,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
 
   if (o == Py_None || o == 0) {
     *vid = 0;
-  } else if (PyInt_Check(o)) {
+  } else if (PyLong_Check(o)) {
     /* Single vertex ID */
     if (PyInt_AsInt(o, &tmp))
       return 1;
@@ -2435,7 +2393,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     /* Other numeric type that can be converted to an index */
     PyObject* num = PyNumber_Index(o);
     if (num) {
-      if (PyInt_Check(num)) {
+      if (PyLong_Check(num)) {
         retval = PyInt_AsInt(num, &tmp);
         if (retval) {
           Py_DECREF(num);
@@ -2625,7 +2583,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
 
   if (o == Py_None || o == 0) {
     *eid = 0;
-  } else if (PyInt_Check(o)) {
+  } else if (PyLong_Check(o)) {
     /* Single edge ID */
     if (PyInt_AsInt(o, &tmp))
       return 1;
@@ -2643,7 +2601,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     /* Other numeric type that can be converted to an index */
     PyObject* num = PyNumber_Index(o);
     if (num) {
-      if (PyInt_Check(num)) {
+      if (PyLong_Check(num)) {
         retval = PyInt_AsInt(num, &tmp);
         if (retval) {
           Py_DECREF(num);
@@ -2861,8 +2819,8 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
       return 1;
     }
 
-    if (PyInt_Check(item))
-      VECTOR(*v)[i] = PyInt_AsLong(item);
+    if (PyLong_Check(item))
+      VECTOR(*v)[i] = PyLong_AsLong(item);
     else if (PyLong_Check(item))
       VECTOR(*v)[i] = PyLong_AsLong(item);
     else if (PyFloat_Check(item))
@@ -2881,18 +2839,18 @@ int igraphmodule_PyObject_to_drl_options_t(PyObject *obj,
 
   if (obj == Py_None) {
     retval = igraph_layout_drl_options_init(options, IGRAPH_LAYOUT_DRL_DEFAULT);
-  } else if (PyString_Check(obj)) {
+  } else if (PyUnicode_Check(obj)) {
     /* We have a string, so we are using a preset */
     igraph_layout_drl_default_t def=IGRAPH_LAYOUT_DRL_DEFAULT;
-    if (PyString_IsEqualToASCIIString(obj, "default"))
+    if (PyUnicode_IsEqualToASCIIString(obj, "default"))
       def=IGRAPH_LAYOUT_DRL_DEFAULT;
-    else if (PyString_IsEqualToASCIIString(obj, "coarsen"))
+    else if (PyUnicode_IsEqualToASCIIString(obj, "coarsen"))
       def=IGRAPH_LAYOUT_DRL_COARSEN;
-    else if (PyString_IsEqualToASCIIString(obj, "coarsest"))
+    else if (PyUnicode_IsEqualToASCIIString(obj, "coarsest"))
       def=IGRAPH_LAYOUT_DRL_COARSEST;
-    else if (PyString_IsEqualToASCIIString(obj, "refine"))
+    else if (PyUnicode_IsEqualToASCIIString(obj, "refine"))
       def=IGRAPH_LAYOUT_DRL_REFINE;
-    else if (PyString_IsEqualToASCIIString(obj, "final"))
+    else if (PyUnicode_IsEqualToASCIIString(obj, "final"))
       def=IGRAPH_LAYOUT_DRL_FINAL;
     else {
       PyErr_SetString(PyExc_ValueError, "unknown DrL template name. Must be one of: default, coarsen, coarsest, refine, final");
@@ -2958,15 +2916,11 @@ int igraphmodule_i_PyObject_pair_to_attribute_combination_record_t(
 
   if (name == Py_None)
     result->name = 0;
-  else if (!PyString_Check(name)) {
+  else if (!PyUnicode_Check(name)) {
     PyErr_SetString(PyExc_TypeError, "keys must be strings or None in attribute combination specification dicts");
     return 1;
   } else {
-#ifdef IGRAPH_PYTHON3
-    result->name = PyString_CopyAsString(name);
-#else
-    result->name = PyString_AS_STRING(name);
-#endif
+    result->name = PyUnicode_CopyAsString(name);
   }
 
   return 0;
@@ -3035,9 +2989,7 @@ int igraphmodule_PyObject_to_attribute_combination_t(PyObject* object,
         return 1;
       }
       igraph_attribute_combination_add(result, rec.name, rec.type, rec.func);
-#ifdef IGRAPH_PYTHON3
       free((char*)rec.name);   /* was allocated in pair_to_attribute_combination_record_t above */
-#endif
     }
   } else {
     /* assume it is a string or callable */
@@ -3047,9 +2999,7 @@ int igraphmodule_PyObject_to_attribute_combination_t(PyObject* object,
     }
 
     igraph_attribute_combination_add(result, 0, rec.type, rec.func);
-#ifdef IGRAPH_PYTHON3
     free((char*)rec.name);   /* was allocated in pair_to_attribute_combination_record_t above */
-#endif
   }
 
   return 0;
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index d7d8105af..3ea3b3ff6 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -23,7 +23,6 @@
 #include "dfsiter.h"
 #include "common.h"
 #include "error.h"
-#include "py2compat.h"
 #include "vertexobject.h"
 
 /**
@@ -50,7 +49,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   o->gref=g;
   o->graph=&g->g;
   
-  if (!PyInt_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
+  if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
@@ -72,8 +71,8 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   
-  if (PyInt_Check(root)) {
-    r=PyInt_AsLong(root);
+  if (PyLong_Check(root)) {
+    r=PyLong_AsLong(root);
   } else {
     r = ((igraphmodule_VertexObject*)root)->idx;
   }
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 253f169b5..f42dfa326 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -27,7 +27,6 @@
 #include "error.h"
 #include "graphobject.h"
 #include "pyhelpers.h"
-#include "py2compat.h"
 #include "vertexobject.h"
 
 /**
@@ -146,48 +145,31 @@ void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
 PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
   PyObject *s;
   PyObject *attrs;
-#ifndef IGRAPH_PYTHON3
-  PyObject *grepr, *drepr;
-#endif
 
   attrs = igraphmodule_Edge_attributes(self);
   if (attrs == 0)
     return NULL;
 
-#ifdef IGRAPH_PYTHON3
   s = PyUnicode_FromFormat("igraph.Edge(%R, %ld, %R)",
       (PyObject*)self->gref, (long int)self->idx, attrs);
   Py_DECREF(attrs);
-#else
-  grepr=PyObject_Repr((PyObject*)self->gref);
-  drepr=PyObject_Repr(attrs);
-  Py_DECREF(attrs);
-  if (!grepr || !drepr) {
-    Py_XDECREF(grepr);
-    Py_XDECREF(drepr);
-    return NULL;
-  }
-  s=PyString_FromFormat("igraph.Edge(%s, %ld, %s)", PyString_AsString(grepr),
-    (long int)self->idx, PyString_AsString(drepr));
-  Py_DECREF(grepr);
-  Py_DECREF(drepr);
-#endif
+
   return s;
 }
 
 /** \ingroup python_interface_edge
  * \brief Returns the hash code of the edge
  */
-Py_hash_t igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
-  Py_hash_t hash_graph;
-  Py_hash_t hash_index;
-  Py_hash_t result;
+long igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
+  long hash_graph;
+  long hash_index;
+  long result;
   PyObject* index_o;
 
   if (self->hash != -1)
     return self->hash;
 
-  index_o = PyInt_FromLong((long int)self->idx);
+  index_o = PyLong_FromLong((long int)self->idx);
   if (index_o == 0)
     return -1;
 
@@ -447,7 +429,7 @@ PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closur
   if (igraph_edge(&o->g, self->idx, &from, &to)) {
     igraphmodule_handle_igraph_error(); return NULL;
   }
-  return PyInt_FromLong((long int)from);
+  return PyLong_FromLong((long int)from);
 }
 
 /**
@@ -482,7 +464,7 @@ PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure)
   if (igraph_edge(&o->g, self->idx, &from, &to)) {
     igraphmodule_handle_igraph_error(); return NULL;
   }
-  return PyInt_FromLong((long)to);
+  return PyLong_FromLong((long)to);
 }
 
 /**
@@ -508,7 +490,7 @@ PyObject* igraphmodule_Edge_get_target_vertex(igraphmodule_EdgeObject* self, voi
  * Returns the edge index
  */
 PyObject* igraphmodule_Edge_get_index(igraphmodule_EdgeObject* self, void* closure) {
-  return PyInt_FromLong((long int)self->idx);
+  return PyLong_FromLong((long int)self->idx);
 }
 
 /**
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 837e145e1..2d7f3a259 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -25,7 +25,6 @@
 
 #include <Python.h>
 #include "graphobject.h"
-#include "py2compat.h"
 
 /**
  * \ingroup python_interface_edge
@@ -35,7 +34,7 @@ typedef struct {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_integer_t idx;
-  Py_hash_t hash;
+  long hash;
 } igraphmodule_EdgeObject;
 
 int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self);
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index fc7af6629..311df20dd 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -28,7 +28,6 @@
 #include "edgeseqobject.h"
 #include "edgeobject.h"
 #include "error.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 
 #define GET_GRAPH(obj) (((igraphmodule_GraphObject*)obj->gref)->g)
@@ -116,9 +115,9 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
   if (esobj == Py_None) {
     /* If es is None, we are selecting all the edges */
     igraph_es_all(&es, IGRAPH_EDGEORDER_ID);
-  } else if (PyInt_Check(esobj)) {
+  } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
-    long int idx = PyInt_AsLong(esobj);
+    long int idx = PyLong_AsLong(esobj);
     if (idx < 0 || idx >= igraph_ecount(&((igraphmodule_GraphObject*)g)->g)) {
       PyErr_SetString(PyExc_ValueError, "edge index out of range");
       return -1;
@@ -372,7 +371,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
     return -1;
   }
 
- if (PyString_Check(values) || !PySequence_Check(values)) {
+ if (PyUnicode_Check(values) || !PySequence_Check(values)) {
     /* If values is a string or not a sequence, we construct a list with a
      * single element (the value itself) and then call ourselves again */
     int result;
@@ -542,10 +541,10 @@ PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *
       Py_DECREF(call_result);
       Py_DECREF(edge);
     }
-  } else if (PyInt_Check(item)) {
+  } else if (PyLong_Check(item)) {
     /* Integers are interpreted as indices on the edge set and NOT on the
      * original, untouched edge sequence of the graph */
-    return PySequence_GetItem((PyObject*)self, PyInt_AsLong(item));
+    return PySequence_GetItem((PyObject*)self, PyLong_AsLong(item));
   }
 
   PyErr_SetString(PyExc_IndexError, "no such edge");
@@ -622,7 +621,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       }
 
       igraph_vector_destroy(&v);
-    } else if (PyInt_Check(item)) {
+    } else if (PyLong_Check(item)) {
       /* Integers are treated specially: from now on, all remaining items
        * in the argument list must be integers and they will be used together
        * to restrict the edge set. Integers are interpreted as indices on the
@@ -648,14 +647,14 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
-        if (!PyInt_Check(item2)) {
+        if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "edge indices expected");
           igraph_vector_destroy(&v);
           igraph_vector_destroy(&v2);
           return NULL;
         }
-        idx = PyInt_AsLong(item2);
+        idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "edge index out of range");
           igraph_vector_destroy(&v);
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index f085d6f0b..94458fa99 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -21,104 +21,9 @@
 */
 
 #include "filehandle.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 
 #ifndef PYPY_VERSION
-#  ifndef IGRAPH_PYTHON3
-static int igraphmodule_i_filehandle_init_cpython_2(igraphmodule_filehandle_t* handle,
-        PyObject* object, char* mode) {
-    FILE* fp;
-    PyObject* fileno_method;
-    PyObject* fileno_result;
-    int fileno = -1;
-
-    if (object == 0) {
-        PyErr_SetString(PyExc_TypeError, "trying to convert a null object "
-                "to a file handle");
-        return 1;
-    }
-
-    handle->object = 0;
-    handle->need_close = 0;
-
-    if (PyBaseString_Check(object)) {
-        /* We have received a string; we need to open the file denoted by this
-         * string now and mark that we opened the file ourselves (so we need
-         * to close it when igraphmodule_filehandle_destroy is invoked). */
-        handle->object = PyFile_FromString(PyString_AsString(object), mode);
-        if (handle->object == 0) {
-            /* Could not open the file; just return an error code because an
-             * exception was raised already */
-            return 1;
-        }
-        /* Remember that we need to close the file ourselves */
-        handle->need_close = 1;
-        /* Get a FILE* object from the file */
-        fp = PyFile_AsFile(handle->object);
-    } else if (PyFile_Check(object)) {
-        /* This is a file-like object; store a reference for it and
-         * we will handle it later */
-        handle->object = object;
-        Py_INCREF(handle->object);
-        /* Get a FILE* object from the file */
-        fp = PyFile_AsFile(handle->object);
-    } else {
-        /* Check whether the object has a fileno() method. If so, we convert
-         * that to a file descriptor and then fdopen() it */
-        fileno_method = PyObject_GetAttrString(object, "fileno");
-        if (fileno_method != 0) {
-            if (PyCallable_Check(fileno_method)) {
-                fileno_result = PyObject_CallObject(fileno_method, 0);
-                Py_DECREF(fileno_method);
-                if (fileno_result != 0) {
-                    if (PyInt_Check(fileno_result)) {
-                        fileno = (int)PyInt_AsLong(fileno_result);
-                        Py_DECREF(fileno_result);
-                    } else {
-                        Py_DECREF(fileno_result);
-                        PyErr_SetString(PyExc_TypeError,
-                                "fileno() method of file-like object should return "
-                                "an integer");
-                        return 1;
-                    }
-                } else {
-                    /* Exception set already by PyObject_CallObject() */
-                    return 1;
-                }
-            } else {
-                Py_DECREF(fileno_method);
-                PyErr_SetString(PyExc_TypeError,
-                        "fileno() attribute of file-like object must be callable");
-                return 1;
-            }
-        } else {
-            PyErr_SetString(PyExc_TypeError, "expected filename or file-like object");
-                return 1;
-        }
-
-        if (fileno > 0) {
-            fp = fdopen(fileno, mode);
-        } else {
-            PyErr_SetString(PyExc_ValueError, "fileno() method returned invalid "
-                    "file descriptor");
-            return 1;
-        }
-    }
-
-    handle->fp = fp;
-    if (handle->fp == 0) {
-        igraphmodule_filehandle_destroy(handle);
-        /* This already called Py_DECREF(handle->object), no need to call it */
-        PyErr_SetString(PyExc_RuntimeError, "PyFile_AsFile() failed unexpectedly");
-        return 1;
-    }
-
-    return 0;
-}
-
-#  else    /* IGRAPH_PYTHON3 */
-
 static int igraphmodule_i_filehandle_init_cpython_3(igraphmodule_filehandle_t* handle,
         PyObject* object, char* mode) {
     int fp;
@@ -135,7 +40,7 @@ static int igraphmodule_i_filehandle_init_cpython_3(igraphmodule_filehandle_t* h
         /* We have received a string; we need to open the file denoted by this
          * string now and mark that we opened the file ourselves (so we need
          * to close it when igraphmodule_filehandle_destroy is invoked). */
-        handle->object = PyFile_FromObject(object, mode);
+        handle->object = igraphmodule_PyFile_FromObject(object, mode);
         if (handle->object == 0) {
             /* Could not open the file; just return an error code because an
              * exception was raised already */
@@ -170,75 +75,7 @@ static int igraphmodule_i_filehandle_init_cpython_3(igraphmodule_filehandle_t* h
 
     return 0;
 }
-#  endif /* IGRAPH_PYTHON3 */
-#endif   /* PYPY_VERSION */
-
-#ifdef PYPY_VERSION
-#  ifndef IGRAPH_PYTHON3
-static int igraphmodule_i_filehandle_init_pypy_2(igraphmodule_filehandle_t* handle,
-        PyObject* object, char* mode) {
-    int fp;
-    PyObject* fpobj;
-    char* fname;
-
-    if (object == 0) {
-        PyErr_SetString(PyExc_TypeError, "trying to convert a null object "
-                "to a file handle");
-        return 1;
-    }
-
-    handle->need_close = 0;
-    handle->object = 0;
-
-    if (PyBaseString_Check(object)) {
-        /* We have received a string; we need to open the file denoted by this
-         * string now and mark that we opened the file ourselves (so we need
-         * to close it when igraphmodule_filehandle_destroy is invoked). */
-        handle->object = PyFile_FromString(PyString_AsString(object), mode);
-        if (handle->object == 0) {
-            /* Could not open the file; just return an error code because an
-             * exception was raised already */
-            return 1;
-        }
-        /* Remember that we need to close the file ourselves */
-        handle->need_close = 1;
-    } else {
-        /* This is probably a file-like object; store a reference for it and
-         * we will handle it later */
-        handle->object = object;
-        Py_INCREF(handle->object);
-    }
-
-    /* PyPy does not have PyFile_AsFile, so we will try to access the file
-     * descriptor instead by calling its fileno() method and then opening the
-     * file handle with fdopen */
-    fpobj = PyObject_CallMethod(handle->object, "fileno", 0);
-    if (fpobj == 0 || !PyInt_Check(fpobj)) {
-        if (fpobj != 0) {
-            Py_DECREF(fpobj);
-        }
-        igraphmodule_filehandle_destroy(handle);
-        /* This already called Py_DECREF(handle->object), no need to call it.
-         * Also, an exception was raised by PyObject_CallMethod so no need to
-         * raise one ourselves */
-        return 1;
-    }
-    fp = (int)PyInt_AsLong(fpobj);
-    Py_DECREF(fpobj);
-
-    handle->fp = fdopen(fp, mode);
-    if (handle->fp == 0) {
-        igraphmodule_filehandle_destroy(handle);
-        /* This already called Py_DECREF(handle->object), no need to call it */
-        PyErr_SetString(PyExc_RuntimeError, "fdopen() failed unexpectedly");
-        return 1;
-    }
-
-    return 0;
-}
-
-#  else    /* IGRAPH_PYTHON3 */
-
+#else /* PYPY_VERSION */
 static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* handle,
         PyObject* object, char* mode) {
     int fp;
@@ -289,7 +126,6 @@ static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* hand
 
     return 0;
 }
-#  endif /* IGRAPH_PYTHON3 */
 #endif
 
 /**
@@ -302,17 +138,9 @@ static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* hand
 int igraphmodule_filehandle_init(igraphmodule_filehandle_t* handle,
         PyObject* object, char* mode) {
 #ifdef PYPY_VERSION
-#  ifdef IGRAPH_PYTHON3
     return igraphmodule_i_filehandle_init_pypy_3(handle, object, mode);
-#  else
-    return igraphmodule_i_filehandle_init_pypy_2(handle, object, mode);
-#  endif
 #else
-#  ifdef IGRAPH_PYTHON3
     return igraphmodule_i_filehandle_init_cpython_3(handle, object, mode);
-#  else
-    return igraphmodule_i_filehandle_init_cpython_2(handle, object, mode);
-#  endif
 #endif
 }
 
@@ -333,11 +161,11 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
     handle->fp = 0;
     
     if (handle->object != 0) {
-        /* PyFile_Close might mess up the stored exception, so let's
+        /* igraphmodule_PyFile_Close might mess up the stored exception, so let's
          * store the current exception state and restore it */
         PyErr_Fetch(&exc_type, &exc_value, &exc_traceback);
         if (handle->need_close) {
-            if (PyFile_Close(handle->object)) {
+            if (igraphmodule_PyFile_Close(handle->object)) {
                 PyErr_WriteUnraisable(Py_None);
             }
         }
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e979b394a..748114d1d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -32,7 +32,6 @@
 #include "graphobject.h"
 #include "indexing.h"
 #include "memory.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 #include "vertexseqobject.h"
 #include <float.h>
@@ -347,11 +346,11 @@ PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph) {
 PyObject *igraphmodule_Graph_str(igraphmodule_GraphObject * self)
 {
   if (igraph_is_directed(&self->g))
-    return PyString_FromFormat("Directed graph (|V| = %ld, |E| = %ld)",
+    return PyUnicode_FromFormat("Directed graph (|V| = %ld, |E| = %ld)",
                                (long)igraph_vcount(&self->g),
                                (long)igraph_ecount(&self->g));
   else
-    return PyString_FromFormat("Undirected graph (|V| = %ld, |E| = %ld)",
+    return PyUnicode_FromFormat("Undirected graph (|V| = %ld, |E| = %ld)",
                                (long)igraph_vcount(&self->g),
                                (long)igraph_ecount(&self->g));
 }
@@ -729,7 +728,7 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
   if (!return_single)
     list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
   else
-    list = PyInt_FromLong((long int)VECTOR(result)[0]);
+    list = PyLong_FromLong((long int)VECTOR(result)[0]);
 
   igraph_vector_destroy(&result);
   igraph_vs_destroy(&vs);
@@ -953,7 +952,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  return PyInt_FromLong((long)result);
+  return PyLong_FromLong((long)result);
 }
 
 /** \ingroup python_interface_graph
@@ -1155,7 +1154,7 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
   if (!return_single)
     list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
   else
-    list = PyInt_FromLong((long int)VECTOR(result)[0]);
+    list = PyLong_FromLong((long int)VECTOR(result)[0]);
 
   igraph_vector_destroy(&result);
   igraph_es_destroy(&es);
@@ -1572,7 +1571,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
     /* The diameter is integer in this case, except if igraph_diameter()
      * returned NaN or infinity for some reason */
     if (ceilf(diameter) == diameter && isfinite(diameter)) {
-      return PyInt_FromLong((long)diameter);
+      return PyLong_FromLong((long)diameter);
     } else {
       return PyFloat_FromDouble((double)diameter);
     }
@@ -1714,7 +1713,7 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
     igraph_vector_destroy(&vids);
     return o;
   }
-  return PyInt_FromLong((long)girth);
+  return PyLong_FromLong((long)girth);
 }
 
 /**
@@ -2013,8 +2012,8 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
     m = 1;
   } else if (m_obj != 0) {
     /* let's check whether we have a constant out-degree or a list */
-    if (PyInt_Check(m_obj)) {
-      m = PyInt_AsLong(m_obj);
+    if (PyLong_Check(m_obj)) {
+      m = PyLong_AsLong(m_obj);
       igraph_vector_init(&outseq, 0);
     } else if (PyList_Check(m_obj)) {
       if (igraphmodule_PyObject_to_vector_t(m_obj, &outseq, 1)) {
@@ -3084,8 +3083,8 @@ NULL };
   }
 
   // let's check whether we have a constant out-degree or a list
-  if (PyInt_Check(m_obj)) {
-    m = PyInt_AsLong(m_obj);
+  if (PyLong_Check(m_obj)) {
+    m = PyLong_AsLong(m_obj);
     igraph_vector_init(&outseq, 0);
   }
   else if (PyList_Check(m_obj)) {
@@ -3461,7 +3460,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   if (attr_o != Py_None) {
     s = PyObject_Str(attr_o);
     if (s) {
-      attr = PyString_CopyAsString(s);
+      attr = PyUnicode_CopyAsString(s);
       if (attr == 0)
         return NULL;
     } else return NULL;
@@ -4744,13 +4743,13 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_ptr_t *ptrvec=0;
   igraph_bool_t use_edges = 0;
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!", kwlist, &from_o,
-        &to_o, &weights_o, &mode_o, &PyString_Type, &output_o))
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
     return NULL;
 
   if (output_o == 0 || output_o == Py_None ||
-      PyString_IsEqualToASCIIString(output_o, "vpath")) {
+      PyUnicode_IsEqualToASCIIString(output_o, "vpath")) {
     use_edges = 0;
-  } else if (PyString_IsEqualToASCIIString(output_o, "epath")) {
+  } else if (PyUnicode_IsEqualToASCIIString(output_o, "epath")) {
     use_edges = 1;
   } else {
     PyErr_SetString(PyExc_ValueError, "output argument must be \"vpath\" or \"epath\"");
@@ -5164,7 +5163,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   if (!return_single)
     result = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
   else
-    result = PyInt_FromLong((long)VECTOR(res)[0]);
+    result = PyLong_FromLong((long)VECTOR(res)[0]);
 
   igraph_vector_destroy(&res);
 
@@ -6319,7 +6318,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   }
   igraph_vector_destroy(&cut_prob);
 
-  return PyInt_FromLong((long)result);
+  return PyLong_FromLong((long)result);
 }
 
 /** \ingroup python_interface_graph
@@ -6356,9 +6355,9 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
     }
   }
 
-  if (PyInt_Check(sample)) {
+  if (PyLong_Check(sample)) {
     /* samples chosen randomly */
-    long int ns = PyInt_AsLong(sample);
+    long int ns = PyLong_AsLong(sample);
     if (igraph_motifs_randesu_estimate(&self->g, &result, (igraph_integer_t) size,
           &cut_prob, (igraph_integer_t) ns, 0)) {
       igraphmodule_handle_igraph_error();
@@ -6381,7 +6380,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   }
   igraph_vector_destroy(&cut_prob);
 
-  return PyInt_FromLong((long)result);
+  return PyLong_FromLong((long)result);
 }
 
 /** \ingroup python_interface_graph
@@ -7458,7 +7457,7 @@ PyObject *igraphmodule_Graph_layout_bipartite(
   }
 
   if (types_o == Py_None) {
-    types_o = PyString_FromString("type");
+    types_o = PyUnicode_FromString("type");
   } else {
     Py_INCREF(types_o);
   }
@@ -8097,7 +8096,7 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
     return NULL;
 
   if (capacity_obj == Py_None) {
-    capacity_obj = PyString_FromString("capacity");
+    capacity_obj = PyUnicode_FromString("capacity");
   } else {
     Py_INCREF(capacity_obj);
   }
@@ -8225,7 +8224,7 @@ PyObject *igraphmodule_Graph_write_gml(igraphmodule_GraphObject * self,
       igraphmodule_filehandle_destroy(&fobj);
     }
 
-    creator_str = PyString_CopyAsString(o);
+    creator_str = PyUnicode_CopyAsString(o);
     Py_DECREF(o);
 
     if (creator_str == 0) {
@@ -8502,7 +8501,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
     }
   }
 
-  return PyInt_FromLong((long)isoclass);
+  return PyLong_FromLong((long)isoclass);
 }
 
 /** \ingroup python_interface_graph
@@ -10927,7 +10926,7 @@ PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject * self)
   if (igraph_clique_number(&self->g, &i))
     return igraphmodule_handle_igraph_error();
 
-  result = PyInt_FromLong((long)i);
+  result = PyLong_FromLong((long)i);
   return result;
 }
 
@@ -11088,7 +11087,7 @@ PyObject *igraphmodule_Graph_independence_number(igraphmodule_GraphObject *
   if (igraph_independence_number(&self->g, &i))
     return igraphmodule_handle_igraph_error();
 
-  result = PyInt_FromLong((long)i);
+  result = PyLong_FromLong((long)i);
   return result;
 }
 
@@ -11923,25 +11922,12 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
 /** \defgroup python_interface_internal Internal functions
  * \ingroup python_interface */
 
-#ifdef IGRAPH_PYTHON3
 PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
                                                   self, PyObject * args,
                                                   PyObject * kwds)
 {
   return PyCapsule_New((void *)&self->g, 0, 0);
 }
-#else
-/** \ingroup python_interface_internal
- * \brief Returns the encapsulated igraph graph as a PyCObject
- * \return a new PyCObject
- */
-PyObject *igraphmodule_Graph___graph_as_cobject__(igraphmodule_GraphObject *
-                                                  self, PyObject * args,
-                                                  PyObject * kwds)
-{
-  return PyCObject_FromVoidPtr((void *)&self->g, 0);
-}
-#endif
 
 /** \ingroup python_interface_internal
  * \brief Returns the pointer of the encapsulated igraph graph as an ordinary
@@ -11949,7 +11935,7 @@ PyObject *igraphmodule_Graph___graph_as_cobject__(igraphmodule_GraphObject *
  * module without any additional conversions.
  */
 PyObject *igraphmodule_Graph__raw_pointer(igraphmodule_GraphObject *self) {
-  return PyInt_FromLong((long int)&self->g);
+  return PyLong_FromLong((long int)&self->g);
 }
 
 /** \ingroup python_interface_internal
@@ -15975,7 +15961,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
-#ifdef IGRAPH_PYTHON3
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
@@ -15986,18 +15971,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Python object. This function should not be used directly by igraph\n"
    "users, it is useful only in the case when the underlying igraph object\n"
    "must be passed to other C code through Python.\n\n"},
-#else
-  {"__graph_as_cobject",
-   (PyCFunction) igraphmodule_Graph___graph_as_cobject__,
-   METH_VARARGS | METH_KEYWORDS,
-   "__graph_as_cobject()\n--\n\n"
-   "Returns the igraph graph encapsulated by the Python object as\n"
-   "a PyCObject\n\n."
-   "A PyCObject is practically a regular C pointer, wrapped in a\n"
-   "Python object. This function should not be used directly by igraph\n"
-   "users, it is useful only in the case when the underlying igraph object\n"
-   "must be passed to other C code through Python.\n\n"},
-#endif
 
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
@@ -16040,9 +16013,6 @@ PyNumberMethods igraphmodule_Graph_as_number = {
   0,                            /* nb_add */
   0,                            /*nb_subtract */
   0,                            /*nb_multiply */
-#ifndef IGRAPH_PYTHON3
-  0,                            /*nb_divide */
-#endif
   0,                            /*nb_remainder */
   0,                            /*nb_divmod */
   0,                            /*nb_power */
@@ -16056,22 +16026,12 @@ PyNumberMethods igraphmodule_Graph_as_number = {
   0,                            /*nb_and */
   0,                            /*nb_xor */
   0,                            /*nb_or */
-#ifndef IGRAPH_PYTHON3
-  0,                            /*nb_coerce */
-#endif
   0,                            /*nb_int */
   0,                            /*nb_long (2.x) / nb_reserved (3.x)*/
   0,                            /*nb_float */
-#ifndef IGRAPH_PYTHON3
-  0,                            /*nb_oct */
-  0,                            /*nb_hex */
-#endif
   0,                            /*nb_inplace_add */
   0,                            /*nb_inplace_subtract */
   0,                            /*nb_inplace_multiply */
-#ifndef IGRAPH_PYTHON3
-  0,                            /*nb_inplace_divide */
-#endif
   0,                            /*nb_inplace_remainder */
   0,                            /*nb_inplace_power */
   0,                            /*nb_inplace_lshift */
@@ -16079,14 +16039,11 @@ PyNumberMethods igraphmodule_Graph_as_number = {
   0,                            /*nb_inplace_and */
   0,                            /*nb_inplace_xor */
   0,                            /*nb_inplace_or */
-
-#ifdef IGRAPH_PYTHON3
   0,                            /*nb_floor_divide */
   0,                            /*nb_true_divide */
   0,                            /*nb_inplace_floor_divide */
   0,                            /*nb_inplace_true_divide */
   0,                            /*nb_index */
-#endif
 };
 
 /** \ingroup python_interface_graph
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 51091ccc5..856d4bf7a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -33,7 +33,6 @@
 #include "edgeseqobject.h"
 #include "error.h"
 #include "graphobject.h"
-#include "py2compat.h"
 #include "random.h"
 #include "vertexobject.h"
 #include "vertexseqobject.h"
@@ -130,7 +129,6 @@ static struct module_state _state = { 0, 0 };
 
 #define GETSTATE(m) (&_state)
 
-#ifdef IGRAPH_PYTHON3
 static int igraphmodule_traverse(PyObject *m, visitproc visit, void* arg) {
   Py_VISIT(GETSTATE(m)->progress_handler);
   Py_VISIT(GETSTATE(m)->status_handler);
@@ -142,7 +140,6 @@ static int igraphmodule_clear(PyObject *m) {
   Py_CLEAR(GETSTATE(m)->status_handler);
   return 0;
 }
-#endif
 
 static int igraphmodule_igraph_interrupt_hook(void* data) {
   if (PyErr_CheckSignals()) {
@@ -735,9 +732,8 @@ static PyMethodDef igraphmodule_methods[] =
   "Should not be used directly.\n"
 
 /**
- * Module definition table (only for Python 3.x)
+ * Module definition table
  */
-#ifdef IGRAPH_PYTHON3
 static struct PyModuleDef moduledef = {
   PyModuleDef_HEAD_INIT,
   "igraph._igraph",                   /* m_name */
@@ -749,7 +745,6 @@ static struct PyModuleDef moduledef = {
   igraphmodule_clear,                 /* m_clear */
   0                                   /* m_free */
 };
-#endif
 
 /****************** Exported API functions *******************/
 
@@ -796,16 +791,8 @@ igraph_t* PyIGraph_ToCGraph(PyObject* graph) {
 extern PyObject* igraphmodule_InternalError;
 extern PyObject* igraphmodule_arpack_options_default;
 
-#ifdef IGRAPH_PYTHON3
-#  define INITERROR return NULL
-   PyObject* PyInit__igraph(void)
-#else
-#  define INITERROR return
-#  ifndef PyMODINIT_FUNC
-#    define PyMODINIT_FUNC void
-#  endif
-   PyMODINIT_FUNC init_igraph(void)
-#endif
+#define INITERROR return NULL
+PyObject* PyInit__igraph(void)
 {
   PyObject* m;
   static void *PyIGraph_API[PyIGraph_API_pointers];
@@ -845,12 +832,7 @@ extern PyObject* igraphmodule_arpack_options_default;
     INITERROR;
 
   /* Initialize the core module */
-#ifdef IGRAPH_PYTHON3
   m = PyModule_Create(&moduledef);
-#else
-  m = Py_InitModule3("igraph._igraph", igraphmodule_methods, MODULE_DOCS);
-#endif
-
   if (m == NULL)
     INITERROR;
 
@@ -945,18 +927,12 @@ extern PyObject* igraphmodule_arpack_options_default;
   PyIGraph_API[PyIGraph_ToCGraph_NUM]   = (void *)PyIGraph_ToCGraph;
 
   /* Create a CObject containing the API pointer array's address */
-#ifdef IGRAPH_PYTHON3
   c_api_object = PyCapsule_New((void*)PyIGraph_API, "igraph._igraph._C_API", 0);
-#else
-  c_api_object = PyCObject_FromVoidPtr((void*)PyIGraph_API, 0);
-#endif
   if (c_api_object != 0) {
     PyModule_AddObject(m, "_C_API", c_api_object);
   }
 
   igraphmodule_initialized = 1;
 
-#ifdef IGRAPH_PYTHON3
   return m;
-#endif
 }
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index f30729b17..8eececb9c 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -26,7 +26,6 @@
 #include "error.h"
 #include "indexing.h"
 #include "platform.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 
 /***************************************************************************/
@@ -41,7 +40,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
   if (eid >= 0) {
     /* Edge found, get the value of the attribute */
     if (values == 0) {
-      return PyInt_FromLong(1L);
+      return PyLong_FromLong(1L);
     } else {
       result = PyList_GetItem(values, eid);
       Py_XINCREF(result);
@@ -49,7 +48,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
     }
   } else {
     /* No such edge, return zero */
-    return PyInt_FromLong(0L);
+    return PyLong_FromLong(0L);
   }
 }
 
@@ -160,7 +159,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
       if (values)
         item = PyList_GetItem(values, eid);
       else
-        item = PyInt_FromLong(1);
+        item = PyLong_FromLong(1);
       Py_INCREF(item);
       PyList_SetItem(result, v, item);   /* reference stolen here */
     }
@@ -221,7 +220,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
  */
 static INLINE igraph_bool_t deleting_edge(PyObject* value) {
   return value == Py_None || value == Py_False ||
-      (PyInt_Check(value) && PyInt_AsLong(value) == 0);
+      (PyLong_Check(value) && PyLong_AsLong(value) == 0);
 }
 
 /**
diff --git a/src/_igraph/py2compat.c b/src/_igraph/py2compat.c
deleted file mode 100644
index 31fbec867..000000000
--- a/src/_igraph/py2compat.c
+++ /dev/null
@@ -1,146 +0,0 @@
-/* -*- mode: C -*-  */
-/* vim: set ts=2 sw=2 sts=2 et: */
-
-/* 
-   IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
-   
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-   
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-   
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-   02110-1301 USA
-
-*/
-
-#include "py2compat.h"
-
-/* Common utility functions that are useful both in Python 2.x and 3.x */
-
-int PyFile_Close(PyObject* fileObj) {
-  PyObject *result;
-
-  result = PyObject_CallMethod(fileObj, "close", 0);
-  if (result) {
-    Py_DECREF(result);
-    return 0;
-  } else {
-    /* Exception raised already */
-    return 1;
-  }
-}
-
-
-#ifdef IGRAPH_PYTHON3
-
-/* Python 3.x functions */
-
-PyObject* PyFile_FromObject(PyObject* filename, const char* mode) {
-  PyObject *ioModule, *fileObj;
-
-  ioModule = PyImport_ImportModule("io");
-  if (ioModule == 0)
-    return 0;
-
-  fileObj = PyObject_CallMethod(ioModule, "open", "Os", filename, mode);
-  Py_DECREF(ioModule);
-
-  return fileObj;
-}
-
-char* PyString_CopyAsString(PyObject* string) {
-  PyObject* bytes;
-  char* result;
-
-  if (PyBytes_Check(string)) {
-    bytes = string;
-    Py_INCREF(bytes);
-  } else {
-    bytes = PyUnicode_AsUTF8String(string);
-  }
-
-  if (bytes == 0)
-    return 0;
-  
-  result = strdup(PyBytes_AS_STRING(bytes));
-  Py_DECREF(bytes);
-
-  if (result == 0)
-    PyErr_NoMemory();
-
-  return result;
-}
-
-int PyString_IsEqualToUTF8String(PyObject* py_string,
-		const char* c_string) {
-	PyObject* c_string_conv;
-	int result;
-
-	if (!PyUnicode_Check(py_string))
-		return 0;
-
-	c_string_conv = PyUnicode_FromString(c_string);
-	if (c_string_conv == 0)
-		return 0;
-
-	result = (PyUnicode_Compare(py_string, c_string_conv) == 0);
-	Py_DECREF(c_string_conv);
-
-	return result;
-}
-
-#else
-
-/* Python 2.x functions */
-
-char* PyString_CopyAsString(PyObject* string) {
-  char* result;
-
-  if (!PyBaseString_Check(string)) {
-    PyErr_SetString(PyExc_TypeError, "string or unicode object expected");
-    return 0;
-  }
-
-  result = PyString_AsString(string);
-  if (result == 0)
-    return 0;
-
-  result = strdup(result);
-  if (result == 0)
-    PyErr_NoMemory();
-
-  return result;
-}
-
-int PyString_IsEqualToASCIIString(PyObject* py_string,
-		const char* c_string) {
-	PyObject* c_string_conv;
-	int result;
-
-  if (PyString_Check(py_string)) {
-    return strcmp(PyString_AS_STRING(py_string), c_string) == 0;
-  }
-
-	if (!PyUnicode_Check(py_string))
-		return 0;
-
-	c_string_conv = PyUnicode_DecodeASCII(c_string, strlen(c_string), "strict");
-	if (c_string_conv == 0)
-		return 0;
-
-	result = (PyUnicode_Compare(py_string, c_string_conv) == 0);
-	Py_DECREF(c_string_conv);
-
-	return result;
-}
-
-#endif
diff --git a/src/_igraph/py2compat.h b/src/_igraph/py2compat.h
deleted file mode 100644
index 8ab6dd56f..000000000
--- a/src/_igraph/py2compat.h
+++ /dev/null
@@ -1,94 +0,0 @@
-/* -*- mode: C -*-  */
-/* vim: set ts=2 sw=2 sts=2 et: */
-
-/* 
-   IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
-   
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-   
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-   
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-   02110-1301 USA
-
-*/
-
-#ifndef PY_IGRAPH_PY2COMPAT_H
-#define PY_IGRAPH_PY2COMPAT_H
-
-#include <Python.h>
-
-/* Common utility functions */
-int PyFile_Close(PyObject* fileObj);
-
-/* Compatibility hacks */
-#ifndef Py_hash_t
-#  define Py_hash_t long
-#endif
-
-#if PY_MAJOR_VERSION >= 3
-
-/* Python 3.x-specific part follows here */
-#define IGRAPH_PYTHON3
-
-#define PyBaseString_Check(o) (PyUnicode_Check(o) || PyBytes_Check(o))
-
-PyObject* PyFile_FromObject(PyObject* filename, const char* mode);
-
-#ifndef PYPY_VERSION
-  typedef PyLongObject  PyIntObject;
-#endif  /* PYPY_VERSION */
-#define PyInt_AsLong   PyLong_AsLong
-#define PyInt_Check    PyLong_Check
-#define PyInt_FromLong PyLong_FromLong
-
-#define PyNumber_Int   PyNumber_Long
-
-#define PyString_AS_STRING  PyUnicode_AS_UNICODE
-#define PyString_Check      PyUnicode_Check
-#define PyString_FromFormat PyUnicode_FromFormat
-#define PyString_FromString PyUnicode_FromString
-#define PyString_Type       PyUnicode_Type
-#define PyString_IsEqualToASCIIString(uni, string) \
-        (PyUnicode_CompareWithASCIIString(uni, string) == 0)
-
-#ifndef PyVarObject_HEAD_INIT
-#define PyVarObject_HEAD_INIT(type, size)            \
-        PyObject_HEAD_INIT(type) size,
-#endif
-
-int PyString_IsEqualToUTF8String(PyObject* py_string,
-    const char* c_string);
-
-#else
-
-/* Python 2.x-specific part follows here */
-
-#define PyBaseString_Check(o) (PyString_Check(o) || PyUnicode_Check(o))
-
-int PyString_IsEqualToASCIIString(PyObject* py_string,
-    const char* c_string);
-
-#ifndef Py_TYPE
-#  define Py_TYPE(o) ((o)->ob_type)
-#endif
-
-#ifndef PyVarObject_HEAD_INIT
-#  define PyVarObject_HEAD_INIT(type, size) PyObject_HEAD_INIT(type) size,
-#endif
-
-#endif
-
-char* PyString_CopyAsString(PyObject* string);
-
-#endif
-
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 633e4d73b..a51b60ca7 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -21,9 +21,41 @@
 
 */
 
-#include "py2compat.h"
 #include "pyhelpers.h"
 
+/**
+ * Closes a Python file-like object by calling its close() method.
+ */
+int igraphmodule_PyFile_Close(PyObject* fileObj) {
+  PyObject *result;
+
+  result = PyObject_CallMethod(fileObj, "close", 0);
+  if (result) {
+    Py_DECREF(result);
+    return 0;
+  } else {
+    /* Exception raised already */
+    return 1;
+  }
+}
+
+/**
+ * Creates a Python file-like object from a Python object storing a string and
+ * an ordinary C string storing the mode to open the file in.
+ */
+PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode) {
+  PyObject *ioModule, *fileObj;
+
+  ioModule = PyImport_ImportModule("io");
+  if (ioModule == 0)
+    return 0;
+
+  fileObj = PyObject_CallMethod(ioModule, "open", "Os", filename, mode);
+  Py_DECREF(ioModule);
+
+  return fileObj;
+}
+
 /**
  * Creates a Python list and fills it with a pre-defined item.
  * 
@@ -51,7 +83,7 @@ PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item) {
  * \param  len   the length of the list to be created
  */
 PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len) {
-	PyObject* zero = PyInt_FromLong(0);
+	PyObject* zero = PyLong_FromLong(0);
 	PyObject* result;
 
 	if (zero == 0)
@@ -82,7 +114,7 @@ char* igraphmodule_PyObject_ConvertToCString(PyObject* string) {
     Py_INCREF(string);
   }
 
-  result = PyString_CopyAsString(string);
+  result = PyUnicode_CopyAsString(string);
   Py_DECREF(string);
 
   return result;
@@ -101,22 +133,14 @@ PyObject* igraphmodule_PyRange_create(Py_ssize_t start, Py_ssize_t stop, Py_ssiz
   PyObject* result;
 
   if (builtin_module == 0) {
-#ifdef IGRAPH_PYTHON3
     builtin_module = PyImport_ImportModule("builtins");
-#else
-    builtin_module = PyImport_ImportModule("__builtin__");
-#endif
     if (builtin_module == 0) {
       return 0;
     }
   }
 
   if (range_func == 0) {
-#ifdef IGRAPH_PYTHON3
     range_func = PyObject_GetAttrString(builtin_module, "range");
-#else
-    range_func = PyObject_GetAttrString(builtin_module, "xrange");
-#endif
     if (range_func == 0) {
       return 0;
     }
@@ -126,6 +150,47 @@ PyObject* igraphmodule_PyRange_create(Py_ssize_t start, Py_ssize_t stop, Py_ssiz
   return result;
 }
 
+char* PyUnicode_CopyAsString(PyObject* string) {
+  PyObject* bytes;
+  char* result;
+
+  if (PyBytes_Check(string)) {
+    bytes = string;
+    Py_INCREF(bytes);
+  } else {
+    bytes = PyUnicode_AsUTF8String(string);
+  }
+
+  if (bytes == 0)
+    return 0;
+  
+  result = strdup(PyBytes_AS_STRING(bytes));
+  Py_DECREF(bytes);
+
+  if (result == 0)
+    PyErr_NoMemory();
+
+  return result;
+}
+
+int PyUnicode_IsEqualToUTF8String(PyObject* py_string,
+		const char* c_string) {
+	PyObject* c_string_conv;
+	int result;
+
+	if (!PyUnicode_Check(py_string))
+		return 0;
+
+	c_string_conv = PyUnicode_FromString(c_string);
+	if (c_string_conv == 0)
+		return 0;
+
+	result = (PyUnicode_Compare(py_string, c_string_conv) == 0);
+	Py_DECREF(c_string_conv);
+
+	return result;
+}
+
 /**
  * Generates a hash value for a plain C pointer.
  *
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 00c518e95..00bff1d86 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -26,12 +26,20 @@
 
 #include <Python.h>
 
+int igraphmodule_PyFile_Close(PyObject* fileObj);
+PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode);
 PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item);
 PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len);
 char* igraphmodule_PyObject_ConvertToCString(PyObject* string);
 PyObject* igraphmodule_PyRange_create(Py_ssize_t start, Py_ssize_t stop, Py_ssize_t step);
+int PyUnicode_IsEqualToUTF8String(PyObject* py_string, const char* c_string);
 long igraphmodule_Py_HashPointer(void *p);
 
+#define PyBaseString_Check(o) (PyUnicode_Check(o) || PyBytes_Check(o))
+#define PyUnicode_IsEqualToASCIIString(uni, string) \
+        (PyUnicode_CompareWithASCIIString(uni, string) == 0)
+char* PyUnicode_CopyAsString(PyObject* string);
+
 #define PY_IGRAPH_DEPRECATED(msg) \
   PyErr_WarnEx(PyExc_DeprecationWarning, (msg), 1)
 #define PY_IGRAPH_WARN(msg) \
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index bb623dfcc..e267d13d0 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -21,7 +21,6 @@
 
 */
 
-#include "py2compat.h"
 #include "random.h"
 #include <limits.h>
 #include <igraph_random.h>
@@ -115,7 +114,7 @@ unsigned long int igraph_rng_Python_get(void *state) {
     /* Fallback to the C random generator */
     return rand() * LONG_MAX;
   }
-  retval = PyInt_AsLong(result);
+  retval = PyLong_AsLong(result);
   Py_DECREF(result);
   return retval;
 }
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 138a225b1..f64b2c608 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -146,48 +146,31 @@ void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
 PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
   PyObject *s;
   PyObject *attrs;
-#ifndef IGRAPH_PYTHON3
-  PyObject *grepr, *drepr;
-#endif
 
   attrs = igraphmodule_Vertex_attributes(self);
   if (attrs == 0)
     return NULL;
 
-#ifdef IGRAPH_PYTHON3
   s = PyUnicode_FromFormat("igraph.Vertex(%R, %ld, %R)",
       (PyObject*)self->gref, (long int)self->idx, attrs);
   Py_DECREF(attrs);
-#else
-  grepr=PyObject_Repr((PyObject*)self->gref);
-  drepr=PyObject_Repr(igraphmodule_Vertex_attributes(self));
-  Py_DECREF(attrs);
-  if (!grepr || !drepr) {
-    Py_XDECREF(grepr);
-    Py_XDECREF(drepr);
-    return NULL;
-  }
-  s=PyString_FromFormat("igraph.Vertex(%s,%ld,%s)", PyString_AsString(grepr),
-    (long int)self->idx, PyString_AsString(drepr));
-  Py_DECREF(grepr);
-  Py_DECREF(drepr);
-#endif
+
   return s;
 }
 
 /** \ingroup python_interface_vertex
  * \brief Returns the hash code of the vertex
  */
-Py_hash_t igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
-  Py_hash_t hash_graph;
-  Py_hash_t hash_index;
-  Py_hash_t result;
+long igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
+  long hash_graph;
+  long hash_index;
+  long result;
   PyObject* index_o;
 
   if (self->hash != -1)
     return self->hash;
 
-  index_o = PyInt_FromLong((long int)self->idx);
+  index_o = PyLong_FromLong((long int)self->idx);
   if (index_o == 0)
     return -1;
 
@@ -505,7 +488,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   if (!igraphmodule_attribute_name_check(k))
     return -1;
 
-  if (PyString_IsEqualToASCIIString(k, "name"))
+  if (PyUnicode_IsEqualToASCIIString(k, "name"))
     igraphmodule_invalidate_vertex_name_index(&o->g);
 
   if (v==NULL)
@@ -567,7 +550,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
  * Returns the vertex index
  */
 PyObject* igraphmodule_Vertex_get_index(igraphmodule_VertexObject* self, void* closure) {
-  return PyInt_FromLong((long int)self->idx);
+  return PyLong_FromLong((long int)self->idx);
 }
 
 /**
@@ -628,7 +611,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
     PyObject* v;
     int idx_int;
 
-    if (!PyInt_Check(idx)) {
+    if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_edge_list expected list of integers");
       return NULL;
     }
@@ -660,7 +643,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
     PyObject* v;
     int idx_int;
 
-    if (!PyInt_Check(idx)) {
+    if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_vertex_list expected list of integers");
       return NULL;
     }
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index b50b52351..f33d640eb 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -25,7 +25,6 @@
 
 #include <Python.h>
 #include "graphobject.h"
-#include "py2compat.h"
 
 /**
  * \ingroup python_interface_vertex
@@ -36,7 +35,7 @@ typedef struct
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_integer_t idx;
-  Py_hash_t hash;
+  long hash;
 } igraphmodule_VertexObject;
 
 int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self);
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 88e476e7d..6560368cb 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -27,7 +27,6 @@
 #include "common.h"
 #include "convert.h"
 #include "error.h"
-#include "py2compat.h"
 #include "pyhelpers.h"
 #include "vertexseqobject.h"
 #include "vertexobject.h"
@@ -115,9 +114,9 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
   if (vsobj == Py_None) {
     /* If vs is None, we are selecting all the vertices */
     igraph_vs_all(&vs);
-  } else if (PyInt_Check(vsobj)) {
+  } else if (PyLong_Check(vsobj)) {
     /* We selected a single vertex */
-    long int idx = PyInt_AsLong(vsobj);
+    long int idx = PyLong_AsLong(vsobj);
     if (idx < 0 || idx >= igraph_vcount(&((igraphmodule_GraphObject*)g)->g)) {
       PyErr_SetString(PyExc_ValueError, "vertex index out of range");
       return -1;
@@ -353,7 +352,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   if (!igraphmodule_attribute_name_check(attrname))
     return -1;
 
-  if (PyString_IsEqualToASCIIString(attrname, "name"))
+  if (PyUnicode_IsEqualToASCIIString(attrname, "name"))
     igraphmodule_invalidate_vertex_name_index(&gr->g);
 
   if (values == 0) {
@@ -363,7 +362,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
     return -1;
   }
 
- if (PyString_Check(values) || !PySequence_Check(values)) {
+ if (PyUnicode_Check(values) || !PySequence_Check(values)) {
     /* If values is a string or not a sequence, we construct a list with a
      * single element (the value itself) and then call ourselves again */
     int result;
@@ -541,10 +540,10 @@ PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self, PyObje
       Py_DECREF(call_result);
       Py_DECREF(vertex);
     }
-  } else if (PyInt_Check(item)) {
+  } else if (PyLong_Check(item)) {
     /* Integers are interpreted as indices on the vertex set and NOT on the
      * original, untouched vertex sequence of the graph */
-    return PySequence_GetItem((PyObject*)self, PyInt_AsLong(item));
+    return PySequence_GetItem((PyObject*)self, PyLong_AsLong(item));
   } else if (PyBaseString_Check(item)) {
     /* Strings are interpreted as vertex names */
     if (igraphmodule_get_vertex_id_by_name(&self->gref->g, item, &i))
@@ -651,7 +650,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       }
 
       igraph_vector_destroy(&v);
-    } else if (PyInt_Check(item)) {
+    } else if (PyLong_Check(item)) {
       /* Integers are treated specially: from now on, all remaining items
        * in the argument list must be integers and they will be used together
        * to restrict the vertex set. Integers are interpreted as indices on the
@@ -677,14 +676,14 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
-        if (!PyInt_Check(item2)) {
+        if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "vertex indices expected");
           igraph_vector_destroy(&v);
           igraph_vector_destroy(&v2);
           return NULL;
         }
-        idx = PyInt_AsLong(item2);
+        idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "vertex index out of range");
           igraph_vector_destroy(&v);

From 119a706d9e2df1e6d302fb9d6826087effdf47fc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 02:11:25 +0100
Subject: [PATCH 0196/1681] fix: fix compilation on PyPy 3.7 that I broke in
 the previous commit

---
 src/_igraph/filehandle.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index 94458fa99..f7bc72f38 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -91,7 +91,7 @@ static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* hand
         /* We have received a string; we need to open the file denoted by this
          * string now and mark that we opened the file ourselves (so we need
          * to close it when igraphmodule_filehandle_destroy is invoked). */
-        handle->object = PyFile_FromObject(object, mode);
+        handle->object = igraphmodule_PyFile_FromObject(object, mode);
         if (handle->object == 0) {
             /* Could not open the file; just return an error code because an
              * exception was raised already */

From 3dc0ec00f67d8cbcee31077229d6f33a514a3387 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 02:26:41 +0100
Subject: [PATCH 0197/1681] doc: remove type annotations from
 __text_signature__ markup, it is not supported

---
 src/_igraph/arpackobject.c    |  2 +-
 src/_igraph/edgeseqobject.c   | 12 +++----
 src/_igraph/graphobject.c     | 62 +++++++++++++++++------------------
 src/_igraph/vertexobject.c    |  6 ++--
 src/_igraph/vertexseqobject.c | 12 +++----
 5 files changed, 47 insertions(+), 47 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 918a2f697..7f31f506c 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -190,7 +190,7 @@ PyObject* igraphmodule_ARPACKOptions_str(
 PyMethodDef igraphmodule_ARPACKOptions_methods[] = {
   /*{"attributes", (PyCFunction)igraphmodule_Edge_attributes,
       METH_NOARGS,
-      "attributes() -> list\n\n"
+      "attributes()\n--\n\n"
       "Returns the attribute list of the graph's edges\n"
   },*/
   {NULL}
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 311df20dd..507edd3ec 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -796,36 +796,36 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 PyMethodDef igraphmodule_EdgeSeq_methods[] = {
   {"attribute_names", (PyCFunction)igraphmodule_EdgeSeq_attribute_names,
    METH_NOARGS,
-   "attribute_names() -> list\n--\n\n"
+   "attribute_names()\n--\n\n"
    "Returns the attribute name list of the graph's edges\n"
   },
   {"find", (PyCFunction)igraphmodule_EdgeSeq_find,
    METH_VARARGS,
-   "find(condition) -> Edge\n--\n\n"
+   "find(condition)\n--\n\n"
    "For internal use only.\n"
   },
   {"get_attribute_values", (PyCFunction)igraphmodule_EdgeSeq_get_attribute_values,
    METH_O,
-   "get_attribute_values(attrname) -> list\n--\n\n"
+   "get_attribute_values(attrname)\n--\n\n"
    "Returns the value of a given edge attribute for all edges.\n\n"
    "@param attrname: the name of the attribute\n"
   },
   {"is_all", (PyCFunction)igraphmodule_EdgeSeq_is_all, METH_NOARGS,
-   "is_all() -> bool\n--\n\n"
+   "is_all()\n--\n\n"
    "Returns whether the edge sequence contains all the edges exactly once, in\n"
    "the order of their edge IDs.\n\n"
    "This is used for optimizations in some of the edge selector routines.\n"
   },
   {"set_attribute_values", (PyCFunction)igraphmodule_EdgeSeq_set_attribute_values,
    METH_VARARGS | METH_KEYWORDS,
-   "set_attribute_values(attrname, values) -> list\n--\n\n"
+   "set_attribute_values(attrname, values)\n--\n\n"
    "Sets the value of a given edge attribute for all vertices\n"
    "@param attrname: the name of the attribute\n"
    "@param values: the new attribute values in a list\n"
   },
   {"select", (PyCFunction)igraphmodule_EdgeSeq_select,
    METH_VARARGS,
-   "select(...) -> VertexSeq\n--\n\n"
+   "select(...)\n--\n\n"
    "For internal use only.\n"
   },
   {NULL}
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 748114d1d..a488697b4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11984,21 +11984,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_vcount
   {"vcount", (PyCFunction) igraphmodule_Graph_vcount,
    METH_NOARGS,
-   "vcount() -> int\n--\n\n"
+   "vcount()\n--\n\n"
    "Counts the number of vertices.\n"
    "@return: the number of vertices in the graph.\n" "@rtype: integer"},
 
   // interface to igraph_ecount
   {"ecount", (PyCFunction) igraphmodule_Graph_ecount,
    METH_NOARGS,
-   "ecount() -> int\n--\n\n"
+   "ecount()\n--\n\n"
    "Counts the number of edges.\n"
    "@return: the number of edges in the graph.\n" "@rtype: integer"},
 
   // interface to igraph_is_dag
   {"is_dag", (PyCFunction) igraphmodule_Graph_is_dag,
    METH_NOARGS,
-   "is_dag() -> bool\n--\n\n"
+   "is_dag()\n--\n\n"
    "Checks whether the graph is a DAG (directed acyclic graph).\n\n"
    "A DAG is a directed graph with no directed cycles.\n\n"
    "@return: C{True} if it is a DAG, C{False} otherwise.\n"
@@ -12007,7 +12007,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_is_directed
   {"is_directed", (PyCFunction) igraphmodule_Graph_is_directed,
    METH_NOARGS,
-   "is_directed() -> bool\n--\n\n"
+   "is_directed()\n--\n\n"
    "Checks whether the graph is directed.\n"
    "@return: C{True} if it is directed, C{False} otherwise.\n"
    "@rtype: boolean"},
@@ -12015,7 +12015,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_is_simple
   {"is_simple", (PyCFunction) igraphmodule_Graph_is_simple,
    METH_NOARGS,
-   "is_simple() -> bool\n--\n\n"
+   "is_simple()\n--\n\n"
    "Checks whether the graph is simple (no loop or multiple edges).\n\n"
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
@@ -12023,14 +12023,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_add_vertices */
   {"add_vertices", (PyCFunction) igraphmodule_Graph_add_vertices,
    METH_VARARGS,
-   "add_vertices(n: int) -> None\n--\n\n"
+   "add_vertices(n: int)\n--\n\n"
    "Adds vertices to the graph.\n\n"
    "@param n: the number of vertices to be added\n"},
 
   /* interface to igraph_delete_vertices */
   {"delete_vertices", (PyCFunction) igraphmodule_Graph_delete_vertices,
    METH_VARARGS,
-   "delete_vertices(vs) -> None\n--\n\n"
+   "delete_vertices(vs)\n--\n\n"
    "Deletes vertices and all its edges from the graph.\n\n"
    "@param vs: a single vertex ID or the list of vertex IDs\n"
    "  to be deleted. No argument deletes all vertices.\n"},
@@ -12038,7 +12038,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_add_edges */
   {"add_edges", (PyCFunction) igraphmodule_Graph_add_edges,
    METH_VARARGS,
-   "add_edges(es) -> None\n--\n\n"
+   "add_edges(es)\n--\n\n"
    "Adds edges to the graph.\n\n"
    "@param es: the list of edges to be added. Every edge is\n"
    "  represented with a tuple, containing the vertex IDs of the\n"
@@ -12047,7 +12047,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_delete_edges */
   {"delete_edges", (PyCFunction) igraphmodule_Graph_delete_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "delete_edges(es) -> None\n--\n\n"
+   "delete_edges(es)\n--\n\n"
    "Removes edges from the graph.\n\n"
    "All vertices will be kept, even if they lose all their edges.\n"
    "Nonexistent edges will be silently ignored.\n\n"
@@ -12094,7 +12094,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_loop */
   {"is_loop", (PyCFunction) igraphmodule_Graph_is_loop,
    METH_VARARGS | METH_KEYWORDS,
-   "is_loop(edges=None) -> List[bool]\n--\n\n"
+   "is_loop(edges=None)\n--\n\n"
    "Checks whether a specific set of edges contain loop edges\n\n"
    "@param edges: edge indices which we want to check. If C{None}, all\n"
    "  edges are checked.\n"
@@ -12103,7 +12103,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_multiple */
   {"is_multiple", (PyCFunction) igraphmodule_Graph_is_multiple,
    METH_VARARGS | METH_KEYWORDS,
-   "is_multiple(edges=None) -> List[bool]\n--\n\n"
+   "is_multiple(edges=None)\n--\n\n"
    "Checks whether an edge is a multiple edge.\n\n"
    "Also works for a set of edges -- in this case, every edge is checked\n"
    "one by one. Note that if there are multiple edges going between a\n"
@@ -12118,7 +12118,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_has_multiple */
   {"has_multiple", (PyCFunction) igraphmodule_Graph_has_multiple,
    METH_NOARGS,
-   "has_multiple() -> bool\n--\n\n"
+   "has_multiple()\n--\n\n"
    "Checks whether the graph has multiple edges.\n\n"
    "@return: C{True} if the graph has at least one multiple edge,\n"
    "         C{False} otherwise.\n"
@@ -12127,7 +12127,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_mutual */
   {"is_mutual", (PyCFunction) igraphmodule_Graph_is_mutual,
    METH_VARARGS | METH_KEYWORDS,
-   "is_mutual(edges=None) -> Lis[bool]\n--\n\n"
+   "is_mutual(edges=None)\n--\n\n"
    "Checks whether an edge has an opposite pair.\n\n"
    "Also works for a set of edges -- in this case, every edge is checked\n"
    "one by one. The result will be a list of booleans (or a single boolean\n"
@@ -12146,7 +12146,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_count_multiple */
   {"count_multiple", (PyCFunction) igraphmodule_Graph_count_multiple,
    METH_VARARGS | METH_KEYWORDS,
-   "count_multiple(edges=None) -> List[int]\n--\n\n"
+   "count_multiple(edges=None)\n--\n\n"
    "Counts the multiplicities of the given edges.\n\n"
    "@param edges: edge indices for which we want to count their\n"
    "  multiplicity. If C{None}, all edges are counted.\n"
@@ -12177,7 +12177,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_eid */
   {"get_eid", (PyCFunction) igraphmodule_Graph_get_eid,
    METH_VARARGS | METH_KEYWORDS,
-   "get_eid(v1, v2, directed=True, error=True) -> int\n--\n\n"
+   "get_eid(v1, v2, directed=True, error=True)\n--\n\n"
    "Returns the edge ID of an arbitrary edge between vertices v1 and v2\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
@@ -12192,7 +12192,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_eids */
   {"get_eids", (PyCFunction) igraphmodule_Graph_get_eids,
    METH_VARARGS | METH_KEYWORDS,
-   "get_eids(pairs=None, path=None, directed=True, error=True) -> List[int]\n--\n\n"
+   "get_eids(pairs=None, path=None, directed=True, error=True)\n--\n\n"
    "Returns the edge IDs of some edges between some vertices.\n\n"
    "This method can operate in two different modes, depending on which\n"
    "of the keyword arguments C{pairs} and C{path} are given.\n\n"
@@ -12779,7 +12779,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_are_connected
   {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2) -> bool\n--\n\n"
+   "are_connected(v1, v2)\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
@@ -13088,7 +13088,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_density */
   {"density", (PyCFunction) igraphmodule_Graph_density,
    METH_VARARGS | METH_KEYWORDS,
-   "density(loops=False) -> float\n--\n\n"
+   "density(loops=False)\n--\n\n"
    "Calculates the density of the graph.\n\n"
    "@param loops: whether to take loops into consideration. If C{True},\n"
    "  the algorithm assumes that there might be some loops in the graph\n"
@@ -13412,7 +13412,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_bipartite */
   {"is_bipartite", (PyCFunction) igraphmodule_Graph_is_bipartite,
    METH_VARARGS | METH_KEYWORDS,
-   "is_bipartite(return_types=False) -> bool\n--\n\n"
+   "is_bipartite(return_types=False)\n--\n\n"
    "Decides whether the graph is bipartite or not.\n\n"
    "Vertices of a bipartite graph can be partitioned into two groups A\n"
    "and B in a way that all edges go between the two groups.\n\n"
@@ -13450,7 +13450,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_connected */
   {"is_connected", (PyCFunction) igraphmodule_Graph_is_connected,
    METH_VARARGS | METH_KEYWORDS,
-   "is_connected(mode=STRONG) -> bool\n--\n\n"
+   "is_connected(mode=STRONG)\n--\n\n"
    "Decides whether the graph is connected.\n\n"
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
@@ -13640,7 +13640,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_reciprocity */
   {"reciprocity", (PyCFunction) igraphmodule_Graph_reciprocity,
    METH_VARARGS | METH_KEYWORDS,
-   "reciprocity(ignore_loops=True, mode=\"default\") -> float\n--\n\n"
+   "reciprocity(ignore_loops=True, mode=\"default\")\n--\n\n"
    "Reciprocity defines the proportion of mutual connections in a\n"
    "directed graph. It is most commonly defined as the probability\n"
    "that the opposite counterpart of a directed edge is also included\n"
@@ -14908,7 +14908,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the isomorphism class of the (sub)graph\n\n"},
   {"isomorphic", (PyCFunction) igraphmodule_Graph_isomorphic,
    METH_VARARGS | METH_KEYWORDS,
-   "isomorphic(other) -> bool\n--\n\n"
+   "isomorphic(other)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph.\n\n"
    "The algorithm being used is selected using a simple heuristic:\n\n"
    "  - If one graph is directed and the other undirected, an exception\n"
@@ -15265,15 +15265,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ////////////////////////
   {"attributes", (PyCFunction) igraphmodule_Graph_attributes,
    METH_NOARGS,
-   "attributes() -> Sequence[str]\n--\n\n"
+   "attributes()\n--\n\n"
    "@return: the attribute name list of the graph\n"},
   {"vertex_attributes", (PyCFunction) igraphmodule_Graph_vertex_attributes,
    METH_NOARGS,
-   "vertex_attributes() -> Sequence[str]\n--\n\n"
+   "vertex_attributes()\n--\n\n"
    "@return: the attribute name list of the graph's vertices\n"},
   {"edge_attributes", (PyCFunction) igraphmodule_Graph_edge_attributes,
    METH_NOARGS,
-   "edge_attributes() -> Sequence[str]\n--\n\n"
+   "edge_attributes()\n--\n\n"
    "@return: the attribute name list of the graph's edges\n"},
 
   ///////////////
@@ -15544,7 +15544,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@see: L{largest_cliques()} for the largest cliques."},
   {"clique_number", (PyCFunction) igraphmodule_Graph_clique_number,
    METH_NOARGS,
-   "clique_number() -> int\n--\n\n"
+   "clique_number()\n--\n\n"
    "Returns the clique number of the graph.\n\n"
    "The clique number of the graph is the size of the largest clique.\n\n"
    "@see: L{largest_cliques()} for the largest cliques."},
@@ -15589,7 +15589,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"independence_number",
    (PyCFunction) igraphmodule_Graph_independence_number,
    METH_NOARGS,
-   "independence_number() -> int\n--\n\n"
+   "independence_number()\n--\n\n"
    "Returns the independence number of the graph.\n\n"
    "The independence number of the graph is the size of the largest\n"
    "independent vertex set.\n\n"
@@ -15601,7 +15601,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*********************************/
   {"modularity", (PyCFunction) igraphmodule_Graph_modularity,
    METH_VARARGS | METH_KEYWORDS,
-   "modularity(membership, weights=None, resolution=1, directed=True) -> float\n--\n\n"
+   "modularity(membership, weights=None, resolution=1, directed=True)\n--\n\n"
    "Calculates the modularity of the graph with respect to some vertex types.\n\n"
    "The modularity of a graph w.r.t. some division measures how good the\n"
    "division is, or how separated are the different vertex types from each\n"
@@ -15639,7 +15639,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"coreness", (PyCFunction) igraphmodule_Graph_coreness,
    METH_VARARGS | METH_KEYWORDS,
-   "coreness(mode=ALL) -> Sequence[int]\n--\n\n"
+   "coreness(mode=ALL)\n--\n\n"
    "Finds the coreness (shell index) of the vertices of the network.\n\n"
    "The M{k}-core of a graph is a maximal subgraph in which each vertex\n"
    "has at least degree k. (Degree here means the degree in the\n"
@@ -15975,7 +15975,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,
-   "_raw_pointer() -> int\n--\n\n"
+   "_raw_pointer()\n--\n\n"
    "Returns the memory address of the igraph graph encapsulated by the Python\n"
    "object as an ordinary Python integer.\n\n"
    "This function should not be used directly by igraph users, it is useful\n"
@@ -15985,7 +15985,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"__register_destructor",
    (PyCFunction) igraphmodule_Graph___register_destructor__,
    METH_VARARGS | METH_KEYWORDS,
-   "__register_destructor(destructor) -> None\n--\n\n"
+   "__register_destructor(destructor)\n--\n\n"
    "Registers a destructor to be called when the object is freed by\n"
    "Python. This function should not be used directly by igraph users."},
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index f64b2c608..0e5f28b77 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -733,17 +733,17 @@ GRAPH_PROXY_METHOD_PP(successors, "successors", _convert_to_vertex_list);
 PyMethodDef igraphmodule_Vertex_methods[] = {
   {"attributes", (PyCFunction)igraphmodule_Vertex_attributes,
     METH_NOARGS,
-    "attributes() -> dict\n--\n\n"
+    "attributes()\n--\n\n"
     "Returns a dict of attribute names and values for the vertex\n"
   },
   {"attribute_names", (PyCFunction)igraphmodule_Vertex_attribute_names,
     METH_NOARGS,
-    "attribute_names() -> list\n--\n\n"
+    "attribute_names()\n--\n\n"
     "Returns the list of vertex attribute names\n"
   },
   {"update_attributes", (PyCFunction)igraphmodule_Vertex_update_attributes,
     METH_VARARGS | METH_KEYWORDS,
-    "update_attributes(E, **F) -> None\n--\n\n"
+    "update_attributes(E, **F)\n--\n\n"
     "Updates the attributes of the vertex from dict/iterable E and F.\n\n"
     "If E has a C{keys()} method, it does: C{for k in E: self[k] = E[k]}.\n"
     "If E lacks a C{keys()} method, it does: C{for (k, v) in E: self[k] = v}.\n"
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 6560368cb..2101b22d3 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -898,17 +898,17 @@ PyObject* igraphmodule_VertexSeq__reindex_names(igraphmodule_VertexSeqObject* se
 PyMethodDef igraphmodule_VertexSeq_methods[] = {
   {"attribute_names", (PyCFunction)igraphmodule_VertexSeq_attribute_names,
    METH_NOARGS,
-   "attribute_names() -> list\n--\n\n"
+   "attribute_names()\n--\n\n"
    "Returns the attribute name list of the graph's vertices\n"
   },
   {"find", (PyCFunction)igraphmodule_VertexSeq_find,
    METH_VARARGS,
-   "find(condition) -> Vertex\n--\n\n"
+   "find(condition)\n--\n\n"
    "For internal use only.\n"
   },
   {"get_attribute_values", (PyCFunction)igraphmodule_VertexSeq_get_attribute_values,
    METH_O,
-   "get_attribute_values(attrname) -> list\n--\n\n"
+   "get_attribute_values(attrname)\n--\n\n"
    "Returns the value of a given vertex attribute for all vertices in a list.\n\n"
    "The values stored in the list are exactly the same objects that are stored\n"
    "in the vertex attribute, meaning that in the case of mutable objects,\n"
@@ -919,18 +919,18 @@ PyMethodDef igraphmodule_VertexSeq_methods[] = {
   },
   {"set_attribute_values", (PyCFunction)igraphmodule_VertexSeq_set_attribute_values,
    METH_VARARGS | METH_KEYWORDS,
-   "set_attribute_values(attrname, values) -> list\n--\n\n"
+   "set_attribute_values(attrname, values)\n--\n\n"
    "Sets the value of a given vertex attribute for all vertices\n\n"
    "@param attrname: the name of the attribute\n"
    "@param values: the new attribute values in a list\n"
   },
   {"select", (PyCFunction)igraphmodule_VertexSeq_select,
    METH_VARARGS,
-   "select(...) -> VertexSeq\n--\n\n"
+   "select(*args, **kwds)\n--\n\n"
    "For internal use only.\n"
   },
   {"_reindex_names", (PyCFunction)igraphmodule_VertexSeq__reindex_names, METH_NOARGS,
-   "_reindex_names() -> None\n--\n\n"
+   "_reindex_names()\n--\n\n"
    "Re-creates the dictionary that maps vertex names to IDs.\n\n"
    "For internal use only.\n"
   },

From d37e883c3274faddf9092a3ce5b31a0beaa8760f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 11:35:17 +0100
Subject: [PATCH 0198/1681] doc: fix a few more docstrings to be compatible
 with __text_signature__

---
 src/_igraph/graphobject.c | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a488697b4..13c5d4d7c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13974,7 +13974,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_similarity_dice */
   {"similarity_dice", (PyCFunction) igraphmodule_Graph_similarity_dice,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_dice(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n\n"
+   "similarity_dice(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n--\n\n"
    "Dice similarity coefficient of vertices.\n\n"
    "The Dice similarity coefficient of two vertices is twice the number of\n"
    "their common neighbors divided by the sum of their degrees. This\n"
@@ -14435,7 +14435,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_mds",
    (PyCFunction) igraphmodule_Graph_layout_mds,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_mds(dist=None, dim=2, arpack_options=None)\n--\n"
+   "layout_mds(dist=None, dim=2, arpack_options=None)\n--\n\n"
    "Places the vertices in an Euclidean space with the given number of\n"
    "dimensions using multidimensional scaling.\n\n"
    "This layout requires a distance matrix, where the intersection of\n"
@@ -14468,7 +14468,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_reingold_tilford",
    (PyCFunction) igraphmodule_Graph_layout_reingold_tilford,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_reingold_tilford(mode=\"out\", root=None, rootlevel=None)\n--\n"
+   "layout_reingold_tilford(mode=\"out\", root=None, rootlevel=None)\n--\n\n"
    "Places the vertices on a 2D plane according to the Reingold-Tilford\n"
    "layout algorithm.\n\n"
    "This is a tree layout. If the given graph is not a tree, a breadth-first\n"
@@ -14498,7 +14498,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_reingold_tilford_circular",
    (PyCFunction) igraphmodule_Graph_layout_reingold_tilford_circular,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_reingold_tilford_circular(mode=\"out\", root=None, rootlevel=None)\n--\n"
+   "layout_reingold_tilford_circular(mode=\"out\", root=None, rootlevel=None)\n--\n\n"
    "Circular Reingold-Tilford layout for trees.\n\n"
    "This layout is similar to the Reingold-Tilford layout, but the vertices\n"
    "are placed in a circular way, with the root vertex in the center.\n\n"
@@ -14512,7 +14512,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_layout_random */
   {"layout_random", (PyCFunction) igraphmodule_Graph_layout_random,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_random(dim=2)\n--\n"
+   "layout_random(dim=2)\n--\n\n"
    "Places the vertices of the graph randomly.\n\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
@@ -15053,8 +15053,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  number of automorphisms if C{other} is C{None}.\n"},
   {"get_isomorphisms_vf2", (PyCFunction) igraphmodule_Graph_get_isomorphisms_vf2,
    METH_VARARGS | METH_KEYWORDS,
-   "get_isomorphisms_vf2(other=None, color1=None, color2=None, edge_color1=None,\n"
-   "  edge_color2=None, node_compat_fn=None, edge_compat_fn=None)\n\n"
+   "get_isomorphisms_vf2(other=None, color1=None, color2=None, edge_color1=None, "
+   "edge_color2=None, node_compat_fn=None, edge_compat_fn=None)\n--\n\n"
    "Returns all isomorphisms between the graph and another one\n\n"
    "Vertex and edge colors may be used to restrict the isomorphisms, as only\n"
    "vertices and edges with the same color will be allowed to match each other.\n\n"
@@ -15286,10 +15286,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param loops: whether to include loop edges in the complementer.\n"
    "@return: the complementer of the graph\n"},
   {"compose", (PyCFunction) igraphmodule_Graph_compose,
-   METH_O, "compose(other)\n\nReturns the composition of two graphs."},
+   METH_O, "compose(other)\n--\n\nReturns the composition of two graphs."},
   {"difference", (PyCFunction) igraphmodule_Graph_difference,
    METH_O,
-   "difference(other)\n\nSubtracts the given graph from the original"},
+   "difference(other)\n--\n\nSubtracts the given graph from the original"},
 
   /**********************/
   /* DOMINATORS         */

From 10ed4ce0c2dbdab67a5d176a6dc4d14a9e934283 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 7 Mar 2021 11:36:58 +0100
Subject: [PATCH 0199/1681] doc: remove typings from text signatures in Edge
 class

---
 src/_igraph/edgeobject.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index f42dfa326..c69881899 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -613,17 +613,17 @@ GRAPH_PROXY_METHOD(is_mutual, "is_mutual");
 PyMethodDef igraphmodule_Edge_methods[] = {
   {"attributes", (PyCFunction)igraphmodule_Edge_attributes,
     METH_NOARGS,
-    "attributes() -> dict\n--\n\n"
+    "attributes()\n--\n\n"
     "Returns a dict of attribute names and values for the edge\n"
   },
   {"attribute_names", (PyCFunction)igraphmodule_Edge_attribute_names,
     METH_NOARGS,
-    "attribute_names() -> list\n--\n\n"
+    "attribute_names()\n--\n\n"
     "Returns the list of edge attribute names\n"
   },
   {"update_attributes", (PyCFunction)igraphmodule_Edge_update_attributes,
     METH_VARARGS | METH_KEYWORDS,
-    "update_attributes(E, **F) -> None\n--\n\n"
+    "update_attributes(E, **F)\n--\n\n"
     "Updates the attributes of the edge from dict/iterable E and F.\n\n"
     "If E has a C{keys()} method, it does: C{for k in E: self[k] = E[k]}.\n"
     "If E lacks a C{keys()} method, it does: C{for (k, v) in E: self[k] = v}.\n"

From 451658d31c7604d393a949c8132fd254b742bed7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Mar 2021 14:43:09 +0100
Subject: [PATCH 0200/1681] doc: documentation fixes for PyDoctor

---
 doc/source/tutorial.rst       |   2 +-
 src/_igraph/convert.c         |  16 ++
 src/_igraph/convert.h         |   1 +
 src/_igraph/edgeobject.c      |   8 +-
 src/_igraph/edgeseqobject.c   |   2 +-
 src/_igraph/graphobject.c     | 295 ++++++++++++++++-----------------
 src/_igraph/vertexobject.c    |  24 +--
 src/_igraph/vertexseqobject.c |   2 +-
 src/igraph/__init__.py        | 302 +++++++++++++++-------------------
 src/igraph/app/shell.py       |   6 +-
 src/igraph/clustering.py      |  13 +-
 src/igraph/layout.py          |   5 +-
 12 files changed, 328 insertions(+), 348 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 16ac2c6be..84480fa6c 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -140,7 +140,7 @@ Traceback (most recent call last):
   File "<stdin>", line 6, in <module>
 TypeError: iterable must return pairs of integers or strings
 
-Most |igraph| functions will raise an :exc:`igraph.core.InternalError` if
+Most |igraph| functions will raise an :exc:`igraph.InternalError` if
 something goes wrong. The message corresponding to the exception gives you a
 short textual explanation of what went wrong (``cannot add edges, invalid
 vertex id``) along with the corresponding line in the C source where the error
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 762bbeaf9..f92013947 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -476,6 +476,22 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
   return igraphmodule_PyObject_to_enum(o, fas_algorithm_tt, (int*)result);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_get_adjacency_t
+ */
+int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o,
+  igraph_get_adjacency_t *result) {
+  static igraphmodule_enum_translation_table_entry_t get_adjacency_tt[] = {
+        {"lower", IGRAPH_GET_ADJACENCY_LOWER},
+        {"upper", IGRAPH_GET_ADJACENCY_UPPER},
+        {"both", IGRAPH_GET_ADJACENCY_BOTH},
+        {0,0}
+    };
+
+  return igraphmodule_PyObject_to_enum(o, get_adjacency_tt, (int*)result);
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_layout_grid_t
  */
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 7af034738..d777406d4 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -60,6 +60,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index c69881899..6f3010ee4 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -595,16 +595,16 @@ GRAPH_PROXY_METHOD(is_mutual, "is_mutual");
 
 #define GRAPH_PROXY_METHOD_SPEC(FUNC, METHODNAME) \
   {METHODNAME, (PyCFunction)igraphmodule_Edge_##FUNC, METH_VARARGS | METH_KEYWORDS, \
-    "Proxy method to L{Graph." METHODNAME "()}\n\n"              \
+    "Proxy method to L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">}\n\n"              \
     "This method calls the " METHODNAME " method of the L{Graph} class " \
     "with this edge as the first argument, and returns the result.\n\n"\
-    "@see: Graph." METHODNAME "() for details."}
+    "@see: L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">} for details."}
 #define GRAPH_PROXY_METHOD_SPEC_2(FUNC, METHODNAME, METHODNAME_IN_GRAPH) \
   {METHODNAME, (PyCFunction)igraphmodule_Edge_##FUNC, METH_VARARGS | METH_KEYWORDS, \
-    "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()}\n\n"              \
+    "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">}\n\n"              \
     "This method calls the " METHODNAME_IN_GRAPH " method of the L{Graph} class " \
     "with this edge as the first argument, and returns the result.\n\n"\
-    "@see: Graph." METHODNAME_IN_GRAPH "() for details."}
+    "@see: L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">} for details."}
 
 /**
  * \ingroup python_interface_edge
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 507edd3ec..96ee3f19f 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -920,7 +920,7 @@ PyGetSetDef igraphmodule_EdgeSeq_getseters[] = {
 PyTypeObject igraphmodule_EdgeSeqType =
 {
   PyVarObject_HEAD_INIT(0, 0)
-  "igraph.core.EdgeSeq",                    /* tp_name */
+  "igraph._igraph.EdgeSeq",                 /* tp_name */
   sizeof(igraphmodule_EdgeSeqObject),       /* tp_basicsize */
   0,                                        /* tp_itemsize */
   (destructor)igraphmodule_EdgeSeq_dealloc, /* tp_dealloc */
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 13c5d4d7c..48cda7d44 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2136,7 +2136,7 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
   igraph_bool_t has_inseq = 0;
   PyObject *outdeg = NULL, *indeg = NULL, *method = NULL;
 
-  static char *kwlist[] = { "out", "in", "method", NULL };
+  static char *kwlist[] = { "out", "in_", "method", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O!O", kwlist,
                                    &PyList_Type, &outdeg,
@@ -2632,7 +2632,7 @@ PyObject *igraphmodule_Graph_Isoclass(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  static char *kwlist[] = { "n", "class", "directed", NULL };
+  static char *kwlist[] = { "n", "cls", "directed", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O", kwlist,
                                    &n, &isoclass, &directed))
@@ -7497,19 +7497,14 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "type", "eids", NULL };
-  igraph_get_adjacency_t t = IGRAPH_GET_ADJACENCY_BOTH;
+  igraph_get_adjacency_t mode = IGRAPH_GET_ADJACENCY_BOTH;
   igraph_matrix_t m;
-  PyObject *result, *eids = Py_False;
+  PyObject *result, *mode_o = Py_None, *eids = Py_False;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|iO", kwlist, &t, &eids))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &eids))
     return NULL;
 
-  if (t != IGRAPH_GET_ADJACENCY_UPPER && t != IGRAPH_GET_ADJACENCY_LOWER &&
-      t != IGRAPH_GET_ADJACENCY_BOTH) {
-    PyErr_SetString(PyExc_ValueError,
-                    "type must be either GET_ADJACENCY_LOWER or GET_ADJACENCY_UPPER or GET_ADJACENCY_BOTH");
-    return NULL;
-  }
+  if (igraphmodule_PyObject_to_get_adjacency_t(mode_o, &mode)) return NULL;
 
   if (igraph_matrix_init
       (&m, igraph_vcount(&self->g), igraph_vcount(&self->g))) {
@@ -7517,7 +7512,7 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_get_adjacency(&self->g, &m, t, PyObject_IsTrue(eids))) {
+  if (igraph_get_adjacency(&self->g, &m, mode, PyObject_IsTrue(eids))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&m);
     return NULL;
@@ -12023,7 +12018,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_add_vertices */
   {"add_vertices", (PyCFunction) igraphmodule_Graph_add_vertices,
    METH_VARARGS,
-   "add_vertices(n: int)\n--\n\n"
+   "add_vertices(n)\n--\n\n"
    "Adds vertices to the graph.\n\n"
    "@param n: the number of vertices to be added\n"},
 
@@ -12058,7 +12053,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_degree */
   {"degree", (PyCFunction) igraphmodule_Graph_degree,
    METH_VARARGS | METH_KEYWORDS,
-   "degree(vertices, mode=ALL, loops=True)\n--\n\n"
+   "degree(vertices, mode=\"all\", loops=True)\n--\n\n"
    "Returns some vertex degrees from the graph.\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the degree of the given vertices (in the\n"
@@ -12066,14 +12061,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "parameter).\n"
    "\n"
    "@param vertices: a single vertex ID or a list of vertex IDs\n"
-   "@param mode: the type of degree to be returned (L{OUT} for\n"
-   "  out-degrees, L{IN} IN for in-degrees or L{ALL} for the sum of\n"
-   "  them).\n" "@param loops: whether self-loops should be counted.\n"},
+   "@param mode: the type of degree to be returned (C{\"out\"} for\n"
+   "  out-degrees, C{\"in\"} for in-degrees or C{\"all\"} for the sum of\n"
+   "  them).\n"
+   "@param loops: whether self-loops should be counted.\n"},
 
   /* interface to igraph_strength */
   {"strength", (PyCFunction) igraphmodule_Graph_strength,
    METH_VARARGS | METH_KEYWORDS,
-   "strength(vertices, mode=ALL, loops=True, weights=None)\n--\n\n"
+   "strength(vertices, mode=\"all\", loops=True, weights=None)\n--\n\n"
    "Returns the strength (weighted degree) of some vertices from the graph\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the strength (that is, the sum of the weights\n"
@@ -12082,8 +12078,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "parameter).\n"
    "\n"
    "@param vertices: a single vertex ID or a list of vertex IDs\n"
-   "@param mode: the type of degree to be returned (L{OUT} for\n"
-   "  out-degrees, L{IN} IN for in-degrees or L{ALL} for the sum of\n"
+   "@param mode: the type of degree to be returned (C{\"out\"} for\n"
+   "  out-degrees, C{\"in\"} for in-degrees or C{\"all\"} for the sum of\n"
    "  them).\n"
    "@param loops: whether self-loops should be counted.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
@@ -12155,24 +12151,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighbors */
   {"neighbors", (PyCFunction) igraphmodule_Graph_neighbors,
    METH_VARARGS | METH_KEYWORDS,
-   "neighbors(vertex, mode=ALL)\n--\n\n"
+   "neighbors(vertex, mode=\"all\")\n--\n\n"
    "Returns adjacent vertices to a given vertex.\n\n"
    "@param vertex: a vertex ID\n"
-   "@param mode: whether to return only successors (L{OUT}),\n"
-   "  predecessors (L{IN}) or both (L{ALL}). Ignored for undirected\n"
+   "@param mode: whether to return only successors (C{\"out\"}),\n"
+   "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
    "  graphs."},
 
   {"successors", (PyCFunction) igraphmodule_Graph_successors,
    METH_VARARGS | METH_KEYWORDS,
    "successors(vertex)\n--\n\n"
    "Returns the successors of a given vertex.\n\n"
-   "Equivalent to calling the L{Graph.neighbors} method with type=L{OUT}."},
+   "Equivalent to calling the L{neighbors()} method with type=C{\"out\"}."},
 
   {"predecessors", (PyCFunction) igraphmodule_Graph_predecessors,
    METH_VARARGS | METH_KEYWORDS,
    "predecessors(vertex)\n--\n\n"
    "Returns the predecessors of a given vertex.\n\n"
-   "Equivalent to calling the L{Graph.neighbors} method with type=L{IN}."},
+   "Equivalent to calling the L{neighbors()} method with type=C{\"in\"}."},
 
   /* interface to igraph_get_eid */
   {"get_eid", (PyCFunction) igraphmodule_Graph_get_eid,
@@ -12220,11 +12216,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_incident */
   {"incident", (PyCFunction) igraphmodule_Graph_incident,
    METH_VARARGS | METH_KEYWORDS,
-   "incident(vertex, mode=OUT)\n--\n\n"
+   "incident(vertex, mode=\"out\")\n--\n\n"
    "Returns the edges a given vertex is incident on.\n\n"
    "@param vertex: a vertex ID\n"
-   "@param mode: whether to return only successors (L{OUT}),\n"
-   "  predecessors (L{IN}) or both (L{ALL}). Ignored for undirected\n"
+   "@param mode: whether to return only successors (C{\"out\"}),\n"
+   "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
    "  graphs."},
 
   //////////////////////
@@ -12234,24 +12230,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_adjacency */
   {"Adjacency", (PyCFunction) igraphmodule_Graph_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Adjacency(matrix, mode=ADJ_DIRECTED)\n--\n\n"
+   "Adjacency(matrix, mode=\"directed\")\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
-   "  - C{ADJ_DIRECTED} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertex.\n"
-   "  - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.\n"
-   "  - C{ADJ_MAX}   - undirected graph will be created and the number of\n"
+   "  - C{\"directed\"} - the graph will be directed and a matrix\n"
+   "    element gives the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
-   "  - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}\n"
-   "  - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}\n"
-   "  - C{ADJ_UPPER} - undirected graph with the upper right triangle of\n"
+   "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"
+   "  - C{\"plus\"}  - like C{\"max\"}, but with M{A(i,j) + A(j,i)}\n"
+   "  - C{\"upper\"} - undirected graph with the upper right triangle of\n"
    "    the matrix (including the diagonal)\n"
-   "  - C{ADJ_LOWER} - undirected graph with the lower left triangle of\n"
+   "  - C{\"lower\"} - undirected graph with the lower left triangle of\n"
    "    the matrix (including the diagonal)\n"
-   "\n"
-   "  These values can also be given as strings without the C{ADJ} prefix.\n"
    },
 
   /* interface to igraph_asymmetric_preference_game */
@@ -12260,7 +12254,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Asymmetric_Preference(n, type_dist_matrix, pref_matrix, attribute=None, loops=False)\n--\n\n"
    "Generates a graph based on asymmetric vertex types and connection probabilities.\n\n"
-   "This is the asymmetric variant of L{Graph.Preference}.\n"
+   "This is the asymmetric variant of L{Preference()}.\n"
    "A given number of vertices are generated. Every vertex is assigned to an\n"
    "\"incoming\" and an \"outgoing\" vertex type according to the given joint\n"
    "type probabilities. Finally, every vertex pair is evaluated and a\n"
@@ -12279,7 +12273,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_atlas
   {"Atlas", (PyCFunction) igraphmodule_Graph_Atlas,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Atlas(idx: int)\n--\n\n"
+   "Atlas(idx)\n--\n\n"
    "Generates a graph from the Graph Atlas.\n\n"
    "@param idx: The index of the graph to be generated.\n"
    "  Indices start from zero, graphs are listed:\n\n"
@@ -12330,7 +12324,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      it will generate multiple edges as well. igraph before\n"
    "      0.6 used this algorithm for I{power}s other than 1.\n\n"
    "@param start_from: if given and not C{None}, this must be another\n"
-   "      L{Graph} object. igraph will use this graph as a starting\n"
+   "      L{GraphBase} object. igraph will use this graph as a starting\n"
    "      point for the preferential attachment model.\n\n"
    "@newfield ref: Reference\n"
    "@ref: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
@@ -12468,7 +12462,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_incidence */
   {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Incidence(matrix, directed=False, mode=ALL, multiple=False)\n--\n\n"
+   "_Incidence(matrix, directed=False, mode=\"all\", multiple=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Incidence()\n\n"},
 
@@ -12508,7 +12502,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
-   "This is practically the nongrowing variant of L{Graph.Establishment}.\n"
+   "This is practically the nongrowing variant of L{Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given type probabilities. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
@@ -12677,24 +12671,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_tree
   {"Tree", (PyCFunction) igraphmodule_Graph_Tree,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Tree(n, children, type=TREE_UNDIRECTED)\n--\n\n"
+   "Tree(n, children, type=\"undirected\")\n--\n\n"
    "Generates a tree in which almost all vertices have the same number of children.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param children: the number of children of a vertex in the graph\n"
    "@param type: determines whether the tree should be directed, and if\n"
    "  this is the case, also its orientation. Must be one of\n"
-   "  C{TREE_IN}, C{TREE_OUT} and C{TREE_UNDIRECTED}.\n"},
+   "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Degree_Sequence(out, in=None, method=\"simple\")\n--\n\n"
+   "Degree_Sequence(out, in_=None, method=\"simple\")\n--\n\n"
    "Generates a graph with a given degree sequence.\n\n"
    "@param out: the out-degree sequence for a directed graph. If the\n"
    "  in-degree sequence is omitted, the generated graph\n"
    "  will be undirected, so this will be the in-degree\n"
    "  sequence as well\n"
-   "@param in: the in-degree sequence for a directed graph.\n"
+   "@param in_: the in-degree sequence for a directed graph.\n"
    "  If omitted, the generated graph will be undirected.\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
@@ -12722,10 +12716,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_isoclass_create */
   {"Isoclass", (PyCFunction) igraphmodule_Graph_Isoclass,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Isoclass(n, class, directed=False)\n--\n\n"
+   "Isoclass(n, cls, directed=False)\n--\n\n"
    "Generates a graph with a given isomorphism class.\n\n"
    "@param n: the number of vertices in the graph (3 or 4)\n"
-   "@param class: the isomorphism class\n"
+   "@param cls: the isomorphism class\n"
    "@param directed: whether the graph should be directed.\n"},
 
   /* interface to igraph_watts_strogatz_game */
@@ -12748,24 +12742,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_weighted_adjacency */
   {"Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Weighted_Adjacency(matrix, mode=ADJ_DIRECTED, attr=\"weight\", loops=True)\n--\n\n"
+   "Weighted_Adjacency(matrix, mode=\"directed\", attr=\"weight\", loops=True)\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
-   "  - C{ADJ_DIRECTED} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertex.\n"
-   "  - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.\n"
-   "  - C{ADJ_MAX}   - undirected graph will be created and the number of\n"
+   "  - C{\"directed\"} - the graph will be directed and a matrix\n"
+   "    element gives the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
-   "  - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}\n"
-   "  - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}\n"
-   "  - C{ADJ_UPPER} - undirected graph with the upper right triangle of\n"
+   "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"
+   "  - C{\"plus\"}  - like C{\"max\"}, but with M{A(i,j) + A(j,i)}\n"
+   "  - C{\"upper\"} - undirected graph with the upper right triangle of\n"
    "    the matrix (including the diagonal)\n"
-   "  - C{ADJ_LOWER} - undirected graph with the lower left triangle of\n"
+   "  - C{\"lower\"} - undirected graph with the lower left triangle of\n"
    "    the matrix (including the diagonal)\n"
-   "\n"
-   "  These values can also be given as strings without the C{ADJ} prefix.\n"
    "@param attr: the name of the edge attribute that stores the edge\n"
    "  weights.\n"
    "@param loops: whether to include loop edges. When C{False}, the diagonal\n"
@@ -12949,7 +12941,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_closeness */
   {"closeness", (PyCFunction) igraphmodule_Graph_closeness,
    METH_VARARGS | METH_KEYWORDS,
-   "closeness(vertices=None, mode=ALL, cutoff=None, weights=None, "
+   "closeness(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
    "The closeness centerality of a vertex measures how easily other\n"
@@ -12963,9 +12955,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "geodesic.\n\n"
    "@param vertices: the vertices for which the closenesses must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
-   "@param mode: must be one of L{IN}, L{OUT} and L{ALL}. L{IN} means\n"
-   "  that the length of the incoming paths, L{OUT} means that the\n"
-   "  length of the outgoing paths must be calculated. L{ALL} means\n"
+   "@param mode: must be one of C{\"in\"}, C{\"out\"} and C{\"all\"}. C{\"in\"} means\n"
+   "  that the length of the incoming paths, C{\"out\"} means that the\n"
+   "  length of the outgoing paths must be calculated. C{\"all\"} means\n"
    "  that both of them must be calculated.\n"
    "@param cutoff: if it is an integer, only paths less than or equal to this\n"
    "  length are considered, effectively resulting in an estimation of the\n"
@@ -12982,7 +12974,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_harmonic_centrality */
   {"harmonic_centrality", (PyCFunction) igraphmodule_Graph_harmonic_centrality,
    METH_VARARGS | METH_KEYWORDS,
-   "harmonic_centrality(vertices=None, mode=ALL, cutoff=None, weights=None, "
+   "harmonic_centrality(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
    "The harmonic centerality of a vertex measures how easily other\n"
@@ -12993,9 +12985,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "vertices, the inverse distance is taken to be zero.\n\n"
    "@param vertices: the vertices for which the harmonic centrality must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
-   "@param mode: must be one of L{IN}, L{OUT} and L{ALL}. L{IN} means\n"
-   "  that the length of the incoming paths, L{OUT} means that the\n"
-   "  length of the outgoing paths must be calculated. L{ALL} means\n"
+   "@param mode: must be one of C{\"in\"}, C{\"out\"} and C{\"all\"}. C{\"in\"} means\n"
+   "  that the length of the incoming paths, C{\"out\"} means that the\n"
+   "  length of the outgoing paths must be calculated. C{\"all\"} means\n"
    "  that both of them must be calculated.\n"
    "@param cutoff: if it is not C{None}, only paths less than or equal to this\n"
    "  length are considered.\n"
@@ -13010,13 +13002,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_clusters */
   {"clusters", (PyCFunction) igraphmodule_Graph_clusters,
    METH_VARARGS | METH_KEYWORDS,
-   "clusters(mode=STRONG)\n--\n\n"
+   "clusters(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) clusters for a given graph.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{VertexClustering} object.\n"
    "  It is advised to use that.\n"
-   "@param mode: must be either C{STRONG} or C{WEAK}, depending on\n"
-   "  the clusters being sought. Optional, defaults to C{STRONG}.\n"
+   "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
+   "  the clusters being sought. Optional, defaults to C{\"strong\"}.\n"
    "@return: the component index for every node in the graph.\n"},
   {"copy", (PyCFunction) igraphmodule_Graph_copy,
    METH_NOARGS,
@@ -13029,10 +13021,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"decompose", (PyCFunction) igraphmodule_Graph_decompose,
    METH_VARARGS | METH_KEYWORDS,
-   "decompose(mode=STRONG, maxcompno=None, minelements=1)\n--\n\n"
+   "decompose(mode=\"strong\", maxcompno=None, minelements=1)\n--\n\n"
    "Decomposes the graph into subgraphs.\n\n"
-   "@param mode: must be either STRONG or WEAK, depending on the\n"
-   "  clusters being sought.\n"
+   "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
+   "  the clusters being sought. Optional, defaults to C{\"strong\"}.\n"
    "@param maxcompno: maximum number of components to return.\n"
    "  C{None} means all possible components.\n"
    "@param minelements: minimum number of vertices in a component.\n"
@@ -13061,9 +13053,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  C{first}, C{last}, C{random}. You can also specify different\n"
    "  combination functions for different attributes by passing a dict\n"
    "  here which maps attribute names to functions. See\n"
-   "  L{Graph.simplify()} for more details.\n"
+   "  L{simplify()} for more details.\n"
    "@return: C{None}.\n"
-   "@see: L{Graph.simplify()}\n"
+   "@see: L{simplify()}\n"
   },
   /* interface to igraph_constraint */
   {"constraint", (PyCFunction) igraphmodule_Graph_constraint,
@@ -13167,16 +13159,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_eccentricity */
   {"eccentricity", (PyCFunction) igraphmodule_Graph_eccentricity,
    METH_VARARGS | METH_KEYWORDS,
-   "eccentricity(vertices=None, mode=ALL)\n--\n\n"
+   "eccentricity(vertices=None, mode=\"all\")\n--\n\n"
    "Calculates the eccentricities of given vertices in a graph.\n\n"
    "The eccentricity of a vertex is calculated by measuring the\n"
    "shortest distance from (or to) the vertex, to (or from) all other\n"
    "vertices in the graph, and taking the maximum.\n\n"
    "@param vertices: the vertices for which the eccentricity scores must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
-   "@param mode: must be one of L{IN}, L{OUT} and L{ALL}. L{IN} means\n"
-   "  that edge directions are followed; C{OUT} means that edge directions\n"
-   "  are followed the opposite direction; C{ALL} means that directions are\n"
+   "@param mode: must be one of C{\"in\"}, C{\"out\"} and C{\"all\"}. C{\"in\"} means\n"
+   "  that edge directions are followed; C{\"out\"} means that edge directions\n"
+   "  are followed the opposite direction; C{\"all\"} means that directions are\n"
    "  ignored. The argument has no effect for undirected graphs.\n"
    "@return: the calculated eccentricities in a list, or a single number if\n"
    "  a single vertex was supplied.\n"},
@@ -13293,7 +13285,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_shortest_paths
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_paths(v, to=None, weights=None, mode=OUT, output=\"vpath\")\n--\n\n"
+   "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
    "Calculates the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source/destination for the calculated paths\n"
    "@param to: a vertex selector describing the destination/source for\n"
@@ -13303,13 +13295,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: edge weights in a list or the name of an edge attribute\n"
    "  holding edge weights. If C{None}, all edges are assumed to have\n"
    "  equal weight.\n"
-   "@param mode: the directionality of the paths. L{IN} means to\n"
-   "  calculate incoming paths, L{OUT} means to calculate outgoing\n"
-   "  paths, L{ALL} means to calculate both ones.\n"
+   "@param mode: the directionality of the paths. C{\"in\"} means to\n"
+   "  calculate incoming paths, C{\"out\"} means to calculate outgoing\n"
+   "  paths, C{\"all\"} means to calculate both ones.\n"
    "@param output: determines what should be returned. If this is\n"
    "  C{\"vpath\"}, a list of vertex IDs will be returned, one path\n"
    "  for each target vertex. For unconnected graphs, some of the list\n"
-   "  elements may be empty. Note that in case of mode=L{IN}, the vertices\n"
+   "  elements may be empty. Note that in case of mode=C{\"in\"}, the vertices\n"
    "  in a path are returned in reversed order. If C{output=\"epath\"},\n"
    "  edge IDs are returned instead of vertex IDs.\n"
    "@return: see the documentation of the C{output} parameter.\n"},
@@ -13318,7 +13310,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"get_all_shortest_paths",
    (PyCFunction) igraphmodule_Graph_get_all_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_all_shortest_paths(v, to=None, weights=None, mode=OUT)\n--\n\n"
+   "get_all_shortest_paths(v, to=None, weights=None, mode=\"out\")\n--\n\n"
    "Calculates all of the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source for the calculated paths\n"
    "@param to: a vertex selector describing the destination for\n"
@@ -13328,18 +13320,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: edge weights in a list or the name of an edge attribute\n"
    "  holding edge weights. If C{None}, all edges are assumed to have\n"
    "  equal weight.\n"
-   "@param mode: the directionality of the paths. L{IN} means to\n"
-   "  calculate incoming paths, L{OUT} means to calculate outgoing\n"
-   "  paths, L{ALL} means to calculate both ones.\n"
+   "@param mode: the directionality of the paths. C{\"in\"} means to\n"
+   "  calculate incoming paths, C{\"out\"} means to calculate outgoing\n"
+   "  paths, C{\"all\"} means to calculate both ones.\n"
    "@return: all of the shortest path from the given node to every other\n"
-   "  reachable node in the graph in a list. Note that in case of mode=L{IN},\n"
+   "  reachable node in the graph in a list. Note that in case of mode=C{\"in\"},\n"
    "  the vertices in a path are returned in reversed order!"},
 
   /* interface to igraph_get_all_simple_paths */
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=OUT)\n--\n\n"
+   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=\"out\")\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_all_simple_paths()\n\n"
   },
@@ -13450,7 +13442,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_connected */
   {"is_connected", (PyCFunction) igraphmodule_Graph_is_connected,
    METH_VARARGS | METH_KEYWORDS,
-   "is_connected(mode=STRONG)\n--\n\n"
+   "is_connected(mode=\"strong\")\n--\n\n"
    "Decides whether the graph is connected.\n\n"
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
@@ -13473,7 +13465,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_maxdegree */
   {"maxdegree", (PyCFunction) igraphmodule_Graph_maxdegree,
    METH_VARARGS | METH_KEYWORDS,
-   "maxdegree(vertices=None, mode=ALL, loops=False)\n--\n\n"
+   "maxdegree(vertices=None, mode=\"all\", loops=False)\n--\n\n"
    "Returns the maximum degree of a vertex set in the graph.\n\n"
    "This method accepts a single vertex ID or a list of vertex IDs as a\n"
    "parameter, and returns the degree of the given vertices (in the\n"
@@ -13482,15 +13474,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
-   "@param mode: the type of degree to be returned (L{OUT} for\n"
-   "  out-degrees, L{IN} IN for in-degrees or L{ALL} for the sum of\n"
+   "@param mode: the type of degree to be returned (C{\"out\"} for\n"
+   "  out-degrees, C{\"in\"} IN for in-degrees or C{\"all\"} for the sum of\n"
    "  them).\n"
    "@param loops: whether self-loops should be counted.\n"},
 
   /* interface to igraph_neighborhood */
   {"neighborhood", (PyCFunction) igraphmodule_Graph_neighborhood,
    METH_VARARGS | METH_KEYWORDS,
-   "neighborhood(vertices=None, order=1, mode=ALL, mindist=0)\n--\n\n"
+   "neighborhood(vertices=None, order=1, mode=\"all\", mindist=0)\n--\n\n"
    "For each vertex specified by I{vertices}, returns the\n"
    "vertices reachable from that vertex in at most I{order} steps. If\n"
    "I{mindist} is larger than zero, vertices that are reachable in less\n"
@@ -13518,7 +13510,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighborhood_size */
   {"neighborhood_size", (PyCFunction) igraphmodule_Graph_neighborhood_size,
    METH_VARARGS | METH_KEYWORDS,
-   "neighborhood_size(vertices=None, order=1, mode=ALL, mindist=0)\n--\n\n"
+   "neighborhood_size(vertices=None, order=1, mode=\"all\", mindist=0)\n--\n\n"
    "For each vertex specified by I{vertices}, returns the number of\n"
    "vertices reachable from that vertex in at most I{order} steps. If\n"
    "I{mindist} is larger than zero, vertices that are reachable in less\n"
@@ -13624,7 +13616,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interfaces to igraph_radius */
   {"radius", (PyCFunction) igraphmodule_Graph_radius,
    METH_VARARGS | METH_KEYWORDS,
-   "radius(mode=OUT)\n--\n\n"
+   "radius(mode=\"out\")\n--\n\n"
    "Calculates the radius of the graph.\n\n"
    "The radius of a graph is defined as the minimum eccentricity of\n"
    "its vertices (see L{eccentricity()}).\n"
@@ -13634,7 +13626,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  edge directions, C{ALL} ignores edge directions. The argument is\n"
    "  ignored for undirected graphs.\n"
    "@return: the radius\n"
-   "@see: L{Graph.eccentricity()}"
+   "@see: L{eccentricity()}"
   },
 
   /* interface to igraph_reciprocity */
@@ -13692,7 +13684,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_shortest_paths */
   {"shortest_paths", (PyCFunction) igraphmodule_Graph_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "shortest_paths(source=None, target=None, weights=None, mode=OUT)\n--\n\n"
+   "shortest_paths(source=None, target=None, weights=None, mode=\"out\")\n--\n\n"
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
@@ -13707,8 +13699,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  an attribute name (edge weights are retrieved from the given\n"
    "  attribute) or C{None} (all edges have equal weight).\n"
    "@param mode: the type of shortest paths to be used for the\n"
-   "  calculation in directed graphs. L{OUT} means only outgoing,\n"
-   "  L{IN} means only incoming paths. L{ALL} means to consider\n"
+   "  calculation in directed graphs. C{\"out\"} means only outgoing,\n"
+   "  C{\"in\"} means only incoming paths. C{\"all\"} means to consider\n"
    "  the directed graph as an undirected one.\n"
    "@return: the shortest path lengths for given vertices in a matrix\n"},
 
@@ -13774,16 +13766,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_subcomponent
   {"subcomponent", (PyCFunction) igraphmodule_Graph_subcomponent,
    METH_VARARGS | METH_KEYWORDS,
-   "subcomponent(v, mode=ALL)\n--\n\n"
+   "subcomponent(v, mode=\"all\")\n--\n\n"
    "Determines the indices of vertices which are in the same component as a given vertex.\n\n"
    "@param v: the index of the vertex used as the source/destination\n"
-   "@param mode: if equals to L{IN}, returns the vertex IDs from\n"
-   "  where the given vertex can be reached. If equals to L{OUT},\n"
+   "@param mode: if equals to C{\"in\"}, returns the vertex IDs from\n"
+   "  where the given vertex can be reached. If equals to C{\"out\"},\n"
    "  returns the vertex IDs which are reachable from the given\n"
-   "  vertex. If equals to L{ALL}, returns all vertices within the\n"
+   "  vertex. If equals to C{\"all\"}, returns all vertices within the\n"
    "  same component as the given vertex, ignoring edge directions.\n"
    "  Note that this is not equal to calculating the union of the \n"
-   "  results of L{IN} and L{OUT}.\n"
+   "  results of C{\"in\"} and C{\"out\"}.\n"
    "@return: the indices of vertices which are in the same component as a given vertex.\n"},
 
   /* interface to igraph_subgraph_edges */
@@ -13802,13 +13794,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"topological_sorting",
    (PyCFunction) igraphmodule_Graph_topological_sorting,
    METH_VARARGS | METH_KEYWORDS,
-   "topological_sorting(mode=OUT)\n--\n\n"
+   "topological_sorting(mode=\"out\")\n--\n\n"
    "Calculates a possible topological sorting of the graph.\n\n"
    "Returns a partial sorting and issues a warning if the graph is not\n"
    "a directed acyclic graph.\n\n"
-   "@param mode: if L{OUT}, vertices are returned according to the\n"
+   "@param mode: if C{\"out\"}, vertices are returned according to the\n"
    "  forward topological order -- all vertices come before their\n"
-   "  successors. If L{IN}, all vertices come before their ancestors.\n"
+   "  successors. If C{\"in\"}, all vertices come before their ancestors.\n"
    "@return: a possible topological ordering as a list"},
 
   /* interface to to_prufer */
@@ -13909,11 +13901,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_unfold_tree */
   {"unfold_tree", (PyCFunction) igraphmodule_Graph_unfold_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "unfold_tree(sources=None, mode=OUT)\n--\n\n"
+   "unfold_tree(sources=None, mode=\"out\")\n--\n\n"
    "Unfolds the graph using a BFS to a tree by duplicating vertices as necessary.\n\n"
    "@param sources: the source vertices to start the unfolding from. It should be a\n"
    "  list of vertex indices, preferably one vertex from each connected component.\n"
-   "  You can use L{Graph.topological_sorting()} to determine a suitable set. A single\n"
+   "  You can use L{topological_sorting()} to determine a suitable set. A single\n"
    "  vertex index is also accepted.\n"
    "@param mode: which edges to follow during the BFS. C{OUT} follows outgoing edges,\n"
    "  C{IN} follows incoming edges, C{ALL} follows both. Ignored for undirected\n"
@@ -13974,7 +13966,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_similarity_dice */
   {"similarity_dice", (PyCFunction) igraphmodule_Graph_similarity_dice,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_dice(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n--\n\n"
+   "similarity_dice(vertices=None, pairs=None, mode=\"all\", loops=True)\n--\n\n"
    "Dice similarity coefficient of vertices.\n\n"
    "The Dice similarity coefficient of two vertices is twice the number of\n"
    "their common neighbors divided by the sum of their degrees. This\n"
@@ -13986,7 +13978,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  must be C{None}, and the similarity values will be calculated only for the\n"
    "  given pairs. Vertex pairs must be specified as tuples of vertex IDs.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"
-   "  Can be L{ALL}, L{IN} or L{OUT}, ignored for undirected graphs.\n"
+   "  Can be C{\"all\"}, C{\"in\"} or C{\"out\"}, ignored for undirected graphs.\n"
    "@param loops: whether vertices should be considered adjacent to\n"
    "  themselves. Setting this to C{True} assumes a loop edge for all vertices\n"
    "  even if none is present in the graph. Setting this to C{False} may\n"
@@ -14001,7 +13993,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"similarity_inverse_log_weighted",
     (PyCFunction) igraphmodule_Graph_similarity_inverse_log_weighted,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_inverse_log_weighted(vertices=None, mode=IGRAPH_ALL)\n--\n\n"
+   "similarity_inverse_log_weighted(vertices=None, mode=\"all\")\n--\n\n"
    "Inverse log-weighted similarity coefficient of vertices.\n\n"
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
@@ -14009,8 +14001,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"
-   "  Can be L{ALL}, L{IN} or L{OUT}, ignored for undirected graphs.\n"
-   "  L{IN} means that the weights are determined by the out-degrees, L{OUT}\n"
+   "  Can be C{\"all\"}, C{\"in\"} or C{\"out\"}, ignored for undirected graphs.\n"
+   "  C{\"in\"} means that the weights are determined by the out-degrees, C{\"out\"}\n"
    "  means that the weights are determined by the in-degrees.\n"
    "@return: the pairwise similarity coefficients for the vertices specified,\n"
    "  in the form of a matrix (list of lists).\n"
@@ -14018,7 +14010,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_similarity_jaccard */
   {"similarity_jaccard", (PyCFunction) igraphmodule_Graph_similarity_jaccard,
    METH_VARARGS | METH_KEYWORDS,
-   "similarity_jaccard(vertices=None, pairs=None, mode=IGRAPH_ALL, loops=True)\n--\n\n"
+   "similarity_jaccard(vertices=None, pairs=None, mode=\"all\", loops=True)\n--\n\n"
    "Jaccard similarity coefficient of vertices.\n\n"
    "The Jaccard similarity coefficient of two vertices is the number of their\n"
    "common neighbors divided by the number of vertices that are adjacent to\n"
@@ -14029,7 +14021,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  must be C{None}, and the similarity values will be calculated only for the\n"
    "  given pairs. Vertex pairs must be specified as tuples of vertex IDs.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"
-   "  Can be L{ALL}, L{IN} or L{OUT}, ignored for undirected graphs.\n"
+   "  Can be C{\"all\"}, C{\"in\"} or C{\"out\"}, ignored for undirected graphs.\n"
    "@param loops: whether vertices should be considered adjacent to\n"
    "  themselves. Setting this to C{True} assumes a loop edge for all vertices\n"
    "  even if none is present in the graph. Setting this to C{False} may\n"
@@ -14070,7 +14062,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param callback: C{None} or a callable that will be called for every motif\n"
    "  found in the graph. The callable must accept three parameters: the graph\n"
    "  itself, the list of vertices in the motif and the isomorphism class of the\n"
-   "  motif (see L{Graph.isoclass()}). The search will stop when the callback\n"
+   "  motif (see L{isoclass()}). The search will stop when the callback\n"
    "  returns an object with a non-zero truth value or raises an exception.\n"
    "@return: the list of motifs if I{callback} is C{None}, or C{None} otherwise\n"
    "@see: Graph.motifs_randesu_no()\n"
@@ -14094,7 +14086,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"motifs_randesu_estimate",
    (PyCFunction) igraphmodule_Graph_motifs_randesu_estimate,
    METH_VARARGS | METH_KEYWORDS,
-   "motifs_randesu_estimate(size=3, cut_prob=None, sample)\n--\n\n"
+   "motifs_randesu_estimate(size=3, cut_prob=None, sample=None)\n--\n\n"
    "Counts the total number of motifs in the graph\n\n"
    "Motifs are small subgraphs of a given structure in a graph.\n"
    "This function estimates the total number of motifs in a graph without\n"
@@ -14206,9 +14198,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_kamada_kawai",
    (PyCFunction) igraphmodule_Graph_layout_kamada_kawai,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_kamada_kawai(maxiter=1000, seed=None, maxiter=1000, epsilon=0, "
-   "kkconst=None, minx=None, maxx=None, miny=None, maxy=None, "
-   "minz=None, maxz=None, dim=2)\n--\n\n"
+   "layout_kamada_kawai(maxiter=1000, epsilon=0, kkconst=None, seed=None, "
+   "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2)\n--\n\n"
    "Places the vertices on a plane according to the Kamada-Kawai algorithm.\n\n"
    "This is a force directed layout, see Kamada, T. and Kawai, S.:\n"
    "An Algorithm for Drawing General Undirected Graphs.\n"
@@ -14530,10 +14521,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ////////////////////////////
   {"bfs", (PyCFunction) igraphmodule_Graph_bfs,
    METH_VARARGS | METH_KEYWORDS,
-   "bfs(vid, mode=OUT)\n--\n\n"
+   "bfs(vid, mode=\"out\")\n--\n\n"
    "Conducts a breadth first search (BFS) on the graph.\n\n"
    "@param vid: the root vertex ID\n"
-   "@param mode: either L{IN} or L{OUT} or L{ALL}, ignored\n"
+   "@param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}, ignored\n"
    "  for undirected graphs.\n"
    "@return: a tuple with the following items:\n"
    "   - The vertex IDs visited (in order)\n"
@@ -14541,10 +14532,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "   - The parent of every vertex in the BFS\n"},
   {"bfsiter", (PyCFunction) igraphmodule_Graph_bfsiter,
    METH_VARARGS | METH_KEYWORDS,
-   "bfsiter(vid, mode=OUT, advanced=False)\n--\n\n"
+   "bfsiter(vid, mode=\"out\", advanced=False)\n--\n\n"
    "Constructs a breadth first search (BFS) iterator of the graph.\n\n"
    "@param vid: the root vertex ID\n"
-   "@param mode: either L{IN} or L{OUT} or L{ALL}.\n"
+   "@param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}.\n"
    "@param advanced: if C{False}, the iterator returns the next\n"
    "  vertex in BFS order in every step. If C{True}, the iterator\n"
    "  returns the distance of the vertex from the root and the\n"
@@ -14552,10 +14543,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the BFS iterator as an L{igraph.BFSIter} object.\n"},
   {"dfsiter", (PyCFunction) igraphmodule_Graph_dfsiter,
    METH_VARARGS | METH_KEYWORDS,
-   "dfsiter(vid, mode=OUT, advanced=False)\n--\n\n"
+   "dfsiter(vid, mode=\"out\", advanced=False)\n--\n\n"
    "Constructs a depth first search (DFS) iterator of the graph.\n\n"
    "@param vid: the root vertex ID\n"
-   "@param mode: either L{IN} or L{OUT} or L{ALL}.\n"
+   "@param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}.\n"
    "@param advanced: if C{False}, the iterator returns the next\n"
    "  vertex in DFS order in every step. If C{True}, the iterator\n"
    "  returns the distance of the vertex from the root and the\n"
@@ -14569,12 +14560,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_adjacency
   {"get_adjacency", (PyCFunction) igraphmodule_Graph_get_adjacency,
    METH_VARARGS | METH_KEYWORDS,
-   "get_adjacency(type=GET_ADJACENCY_BOTH, eids=False)\n--\n\n"
+   "get_adjacency(type=\"both\", eids=False)\n--\n\n"
    "Returns the adjacency matrix of a graph.\n\n"
-   "@param type: either C{GET_ADJACENCY_LOWER} (uses the\n"
-   "  lower triangle of the matrix) or C{GET_ADJACENCY_UPPER}\n"
-   "  (uses the upper triangle) or C{GET_ADJACENCY_BOTH}\n"
-   "  (uses both parts). Ignored for directed graphs.\n"
+   "@param type: one of C{\"lower\"} (uses the lower triangle of the matrix),\n"
+   "  C{\"upper\"} (uses the upper triangle) or C{\"both\"} (uses both parts).\n"
+   "  Ignored for directed graphs.\n"
    "@param eids: if C{True}, the result matrix will contain\n"
    "  zeros for non-edges and the ID of the edge plus one\n"
    "  for edges in the appropriate cell. If C{False}, the\n"
@@ -14616,7 +14606,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  creates one undirected edge for each mutual directed edge pair.\n"
    "@param combine_edges: specifies how to combine the attributes of\n"
    "  multiple edges between the same pair of vertices into a single\n"
-   "  attribute. See L{Graph.simplify()} for more details.\n"
+   "  attribute. See L{simplify()} for more details.\n"
   },
 
   /* interface to igraph_laplacian */
@@ -14874,7 +14864,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "canonical_permutation(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the canonical permutation of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
-   "Passing the permutation returned here to L{Graph.permute_vertices()} will\n"
+   "Passing the permutation returned here to L{permute_vertices()} will\n"
    "transform the graph into its canonical form.\n\n"
    "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
@@ -14918,9 +14908,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  - If the graphs have three or four vertices, then an O(1) algorithm\n"
    "    is used with precomputed data.\n\n"
    "  - Otherwise if the graphs are directed, then the VF2 isomorphism\n"
-   "    algorithm is used (see L{Graph.isomorphic_vf2}).\n\n"
+   "    algorithm is used (see L{isomorphic_vf2}).\n\n"
    "  - Otherwise the BLISS isomorphism algorithm is used, see\n"
-   "    L{Graph.isomorphic_bliss}.\n\n"
+   "    L{isomorphic_bliss}.\n\n"
    "@return: C{True} if the graphs are isomorphic, C{False} otherwise.\n"
   },
   {"isomorphic_bliss", (PyCFunction) igraphmodule_Graph_isomorphic_bliss,
@@ -15296,10 +15286,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   {"dominator", (PyCFunction) igraphmodule_Graph_dominator,
    METH_VARARGS | METH_KEYWORDS,
-   "dominator(vid, mode=)\n--\n\n"
+   "dominator(vid, mode=\"out\")\n--\n\n"
    "Returns the dominator tree from the given root node"
    "@param vid: the root vertex ID\n"
-   "@param mode: either L{IN} or L{OUT}\n"
+   "@param mode: either C{\"in\"} or C{\"out\"}\n"
    "@return: a list containing the dominator tree for the current graph."
   },
 
@@ -15639,15 +15629,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"coreness", (PyCFunction) igraphmodule_Graph_coreness,
    METH_VARARGS | METH_KEYWORDS,
-   "coreness(mode=ALL)\n--\n\n"
+   "coreness(mode=\"all\")\n--\n\n"
    "Finds the coreness (shell index) of the vertices of the network.\n\n"
    "The M{k}-core of a graph is a maximal subgraph in which each vertex\n"
    "has at least degree k. (Degree here means the degree in the\n"
    "subgraph of course). The coreness of a vertex is M{k} if it\n"
    "is a member of the M{k}-core but not a member of the M{k+1}-core.\n\n"
-   "@param mode: whether to compute the in-corenesses (L{IN}), the\n"
-   "  out-corenesses (L{OUT}) or the undirected corenesses (L{ALL}).\n"
-   "  Ignored and assumed to be L{ALL} for undirected graphs.\n"
+   "@param mode: whether to compute the in-corenesses (C{\"in\"}), the\n"
+   "  out-corenesses (C{\"out\"}) or the undirected corenesses (C{\"all\"}).\n"
+   "  Ignored and assumed to be C{\"all\"} for undirected graphs.\n"
    "@return: the corenesses for each vertex.\n\n"
    "@newfield ref: Reference\n"
    "@ref: Vladimir Batagelj, Matjaz Zaversnik: I{An M{O(m)} Algorithm\n"
@@ -15835,7 +15825,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "community_spinglass(weights=None, spins=25, parupdate=False, "
    "start_temp=1, stop_temp=0.01, cool_fact=0.99, update_rule=\"config\", "
-   "gamma=1, implementation=\"orig\", lambda=1)\n--\n\n"
+   "gamma=1, implementation=\"orig\", lambda_=1)\n--\n\n"
    "Finds the community structure of the graph according to the spinglass\n"
    "community detection method of Reichardt & Bornholdt.\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
@@ -15861,7 +15851,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  implementation is the default. The other implementation is able to take\n"
    "  into account negative weights, this can be chosen by setting\n"
    "  C{implementation} to C{\"neg\"}.\n"
-   "@param lambda: the lambda argument of the algorithm, which specifies the\n"
+   "@param lambda_: the lambda argument of the algorithm, which specifies the\n"
    "  balance between the importance of present and missing negatively\n"
    "  weighted edges within a community. Smaller values of lambda lead\n"
    "  to communities with less negative intra-connectivity. If the argument\n"
@@ -15888,7 +15878,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  will be divided by the sum of the node weights. If this is not\n"
    "  supplied, it will default to the node degree, or weighted degree\n"
    "  in case edge_weights are supplied.\n"
-   "@param node_weights: the node weights used in the Leiden algorithm.\n"
    "@param beta: parameter affecting the randomness in the Leiden \n"
    "  algorithm. This affects only the refinement step of the algorithm.\n"
    "@param initial_membership: if provided, the Leiden algorithm\n"
@@ -15931,13 +15920,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "_is_maximal_matching(matching, types=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
-   "Use L{Matching.is_maximal} instead.\n"
+   "Use L{igraph.Matching.is_maximal} instead.\n"
   },
   {"_maximum_bipartite_matching", (PyCFunction)igraphmodule_Graph_maximum_bipartite_matching,
    METH_VARARGS | METH_KEYWORDS,
    "_maximum_bipartite_matching(types, weights=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
-   "@see: L{Graph.maximum_bipartite_matching}\n"
+   "@see: L{igraph.Graph.maximum_bipartite_matching}\n"
   },
 
   /****************/
@@ -15949,8 +15938,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Performs a random walk of a given length from a given node.\n\n"
    "@param start: the starting vertex of the walk\n"
    "@param steps: the number of steps that the random walk should take\n"
-   "@param mode: whether to follow outbound edges only (L{OUT}),\n"
-   "  inbound edges only (L{IN}) or both (L{ALL}). Ignored for undirected\n"
+   "@param mode: whether to follow outbound edges only (C{\"out\"}),\n"
+   "  inbound edges only (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
    "  graphs."
    "@param stuck: what to do when the random walk gets stuck. C{\"return\"}\n"
    "  returns a partial random walk; C{\"error\"} throws an exception.\n"
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 0e5f28b77..9d8f485e4 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -715,16 +715,16 @@ GRAPH_PROXY_METHOD_PP(successors, "successors", _convert_to_vertex_list);
 
 #define GRAPH_PROXY_METHOD_SPEC(FUNC, METHODNAME) \
   {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
-    "Proxy method to L{Graph." METHODNAME "()}\n\n"              \
-    "This method calls the " METHODNAME " method of the L{Graph} class " \
+    "Proxy method to L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">}\n\n"              \
+    "This method calls the C{" METHODNAME "()} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
-    "@see: Graph." METHODNAME "() for details."}
+    "@see: L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">} for details."}
 #define GRAPH_PROXY_METHOD_SPEC_2(FUNC, METHODNAME, METHODNAME_IN_GRAPH) \
   {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
-    "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()}\n\n"              \
-    "This method calls the " METHODNAME_IN_GRAPH " method of the L{Graph} class " \
+    "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">}\n\n"              \
+    "This method calls the C{" METHODNAME_IN_GRAPH "} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
-    "@see: Graph." METHODNAME_IN_GRAPH "() for details."}
+    "@see: L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">} for details."}
 
 /**
  * \ingroup python_interface_vertex
@@ -752,23 +752,23 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
     "dictionaries."
   },
   {"all_edges", (PyCFunction)igraphmodule_Vertex_all_edges, METH_NOARGS,
-    "Proxy method to L{Graph.incident(..., mode=\"all\")}\n\n"              \
+    "Proxy method to L{Graph.incident(..., mode=\"all\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"all\" as the mode " \
     "argument, and returns the result.\n\n"\
-    "@see: Graph.incident() for details."},
+    "@see: L{Graph.incident()<igraph._igraph.GraphBase.incident()>} for details."},
   {"in_edges", (PyCFunction)igraphmodule_Vertex_in_edges, METH_NOARGS,
-    "Proxy method to L{Graph.incident(..., mode=\"in\")}\n\n"              \
+    "Proxy method to L{Graph.incident(..., mode=\"in\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"in\" as the mode " \
     "argument, and returns the result.\n\n"\
-    "@see: Graph.incident() for details."},
+    "@see: L{Graph.incident()<igraph._igraph.GraphBase.incident()>} for details."},
   {"out_edges", (PyCFunction)igraphmodule_Vertex_out_edges, METH_NOARGS,
-    "Proxy method to L{Graph.incident(..., mode=\"out\")}\n\n"              \
+    "Proxy method to L{Graph.incident(..., mode=\"out\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"out\" as the mode " \
     "argument, and returns the result.\n\n"\
-    "@see: Graph.incident() for details."},
+    "@see: L{Graph.incident()<igraph._igraph.GraphBase.incident()>} for details."},
   GRAPH_PROXY_METHOD_SPEC(betweenness, "betweenness"),
   GRAPH_PROXY_METHOD_SPEC(closeness, "closeness"),
   GRAPH_PROXY_METHOD_SPEC(constraint, "constraint"),
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 2101b22d3..77be5ce69 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -994,7 +994,7 @@ PyGetSetDef igraphmodule_VertexSeq_getseters[] = {
 PyTypeObject igraphmodule_VertexSeqType =
 {
   PyVarObject_HEAD_INIT(0, 0)
-  "igraph.core.VertexSeq",                    /* tp_name */
+  "igraph._igraph.VertexSeq",                 /* tp_name */
   sizeof(igraphmodule_VertexSeqObject),       /* tp_basicsize */
   0,                                          /* tp_itemsize */
   (destructor)igraphmodule_VertexSeq_dealloc, /* tp_dealloc */
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 37a45534c..946dd781d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -44,7 +44,7 @@
     BLISS_FSM,
     DFSIter,
     Edge,
-    EdgeSeq,
+    EdgeSeq as _EdgeSeq,
     GET_ADJACENCY_BOTH,
     GET_ADJACENCY_LOWER,
     GET_ADJACENCY_UPPER,
@@ -65,7 +65,7 @@
     TREE_OUT,
     TREE_UNDIRECTED,
     Vertex,
-    VertexSeq,
+    VertexSeq as _VertexSeq,
     WEAK,
     arpack_options,
     community_to_membership,
@@ -452,7 +452,7 @@ def adjacent(self, *args, **kwds):
 
         Returns the edges a given vertex is incident on.
 
-        @deprecated: replaced by L{Graph.incident()} since igraph 0.6
+        @deprecated: replaced by L{incident()} since igraph 0.6
         """
         deprecated(
             "Graph.adjacent() is deprecated since igraph 0.6, please use "
@@ -464,7 +464,7 @@ def as_directed(self, *args, **kwds):
         """as_directed(*args, **kwds)
 
         Returns a directed copy of this graph. Arguments are passed on
-        to L{Graph.to_directed()} that is invoked on the copy.
+        to L{to_directed()} that is invoked on the copy.
         """
         copy = self.copy()
         copy.to_directed(*args, **kwds)
@@ -474,7 +474,7 @@ def as_undirected(self, *args, **kwds):
         """as_undirected(*args, **kwds)
 
         Returns an undirected copy of this graph. Arguments are passed on
-        to L{Graph.to_undirected()} that is invoked on the copy.
+        to L{to_undirected()} that is invoked on the copy.
         """
         copy = self.copy()
         copy.to_undirected(*args, **kwds)
@@ -498,8 +498,8 @@ def delete_edges(self, *args, **kwds):
             source-target vertex pairs. When multiple edges are present
             between a given source-target vertex pair, only one is removed.
 
-        @deprecated: L{Graph.delete_edges(None)} has been replaced by
-        L{Graph.delete_edges()} - with no arguments - since igraph 0.8.3.
+        @deprecated: C{delete_edges(None)} has been replaced by
+        C{delete_edges()} - with no arguments - since igraph 0.8.3.
         """
         if len(args) == 0 and len(kwds) == 0:
             return GraphBase.delete_edges(self)
@@ -607,7 +607,7 @@ def clear(self):
 
         Clears the graph, deleting all vertices, edges, and attributes.
 
-        @see: L{Graph.delete_vertices} and L{Graph.delete_edges}.
+        @see: L{delete_vertices} and L{delete_edges}.
         """
         self.delete_vertices()
         for attr in self.attributes():
@@ -782,28 +782,24 @@ def get_adjacency_sparse(self, attribute=None):
             mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T
         return mtx
 
-    def get_adjlist(self, mode=OUT):
-        """get_adjlist(mode=OUT)
-
-        Returns the adjacency list representation of the graph.
+    def get_adjlist(self, mode="out"):
+        """Returns the adjacency list representation of the graph.
 
         The adjacency list representation is a list of lists. Each item of the
         outer list belongs to a single vertex of the graph. The inner list
         contains the neighbors of the given vertex.
 
-        @param mode: if L{OUT}, returns the successors of the vertex. If
-          L{IN}, returns the predecessors of the vertex. If L{ALL}, both
+        @param mode: if C{\"out\"}, returns the successors of the vertex. If
+          C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
           the predecessors and the successors will be returned. Ignored
           for undirected graphs.
         """
         return [self.neighbors(idx, mode) for idx in range(self.vcount())]
 
     def get_adjedgelist(self, *args, **kwds):
-        """get_adjedgelist(mode=OUT)
-
-        Returns the incidence list representation of the graph.
+        """Returns the incidence list representation of the graph.
 
-        @deprecated: replaced by L{Graph.get_inclist()} since igraph 0.6
+        @deprecated: replaced by L{get_inclist()} since igraph 0.6
         @see: Graph.get_inclist()
         """
         deprecated(
@@ -832,11 +828,11 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
           means all the vertices.
         @param cutoff: maximum length of path that is considered. If negative,
           paths of all lengths are considered.
-        @param mode: the directionality of the paths. L{IN} means to calculate
-          incoming paths, L{OUT} means to calculate outgoing paths, L{ALL} means
+        @param mode: the directionality of the paths. C{\"in\"} means to calculate
+          incoming paths, C{\"out\"} means to calculate outgoing paths, C{\"all\"} means
           to calculate both ones.
         @return: all of the simple paths from the given node to every other
-          reachable node in the graph in a list. Note that in case of mode=L{IN},
+          reachable node in the graph in a list. Note that in case of mode=C{\"in\"},
           the vertices in a path are returned in reversed order!
         """
         paths = self._get_all_simple_paths(v, to, cutoff, mode)
@@ -858,8 +854,8 @@ def get_inclist(self, mode=OUT):
         The inner list contains the IDs of the incident edges of the
         given vertex.
 
-        @param mode: if L{OUT}, returns the successors of the vertex. If
-          L{IN}, returns the predecessors of the vertex. If L{ALL}, both
+        @param mode: if C{\"out\"}, returns the successors of the vertex. If
+          C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
           the predecessors and the successors will be returned. Ignored
           for undirected graphs.
         """
@@ -1318,10 +1314,7 @@ def community_leading_eigenvector_naive(self, clusters=None, return_merges=False
     def community_leading_eigenvector(
         self, clusters=None, weights=None, arpack_options=None
     ):
-        """community_leading_eigenvector(clusters=None, weights=None,
-          arpack_options=None)
-
-        Newman's leading eigenvector method for detecting community structure.
+        """Newman's leading eigenvector method for detecting community structure.
         This is the proper implementation of the recursive, divisive algorithm:
         each split is done by maximizing the modularity regarding the
         original network.
@@ -1630,31 +1623,27 @@ def community_leiden(
         n_iterations=2,
         node_weights=None,
     ):
-        """community_leiden(objective_function=CPM, weights=None,
-        resolution_parameter=1.0, beta=0.01, initial_membership=None,
-        n_iterations=2, node_weights=None)
-
-        Finds the community structure of the graph using the
-        Leiden algorithm of Traag, van Eck & Waltman.
+        """Finds the community structure of the graph using the Leiden
+        algorithm of Traag, van Eck & Waltman.
 
-        @keyword objective_function: whether to use the Constant Potts
+        @param objective_function: whether to use the Constant Potts
           Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
-        @keyword weights: edge weights to be used. Can be a sequence or
+        @param weights: edge weights to be used. Can be a sequence or
           iterable or even an edge attribute name.
-        @keyword resolution_parameter: the resolution parameter to use.
+        @param resolution_parameter: the resolution parameter to use.
           Higher resolutions lead to more smaller communities, while
           lower resolutions lead to fewer larger communities.
-        @keyword beta: parameter affecting the randomness in the Leiden
+        @param beta: parameter affecting the randomness in the Leiden
           algorithm. This affects only the refinement step of the algorithm.
-        @keyword initial_membership: if provided, the Leiden algorithm
+        @param initial_membership: if provided, the Leiden algorithm
           will try to improve this provided membership. If no argument is
           provided, the aglorithm simply starts from the singleton partition.
-        @keyword n_iterations: the number of iterations to iterate the Leiden
+        @param n_iterations: the number of iterations to iterate the Leiden
           algorithm. Each iteration may improve the partition further. Using
           a negative number of iterations will run until a stable iteration is
           encountered (i.e. the quality was not increased during that
           iteration).
-        @keyword node_weights: the node weights used in the Leiden algorithm.
+        @param node_weights: the node weights used in the Leiden algorithm.
           If this is not provided, it will be automatically determined on the
           basis of whether you want to use CPM or modularity. If you do provide
           this, please make sure that you understand what you are doing.
@@ -1695,61 +1684,61 @@ def layout(self, layout=None, *args, **kwds):
         Registered layout names understood by this method are:
 
           - C{auto}, C{automatic}: automatic layout
-            (see L{Graph.layout_auto})
+            (see L{layout_auto})
 
-          - C{bipartite}: bipartite layout (see L{Graph.layout_bipartite})
+          - C{bipartite}: bipartite layout (see L{layout_bipartite})
 
           - C{circle}, C{circular}: circular layout
-            (see L{Graph.layout_circle})
+            (see L{layout_circle})
 
           - C{dh}, C{davidson_harel}: Davidson-Harel layout (see
-            L{Graph.layout_davidson_harel})
+            L{layout_davidson_harel})
 
-          - C{drl}: DrL layout for large graphs (see L{Graph.layout_drl})
+          - C{drl}: DrL layout for large graphs (see L{layout_drl})
 
           - C{drl_3d}: 3D DrL layout for large graphs
-            (see L{Graph.layout_drl})
+            (see L{layout_drl})
 
           - C{fr}, C{fruchterman_reingold}: Fruchterman-Reingold layout
-            (see L{Graph.layout_fruchterman_reingold}).
+            (see L{layout_fruchterman_reingold}).
 
           - C{fr_3d}, C{fr3d}, C{fruchterman_reingold_3d}: 3D Fruchterman-
-            Reingold layout (see L{Graph.layout_fruchterman_reingold}).
+            Reingold layout (see L{layout_fruchterman_reingold}).
 
-          - C{grid}: regular grid layout in 2D (see L{Graph.layout_grid})
+          - C{grid}: regular grid layout in 2D (see L{layout_grid})
 
-          - C{grid_3d}: regular grid layout in 3D (see L{Graph.layout_grid_3d})
+          - C{grid_3d}: regular grid layout in 3D (see L{layout_grid_3d})
 
-          - C{graphopt}: the graphopt algorithm (see L{Graph.layout_graphopt})
+          - C{graphopt}: the graphopt algorithm (see L{layout_graphopt})
 
           - C{kk}, C{kamada_kawai}: Kamada-Kawai layout
-            (see L{Graph.layout_kamada_kawai})
+            (see L{layout_kamada_kawai})
 
           - C{kk_3d}, C{kk3d}, C{kamada_kawai_3d}: 3D Kamada-Kawai layout
-            (see L{Graph.layout_kamada_kawai})
+            (see L{layout_kamada_kawai})
 
           - C{lgl}, C{large}, C{large_graph}: Large Graph Layout
-            (see L{Graph.layout_lgl})
+            (see L{layout_lgl})
 
-          - C{mds}: multidimensional scaling layout (see L{Graph.layout_mds})
+          - C{mds}: multidimensional scaling layout (see L{layout_mds})
 
-          - C{random}: random layout (see L{Graph.layout_random})
+          - C{random}: random layout (see L{layout_random})
 
-          - C{random_3d}: random 3D layout (see L{Graph.layout_random})
+          - C{random_3d}: random 3D layout (see L{layout_random})
 
           - C{rt}, C{tree}, C{reingold_tilford}: Reingold-Tilford tree
-            layout (see L{Graph.layout_reingold_tilford})
+            layout (see L{layout_reingold_tilford})
 
           - C{rt_circular}, C{reingold_tilford_circular}: circular
             Reingold-Tilford tree layout
-            (see L{Graph.layout_reingold_tilford_circular})
+            (see L{layout_reingold_tilford_circular})
 
           - C{sphere}, C{spherical}, C{circle_3d}, C{circular_3d}: spherical
-            layout (see L{Graph.layout_circle})
+            layout (see L{layout_circle})
 
-          - C{star}: star layout (see L{Graph.layout_star})
+          - C{star}: star layout (see L{layout_star})
 
-          - C{sugiyama}: Sugiyama layout (see L{Graph.layout_sugiyama})
+          - C{sugiyama}: Sugiyama layout (see L{layout_sugiyama})
 
         @param layout: the layout to use. This can be one of the registered
           layout names or a callable which returns either a L{Layout} object or
@@ -1797,14 +1786,14 @@ def layout_auto(self, *args, **kwds):
 
           3. Otherwise, if the graph is connected and has at most 100
              vertices, the Kamada-Kawai layout will be used (see
-             L{Graph.layout_kamada_kawai()}).
+             L{layout_kamada_kawai()}).
 
           4. Otherwise, if the graph has at most 1000 vertices, the
              Fruchterman-Reingold layout will be used (see
-             L{Graph.layout_fruchterman_reingold()}).
+             L{layout_fruchterman_reingold()}).
 
           5. If everything else above failed, the DrL layout algorithm
-             will be used (see L{Graph.layout_drl()}).
+             will be used (see L{layout_drl()}).
 
         All the arguments of this function except C{dim} are passed on
         to the chosen layout function (in case we have to call some layout
@@ -1868,10 +1857,7 @@ def layout_sugiyama(
         maxiter=100,
         return_extended_graph=False,
     ):
-        """layout_sugiyama(layers=None, weights=None, hgap=1, vgap=1, maxiter=100,
-                        return_extended_graph=False)
-
-        Places the vertices using a layered Sugiyama layout.
+        """Places the vertices using a layered Sugiyama layout.
 
         This is a layered layout that is most suitable for directed acyclic graphs,
         although it works on undirected or cyclic graphs as well.
@@ -1973,18 +1959,18 @@ def to_networkx(self):
         # Graph: decide on directness and mutliplicity
         if any(self.is_multiple()):
             if self.is_directed():
-                klass = nx.MultiDiGraph
+                cls = nx.MultiDiGraph
             else:
-                klass = nx.MultiGraph
+                cls = nx.MultiGraph
         else:
             if self.is_directed():
-                klass = nx.DiGraph
+                cls = nx.DiGraph
             else:
-                klass = nx.Graph
+                cls = nx.Graph
 
         # Graph attributes
         kw = {x: self[x] for x in self.attributes()}
-        g = klass(**kw)
+        g = cls(**kw)
 
         # Nodes and node attributes
         for i, v in enumerate(self.vs):
@@ -1997,7 +1983,7 @@ def to_networkx(self):
         return g
 
     @classmethod
-    def from_networkx(klass, g):
+    def from_networkx(cls, g):
         """Converts the graph from networkx
 
         Vertex names will be converted to "_nx_name" attribute and the vertices
@@ -2018,7 +2004,7 @@ def from_networkx(klass, g):
 
         # NOTE: we do not need a special class for multigraphs, it is taken
         # care for at the edge level rather than at the graph level.
-        graph = klass(
+        graph = cls(
             n=vcount, directed=g.is_directed(), graph_attrs=gattr, vertex_attrs=vattr
         )
 
@@ -2105,7 +2091,7 @@ def to_graph_tool(
         return g
 
     @classmethod
-    def from_graph_tool(klass, g):
+    def from_graph_tool(cls, g):
         """Converts the graph from graph-tool
 
         @param g: graph-tool Graph
@@ -2117,7 +2103,7 @@ def from_graph_tool(klass, g):
         vcount = g.num_vertices()
 
         # Graph
-        graph = klass(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
+        graph = cls(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
 
         # Node attributes
         for key, val in list(g.vertex_properties.items()):
@@ -2157,12 +2143,12 @@ def write_adjacency(self, f, sep=" ", eol="\n", *args, **kwds):
 
     @classmethod
     def Read_Adjacency(
-        klass, f, sep=None, comment_char="#", attribute=None, *args, **kwds
+        cls, f, sep=None, comment_char="#", attribute=None, *args, **kwds
     ):
-        """Constructs a graph based on an adjacency matrix from the given file
+        """Constructs a graph based on an adjacency matrix from the given file.
 
         Additional positional and keyword arguments not mentioned here are
-        passed intact to L{Graph.Adjacency}.
+        passed intact to L{Adjacency}.
 
         @param f: the name of the file to be read or a file object
         @param sep: the string that separates the matrix elements in a row.
@@ -2190,10 +2176,10 @@ def Read_Adjacency(
         f.close()
 
         if attribute is None:
-            graph = klass.Adjacency(matrix, *args, **kwds)
+            graph = cls.Adjacency(matrix, *args, **kwds)
         else:
             kwds["attr"] = attribute
-            graph = klass.Weighted_Adjacency(matrix, *args, **kwds)
+            graph = cls.Weighted_Adjacency(matrix, *args, **kwds)
 
         return graph
 
@@ -2291,7 +2277,7 @@ def Read_DIMACS(cls, f, directed=False):
         return graph
 
     @classmethod
-    def Read_GraphMLz(cls, f, *params, **kwds):
+    def Read_GraphMLz(cls, f, directed=True, index=0):
         """Read_GraphMLz(f, directed=True, index=0)
 
         Reads a graph from a zipped GraphML file.
@@ -2305,10 +2291,9 @@ def Read_GraphMLz(cls, f, *params, **kwds):
         from igraph.utils import named_temporary_file
 
         with named_temporary_file() as tmpfile:
-            outf = open(tmpfile, "wb")
-            copyfileobj(gzip.GzipFile(f, "rb"), outf)
-            outf.close()
-            return cls.Read_GraphML(tmpfile)
+            with open(tmpfile, "wb") as outf:
+                copyfileobj(gzip.GzipFile(f, "rb"), outf)
+            return cls.Read_GraphML(tmpfile, directed=directed, index=index)
 
     def write_pickle(self, fname=None, version=-1):
         """Saves the graph in Python pickled format
@@ -2364,7 +2349,7 @@ def write_picklez(self, fname=None, version=-1):
         return result
 
     @classmethod
-    def Read_Pickle(klass, fname=None):
+    def Read_Pickle(cls, fname=None):
         """Reads a graph from Python pickled format
 
         @param fname: the name of the file, a stream to read from, or
@@ -2404,7 +2389,7 @@ def Read_Pickle(klass, fname=None):
         return result
 
     @classmethod
-    def Read_Picklez(klass, fname, *args, **kwds):
+    def Read_Picklez(cls, fname, *args, **kwds):
         """Reads a graph from compressed Python pickled format, uncompressing
         it on-the-fly.
 
@@ -2424,7 +2409,7 @@ def Read_Picklez(klass, fname, *args, **kwds):
         return result
 
     @classmethod
-    def Read_Picklez(klass, fname, *args, **kwds):
+    def Read_Picklez(cls, fname, *args, **kwds):
         """Reads a graph from compressed Python pickled format, uncompressing
         it on-the-fly.
 
@@ -2441,8 +2426,8 @@ def Read_Picklez(klass, fname, *args, **kwds):
                 result = pickle.load(gzip.GzipFile(mode="rb", fileobj=fname))
         else:
             result = pickle.load(gzip.open(fname, "rb"))
-        if not isinstance(result, klass):
-            raise TypeError("unpickled object is not a %s" % klass.__name__)
+        if not isinstance(result, cls):
+            raise TypeError("unpickled object is not a %s" % cls.__name__)
         return result
 
     # pylint: disable-msg=C0301,C0323
@@ -2794,7 +2779,7 @@ def write_svg(
             tk_window.destroy()
 
     @classmethod
-    def _identify_format(klass, filename):
+    def _identify_format(cls, filename):
         """_identify_format(filename)
 
         Tries to identify the format of the graph stored in the file with the
@@ -2880,7 +2865,7 @@ def _identify_format(klass, filename):
                 return "adjacency"
 
     @classmethod
-    def Read(klass, f, format=None, *args, **kwds):
+    def Read(cls, f, format=None, *args, **kwds):
         """Unified reading function for graphs.
 
         This method tries to identify the format of the graph given in
@@ -2904,14 +2889,14 @@ def Read(klass, f, format=None, *args, **kwds):
           none was given.
         """
         if format is None:
-            format = klass._identify_format(f)
+            format = cls._identify_format(f)
         try:
-            reader = klass._format_mapping[format][0]
+            reader = cls._format_mapping[format][0]
         except (KeyError, IndexError):
             raise IOError("unknown file format: %s" % str(format))
         if reader is None:
             raise IOError("no reader method for file format: %s" % str(format))
-        reader = getattr(klass, reader)
+        reader = getattr(cls, reader)
         return reader(f, *args, **kwds)
 
     Load = Read
@@ -2978,7 +2963,7 @@ def write(self, f, format=None, *args, **kwds):
 
     @classmethod
     def DictList(
-        klass,
+        cls,
         vertices,
         edges,
         directed=False,
@@ -3050,7 +3035,7 @@ def create_list_from_indices(l, n):
         # Construct the edges
         efk_src, efk_dest = edge_foreign_keys
         if iterative:
-            g = klass(n, [], directed, {}, vertex_attrs)
+            g = cls(n, [], directed, {}, vertex_attrs)
             for idx, edge_data in enumerate(edges):
                 src_name, dst_name = edge_data[efk_src], edge_data[efk_dest]
                 v1 = vertex_name_map[src_name]
@@ -3095,14 +3080,14 @@ def create_list_from_indices(l, n):
                 n = len(vertex_name_map)
 
             # Create the graph
-            return klass(n, edge_list, directed, {}, vertex_attrs, edge_attrs)
+            return cls(n, edge_list, directed, {}, vertex_attrs, edge_attrs)
 
     #####################################################
     # Constructor for tuple-like representation of graphs
 
     @classmethod
     def TupleList(
-        klass,
+        cls,
         edges,
         directed=False,
         vertex_name_attr="name",
@@ -3191,7 +3176,7 @@ def TupleList(
         n = len(idgen)
 
         # Construct the graph
-        return klass(n, edge_list, directed, {}, vertex_attributes, edge_attributes)
+        return cls(n, edge_list, directed, {}, vertex_attributes, edge_attributes)
 
     #################################
     # Constructor for graph formulae
@@ -3214,10 +3199,8 @@ def es(self):
     # Friendlier interface for bipartite methods
 
     @classmethod
-    def Bipartite(klass, types, *args, **kwds):
-        """Bipartite(types, edges, directed=False)
-
-        Creates a bipartite graph with the given vertex types and edges.
+    def Bipartite(cls, types, edges, directed=False, *args, **kwds):
+        """Creates a bipartite graph with the given vertex types and edges.
         This is similar to the default constructor of the graph, the
         only difference is that it checks whether all the edges go
         between the two vertex classes and it assigns the type vector
@@ -3242,15 +3225,13 @@ def Bipartite(klass, types, *args, **kwds):
         @return: the graph with a binary vertex attribute named C{"type"} that
           stores the vertex classes.
         """
-        result = klass._Bipartite(types, *args, **kwds)
+        result = cls._Bipartite(types, edges, directed, *args, **kwds)
         result.vs["type"] = [bool(x) for x in types]
         return result
 
     @classmethod
-    def Full_Bipartite(klass, *args, **kwds):
-        """Full_Bipartite(n1, n2, directed=False, mode=ALL)
-
-        Generates a full bipartite graph (directed or undirected, with or
+    def Full_Bipartite(cls, n1, n2, directed=False, mode="all", *args, **kwds):
+        """Generates a full bipartite graph (directed or undirected, with or
         without loops).
 
         >>> g = Graph.Full_Bipartite(2, 3)
@@ -3262,22 +3243,20 @@ def Full_Bipartite(klass, *args, **kwds):
         @param n1: the number of vertices of the first kind.
         @param n2: the number of vertices of the second kind.
         @param directed: whether tp generate a directed graph.
-        @param mode: if C{OUT}, then all vertices of the first kind are
-          connected to the others; C{IN} specifies the opposite direction,
-          C{ALL} creates mutual edges. Ignored for undirected graphs.
+        @param mode: if C{"out"}, then all vertices of the first kind are
+          connected to the others; C{"in"} specifies the opposite direction,
+          C{"all"} creates mutual edges. Ignored for undirected graphs.
 
         @return: the graph with a binary vertex attribute named C{"type"} that
           stores the vertex classes.
         """
-        result, types = klass._Full_Bipartite(*args, **kwds)
+        result, types = cls._Full_Bipartite(n1, n2, directed, mode, *args, **kwds)
         result.vs["type"] = types
         return result
 
     @classmethod
-    def Random_Bipartite(klass, *args, **kwds):
-        """Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=ALL)
-
-        Generates a random bipartite graph with the given number of vertices and
+    def Random_Bipartite(cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds):
+        """Generates a random bipartite graph with the given number of vertices and
         edges (if m is given), or with the given number of vertices and the given
         connection probability (if p is given).
 
@@ -3299,15 +3278,17 @@ def Random_Bipartite(klass, *args, **kwds):
           will always point from type 2 to type 1. This argument is ignored for
           undirected graphs.
         """
-        result, types = klass._Random_Bipartite(*args, **kwds)
+        if p is None:
+            p = -1
+        if m is None:
+            m = -1
+        result, types = cls._Random_Bipartite(n1, n2, p, m, directed, neimode, *args, **kwds)
         result.vs["type"] = types
         return result
 
     @classmethod
-    def GRG(klass, n, radius, torus=False):
-        """GRG(n, radius, torus=False, return_coordinates=False)
-
-        Generates a random geometric graph.
+    def GRG(cls, n, radius, torus=False):
+        """Generates a random geometric graph.
 
         The algorithm drops the vertices randomly on the 2D unit square and
         connects them if they are closer to each other than the given radius.
@@ -3319,16 +3300,14 @@ def GRG(klass, n, radius, torus=False):
         @param torus: This should be C{True} if we want to use a torus instead of a
           square.
         """
-        result, xs, ys = klass._GRG(n, radius, torus)
+        result, xs, ys = cls._GRG(n, radius, torus)
         result.vs["x"] = xs
         result.vs["y"] = ys
         return result
 
     @classmethod
-    def Incidence(klass, *args, **kwds):
-        """Incidence(matrix, directed=False, mode=ALL, multiple=False, weighted=None)
-
-        Creates a bipartite graph from an incidence matrix.
+    def Incidence(cls, matrix, directed=False, mode="out", multiple=False, weighted=None, *args, **kwds):
+        """Creates a bipartite graph from an incidence matrix.
 
         Example:
 
@@ -3337,10 +3316,10 @@ def Incidence(klass, *args, **kwds):
         @param matrix: the incidence matrix.
         @param directed: whether to create a directed graph.
         @param mode: defines the direction of edges in the graph. If
-          C{OUT}, then edges go from vertices of the first kind
+          C{"out"}, then edges go from vertices of the first kind
           (corresponding to rows of the matrix) to vertices of the
-          second kind (the columns of the matrix). If C{IN}, the
-          opposite direction is used. C{ALL} creates mutual edges.
+          second kind (the columns of the matrix). If C{"in"}, the
+          opposite direction is used. C{"all"} creates mutual edges.
           Ignored for undirected graphs.
         @param multiple: defines what to do with non-zero entries in the
           matrix. If C{False}, non-zero entries will create an edge no matter
@@ -3360,28 +3339,25 @@ def Incidence(klass, *args, **kwds):
         @return: the graph with a binary vertex attribute named C{"type"} that
           stores the vertex classes.
         """
-        weighted = kwds.pop("weighted", False)
         is_weighted = True if weighted or weighted == "" else False
-        multiple = kwds.get("multiple", False)
         if is_weighted and multiple:
             raise ValueError("arguments weighted and multiple can not co-exist")
-        result, types = klass._Incidence(*args, **kwds)
+        result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
         result.vs["type"] = types
         if is_weighted:
             weight_attr = "weight" if weighted == True else weighted
-            mat = args[0]
             _, rows, columns = result.get_incidence()
             num_vertices_of_first_kind = len(rows)
             for edge in result.es:
                 source, target = edge.tuple
                 if source in rows:
-                    edge[weight_attr] = mat[source][target - num_vertices_of_first_kind]
+                    edge[weight_attr] = matrix[source][target - num_vertices_of_first_kind]
                 else:
-                    edge[weight_attr] = mat[target][source - num_vertices_of_first_kind]
+                    edge[weight_attr] = matrix[target][source - num_vertices_of_first_kind]
         return result
 
     @classmethod
-    def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
+    def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
         """DataFrame(edges, directed=True, vertices=None)
 
         Generates a graph from one or two dataframes.
@@ -3504,10 +3480,6 @@ def DataFrame(klass, edges, directed=True, vertices=None, use_vids=False):
     def get_vertex_dataframe(self):
         """Export vertices with attributes to pandas.DataFrame
 
-        @return: a pandas.DataFrame representing vertices and their attributes.
-          The index uses vertex IDs, from 0 to N - 1 where N is the number of
-          vertices.
-
         If you want to use vertex names as index, you can do:
 
         >>> from string import ascii_letters
@@ -3516,6 +3488,9 @@ def get_vertex_dataframe(self):
         >>> df = graph.get_vertex_dataframe()
         >>> df.set_index('name', inplace=True)
 
+        @return: a pandas.DataFrame representing vertices and their attributes.
+          The index uses vertex IDs, from 0 to N - 1 where N is the number of
+          vertices.
         """
         try:
             import pandas as pd
@@ -3533,14 +3508,6 @@ def get_vertex_dataframe(self):
     def get_edge_dataframe(self):
         """Export edges with attributes to pandas.DataFrame
 
-        @return: a pandas.DataFrame representing edges and their attributes.
-          The index uses edge IDs, from 0 to M - 1 where M is the number of
-          edges. The first two columns of the dataframe represent the IDs of
-          source and target vertices for each edge. These columns have names
-          "source" and "target". If your edges have attributes with the same
-          names, they will be present in the dataframe, but not in the first
-          two columns.
-
         If you want to use source and target vertex IDs as index, you can do:
 
         >>> from string import ascii_letters
@@ -3560,6 +3527,13 @@ def get_edge_dataframe(self):
         >>> df['target'].replace(df_vert['name'], inplace=True)
         >>> df_vert.set_index('name', inplace=True)  # Optional
 
+        @return: a pandas.DataFrame representing edges and their attributes.
+          The index uses edge IDs, from 0 to M - 1 where M is the number of
+          edges. The first two columns of the dataframe represent the IDs of
+          source and target vertices for each edge. These columns have names
+          "source" and "target". If your edges have attributes with the same
+          names, they will be present in the dataframe, but not in the first
+          two columns.
         """
         try:
             import pandas as pd
@@ -3667,9 +3641,7 @@ def bipartite_projection_size(self, types="type", *args, **kwds):
         return super(Graph, self).bipartite_projection_size(types, *args, **kwds)
 
     def get_incidence(self, types="type", *args, **kwds):
-        """get_incidence(self, types="type")
-
-        Returns the incidence matrix of a bipartite graph. The incidence matrix
+        """Returns the incidence matrix of a bipartite graph. The incidence matrix
         is an M{n} times M{m} matrix, where M{n} and M{m} are the number of
         vertices in the two vertex classes.
 
@@ -3689,7 +3661,7 @@ def dfs(self, vid, mode=OUT):
         """Conducts a depth first search (DFS) on the graph.
 
         @param vid: the root vertex ID
-        @param mode: either L{IN} or L{OUT} or L{ALL}, ignored
+        @param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}, ignored
           for undirected graphs.
         @return: a tuple with the following items:
            - The vertex IDs visited (in order)
@@ -4014,10 +3986,10 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             The default is C{False}.
 
           - C{layout}: the layout to be used. If not an instance of
-            L{Layout}, it will be passed to L{Graph.layout} to calculate
+            L{Layout}, it will be passed to L{layout} to calculate
             the layout. Note that if you want a deterministic layout that
             does not change with every plot, you must either use a
-            deterministic layout function (like L{Graph.layout_circle}) or
+            deterministic layout function (like L{layout_circle}) or
             calculate the layout in advance and pass a L{Layout} object here.
 
           - C{margin}: the top, right, bottom, left margins as a 4-tuple.
@@ -4303,7 +4275,7 @@ def intersection(self, other, byname="auto"):
 ##############################################################
 
 
-class VertexSeq(_igraph.VertexSeq):
+class VertexSeq(_VertexSeq):
     """Class representing a sequence of vertices in the graph.
 
     This class is most easily accessed by the C{vs} field of the
@@ -4361,7 +4333,7 @@ class VertexSeq(_igraph.VertexSeq):
 
     Some methods of the vertex sequences are simply proxy methods to the
     corresponding methods in the L{Graph} object. One such example is
-    L{VertexSeq.degree()}:
+    C{VertexSeq.degree()}:
 
       >>> g=Graph.Tree(7, 2)
       >>> g.vs.degree()
@@ -4572,7 +4544,7 @@ def __call__(self, *args, **kwds):
 ##############################################################
 
 
-class EdgeSeq(_igraph.EdgeSeq):
+class EdgeSeq(_EdgeSeq):
     """Class representing a sequence of edges in the graph.
 
     This class is most easily accessed by the C{es} field of the
@@ -4633,7 +4605,7 @@ class EdgeSeq(_igraph.EdgeSeq):
 
     Some methods of the edge sequences are simply proxy methods to the
     corresponding methods in the L{Graph} object. One such example is
-    L{EdgeSeq.is_multiple()}:
+    C{EdgeSeq.is_multiple()}:
 
       >>> g=Graph(3, [(0,1), (1,0), (1,2)])
       >>> g.es.is_multiple()
@@ -5090,10 +5062,10 @@ def _add_proxy_methods():
     rename_methods[VertexSeq] = {"delete_vertices": "delete"}
     rename_methods[EdgeSeq] = {"delete_edges": "delete", "subgraph_edges": "subgraph"}
 
-    for klass, methods in decorated_methods.items():
+    for cls, methods in decorated_methods.items():
         for method in methods:
-            new_method_name = rename_methods[klass].get(method, method)
-            setattr(klass, new_method_name, _graphmethod(None, method))
+            new_method_name = rename_methods[cls].get(method, method)
+            setattr(cls, new_method_name, _graphmethod(None, method))
 
     setattr(
         EdgeSeq,
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index fcdf10eb8..6defa2449 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -511,11 +511,11 @@ def main():
             ]
         )
         for part in parts:
-            klass = available_classes.get(part, None)
-            if klass is None:
+            cls = available_classes.get(part, None)
+            if cls is None:
                 print("Warning: unknown shell class `%s'" % part, file=sys.stderr)
                 continue
-            shell_classes.append(klass)
+            shell_classes.append(cls)
     else:
         shell_classes = [IPythonShell, ClassicPythonShell]
         import platform
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index f1b57e345..e54dc35ac 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -338,14 +338,15 @@ def cluster_graph(self, combine_vertices=None, combine_edges=None):
 
         @param combine_vertices: specifies how to derive the attributes of
           the vertices in the new graph from the attributes of the old ones.
-          See L{Graph.contract_vertices()} for more details.
+          See L{Graph.contract_vertices()<igraph._igraph.GraphBase.contract_vertices>}
+          for more details.
         @param combine_edges: specifies how to derive the attributes of the
           edges in the new graph from the attributes of the old ones. See
-          L{igraph.Graph.simplify()} for more details. If you specify C{False}
-          here, edges will not be combined, and the number of edges between
-          the vertices representing the original clusters will be equal to
-          the number of edges between the members of those clusters in the
-          original graph.
+          L{Graph.simplify()<igraph._igraph.GraphBase.simplify>} for more details.
+          If you specify C{False} here, edges will not be combined, and the
+          number of edges between the vertices representing the original
+          clusters will be equal to the number of edges between the members of
+          those clusters in the original graph.
 
         @return: the new graph.
         """
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 7dd9292df..38bd3150c 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -258,8 +258,9 @@ def to_radial(self, min_angle=100, max_angle=80, min_radius=0.0, max_radius=1.0)
         top-down ones (that's why the Y coordinate belongs to the radius).
         It can also be used in conjunction with the Fruchterman-Reingold
         layout algorithm via its I{miny} and I{maxy} parameters (see
-        L{Graph.layout_fruchterman_reingold}) to produce radial layouts
-        where the radius belongs to some property of the vertices.
+        L{Graph.layout_fruchterman_reingold()<igraph._igraph.GraphBase.layout_fruchterman_reingold()>})
+        to produce radial layouts where the radius belongs to some property of
+        the vertices.
 
         @param min_angle: the angle corresponding to the minimum X value
         @param max_angle: the angle corresponding to the maximum X value

From d6d0d57c8f78587f244a37b69377ada2340aacd9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Mar 2021 15:01:12 +0100
Subject: [PATCH 0201/1681] chore: blackened source

---
 src/igraph/__init__.py | 27 ++++++++++++++++++++++-----
 1 file changed, 22 insertions(+), 5 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 946dd781d..6b4da6516 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3255,7 +3255,9 @@ def Full_Bipartite(cls, n1, n2, directed=False, mode="all", *args, **kwds):
         return result
 
     @classmethod
-    def Random_Bipartite(cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds):
+    def Random_Bipartite(
+        cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds
+    ):
         """Generates a random bipartite graph with the given number of vertices and
         edges (if m is given), or with the given number of vertices and the given
         connection probability (if p is given).
@@ -3282,7 +3284,9 @@ def Random_Bipartite(cls, n1, n2, p=None, m=None, directed=False, neimode="all",
             p = -1
         if m is None:
             m = -1
-        result, types = cls._Random_Bipartite(n1, n2, p, m, directed, neimode, *args, **kwds)
+        result, types = cls._Random_Bipartite(
+            n1, n2, p, m, directed, neimode, *args, **kwds
+        )
         result.vs["type"] = types
         return result
 
@@ -3306,7 +3310,16 @@ def GRG(cls, n, radius, torus=False):
         return result
 
     @classmethod
-    def Incidence(cls, matrix, directed=False, mode="out", multiple=False, weighted=None, *args, **kwds):
+    def Incidence(
+        cls,
+        matrix,
+        directed=False,
+        mode="out",
+        multiple=False,
+        weighted=None,
+        *args,
+        **kwds
+    ):
         """Creates a bipartite graph from an incidence matrix.
 
         Example:
@@ -3351,9 +3364,13 @@ def Incidence(cls, matrix, directed=False, mode="out", multiple=False, weighted=
             for edge in result.es:
                 source, target = edge.tuple
                 if source in rows:
-                    edge[weight_attr] = matrix[source][target - num_vertices_of_first_kind]
+                    edge[weight_attr] = matrix[source][
+                        target - num_vertices_of_first_kind
+                    ]
                 else:
-                    edge[weight_attr] = matrix[target][source - num_vertices_of_first_kind]
+                    edge[weight_attr] = matrix[target][
+                        source - num_vertices_of_first_kind
+                    ]
         return result
 
     @classmethod

From a4be07e98eec4845f51673f4a26727011ed54a39 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 5 Mar 2021 11:22:30 +1100
Subject: [PATCH 0202/1681] Add matplotlib plotting to VertexClustering

---
 src/igraph/drawing/graph.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 416ff4dfc..0ab460f45 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1010,6 +1010,22 @@ def callback_edge_offset(event):
 
         # FIXME: deal with unnamed *args
 
+        # graph is not necessarily a graph, it can be a VertexClustering
+        # If so, extract the graph and set the coloring unless specified
+        # externally
+        from igraph.clustering import VertexClustering
+        if isinstance(graph, VertexClustering):
+            clustering = graph
+            graph = clustering.graph
+
+            if "vertex_color" not in kwds:
+                clusters = sorted(set(clustering.membership))
+                n_colors = len(clusters)
+                cmap = mpl.cm.get_cmap('viridis')
+                colors = [cmap(1.0 * i / n_colors) for i in range(n_colors)]
+                c = [colors[clusters.index(i)] for i in clustering.membership]
+                kwds["vertex_color"] = c
+
         # Get layout
         layout = kwds.get("layout", graph.layout())
         if isinstance(layout, str):

From 3e70e1b6e6787e974ce5a4c8679c93b555a39917 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 6 Mar 2021 08:20:10 +1100
Subject: [PATCH 0203/1681] mark_groups in matplotlib plot

---
 src/igraph/drawing/graph.py | 61 ++++++++++++++++++++++++++++++++++---
 1 file changed, 57 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 0ab460f45..bdcd876c6 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -983,6 +983,8 @@ def draw(self, graph, *args, **kwds):
         from matplotlib.patches import FancyArrowPatch
         from matplotlib.patches import ArrowStyle
         import numpy as np
+        from collections import defaultdict
+        from igraph.clustering import VertexClustering
 
         def shrink_vertex(ax, aux, vcoord, vsize_squared):
             """Shrink edge by vertex size"""
@@ -1010,14 +1012,34 @@ def callback_edge_offset(event):
 
         # FIXME: deal with unnamed *args
 
-        # graph is not necessarily a graph, it can be a VertexClustering
-        # If so, extract the graph and set the coloring unless specified
-        # externally
-        from igraph.clustering import VertexClustering
+        # graph is not necessarily a graph, it can be a VertexClustering. If so
+        # extract the graph. The clustering itself can be overridden using
+        # the "mark_groups" option
+        clustering = None
         if isinstance(graph, VertexClustering):
             clustering = graph
             graph = clustering.graph
 
+        # mark groups: the used data structure is eventually the dict option:
+        # tuples of vertex indices as the keys, colors as the values. We
+        # convert other formats into that one here
+        if 'mark_groups' in kwds:
+            if isinstance(kwds['mark_groups'], VertexClustering):
+                if clustering is not None:
+                    raise ValueError(
+                        'mark_groups cannot override a clustering with another'
+                    )
+                else:
+                    clustering = kwds.pop('mark_groups')
+            else:
+                try:
+                    mg_iter = iter(kwds['mark_groups'])
+                except TypeError:
+                    raise TypeError('mark_groups is not in the right format')
+                kwds['mark_groups'] = dict(mg_iter)
+
+        # If a clustering is set, color vertices and mark groups if requested
+        if clustering is not None:
             if "vertex_color" not in kwds:
                 clusters = sorted(set(clustering.membership))
                 n_colors = len(clusters)
@@ -1026,6 +1048,16 @@ def callback_edge_offset(event):
                 c = [colors[clusters.index(i)] for i in clustering.membership]
                 kwds["vertex_color"] = c
 
+                # mark_groups if not explicitely marked
+                if 'mark_groups' not in kwds:
+                    mark_groups = defaultdict(list)
+                    for i, color in enumerate(c):
+                        mark_groups[color].append(i)
+
+                    # Invert keys and values
+                    mark_groups = {tuple(v): k for k, v in mark_groups.items()}
+                    kwds['mark_groups'] = mark_groups
+
         # Get layout
         layout = kwds.get("layout", graph.layout())
         if isinstance(layout, str):
@@ -1034,6 +1066,27 @@ def callback_edge_offset(event):
         # Vertex coordinates
         vcoord = layout.coords
 
+        # Mark groups
+        if 'mark_groups' in kwds:
+            # FIXME: does this generate a new dep?
+            from scipy.spatial import ConvexHull
+            for idx, color in kwds['mark_groups'].items():
+                points = [vcoord[i] for i in idx]
+                ch = ConvexHull(points)
+                vertices = np.array([vcoord[idx[i]] for i in ch.vertices])
+                # 15% expansion
+                vertices += 0.15 * (vertices - vertices.mean(axis=0))
+
+                # NOTE: we could include a corner cutting algorithm close to
+                # the vertices (e.g. Chaikin) for beautification
+                polygon = mpl.patches.Polygon(
+                    vertices,
+                    facecolor=color, alpha=0.3,
+                    zorder=0, edgecolor=color,
+                    lw=2,
+                )
+                ax.add_artist(polygon)
+
         # Vertex properties
         nv = graph.vcount()
 

From 7b3625de4041c521d840f40439708a7748e86f5d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 7 Mar 2021 07:21:53 +1100
Subject: [PATCH 0204/1681] Sort out the mark_group option a little

---
 src/igraph/drawing/graph.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index bdcd876c6..2f7580bd1 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1030,7 +1030,7 @@ def callback_edge_offset(event):
                         'mark_groups cannot override a clustering with another'
                     )
                 else:
-                    clustering = kwds.pop('mark_groups')
+                    clustering = kwds['mark_groups']
             else:
                 try:
                     mg_iter = iter(kwds['mark_groups'])
@@ -1049,7 +1049,7 @@ def callback_edge_offset(event):
                 kwds["vertex_color"] = c
 
                 # mark_groups if not explicitely marked
-                if 'mark_groups' not in kwds:
+                if ('mark_groups' in kwds) and (kwds['mark_groups'] == clustering):
                     mark_groups = defaultdict(list)
                     for i, color in enumerate(c):
                         mark_groups[color].append(i)

From bdddc4941f0064ec6c494df574d33b15b2c1e88b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 7 Mar 2021 07:24:55 +1100
Subject: [PATCH 0205/1681] Handle scipy import and format black

---
 src/igraph/drawing/graph.py | 39 ++++++++++++++++++++++---------------
 1 file changed, 23 insertions(+), 16 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 2f7580bd1..4b0ad08ec 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1023,40 +1023,40 @@ def callback_edge_offset(event):
         # mark groups: the used data structure is eventually the dict option:
         # tuples of vertex indices as the keys, colors as the values. We
         # convert other formats into that one here
-        if 'mark_groups' in kwds:
-            if isinstance(kwds['mark_groups'], VertexClustering):
+        if "mark_groups" in kwds:
+            if isinstance(kwds["mark_groups"], VertexClustering):
                 if clustering is not None:
                     raise ValueError(
-                        'mark_groups cannot override a clustering with another'
+                        "mark_groups cannot override a clustering with another"
                     )
                 else:
-                    clustering = kwds['mark_groups']
+                    clustering = kwds["mark_groups"]
             else:
                 try:
-                    mg_iter = iter(kwds['mark_groups'])
+                    mg_iter = iter(kwds["mark_groups"])
                 except TypeError:
-                    raise TypeError('mark_groups is not in the right format')
-                kwds['mark_groups'] = dict(mg_iter)
+                    raise TypeError("mark_groups is not in the right format")
+                kwds["mark_groups"] = dict(mg_iter)
 
         # If a clustering is set, color vertices and mark groups if requested
         if clustering is not None:
             if "vertex_color" not in kwds:
                 clusters = sorted(set(clustering.membership))
                 n_colors = len(clusters)
-                cmap = mpl.cm.get_cmap('viridis')
+                cmap = mpl.cm.get_cmap("viridis")
                 colors = [cmap(1.0 * i / n_colors) for i in range(n_colors)]
                 c = [colors[clusters.index(i)] for i in clustering.membership]
                 kwds["vertex_color"] = c
 
                 # mark_groups if not explicitely marked
-                if ('mark_groups' in kwds) and (kwds['mark_groups'] == clustering):
+                if ("mark_groups" in kwds) and (kwds["mark_groups"] == clustering):
                     mark_groups = defaultdict(list)
                     for i, color in enumerate(c):
                         mark_groups[color].append(i)
 
                     # Invert keys and values
                     mark_groups = {tuple(v): k for k, v in mark_groups.items()}
-                    kwds['mark_groups'] = mark_groups
+                    kwds["mark_groups"] = mark_groups
 
         # Get layout
         layout = kwds.get("layout", graph.layout())
@@ -1067,10 +1067,15 @@ def callback_edge_offset(event):
         vcoord = layout.coords
 
         # Mark groups
-        if 'mark_groups' in kwds:
-            # FIXME: does this generate a new dep?
-            from scipy.spatial import ConvexHull
-            for idx, color in kwds['mark_groups'].items():
+        if "mark_groups" in kwds:
+            try:
+                from scipy.spatial import ConvexHull
+            except ImportError:
+                raise ImportError(
+                    "You should install scipy package in order to use mark_groups"
+                )
+
+            for idx, color in kwds["mark_groups"].items():
                 points = [vcoord[i] for i in idx]
                 ch = ConvexHull(points)
                 vertices = np.array([vcoord[idx[i]] for i in ch.vertices])
@@ -1081,8 +1086,10 @@ def callback_edge_offset(event):
                 # the vertices (e.g. Chaikin) for beautification
                 polygon = mpl.patches.Polygon(
                     vertices,
-                    facecolor=color, alpha=0.3,
-                    zorder=0, edgecolor=color,
+                    facecolor=color,
+                    alpha=0.3,
+                    zorder=0,
+                    edgecolor=color,
                     lw=2,
                 )
                 ax.add_artist(polygon)

From f87ece8fc737c15e6482e90a9a9873d283b18cbb Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 8 Mar 2021 18:57:33 +1100
Subject: [PATCH 0206/1681] Edit docs and enable mark_groups=True in matplotlib

---
 src/igraph/__init__.py      |  6 ++++++
 src/igraph/drawing/graph.py | 34 ++++++++++++++++++----------------
 2 files changed, 24 insertions(+), 16 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 6b4da6516..901bad892 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -4018,6 +4018,12 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
               - C{False}: no groups will be highlighted
 
+              - C{True}: only valid if the object plotted is a
+                L{VertexClustering} or L{VertexCover}. The vertex groups in the
+                clutering or cover will be highlighted such that the i-th
+                group will be colored by the i-th color from the current
+                palette. If used when plotting a graph, it will throw an error.
+
               - A dict mapping tuples of vertex indices to color names.
                 The given vertex groups will be highlighted by the given
                 colors.
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 4b0ad08ec..3a41accec 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -984,7 +984,7 @@ def draw(self, graph, *args, **kwds):
         from matplotlib.patches import ArrowStyle
         import numpy as np
         from collections import defaultdict
-        from igraph.clustering import VertexClustering
+        from igraph.clustering import VertexClustering, VertexCover
 
         def shrink_vertex(ax, aux, vcoord, vsize_squared):
             """Shrink edge by vertex size"""
@@ -1016,7 +1016,7 @@ def callback_edge_offset(event):
         # extract the graph. The clustering itself can be overridden using
         # the "mark_groups" option
         clustering = None
-        if isinstance(graph, VertexClustering):
+        if isinstance(graph, (VertexClustering, VertexCover)):
             clustering = graph
             graph = clustering.graph
 
@@ -1024,13 +1024,19 @@ def callback_edge_offset(event):
         # tuples of vertex indices as the keys, colors as the values. We
         # convert other formats into that one here
         if "mark_groups" in kwds:
-            if isinstance(kwds["mark_groups"], VertexClustering):
+            if kwds["mark_groups"] is False:
+                del kwds["mark_groups"]
+            elif (kwds["mark_groups"] is True) and (clustering is not None):
+                pass
+            # Deferred import to avoid a cycle in the import graph
+            elif isinstance(kwds["mark_groups"], (VertexClustering, VertexCover)):
                 if clustering is not None:
                     raise ValueError(
                         "mark_groups cannot override a clustering with another"
                     )
                 else:
                     clustering = kwds["mark_groups"]
+                    kwds["mark_groups"] = True
             else:
                 try:
                     mg_iter = iter(kwds["mark_groups"])
@@ -1041,15 +1047,18 @@ def callback_edge_offset(event):
         # If a clustering is set, color vertices and mark groups if requested
         if clustering is not None:
             if "vertex_color" not in kwds:
-                clusters = sorted(set(clustering.membership))
+                membership = clustering.membership
+                if isinstance(clustering, VertexCover):
+                    membership = [x[0] for x in membership]
+                clusters = sorted(set(membership))
                 n_colors = len(clusters)
                 cmap = mpl.cm.get_cmap("viridis")
                 colors = [cmap(1.0 * i / n_colors) for i in range(n_colors)]
-                c = [colors[clusters.index(i)] for i in clustering.membership]
+                c = [colors[clusters.index(i)] for i in membership]
                 kwds["vertex_color"] = c
 
                 # mark_groups if not explicitely marked
-                if ("mark_groups" in kwds) and (kwds["mark_groups"] == clustering):
+                if ("mark_groups" in kwds) and (kwds["mark_groups"] is True):
                     mark_groups = defaultdict(list)
                     for i, color in enumerate(c):
                         mark_groups[color].append(i)
@@ -1068,22 +1077,15 @@ def callback_edge_offset(event):
 
         # Mark groups
         if "mark_groups" in kwds:
-            try:
-                from scipy.spatial import ConvexHull
-            except ImportError:
-                raise ImportError(
-                    "You should install scipy package in order to use mark_groups"
-                )
-
             for idx, color in kwds["mark_groups"].items():
                 points = [vcoord[i] for i in idx]
-                ch = ConvexHull(points)
-                vertices = np.array([vcoord[idx[i]] for i in ch.vertices])
+                vertices = np.asarray(convex_hull(points, coords=True))
                 # 15% expansion
                 vertices += 0.15 * (vertices - vertices.mean(axis=0))
 
                 # NOTE: we could include a corner cutting algorithm close to
-                # the vertices (e.g. Chaikin) for beautification
+                # the vertices (e.g. Chaikin) for beautification, or a corner
+                # radius like it's done in the Cairo interface
                 polygon = mpl.patches.Polygon(
                     vertices,
                     facecolor=color,

From 78cce97beeced1ca05feaec0601a5cdcda94d99f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Mon, 8 Mar 2021 14:59:14 +0100
Subject: [PATCH 0207/1681] fix up changes requested in review

---
 src/igraph/drawing/graph.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 3a41accec..49d580646 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -977,13 +977,14 @@ def __init__(self, ax):
 
     def draw(self, graph, *args, **kwds):
         # NOTE: matplotlib has numpy as a dependency, so we can use it in here
+        from collections import defaultdict
         import matplotlib as mpl
         import matplotlib.markers as mmarkers
         from matplotlib.path import Path
         from matplotlib.patches import FancyArrowPatch
         from matplotlib.patches import ArrowStyle
         import numpy as np
-        from collections import defaultdict
+        # Deferred import to avoid a cycle in the import graph
         from igraph.clustering import VertexClustering, VertexCover
 
         def shrink_vertex(ax, aux, vcoord, vsize_squared):
@@ -1028,7 +1029,6 @@ def callback_edge_offset(event):
                 del kwds["mark_groups"]
             elif (kwds["mark_groups"] is True) and (clustering is not None):
                 pass
-            # Deferred import to avoid a cycle in the import graph
             elif isinstance(kwds["mark_groups"], (VertexClustering, VertexCover)):
                 if clustering is not None:
                     raise ValueError(
@@ -1057,8 +1057,8 @@ def callback_edge_offset(event):
                 c = [colors[clusters.index(i)] for i in membership]
                 kwds["vertex_color"] = c
 
-                # mark_groups if not explicitely marked
-                if ("mark_groups" in kwds) and (kwds["mark_groups"] is True):
+                # mark_groups if not explicitly marked
+                if kwds.get("mark_groups") is True:
                     mark_groups = defaultdict(list)
                     for i, color in enumerate(c):
                         mark_groups[color].append(i)

From dd49def78581064cca94ebcd58b7bf0384e84151 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Mar 2021 19:00:21 +0100
Subject: [PATCH 0208/1681] doc: added missing python-igraph replacement
 template in global.rst [ci skip]

---
 doc/source/include/global.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/doc/source/include/global.rst b/doc/source/include/global.rst
index 361937c76..7a928c465 100644
--- a/doc/source/include/global.rst
+++ b/doc/source/include/global.rst
@@ -1 +1,3 @@
 .. |igraph| replace:: *igraph*
+.. |python-igraph| replace:: *python-igraph*
+

From a92409f1e7eaa5ebf1203e8511ff4fbcb8353f04 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Mar 2021 19:49:18 +0100
Subject: [PATCH 0209/1681] doc: removed unneeded function signatures from many
 docstrings

---
 src/_igraph/graphobject.c |  18 ++--
 src/igraph/__init__.py    | 197 +++++++++++---------------------------
 2 files changed, 64 insertions(+), 151 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 48cda7d44..db09ad2b0 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11980,15 +11980,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"vcount", (PyCFunction) igraphmodule_Graph_vcount,
    METH_NOARGS,
    "vcount()\n--\n\n"
-   "Counts the number of vertices.\n"
-   "@return: the number of vertices in the graph.\n" "@rtype: integer"},
+   "Counts the number of vertices.\n\n"
+   "@return: the number of vertices in the graph.\n"
+   "@rtype: integer\n"},
 
   // interface to igraph_ecount
   {"ecount", (PyCFunction) igraphmodule_Graph_ecount,
    METH_NOARGS,
    "ecount()\n--\n\n"
-   "Counts the number of edges.\n"
-   "@return: the number of edges in the graph.\n" "@rtype: integer"},
+   "Counts the number of edges.\n\n"
+   "@return: the number of edges in the graph.\n"
+   "@rtype: integer\n"},
 
   // interface to igraph_is_dag
   {"is_dag", (PyCFunction) igraphmodule_Graph_is_dag,
@@ -12003,7 +12005,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"is_directed", (PyCFunction) igraphmodule_Graph_is_directed,
    METH_NOARGS,
    "is_directed()\n--\n\n"
-   "Checks whether the graph is directed.\n"
+   "Checks whether the graph is directed.\n\n"
    "@return: C{True} if it is directed, C{False} otherwise.\n"
    "@rtype: boolean"},
 
@@ -15260,11 +15262,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"vertex_attributes", (PyCFunction) igraphmodule_Graph_vertex_attributes,
    METH_NOARGS,
    "vertex_attributes()\n--\n\n"
-   "@return: the attribute name list of the graph's vertices\n"},
+   "@return: the attribute name list of the vertices of the graph\n"},
   {"edge_attributes", (PyCFunction) igraphmodule_Graph_edge_attributes,
    METH_NOARGS,
    "edge_attributes()\n--\n\n"
-   "@return: the attribute name list of the graph's edges\n"},
+   "@return: the attribute name list of the edges of the graph\n"},
 
   ///////////////
   // OPERATORS //
@@ -15287,7 +15289,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"dominator", (PyCFunction) igraphmodule_Graph_dominator,
    METH_VARARGS | METH_KEYWORDS,
    "dominator(vid, mode=\"out\")\n--\n\n"
-   "Returns the dominator tree from the given root node"
+   "Returns the dominator tree from the given root node\n\n"
    "@param vid: the root vertex ID\n"
    "@param mode: either C{\"in\"} or C{\"out\"}\n"
    "@return: a list containing the dominator tree for the current graph."
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 901bad892..ea9f6a20a 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -337,9 +337,7 @@ def __init__(self, *args, **kwds):
             self.es[key] = value
 
     def add_edge(self, source, target, **kwds):
-        """add_edge(source, target, **kwds)
-
-        Adds a single edge to the graph.
+        """Adds a single edge to the graph.
 
         Keyword arguments (except the source and target arguments) will be
         assigned to the edge as attributes.
@@ -359,9 +357,7 @@ def add_edge(self, source, target, **kwds):
         return edge
 
     def add_edges(self, es, attributes=None):
-        """add_edges(es, attributes=None)
-
-        Adds some edges to the graph.
+        """Adds some edges to the graph.
 
         @param es: the list of edges to be added. Every edge is represented
           with a tuple containing the vertex IDs or names of the two
@@ -379,9 +375,7 @@ def add_edges(self, es, attributes=None):
         return res
 
     def add_vertex(self, name=None, **kwds):
-        """add_vertex(name=None, **kwds)
-
-        Adds a single vertex to the graph. Keyword arguments will be assigned
+        """Adds a single vertex to the graph. Keyword arguments will be assigned
         as vertex attributes. Note that C{name} as a keyword argument is treated
         specially; if a graph has C{name} as a vertex attribute, it allows one
         to refer to vertices by their names in most places where igraph expects
@@ -401,9 +395,7 @@ def add_vertex(self, name=None, **kwds):
         return vertex
 
     def add_vertices(self, n, attributes=None):
-        """add_vertices(n, attributes=None)
-
-        Adds some vertices to the graph.
+        """Adds some vertices to the graph.
 
         Note that if C{n} is a sequence of strings, indicating the names of the
         new vertices, and attributes has a key C{name}, the two conflict. In
@@ -447,23 +439,8 @@ def add_vertices(self, n, attributes=None):
                     self.vs[m:][key] = val
         return result
 
-    def adjacent(self, *args, **kwds):
-        """adjacent(vertex, mode=OUT)
-
-        Returns the edges a given vertex is incident on.
-
-        @deprecated: replaced by L{incident()} since igraph 0.6
-        """
-        deprecated(
-            "Graph.adjacent() is deprecated since igraph 0.6, please use "
-            "Graph.incident() instead"
-        )
-        return self.incident(*args, **kwds)
-
     def as_directed(self, *args, **kwds):
-        """as_directed(*args, **kwds)
-
-        Returns a directed copy of this graph. Arguments are passed on
+        """Returns a directed copy of this graph. Arguments are passed on
         to L{to_directed()} that is invoked on the copy.
         """
         copy = self.copy()
@@ -471,9 +448,7 @@ def as_directed(self, *args, **kwds):
         return copy
 
     def as_undirected(self, *args, **kwds):
-        """as_undirected(*args, **kwds)
-
-        Returns an undirected copy of this graph. Arguments are passed on
+        """Returns an undirected copy of this graph. Arguments are passed on
         to L{to_undirected()} that is invoked on the copy.
         """
         copy = self.copy()
@@ -603,9 +578,7 @@ def biconnected_components(self, return_articulation_points=False):
     blocks = biconnected_components
 
     def clear(self):
-        """clear()
-
-        Clears the graph, deleting all vertices, edges, and attributes.
+        """Clears the graph, deleting all vertices, edges, and attributes.
 
         @see: L{delete_vertices} and L{delete_edges}.
         """
@@ -614,9 +587,7 @@ def clear(self):
             del self[attr]
 
     def cohesive_blocks(self):
-        """cohesive_blocks()
-
-        Calculates the cohesive block structure of the graph.
+        """Calculates the cohesive block structure of the graph.
 
         Cohesive blocking is a method of determining hierarchical subsets of graph
         vertices based on their structural cohesion (i.e. vertex connectivity).
@@ -633,23 +604,19 @@ def cohesive_blocks(self):
         """
         return CohesiveBlocks(self, *GraphBase.cohesive_blocks(self))
 
-    def clusters(self, mode=STRONG):
-        """clusters(mode=STRONG)
-
-        Calculates the (strong or weak) clusters (connected components) for
+    def clusters(self, mode="strong"):
+        """Calculates the (strong or weak) clusters (connected components) for
         a given graph.
 
-        @param mode: must be either C{STRONG} or C{WEAK}, depending on the
-          clusters being sought. Optional, defaults to C{STRONG}.
+        @param mode: must be either C{"strong"} or C{"weak"}, depending on the
+          clusters being sought. Optional, defaults to C{"strong"}.
         @return: a L{VertexClustering} object"""
         return VertexClustering(self, GraphBase.clusters(self, mode))
 
     components = clusters
 
     def degree_distribution(self, bin_width=1, *args, **kwds):
-        """degree_distribution(bin_width=1, ...)
-
-        Calculates the degree distribution of the graph.
+        """Calculates the degree distribution of the graph.
 
         Unknown keyword arguments are directly passed to L{degree()}.
 
@@ -661,9 +628,7 @@ def degree_distribution(self, bin_width=1, *args, **kwds):
         return result
 
     def dyad_census(self, *args, **kwds):
-        """dyad_census()
-
-        Calculates the dyad census of the graph.
+        """Calculates the dyad census of the graph.
 
         Dyad census means classifying each pair of vertices of a directed
         graph into three categories: mutual (there is an edge from I{a} to
@@ -796,22 +761,8 @@ def get_adjlist(self, mode="out"):
         """
         return [self.neighbors(idx, mode) for idx in range(self.vcount())]
 
-    def get_adjedgelist(self, *args, **kwds):
-        """Returns the incidence list representation of the graph.
-
-        @deprecated: replaced by L{get_inclist()} since igraph 0.6
-        @see: Graph.get_inclist()
-        """
-        deprecated(
-            "Graph.get_adjedgelist() is deprecated since igraph 0.6, "
-            "please use Graph.get_inclist() instead"
-        )
-        return self.get_inclist(*args, **kwds)
-
-    def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
-        """get_all_simple_paths(v, to=None, cutoff=-1, mode=OUT)
-
-        Calculates all the simple paths from a given node to some other nodes
+    def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
+        """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
 
         A path is simple if its vertices are unique, i.e. no vertex is visited
@@ -844,10 +795,8 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode=OUT):
                 prev = index + 1
         return result
 
-    def get_inclist(self, mode=OUT):
-        """get_inclist(mode=OUT)
-
-        Returns the incidence list representation of the graph.
+    def get_inclist(self, mode="out"):
+        """Returns the incidence list representation of the graph.
 
         The incidence list representation is a list of lists. Each
         item of the outer list belongs to a single vertex of the graph.
@@ -862,9 +811,7 @@ def get_inclist(self, mode=OUT):
         return [self.incident(idx, mode) for idx in range(self.vcount())]
 
     def gomory_hu_tree(self, capacity=None, flow="flow"):
-        """gomory_hu_tree(capacity=None, flow="flow")
-
-        Calculates the Gomory-Hu tree of an undirected graph with optional
+        """Calculates the Gomory-Hu tree of an undirected graph with optional
         edge capacities.
 
         The Gomory-Hu tree is a concise representation of the value of all the
@@ -887,25 +834,21 @@ def gomory_hu_tree(self, capacity=None, flow="flow"):
         return graph
 
     def is_named(self):
-        """is_named()
+        """Returns whether the graph is named.
 
-        Returns whether the graph is named, i.e., whether it has a "name"
-        vertex attribute.
+        A graph is named if and only if it has a C{"name"} vertex attribute.
         """
         return "name" in self.vertex_attributes()
 
     def is_weighted(self):
-        """is_weighted()
+        """Returns whether the graph is weighted.
 
-        Returns whether the graph is weighted, i.e., whether it has a "weight"
-        edge attribute.
+        A graph is weighted if and only if it has a C{"weight"} edge attribute.
         """
         return "weight" in self.edge_attributes()
 
     def maxflow(self, source, target, capacity=None):
-        """maxflow(source, target, capacity=None)
-
-        Returns a maximum flow between the given source and target vertices
+        """Returns a maximum flow between the given source and target vertices
         in a graph.
 
         A maximum flow from I{source} to I{target} is an assignment of
@@ -930,9 +873,7 @@ def maxflow(self, source, target, capacity=None):
         return Flow(self, *GraphBase.maxflow(self, source, target, capacity))
 
     def mincut(self, source=None, target=None, capacity=None):
-        """mincut(source=None, target=None, capacity=None)
-
-        Calculates the minimum cut between the given source and target vertices
+        """Calculates the minimum cut between the given source and target vertices
         or within the whole graph.
 
         The minimum cut is the minimum set of edges that needs to be removed to
@@ -958,9 +899,7 @@ def mincut(self, source=None, target=None, capacity=None):
         return Cut(self, *GraphBase.mincut(self, source, target, capacity))
 
     def st_mincut(self, source, target, capacity=None):
-        """st_mincut(source, target, capacity=None)
-
-        Calculates the minimum cut between the source and target vertices in a
+        """Calculates the minimum cut between the source and target vertices in a
         graph.
 
         @param source: the source vertex ID
@@ -975,9 +914,7 @@ def st_mincut(self, source, target, capacity=None):
         return Cut(self, *GraphBase.st_mincut(self, source, target, capacity))
 
     def modularity(self, membership, weights=None):
-        """modularity(membership, weights=None)
-
-        Calculates the modularity score of the graph with respect to a given
+        """Calculates the modularity score of the graph with respect to a given
         clustering.
 
         The modularity of a graph w.r.t. some division measures how good the
@@ -1012,9 +949,7 @@ def modularity(self, membership, weights=None):
             return GraphBase.modularity(self, membership, weights)
 
     def path_length_hist(self, directed=True):
-        """path_length_hist(directed=True)
-
-        Returns the path length histogram of the graph
+        """Returns the path length histogram of the graph
 
         @param directed: whether to consider directed paths. Ignored for
           undirected graphs.
@@ -1042,7 +977,7 @@ def pagerank(
         niter=1000,
         eps=0.001,
     ):
-        """Calculates the Google PageRank values of a graph.
+        """Calculates the PageRank values of a graph.
 
         @param vertices: the indices of the vertices being queried.
           C{None} means all of the vertices.
@@ -1150,9 +1085,7 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         return sum(xs) / float(len(xs))
 
     def triad_census(self, *args, **kwds):
-        """triad_census()
-
-        Calculates the triad census of the graph.
+        """Calculates the triad census of the graph.
 
         @return: a L{TriadCensus} object.
         @newfield ref: Reference
@@ -1277,11 +1210,9 @@ def community_infomap(self, edge_weights=None, vertex_weights=None, trials=10):
         )
 
     def community_leading_eigenvector_naive(self, clusters=None, return_merges=False):
-        """community_leading_eigenvector_naive(clusters=None,
-        return_merges=False)
+        """Naive implementation of Newman's eigenvector community structure detection.
 
-        A naive implementation of Newman's eigenvector community structure
-        detection. This function splits the network into two components
+        This function splits the network into two components
         according to the leading eigenvector of the modularity matrix and
         then recursively takes the given number of steps by splitting the
         communities as individual networks. This is not the correct way,
@@ -1315,6 +1246,7 @@ def community_leading_eigenvector(
         self, clusters=None, weights=None, arpack_options=None
     ):
         """Newman's leading eigenvector method for detecting community structure.
+
         This is the proper implementation of the recursive, divisive algorithm:
         each split is done by maximizing the modularity regarding the
         original network.
@@ -1347,10 +1279,9 @@ def community_leading_eigenvector(
         return VertexClustering(self, membership, modularity=q)
 
     def community_label_propagation(self, weights=None, initial=None, fixed=None):
-        """community_label_propagation(weights=None, initial=None, fixed=None)
-
-        Finds the community structure of the graph according to the label
+        """Finds the community structure of the graph according to the label
         propagation method of Raghavan et al.
+
         Initially, each vertex is assigned a different label. After that,
         each vertex chooses the dominant label in its neighbourhood in each
         iteration. Ties are broken randomly and the order in which the
@@ -1490,38 +1421,34 @@ def community_edge_betweenness(self, clusters=None, directed=True, weights=None)
         )
 
     def community_spinglass(self, *args, **kwds):
-        """community_spinglass(weights=None, spins=25, parupdate=False,
-        start_temp=1, stop_temp=0.01, cool_fact=0.99, update_rule="config",
-        gamma=1, implementation="orig", lambda_=1)
-
-        Finds the community structure of the graph according to the
+        """Finds the community structure of the graph according to the
         spinglass community detection method of Reichardt & Bornholdt.
 
-        @keyword weights: edge weights to be used. Can be a sequence or
+        @param weights: edge weights to be used. Can be a sequence or
           iterable or even an edge attribute name.
-        @keyword spins: integer, the number of spins to use. This is the
+        @param spins: integer, the number of spins to use. This is the
           upper limit for the number of communities. It is not a problem
           to supply a (reasonably) big number here, in which case some
           spin states will be unpopulated.
-        @keyword parupdate: whether to update the spins of the vertices in
+        @param parupdate: whether to update the spins of the vertices in
           parallel (synchronously) or not
-        @keyword start_temp: the starting temperature
-        @keyword stop_temp: the stop temperature
-        @keyword cool_fact: cooling factor for the simulated annealing
-        @keyword update_rule: specifies the null model of the simulation.
+        @param start_temp: the starting temperature
+        @param stop_temp: the stop temperature
+        @param cool_fact: cooling factor for the simulated annealing
+        @param update_rule: specifies the null model of the simulation.
           Possible values are C{"config"} (a random graph with the same
           vertex degrees as the input graph) or C{"simple"} (a random
           graph with the same number of edges)
-        @keyword gamma: the gamma argument of the algorithm, specifying the
+        @param gamma: the gamma argument of the algorithm, specifying the
           balance between the importance of present and missing edges
           within a community. The default value of 1.0 assigns equal
           importance to both of them.
-        @keyword implementation: currently igraph contains two implementations
+        @param implementation: currently igraph contains two implementations
           of the spinglass community detection algorithm. The faster
           original implementation is the default. The other implementation
           is able to take into account negative weights, this can be
           chosen by setting C{implementation} to C{"neg"}
-        @keyword lambda_: the lambda argument of the algorithm, which
+        @param lambda_: the lambda argument of the algorithm, which
           specifies the balance between the importance of present and missing
           negatively weighted edges within a community. Smaller values of
           lambda lead to communities with less negative intra-connectivity.
@@ -1834,9 +1761,7 @@ def layout_auto(self, *args, **kwds):
         return self.layout(algo, *args, **kwds)
 
     def layout_grid_fruchterman_reingold(self, *args, **kwds):
-        """layout_grid_fruchterman_reingold(*args, **kwds)
-
-        Compatibility alias to the Fruchterman-Reingold layout with the grid
+        """Compatibility alias to the Fruchterman-Reingold layout with the grid
         option turned on.
 
         @see: Graph.layout_fruchterman_reingold()
@@ -2245,9 +2170,7 @@ def write_graphmlz(self, f, compresslevel=9):
 
     @classmethod
     def Read_DIMACS(cls, f, directed=False):
-        """Read_DIMACS(f, directed=False)
-
-        Reads a graph from a file conforming to the DIMACS minimum-cost flow
+        """Reads a graph from a file conforming to the DIMACS minimum-cost flow
         file format.
 
         For the exact definition of the format, see
@@ -2278,9 +2201,7 @@ def Read_DIMACS(cls, f, directed=False):
 
     @classmethod
     def Read_GraphMLz(cls, f, directed=True, index=0):
-        """Read_GraphMLz(f, directed=True, index=0)
-
-        Reads a graph from a zipped GraphML file.
+        """Reads a graph from a zipped GraphML file.
 
         @param f: the name of the file
         @param index: if the GraphML file contains multiple graphs,
@@ -3375,9 +3296,7 @@ def Incidence(
 
     @classmethod
     def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
-        """DataFrame(edges, directed=True, vertices=None)
-
-        Generates a graph from one or two dataframes.
+        """Generates a graph from one or two dataframes.
 
         @param edges: pandas DataFrame containing edges and metadata. The first
           two columns of this DataFrame contain the source and target vertices
@@ -3640,9 +3559,7 @@ def bipartite_projection(
             return superclass_meth(types, False, probe1, which)
 
     def bipartite_projection_size(self, types="type", *args, **kwds):
-        """bipartite_projection(types="type")
-
-        Calculates the number of vertices and edges in the bipartite
+        """Calculates the number of vertices and edges in the bipartite
         projections of this graph according to the specified vertex types.
         This is useful if you have a bipartite graph and you want to estimate
         the amount of memory you would need to calculate the projections
@@ -4191,9 +4108,7 @@ def summary(self, verbosity=0, width=None, *args, **kwds):
         return str(GraphSummary(self, verbosity, width, *args, **kwds))
 
     def disjoint_union(self, other):
-        """disjoint_union(self, other)
-
-        Creates the disjoint union of two (or more) graphs.
+        """Creates the disjoint union of two (or more) graphs.
 
         @param other: graph or list of graphs to be united with the current one.
         @return: the disjoint union graph
@@ -4203,9 +4118,7 @@ def disjoint_union(self, other):
         return disjoint_union([self] + other)
 
     def union(self, other, byname="auto"):
-        """union(self, other, byname="auto")
-
-        Creates the union of two (or more) graphs.
+        """Creates the union of two (or more) graphs.
 
         @param other: graph or list of graphs to be united with the current one.
         @param byname: whether to use vertex names instead of ids. See
@@ -4217,9 +4130,7 @@ def union(self, other, byname="auto"):
         return union([self] + other, byname=byname)
 
     def intersection(self, other, byname="auto"):
-        """intersection(self, other, byname="auto")
-
-        Creates the intersection of two (or more) graphs.
+        """Creates the intersection of two (or more) graphs.
 
         @param other: graph or list of graphs to be intersected with
           the current one.

From 450df181ae1d9f911f78f0e583b22af65bbb451c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 10:47:59 +0100
Subject: [PATCH 0210/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6bb4e76c1..5414f567e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6bb4e76c1d0f971363034e23d06b238a423315cf
+Subproject commit 5414f567e45564eace90882ba292306b0fa5a117

From 876763809d3dab4c0143338de4aab8ef40ad5bcc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 11:05:07 +0100
Subject: [PATCH 0211/1681] build: GH actions should clone submodules with a
 larger depth

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index db8c52171..42d29fff1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
-      run: git submodule update --init
+      run: git submodule update --init --depth 1000
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From 23053853c7f1a2e728b67988a04859ef7e9569df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 13:19:28 +0100
Subject: [PATCH 0212/1681] build: try to forcibly unshallow the vendored
 igraph repo in CI

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 42d29fff1..3938dec11 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
-      run: git submodule update --init --depth 1000
+      run: git submodule update --init && cd vendor/source/igraph && git --unshallow
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From b8837522704bb0508a6800b45a08f25095d2d4d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 13:24:35 +0100
Subject: [PATCH 0213/1681] build: add missing git command to unshallowing

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3938dec11..e5a4dcec9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
-      run: git submodule update --init && cd vendor/source/igraph && git --unshallow
+      run: git submodule update --init && cd vendor/source/igraph && git fetch --unshallow
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From 555ee9109df2213f1aec42c26efd9bb88d622142 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 14:10:22 +0100
Subject: [PATCH 0214/1681] build: apparently the submodule is already
 unshallowed

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e5a4dcec9..db8c52171 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
-      run: git submodule update --init && cd vendor/source/igraph && git fetch --unshallow
+      run: git submodule update --init
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From 13e0436b5b5dd142bc9b27430da2e2308c94faaa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 14:28:38 +0100
Subject: [PATCH 0215/1681] fix: deprecated calling plot() without a target
 argument

---
 CHANGELOG.md                   | 27 +++++++++++++++++++++++++++
 src/igraph/configuration.py    |  8 +++++++-
 src/igraph/drawing/__init__.py | 25 ++++++++++++++++++-------
 3 files changed, 52 insertions(+), 8 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 55496ca79..ed42ab4a1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,31 @@
 # igraph Python interface changelog
 
+## [0.9.1]
+
+### Changed
+
+* Calling `plot()` without a filename or a target surface is now deprecated.
+  The original intention was to plot to a temporary file and then open it in
+  the default image viewer of the platform of the user automatically, but this
+  has never worked reliably. The feature will be removed in 0.10.0.
+
+### Fixed
+
+* Fixed plotting of `VertexClustering` objects on Matplotlib axes.
+
+* The `IGRAPH_CMAKE_EXTRA_ARGS` environment variable is now applied _after_ the
+  default CMake arguments when building the C core of igraph from source. This
+  enables package maintainers to override any of the default arguments we pass
+  to CMake.
+
+* Fixed the documentation build by replacing Epydoc with PyDoctor.
+
+### Miscellaneous
+
+* Many old code constructs that were used to maintain compatibility with Python
+  2.x are removed now that we have dropped support for Python 2.x.
+
+
 ## [0.9.0]
 
 ### Added
@@ -56,6 +82,7 @@
 * The core C library is now built with `-fPIC` on Linux to allow linking to the
   Python interface.
 
+
 ## 0.8.3
 
 This is the last released version of `python-igraph` without a changelog file.
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 1c507c4f1..f39a6cdd3 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -40,7 +40,13 @@
 
 
 def get_platform_image_viewer():
-    """Returns the path of an image viewer on the given platform"""
+    """Returns the path of an image viewer on the given platform.
+
+    Deprecated since python-igraph 0.9.1 and will be removed in 0.10.0.
+
+    @deprecated: This function was only used by the now-deprecated C{show()}
+        method of the Plot class.
+    """
     plat = platform.system()
     if plat == "Darwin":
         # Most likely Mac OS X
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 364eef307..74cf7bdc4 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -318,7 +318,16 @@ def save(self, fname=None):
         self._surface.finish()
 
     def show(self):
-        """Saves the plot to a temporary file and shows it."""
+        """Saves the plot to a temporary file and shows it.
+
+        This method is deprecated from python-igraph 0.9.1 and will be removed in
+        0.10.0.
+
+        @deprecated: Opening an image viewer with a temporary file never worked
+            reliably across platforms.
+        """
+        warn("Plot.show() is deprecated from python-igraph 0.9.1", DeprecationWarning)
+
         if not isinstance(self._surface, cairo.ImageSurface):
             sur = cairo.ImageSurface(
                 cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
@@ -340,7 +349,7 @@ def show(self):
                 # should only happen on unknown platforms.
                 plat = platform.system()
                 raise NotImplementedError(
-                    "showing plots is not implemented " + "on this platform: %s" % plat
+                    "showing plots is not implemented on this platform: %s" % plat
                 )
             else:
                 os.system("%s %s" % (imgviewer, tmpfile))
@@ -415,16 +424,18 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     @param target: the target where the object should be plotted. It can be one
       of the following types:
 
-        - C{None} -- an appropriate surface will be created and the object will
-          be plotted there.
+        - C{string} -- a file with the given name will be created and an
+          appropriate Cairo surface will be attached to it. The supported image
+          formats are: PNG, PDF, SVG and PostScript.
 
         - C{cairo.Surface} -- the given Cairo surface will be used. This can
           refer to a PNG image, an arbitrary window, an SVG file, anything that
           Cairo can handle.
 
-        - C{string} -- a file with the given name will be created and an
-          appropriate Cairo surface will be attached to it. The supported image
-          formats are: PNG, PDF, SVG and PostScript.
+        - C{None} -- a temporary file will be created and the object will be
+          plotted there. igraph will attempt to open an image viewer and show
+          the temporary file. This feature is deprecated from python-igraph
+          version 0.9.1 and will be removed in 0.10.0.
 
     @param bbox: the bounding box of the plot. It must be a tuple with either
       two or four integers, or a L{BoundingBox} object. If this is a tuple

From 2df5a5800a723c274393708a0565cd6190a64ca4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 14:39:41 +0100
Subject: [PATCH 0216/1681] build: try with a different igraph revision

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 5414f567e..02fd620c4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 5414f567e45564eace90882ba292306b0fa5a117
+Subproject commit 02fd620c4d419dae3f76c7b79fdfd1cde8a0e007

From f4ddb0086c66324f0e3ea93c16aa2d5d0c355634 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 14:51:53 +0100
Subject: [PATCH 0217/1681] fix: include generated parser sources in Python
 tarball so we don't need flex and bison when building the wheels

---
 setup.py | 78 +++++++++++++++++++++++++++++++++++++++++++++-----------
 1 file changed, 63 insertions(+), 15 deletions(-)

diff --git a/setup.py b/setup.py
index 88bd0d577..b78b6740a 100644
--- a/setup.py
+++ b/setup.py
@@ -427,23 +427,71 @@ def sdist(self):
         """
         from setuptools.command.sdist import sdist
 
+        def is_git_repo(folder):
+            return os.path.exists(os.path.join(folder, ".git"))
+
+        def cleanup_git_repo(folder):
+            folder = str(folder)
+            cwd = os.getcwd()
+            try:
+                os.chdir(folder)
+                if os.path.exists(".git"):
+                    retcode = subprocess.call("git clean -dfx", shell=True)
+                    if retcode:
+                        raise RuntimeError(f"Failed to clean {folder} with git")
+            finally:
+                os.chdir(cwd)
+
         class custom_sdist(sdist):
             def run(self):
-                # Clean up vendor/source/igraph with git
-                cwd = os.getcwd()
-                try:
-                    os.chdir(os.path.join("vendor", "source", "igraph"))
-                    if os.path.exists(".git"):
-                        retcode = subprocess.call("git clean -dfx", shell=True)
-                        if retcode:
-                            print("Failed to clean vendor/source/igraph with git")
-                            print("")
-                            return False
-                finally:
-                    os.chdir(cwd)
-
-                # Run the original sdist command
-                sdist.run(self)
+                igraph_source_repo = os.path.join("vendor", "source", "igraph")
+                igraph_build_dir = os.path.join("vendor", "build", "igraph")
+                version_file = os.path.join(igraph_source_repo, "IGRAPH_VERSION")
+                version = None
+
+                # Check whether the source repo contains an IGRAPH_VERSION file
+                if not os.path.exists(version_file):
+                    version_header = os.path.join(igraph_build_dir, "include", "igraph_version.h")
+                    if not os.path.exists(version_header):
+                        raise RuntimeError("You need to build the C core of igraph first before generating a source tarball of python-igraph")
+
+                    with open(version_header, "r") as fp:
+                        lines = [line.strip() for line in fp if line.startswith("#define IGRAPH_VERSION ")]
+                        if len(lines) == 1:
+                            version = lines[0].split('"')[1]
+
+                else:
+                    with open(version_file, "r") as fp:
+                        version = fp.read().strip().split("\n")[0]
+
+                if not isinstance(version, str) or len(version) < 5:
+                    raise RuntimeError(f"Cannot determine the version number of the C core in {igraph_source_repo}")
+
+                if not is_git_repo(igraph_source_repo):
+                    # python-igraph was extracted from an official tarball so
+                    # there is no need to tweak anything
+                    return sdist.run(self)
+                else:
+                    # Clean up vendor/source/igraph with git
+                    cleanup_git_repo(igraph_source_repo)
+
+                    # Copy the generated parser sources from the build folder
+                    parser_dir = os.path.join(igraph_build_dir, "src", "io", "parsers")
+                    if not os.path.isdir(parser_dir):
+                        raise RuntimeError(f"You need to build the C core of igraph first before generating a source tarball of python-igraph")
+                    shutil.copytree(parser_dir, os.path.join(igraph_source_repo, "src", "io", "parsers"))
+
+                    # Add a version file to the tarball
+                    with open(version_file, "w") as fp:
+                        fp.write(version)
+
+                    # Run the original sdist command
+                    retval = sdist.run(self)
+
+                    # Clean up vendor/source/igraph with git again
+                    cleanup_git_repo(igraph_source_repo)
+
+                    return retval
 
         return custom_sdist
 

From b1163a9bd3d809c867efe42e5b743cd2dc9a58d4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 15:06:23 +0100
Subject: [PATCH 0218/1681] fix: updated gitignore to ignore any .so files in
 src/igraph [ci skip]

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 06705accc..a285acca8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,7 +5,7 @@
 build/
 dist/
 doc/api/
-igraph/*.so
+src/igraph/*.so
 *.egg-info/
 .python-version
 .eggs/

From 663ca4dc5343bd9faede1fa9fdd6fc740328f8ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 15:08:59 +0100
Subject: [PATCH 0219/1681] chore: updated CHANGELOG [ci skip]

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ed42ab4a1..d15b63b1c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,6 +22,10 @@
 
 ### Miscellaneous
 
+* Building `python-igraph` from source should not require `flex` and `bison`
+  any more; sources of the parsers used by the C core are now included in the
+  Python source tarball.
+
 * Many old code constructs that were used to maintain compatibility with Python
   2.x are removed now that we have dropped support for Python 2.x.
 

From 56ffbbb03a83cd7b77fb1dd6fc886bdef7544483 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 15:18:20 +0100
Subject: [PATCH 0220/1681] build: trying to debug CI failure

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index db8c52171..372bf4445 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,10 @@ jobs:
     steps:
     - uses: actions/checkout@v1
     - name: Init C core submodule
-      run: git submodule update --init
+      run: |
+        git submodule update --init
+        cat vendor/source/igraph/.git
+        cat .git/modules/vendor/source/igraph/HEAD
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:

From 0c51f01e2a3f34f1bb05327021d8b0de59897b84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 15:34:30 +0100
Subject: [PATCH 0221/1681] build: use git describe to determine version number
 from vendor/source/igraph

---
 setup.py | 25 +++++++++++++++++++------
 1 file changed, 19 insertions(+), 6 deletions(-)

diff --git a/setup.py b/setup.py
index b78b6740a..2110dadc4 100644
--- a/setup.py
+++ b/setup.py
@@ -449,8 +449,25 @@ def run(self):
                 version_file = os.path.join(igraph_source_repo, "IGRAPH_VERSION")
                 version = None
 
-                # Check whether the source repo contains an IGRAPH_VERSION file
-                if not os.path.exists(version_file):
+                # Check whether the source repo contains an IGRAPH_VERSION file,
+                # and extract the version number from that
+                if os.path.exists(version_file):
+                    with open(version_file, "r") as fp:
+                        version = fp.read().strip().split("\n")[0]
+
+                # If no IGRAPH_VERSION file exists, but we have a git repo, try
+                # git describe
+                if not version and is_git_repo(igraph_source_repo):
+                    cwd = os.getcwd()
+                    try:
+                        os.chdir(igraph_source_repo)
+                        version = subprocess.check_output("git describe", shell=True).decode("utf-8").strip()
+                    finally:
+                        os.chdir(cwd)
+
+                # If we still don't have a version number, try to parse it from
+                # include/igraph_version.h
+                if not version:
                     version_header = os.path.join(igraph_build_dir, "include", "igraph_version.h")
                     if not os.path.exists(version_header):
                         raise RuntimeError("You need to build the C core of igraph first before generating a source tarball of python-igraph")
@@ -460,10 +477,6 @@ def run(self):
                         if len(lines) == 1:
                             version = lines[0].split('"')[1]
 
-                else:
-                    with open(version_file, "r") as fp:
-                        version = fp.read().strip().split("\n")[0]
-
                 if not isinstance(version, str) or len(version) < 5:
                     raise RuntimeError(f"Cannot determine the version number of the C core in {igraph_source_repo}")
 

From daba48d71f0825e3c3fc6de0ea13c56f0275da4e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 15:51:54 +0100
Subject: [PATCH 0222/1681] ci: allow setup.py to generate the parsers when
 running in tox

---
 setup.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 2110dadc4..bcc104dfe 100644
--- a/setup.py
+++ b/setup.py
@@ -490,9 +490,14 @@ def run(self):
 
                     # Copy the generated parser sources from the build folder
                     parser_dir = os.path.join(igraph_build_dir, "src", "io", "parsers")
-                    if not os.path.isdir(parser_dir):
+                    if os.path.isdir(parser_dir):
+                        shutil.copytree(parser_dir, os.path.join(igraph_source_repo, "src", "io", "parsers"))
+                    elif os.environ.get("TESTING_IN_TOX"):
+                        # we allow to proceed when running in tox in the CI environment;
+                        # bison and flex will be used to generate the parsers
+                        pass
+                    else:
                         raise RuntimeError(f"You need to build the C core of igraph first before generating a source tarball of python-igraph")
-                    shutil.copytree(parser_dir, os.path.join(igraph_source_repo, "src", "io", "parsers"))
 
                     # Add a version file to the tarball
                     with open(version_file, "w") as fp:

From 9b4185d98e38cfabe4216fd1989bb3fd40306f04 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 16:04:28 +0100
Subject: [PATCH 0223/1681] ci: we now install all deps with Python 3.9 as well

---
 tox.ini | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/tox.ini b/tox.ini
index 212abe28b..73f8166ec 100644
--- a/tox.ini
+++ b/tox.ini
@@ -24,12 +24,6 @@ deps =
 setenv =
     TESTING_IN_TOX=1
 
-[testenv:py39]
-# py39 support is still sparse; most of the optional dependencies have no
-# wheels for Python 3.9 yet so we install only those where they do
-deps =
-    networkx
-
 [flake8]
 max-line-length = 80
 select = C,E,F,W,B,B950

From dea92d46285af68429ee4278a8d934e734eb5830 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 16:04:52 +0100
Subject: [PATCH 0224/1681] ci: set TESTING_IN_TOX envvar also when building
 the sdist

---
 .github/workflows/build.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 372bf4445..b84ae4a72 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -78,4 +78,6 @@ jobs:
         pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
+      env:
+        TESTING_IN_TOX: 1
 

From 849490bbc475e5391ab02e7303323a13aa75d0af Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 16:12:29 +0100
Subject: [PATCH 0225/1681] ci set TESTING_IN_TOX for both macOS and Linux jobs

---
 .github/workflows/build.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b84ae4a72..a2c207e6d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -50,6 +50,8 @@ jobs:
         pip install tox tox-gh-actions
     - name: Test with tox
       run: tox
+      env:
+        TESTING_IN_TOX: 1
 
   build_osx:
     runs-on: macos-latest

From a2a2ee529521c7e30253efd9aa8b3643005e1120 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 17:25:31 +0100
Subject: [PATCH 0226/1681] doc: fix docstring of two tests

---
 tests/test_cliques.py | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index f972fd715..70a958376 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -163,10 +163,8 @@ def setUp(self):
         self.g = Graph.Erdos_Renyi(100, 0.2, directed=True)
 
     def testDyads(self):
-        """
-        @note: this test is not exhaustive, it only checks whether the
-          L{DyadCensus} objects "understand" attribute and item accessors
-        """
+        # @note: this test is not exhaustive, it only checks whether the
+        # L{DyadCensus} objects "understand" attribute and item accessors
         dc = self.g.dyad_census()
         accessors = ["mut", "mutual", "asym", "asymm", "asymmetric", "null"]
         for a in accessors:
@@ -178,10 +176,8 @@ def testDyads(self):
         self.assertTrue(len(tuple(dc)) == 3)
 
     def testTriads(self):
-        """
-        @note: this test is not exhaustive, it only checks whether the
-          L{TriadCensus} objects "understand" attribute and item accessors
-        """
+        # @note: this test is not exhaustive, it only checks whether the
+        # L{TriadCensus} objects "understand" attribute and item accessors
         tc = self.g.triad_census()
         accessors = ["003", "012", "021d", "030C"]
         for a in accessors:

From ddc53b66c03cdf0ced19836addfa81fc045c1aab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 17:26:06 +0100
Subject: [PATCH 0227/1681] fix: fix tests for SciPy sparse adjacency matrix
 constructor

---
 src/igraph/__init__.py      |   9 +-
 src/igraph/drawing/graph.py |   1 +
 src/igraph/sparse_matrix.py | 180 ++++++++++++++++++++++--------------
 tests/test_generators.py    |  24 ++++-
 4 files changed, 137 insertions(+), 77 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 8a9367561..9dc0792d2 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2157,7 +2157,7 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
         return super().Adjacency(matrix, mode=mode)
 
     @classmethod
-    def WeightedAdjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True):
+    def Weighted_Adjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True):
         """Generates a graph from its weighted adjacency matrix.
 
         @param matrix: the adjacency matrix. Possible types are:
@@ -2196,18 +2196,19 @@ def WeightedAdjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=Tru
         except ImportError:
             sparse = None
 
-        if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
+        if sparse is not None and isinstance(matrix, sparse.spmatrix):
             return _graph_from_weighted_sparse_matrix(
                 klass,
                 matrix,
                 mode=mode,
                 attr=attr,
+                loops=loops,
             )
 
-        if (np is not None) and isinstance(matrix, np.ndarray):
+        if np is not None and isinstance(matrix, np.ndarray):
             matrix = matrix.tolist()
 
-        return super().WeightedAdjacency(
+        return super().Weighted_Adjacency(
             matrix,
             mode=mode,
             attr=attr,
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 49d580646..d46b45538 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -984,6 +984,7 @@ def draw(self, graph, *args, **kwds):
         from matplotlib.patches import FancyArrowPatch
         from matplotlib.patches import ArrowStyle
         import numpy as np
+
         # Deferred import to avoid a cycle in the import graph
         from igraph.clustering import VertexClustering, VertexCover
 
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 4d1d8e1d2..132d68bc4 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -37,81 +37,109 @@
 )
 
 
+_SUPPORTED_MODES = ("directed", "undirected", "max", "min", "plus", "lower", "upper")
+
+
+def _convert_mode_argument(mode):
+    # resolve mode constants, convert to lowercase
+    mode = (
+        {
+            ADJ_DIRECTED: "directed",
+            ADJ_UNDIRECTED: "undirected",
+            ADJ_MAX: "max",
+            ADJ_MIN: "min",
+            ADJ_PLUS: "plus",
+            ADJ_UPPER: "upper",
+            ADJ_LOWER: "lower",
+        }
+        .get(mode, mode)
+        .lower()
+    )
+
+    if mode not in _SUPPORTED_MODES:
+        raise ValueError("mode should be one of " + (" ".join(_SUPPORTED_MODES)))
+
+    if mode == "undirected":
+        mode = "max"
+
+    return mode
+
+
 # Logic to get graph from scipy sparse matrix. This would be simple if there
 # weren't so many modes.
-def _graph_from_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED):
+def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
     """Construct graph from sparse matrix, unweighted"""
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
 
-    modes = (
-        ADJ_DIRECTED,
-        ADJ_UNDIRECTED,
-        ADJ_MAX,
-        ADJ_MIN,
-        ADJ_PLUS,
-        ADJ_UPPER,
-        ADJ_LOWER,
-    )
-
     if not isinstance(matrix, sparse.coo_matrix):
         matrix = matrix.tocoo()
 
+    nvert = max(matrix.shape)
+    if min(matrix.shape) != nvert:
+        raise ValueError("Matrix must be square")
+
     # Shorthand notation
     m = matrix
 
-    if mode == ADJ_UNDIRECTED:
-        mode = ADJ_MAX
+    mode = _convert_mode_argument(mode)
 
-    if mode == ADJ_DIRECTED:
+    if mode == "directed":
         edges = sum(
             ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
             [],
         )
 
-    elif mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
-        fun_dict = {
-            ADJ_MAX: max,
-            ADJ_MIN: min,
-            ADJ_PLUS: add,
-        }
-        fun = fun_dict[mode]
+    elif mode in ("max", "plus"):
+        fun = max if mode == "max" else add
         nedges = {}
         for i, j, n in zip(m.row, m.col, m.data):
-            # Fist time this pair of vertices
-            if (j, i) not in nedges:
-                nedges[(i, j)] = n
-            else:
-                nedges[(j, i)] = fun(nedges[(j, i)], n)
+            pair = (i, j) if i < j else (j, i)
+            nedges[pair] = fun(nedges.get(pair, 0), n)
+
+        edges = sum(
+            ([e] * n for e, n in nedges.items()),
+            [],
+        )
+
+    elif mode == "min":
+        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+
+        nedges = {}
+        for pair, weight in tmp.items():
+            i, j = pair
+            if i == j:
+                nedges[pair] = weight
+            elif i < j:
+                nedges[pair] = min(weight, tmp.get((j, i), 0))
 
         edges = sum(
             ([e] * n for e, n in nedges.items()),
             [],
         )
 
-    elif mode == ADJ_UPPER:
+    elif mode == "upper":
         edges = sum(
             ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
             [],
         )
 
-    elif mode == ADJ_LOWER:
+    elif mode == "lower":
         edges = sum(
             ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
             [],
         )
 
     else:
-        raise ValueError("mode should be one of " + " ".join(map(str, modes)))
+        raise ValueError("invalid mode")
 
-    return klass(
-        edges=edges,
-        directed=mode == ADJ_DIRECTED,
-    )
+    return klass(nvert, edges=edges, directed=(mode == "directed"))
 
 
-def _graph_from_weighted_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED, attr="weight"):
+def _graph_from_weighted_sparse_matrix(
+    klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True
+):
     """Construct graph from sparse matrix, weighted
 
     NOTE: Of course, you cannot emcompass a fully general weighted multigraph
@@ -121,65 +149,75 @@ def _graph_from_weighted_sparse_matrix(klass, matrix, mode=ADJ_DIRECTED, attr="w
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
 
-    modes = (
-        ADJ_DIRECTED,
-        ADJ_UNDIRECTED,
-        ADJ_MAX,
-        ADJ_MIN,
-        ADJ_PLUS,
-        ADJ_UPPER,
-        ADJ_LOWER,
-    )
-
     if not isinstance(matrix, sparse.coo_matrix):
         matrix = matrix.tocoo()
 
+    nvert = max(matrix.shape)
+    if min(matrix.shape) != nvert:
+        raise ValueError("Matrix must be square")
+
     # Shorthand notation
     m = matrix
 
-    if mode == ADJ_UNDIRECTED:
-        mode = ADJ_MAX
-
-    if mode == ADJ_DIRECTED:
-        edges = list(zip(m.row, m.col))
-        weights = list(m.data)
-
-    elif mode in (ADJ_MAX, ADJ_MIN, ADJ_PLUS):
-        fun_dict = {
-            ADJ_MAX: max,
-            ADJ_MIN: min,
-            ADJ_PLUS: add,
-        }
-        fun = fun_dict[mode]
+    mode = _convert_mode_argument(mode)
+
+    if mode == "directed":
+        if not loops:
+            edges, weights = [], []
+            for i, j, n in zip(m.row, m.col, m.data):
+                if i != j:
+                    edges.append((i, j))
+                    weights.append(n)
+        else:
+            edges = list(zip(m.row, m.col))
+            weights = list(m.data)
+
+    elif mode in ("max", "plus"):
+        fun = max if mode == "max" else add
         nedges = {}
         for i, j, n in zip(m.row, m.col, m.data):
-            # Fist time this pair of vertices
-            if (j, i) not in nedges:
-                nedges[(i, j)] = n
-            else:
-                nedges[(j, i)] = fun(nedges[(j, i)], n)
+            if i == j and not loops:
+                continue
+            pair = (i, j) if i < j else (j, i)
+            nedges[pair] = fun(nedges.get(pair, 0), n)
 
         edges, weights = zip(*nedges.items())
 
-    elif mode == ADJ_UPPER:
+    elif mode == "min":
+        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+
+        nedges = {}
+        for pair, weight in tmp.items():
+            i, j = pair
+            if i == j and loops:
+                nedges[pair] = weight
+            elif i < j:
+                nedges[pair] = min(weight, tmp.get((j, i), 0))
+
+        edges, weights = [], []
+        for pair in sorted(nedges.keys()):
+            weight = nedges[pair]
+            if weight != 0:
+                edges.append(pair)
+                weights.append(nedges[pair])
+
+    elif mode == "upper":
         edges, weights = [], []
         for i, j, n in zip(m.row, m.col, m.data):
-            if j >= i:
+            if j > i or (loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
-    elif mode == ADJ_LOWER:
+    elif mode == "lower":
         edges, weights = [], []
         for i, j, n in zip(m.row, m.col, m.data):
-            if j <= i:
+            if j < i or (loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
     else:
-        raise ValueError("mode should be one of " + " ".join(map(str, modes)))
+        raise ValueError("invalid mode")
 
     return klass(
-        edges=edges,
-        directed=mode == ADJ_DIRECTED,
-        edge_attrs={attr: weights},
+        nvert, edges=edges, directed=(mode == "directed"), edge_attrs={attr: weights}
     )
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 1e296c3ee..6895cac0a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -210,16 +210,22 @@ def testSparseAdjacency(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min")
         el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
 
     def testWeightedAdjacency(self):
@@ -271,16 +277,30 @@ def testSparseWeighedAdjacency(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
-        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (1, 3)])
+        self.assertTrue(g.es["weight"] == [3, 2, 2.5, 1])
+
+        g = Graph.Weighted_Adjacency(mat, mode="min")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        print(repr(el))
+        self.assertTrue(el == [(0, 1), (2, 2)])
+        self.assertTrue(g.es["weight"] == [1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 

From e8269f49563fed28b3ddea4af44b91f552517800 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Mar 2021 17:26:19 +0100
Subject: [PATCH 0228/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 02fd620c4..55b9cdca9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 02fd620c4d419dae3f76c7b79fdfd1cde8a0e007
+Subproject commit 55b9cdca9aa47832f841aa1edaf9c13aa1d46a98

From a337298d31882629463590e2d1d9a6f8354d71c5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 12 Mar 2021 10:13:18 +0100
Subject: [PATCH 0229/1681] fix: re-export __igraph_version__ from
 igraph._igraph

---
 src/igraph/__init__.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 9dc0792d2..23d674b6d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -76,6 +76,7 @@
     set_progress_handler,
     set_random_number_generator,
     set_status_handler,
+    __igraph_version__
 )
 from igraph.clustering import (
     Clustering,

From d90cd39110cde57d7ff642a6884d5c295f94b3ed Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 14:09:07 +0100
Subject: [PATCH 0230/1681] fix: remove PyInt_AsInt() from compatibility
 functions, it is now the same as PyLong_As_int() in Python 3.x

---
 src/_igraph/attributes.c   |  2 +-
 src/_igraph/convert.c      | 55 ++++----------------------------------
 src/_igraph/convert.h      |  1 -
 src/_igraph/graphobject.c  |  2 +-
 src/_igraph/vertexobject.c |  4 +--
 5 files changed, 9 insertions(+), 55 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 8a8cf79a5..124b34ed5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -155,7 +155,7 @@ int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_inte
     return 1;
   }
   
-  if (PyInt_AsInt(o_vid, &tmp))
+  if (PyLong_AsInt(o_vid, &tmp))
     return 1;
   
   *vid = tmp;
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index f92013947..0fcebcf46 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -39,30 +39,6 @@
   #define strcasecmp _stricmp
 #endif
 
-/**
- * \brief Converts a Python integer to a C int
- *
- * This is similar to PyLong_AsLong, but it checks for overflow first and throws
- * an exception if necessary.
- *
- * Returns -1 if there was an error, 0 otherwise.
- */
-int PyInt_AsInt(PyObject* obj, int* result) {
-  long dummy = PyLong_AsLong(obj);
-  if (dummy < INT_MIN) {
-    PyErr_SetString(PyExc_OverflowError,
-        "integer too small for conversion to C int");
-    return -1;
-  }
-  if (dummy > INT_MAX) {
-    PyErr_SetString(PyExc_OverflowError,
-        "integer too large for conversion to C int");
-    return -1;
-  }
-  *result = (int)dummy;
-  return 0;
-}
-
 /**
  * \brief Converts a Python long to a C int
  *
@@ -74,13 +50,11 @@ int PyInt_AsInt(PyObject* obj, int* result) {
 int PyLong_AsInt(PyObject* obj, int* result) {
   long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
-    PyErr_SetString(PyExc_OverflowError,
-        "long integer too small for conversion to C int");
+    PyErr_SetString(PyExc_OverflowError, "long integer too small for conversion to C int");
     return -1;
   }
   if (dummy > INT_MAX) {
-    PyErr_SetString(PyExc_OverflowError,
-        "long integer too large for conversion to C int");
+    PyErr_SetString(PyExc_OverflowError, "long integer too large for conversion to C int");
     return -1;
   }
   *result = (int)dummy;
@@ -114,8 +88,6 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
 
     if (o == 0 || o == Py_None)
       return 0;
-    if (PyLong_Check(o))
-      return PyInt_AsInt(o, result);
     if (PyLong_Check(o))
       return PyLong_AsInt(o, result);
     s = PyUnicode_CopyAsString(o);
@@ -725,7 +697,7 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
     PyObject *i = PyNumber_Long(object);
     if (i == NULL)
       return 1;
-    retval = PyInt_AsInt(i, &num);
+    retval = PyLong_AsInt(i, &num);
     Py_DECREF(i);
     if (retval)
       return retval;
@@ -1013,7 +985,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
             PyErr_SetString(PyExc_TypeError, "can't convert a list item to integer");
             ok = 0;
           } else {
-            ok = (PyInt_AsInt(item, &value) == 0);
+            ok = (PyLong_AsInt(item, &value) == 0);
             Py_DECREF(item2);
           }
         }
@@ -1057,7 +1029,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
           PyErr_SetString(PyExc_TypeError, "can't convert sequence element to int");
           ok=0;
         } else {
-          retval = PyInt_AsInt(item2, &value);
+          retval = PyLong_AsInt(item2, &value);
           if (retval)
             ok = 0;
           Py_DECREF(item2);
@@ -2387,11 +2359,6 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
 
   if (o == Py_None || o == 0) {
     *vid = 0;
-  } else if (PyLong_Check(o)) {
-    /* Single vertex ID */
-    if (PyInt_AsInt(o, &tmp))
-      return 1;
-    *vid = tmp;
   } else if (PyLong_Check(o)) {
     /* Single vertex ID */
     if (PyLong_AsInt(o, &tmp))
@@ -2410,13 +2377,6 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     PyObject* num = PyNumber_Index(o);
     if (num) {
       if (PyLong_Check(num)) {
-        retval = PyInt_AsInt(num, &tmp);
-        if (retval) {
-          Py_DECREF(num);
-          return 1;
-        }
-        *vid = tmp;
-      } else if (PyLong_Check(num)) {
         retval = PyLong_AsInt(num, &tmp);
         if (retval) {
           Py_DECREF(num);
@@ -2599,11 +2559,6 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
 
   if (o == Py_None || o == 0) {
     *eid = 0;
-  } else if (PyLong_Check(o)) {
-    /* Single edge ID */
-    if (PyInt_AsInt(o, &tmp))
-      return 1;
-    *eid = tmp;
   } else if (PyLong_Check(o)) {
     /* Single edge ID */
     if (PyLong_AsInt(o, &tmp))
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index d777406d4..8834420cf 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -41,7 +41,6 @@ typedef struct {
   int value;
 } igraphmodule_enum_translation_table_entry_t;
 
-int PyInt_AsInt(PyObject* obj, int* result);
 int PyLong_AsInt(PyObject* obj, int* result);
 
 /* Conversion from PyObject to enum types */
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fca586393..0ced8a25f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4962,7 +4962,7 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
-  if (PyInt_AsInt(cutoff_o, &cutoff))
+  if (PyLong_AsInt(cutoff_o, &cutoff))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 9d8f485e4..287ecba0e 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -616,7 +616,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
       return NULL;
     }
 
-    if (PyInt_AsInt(idx, &idx_int))
+    if (PyLong_AsInt(idx, &idx_int))
       return NULL;
 
     v = igraphmodule_Edge_New(vertex->gref, idx_int);
@@ -648,7 +648,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
       return NULL;
     }
 
-    if (PyInt_AsInt(idx, &idx_int))
+    if (PyLong_AsInt(idx, &idx_int))
       return NULL;
 
     v = igraphmodule_Vertex_New(vertex->gref, idx_int);

From 26a8bb5e07f6e8d55cd6742ec8a3eb5e6a38950e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 14:10:13 +0100
Subject: [PATCH 0231/1681] fix: removed one more occurrence of PyInt_As_int

---
 src/_igraph/convert.c | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 0fcebcf46..cac8132e5 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2573,13 +2573,6 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     PyObject* num = PyNumber_Index(o);
     if (num) {
       if (PyLong_Check(num)) {
-        retval = PyInt_AsInt(num, &tmp);
-        if (retval) {
-          Py_DECREF(num);
-          return 1;
-        }
-        *eid = tmp;
-      } else if (PyLong_Check(num)) {
         retval = PyLong_AsInt(num, &tmp);
         if (retval) {
           Py_DECREF(num);

From 6c20f7c7791a8d59a1722b41125a6fae22f0ac4b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 14:34:57 +0100
Subject: [PATCH 0232/1681] fix: updated to igraph 0.9.1, fixed a bug in the
 handling of the finally stack when converting Python integer tuples to edge
 sequences

---
 src/_igraph/convert.c | 103 ++++++++++++++++++++++++++++++------------
 tests/test_basic.py   |   4 ++
 vendor/source/igraph  |   2 +-
 3 files changed, 78 insertions(+), 31 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index cac8132e5..010f83877 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -842,7 +842,11 @@ int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v, igraph
         igraph_vector_destroy(v);
         return 1;
       }
-      igraph_vector_push_back(v, number);
+      if (igraph_vector_push_back(v, number)) {
+        igraphmodule_handle_igraph_error();
+        igraph_vector_destroy(v);
+        return 1;
+      }
     }
   }
 
@@ -1985,11 +1989,11 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
     for (j=0; j<nc; j++)
       {
          if (type==IGRAPHMODULE_TYPE_INT) {
-	       if (!igraph_finite(MATRIX(*m, i, j)))
-		     item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
-	       else
+         if (!igraph_finite(MATRIX(*m, i, j)))
+         item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
+         else
              item=PyLong_FromLong((long)MATRIX(*m, i, j));
-		 } else
+     } else
            item=PyFloat_FromDouble(MATRIX(*m, i, j));
 
          if (PyList_SetItem(row, j, item))
@@ -2435,12 +2439,16 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
   if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_VertexSeqType)) {
     /* Returns a vertex sequence from a VertexSeq object */
     igraphmodule_VertexSeqObject *vso = (igraphmodule_VertexSeqObject*)o;
+
     if (igraph_vs_copy(vs, &vso->vs)) {
       igraphmodule_handle_igraph_error();
       return 1;
     }
-    if (return_single)
+
+    if (return_single) {
       *return_single = 0;
+    }
+
     return 0;
   }
 
@@ -2458,21 +2466,27 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     if (start == 0 && slicelength == no_of_vertices) {
       igraph_vs_all(vs);
     } else {
-      IGRAPH_CHECK(igraph_vector_init(&vector, slicelength));
-      IGRAPH_FINALLY(igraph_vector_destroy, &vector);
+      if (igraph_vector_init(&vector, slicelength)) {
+        igraphmodule_handle_igraph_error();
+        return 1;
+      }
 
       for (i = 0; i < slicelength; i++, start += step) {
         VECTOR(vector)[i] = start;
       }
 
-      IGRAPH_CHECK(igraph_vs_vector_copy(vs, &vector));
+      if (igraph_vs_vector_copy(vs, &vector)) {
+        igraphmodule_handle_igraph_error();
+        igraph_vector_destroy(&vector);
+        return 1;
+      }
 
       igraph_vector_destroy(&vector);
-      IGRAPH_FINALLY_CLEAN(1);
     }
 
-    if (return_single)
+    if (return_single) {
       *return_single = 0;
+    }
 
     return 0;
   }
@@ -2500,9 +2514,10 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
       return 1;
     }
 
-    IGRAPH_CHECK(igraph_vector_init(&vector, 0));
-    IGRAPH_FINALLY(igraph_vector_destroy, &vector);
-    IGRAPH_CHECK(igraph_vector_reserve(&vector, 20));
+    if (igraph_vector_init(&vector, 0)) {
+      igraphmodule_handle_igraph_error();
+      return 1;
+    }
 
     while ((item = PyIter_Next(iterator))) {
       vid = -1;
@@ -2511,22 +2526,31 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
         break;
 
       Py_DECREF(item);
-      igraph_vector_push_back(&vector, vid);
+
+      if (igraph_vector_push_back(&vector, vid)) {
+        igraphmodule_handle_igraph_error();
+        /* no need to destroy 'vector' here; will be done outside the loop due
+         * to PyErr_Occurred */
+        break;
+      }
     }
+
     Py_DECREF(iterator);
 
     if (PyErr_Occurred()) {
       igraph_vector_destroy(&vector);
-      IGRAPH_FINALLY_CLEAN(1);
       return 1;
     }
 
-    IGRAPH_CHECK(igraph_vs_vector_copy(vs, &vector));
-    igraph_vector_destroy(&vector);
-    IGRAPH_FINALLY_CLEAN(1);
+    if (igraph_vs_vector_copy(vs, &vector)) {
+      igraphmodule_handle_igraph_error();
+      igraph_vector_destroy(&vector);
+      return 1;
+    }
 
-    if (return_single)
+    if (return_single) {
       *return_single = 0;
+    }
 
     return 0;
   }
@@ -2603,7 +2627,16 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     if (igraphmodule_PyObject_to_vid(o2, &vid2, graph))
       return 1;
 
-    igraph_get_eid(graph, eid, vid1, vid2, 1, 0);
+    retval = igraph_get_eid(graph, eid, vid1, vid2, 1, 0);
+    if (retval == IGRAPH_EINVVID) {
+      PyErr_Format(PyExc_ValueError, "no edge from vertex #%ld to #%ld; no such vertex ID",
+          (long int)vid1, (long int)vid2);
+      return 1;
+    } else if (retval) {
+      igraphmodule_handle_igraph_error();
+      return 1;
+    }
+
     if (*eid < 0) {
       PyErr_Format(PyExc_ValueError, "no edge from vertex #%ld to #%ld",
           (long int)vid1, (long int)vid2);
@@ -2679,24 +2712,32 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
       return 1;
     }
 
-    IGRAPH_CHECK(igraph_vector_init(&vector, 0));
-    IGRAPH_FINALLY(igraph_vector_destroy, &vector);
-    IGRAPH_CHECK(igraph_vector_reserve(&vector, 20));
+    if (igraph_vector_init(&vector, 0)) {
+      igraphmodule_handle_igraph_error();
+      return 1;
+    }
 
     while ((item = PyIter_Next(iterator))) {
       eid = -1;
 
-      if (igraphmodule_PyObject_to_eid(item, &eid, graph))
+      if (igraphmodule_PyObject_to_eid(item, &eid, graph)) {
         break;
+      }
 
       Py_DECREF(item);
-      igraph_vector_push_back(&vector, eid);
+
+      if (igraph_vector_push_back(&vector, eid)) {
+        igraphmodule_handle_igraph_error();
+        /* no need to destroy 'vector' here; will be done outside the loop due
+         * to PyErr_Occurred */
+        break;
+      }
     }
+
     Py_DECREF(iterator);
 
     if (PyErr_Occurred()) {
       igraph_vector_destroy(&vector);
-      IGRAPH_FINALLY_CLEAN(1);
       return 1;
     }
 
@@ -2707,17 +2748,19 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
     }
 
     igraph_vector_destroy(&vector);
-    IGRAPH_FINALLY_CLEAN(1);
 
-    if (return_single)
+    if (return_single) {
       *return_single = 0;
+    }
 
     return 0;
   }
 
   /* The object can be converted into a single edge ID */
-  if (return_single)
+  if (return_single) {
     *return_single = 1;
+  }
+
   /*
   if (single_eid)
     *single_eid = eid;
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 28bca91e9..f7eb08e28 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -287,11 +287,15 @@ def testDeleteEdges(self):
         self.assertEqual(3, g.ecount())
         self.assertEqual(el, g.get_edgelist())
 
+        print("GGGG")
+
         # Deleting nonexistent edges
         self.assertRaises(ValueError, g.delete_edges, [(0, 2)])
         self.assertRaises(ValueError, g.delete_edges, [("A", "C")])
         self.assertRaises(ValueError, g.delete_edges, [(0, 15)])
 
+        print("HHHH")
+
         # Delete all edges
         g.delete_edges()
         self.assertEqual(0, g.ecount())
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 55b9cdca9..213abc889 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 55b9cdca9aa47832f841aa1edaf9c13aa1d46a98
+Subproject commit 213abc889d360775dfd0c11a406e859827c6dec8

From a02662e69d6ef4fe5a00e284a8acbe81b042bb1c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 14:35:58 +0100
Subject: [PATCH 0233/1681] fix: remove unneeded print() statements from tests

---
 tests/test_basic.py      | 4 ----
 tests/test_generators.py | 1 -
 2 files changed, 5 deletions(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index f7eb08e28..28bca91e9 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -287,15 +287,11 @@ def testDeleteEdges(self):
         self.assertEqual(3, g.ecount())
         self.assertEqual(el, g.get_edgelist())
 
-        print("GGGG")
-
         # Deleting nonexistent edges
         self.assertRaises(ValueError, g.delete_edges, [(0, 2)])
         self.assertRaises(ValueError, g.delete_edges, [("A", "C")])
         self.assertRaises(ValueError, g.delete_edges, [(0, 15)])
 
-        print("HHHH")
-
         # Delete all edges
         g.delete_edges()
         self.assertEqual(0, g.ecount())
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 6895cac0a..1d566b54e 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -293,7 +293,6 @@ def testSparseWeighedAdjacency(self):
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        print(repr(el))
         self.assertTrue(el == [(0, 1), (2, 2)])
         self.assertTrue(g.es["weight"] == [1, 2.5])
 

From 167c1bb7f1275e28a25b687cb8fd8214ce587c94 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 14:44:02 +0100
Subject: [PATCH 0234/1681] fix: fix deprecation warnings when compiling the
 Python interface

---
 src/_igraph/attributes.c   | 10 ++++------
 src/_igraph/igraphmodule.c |  4 ++--
 2 files changed, 6 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 124b34ed5..191b9124b 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1840,16 +1840,14 @@ void igraphmodule_initialize_attribute_handler(void) {
  * Also raises a suitable Python exception if needed.
  */
 int igraphmodule_attribute_name_check(PyObject* obj) {
-  PyObject* type_str;
+  PyObject* type_obj;
 
   if (obj != 0 && PyBaseString_Check(obj))
     return 1;
 
-  type_str = obj ? PyObject_Str((PyObject*)obj->ob_type) : 0;
-  if (type_str != 0) {
-    PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only, got %s",
-        PyUnicode_AS_UNICODE(type_str));
-    Py_DECREF(type_str);
+  type_obj = obj ? ((PyObject*)obj->ob_type) : 0;
+  if (type_obj != 0) {
+    PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only, got %R", type_obj);
   } else {
     PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only");
   }
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 856d4bf7a..ea3661c3f 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -430,7 +430,7 @@ PyObject* igraphmodule_is_degree_sequence(PyObject *self,
     return NULL;
   }
 
-  if (igraph_is_degree_sequence(&out_deg, is_directed ? &in_deg : 0, &result)) {
+  if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW, &result)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&out_deg);
     if (is_directed)
@@ -470,7 +470,7 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
     return NULL;
   }
 
-  if (igraph_is_graphical_degree_sequence(&out_deg, is_directed ? &in_deg : 0, &result)) {
+  if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, IGRAPH_SIMPLE_SW, &result)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&out_deg);
     if (is_directed)

From 35a47ba43219255812571cd87ed8deef9f127e19 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Mar 2021 20:45:41 +0100
Subject: [PATCH 0235/1681] fix: use deferred import for matplotlib to cut down
 on import time

---
 src/igraph/drawing/__init__.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 74cf7bdc4..6237e77a3 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -41,7 +41,6 @@
 __license__ = "GPL"
 
 cairo = find_cairo()
-matplotlib, plt = find_matplotlib()
 
 #####################################################################
 
@@ -476,6 +475,8 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
     @see: Graph.__plot__
     """
+    _, plt = find_matplotlib()
+
     if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
         result = MatplotlibGraphDrawer(ax=target)
         result.draw(obj, *args, **kwds)

From c89fe03ac0b43506d7809a8fcb7a2bf3a0a6a147 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Thu, 25 Mar 2021 10:36:18 +0100
Subject: [PATCH 0236/1681] Add GraphML support for Windows wheels (#375)

---
 .github/workflows/build.yml | 185 +++++++++++++++++++++---------------
 appveyor.yml                |  65 -------------
 setup.py                    |  23 +++++
 src/igraph/__init__.py      |   2 -
 tests/test_foreign.py       |   2 +
 tox.ini                     |   1 +
 6 files changed, 136 insertions(+), 142 deletions(-)
 delete mode 100644 appveyor.yml

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a2c207e6d..e205bff6a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,85 +1,120 @@
-name: "Build and test with tox"
-
-on:
-  push:
-    branches:
-      - '*'
-    tags-ignore:
-      - '*.*.*'
-  pull_request:
-    branches:
-      - '*'
-    tags-ignore:
-      - '*.*.*'
-
+name: Build and test, upload to PyPI on release
 
+on: [push, pull_request]
 
 jobs:
-  build_linux:
-    runs-on: ubuntu-latest
+  build_wheels:
+    name: Build wheels on ${{ matrix.os }}
+    runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version:
-        - 3.6
-        - 3.7
-        - 3.8
-        - 3.9
-        - pypy-3.7
+        os: [ubuntu-20.04, macos-10.15]
 
     steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: |
-        git submodule update --init
-        cat vendor/source/igraph/.git
-        cat .git/modules/vendor/source/igraph/HEAD
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install OS dependencies
-      run:
-        sudo apt-get install gfortran flex bison
-    - name: Install Python dependencies
-      run: |
-        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
-        # However, Github runners are supposed to have pip installed by default
-        # https://docs.github.com/en/actions/guides/building-and-testing-python
-        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
-        python -m pip install --upgrade pip
-        pip install tox tox-gh-actions
-    - name: Test with tox
-      run: tox
-      env:
-        TESTING_IN_TOX: 1
-
-  build_osx:
-    runs-on: macos-latest
-    strategy:
-      matrix:
-        python-version:
-        - 3.6
-        - 3.7
-        - 3.8
-        - 3.9
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.8'
+
+      - name: Install OS dependencies (macOS)
+        if: runner.os == 'macOS'
+        run:
+          brew install ninja autoconf automake libtool cmake
+
+      - name: Build wheels
+        uses: joerick/cibuildwheel@v1.10.0
+        env:
+          CIBW_BEFORE_BUILD_MACOS: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD_LINUX: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
+          CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+          CIBW_SKIP: "cp27-* pp27-* cp35-*"
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./wheelhouse/*.whl
+
+  build_wheel_win:
+    name: Build wheels on Windows
+    runs-on: windows-2019
+
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
 
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.8'
+
+      - name: Install OS dependencies
+        run: |
+          choco install winflexbison3 ninja
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:x64-windows-static-md
+        shell: cmd
+
+      - name: Build wheels
+        uses: joerick/cibuildwheel@v1.10.0
+        env:
+          CIBW_BEFORE_BUILD: "pip install delvewheel && python setup.py build_c_core"
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest"
+          CIBW_SKIP: "cp27-* pp27-* cp35-* *-win32"
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=x64-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake
+          IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/x64-windows-static-md/lib/
+          IGRAPH_STATIC_EXTENSION: True
+          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
+          IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./wheelhouse/*.whl
+
+  build_sdist:
+    name: Build source distribution
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - name: Install OS dependencies
+        run:
+          sudo apt install ninja-build cmake flex bison
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.8'
+
+      - name: Build sdist
+        run: |
+          python setup.py build_c_core
+          python setup.py sdist
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: dist/*.tar.gz
+
+  upload_pypi:
+    needs: [build_wheels, build_wheel_win, build_sdist]
+    runs-on: ubuntu-latest
+    if: github.event_name == 'release' && github.event.action == 'published'
     steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: git submodule update --init
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install OS dependencies
-      run:
-        brew install autoconf automake libtool
-    - name: Install Python dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install tox tox-gh-actions
-    - name: Test with tox
-      run: tox
-      env:
-        TESTING_IN_TOX: 1
+      - uses: actions/download-artifact@v2
+        with:
+          name: artifact
+          path: dist
 
+      - uses: pypa/gh-action-pypi-publish@master
+        with:
+          user: __token__
+          password: ${{ secrets.pypi_password }}
+          # To test: repository_url: https://test.pypi.org/legacy/
\ No newline at end of file
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index 30e1daab8..000000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,65 +0,0 @@
-image:
-  - Visual Studio 2019
-
-environment:
-  global:
-    CIBW_BEFORE_BUILD: python setup.py build_c_core
-    CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-    PYTHON: "C:\\Python37"
-
-  matrix:
-    - CIBW_BUILD: "*-win32"
-      CIBW_SKIP: "pp27-* cp27-* cp35-*"
-      IGRAPH_CMAKE_EXTRA_ARGS: "-A Win32"
-      MSYSTEM: MINGW32
-      PATH: C:\msys64\usr\bin;C:\msys64\mingw32\bin;C:\Windows\System32;C:\Windows;%PATH%
-      TARGET_ARCH: "x86"
-
-    - CIBW_BUILD: "*-win_amd64"
-      CIBW_SKIP: "pp27-* cp27-* cp35-*"
-      IGRAPH_CMAKE_EXTRA_ARGS: "-A x64"
-      MSYSTEM: MINGW64
-      PATH: C:\msys64\usr\bin;C:\msys64\mingw64\bin;C:\Windows\System32;C:\Windows;%PATH%
-      TARGET_ARCH: "x64"
-
-platform:
-  - x64
-
-install:
-  # update msys2
-  - bash -lc "pacman --needed --noconfirm -Sy pacman-mirrors"
-  - bash -lc "pacman --noconfirm -Sy"
-  - bash -lc "pacman --needed --noconfirm -S autoconf automake bison flex libtool mingw-w64-x86_64-libtool mingw-w64-i686-libxml2 mingw-w64-x86_64-libxml2 zip"
-
-  # prepare Python
-  - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
-  - "python --version"
-  - "python -m pip install --upgrade pip"
-
-  # install cibuildwheel
-  - pip install cibuildwheel==1.6.1
-
-  # install pandas (optional)
-  - pip install pandas
-
-before_build:
-  - git submodule update --init --recursive
-
-for:
-  - matrix:
-      only:
-        - MSYSTEM: MINGW32
-    build_script:
-      - call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars32.bat"
-      - cibuildwheel --output-dir wheelhouse
-  - matrix:
-      only:
-        - MSYSTEM: MINGW64
-    build_script:
-      - call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars64.bat"
-      - cibuildwheel --output-dir wheelhouse
-
-artifacts:
-  - path: "wheelhouse\\*.whl"
-    name: Wheels
-
diff --git a/setup.py b/setup.py
index bcc104dfe..72f661952 100644
--- a/setup.py
+++ b/setup.py
@@ -68,6 +68,7 @@ def find_static_library(library_name, library_path):
         extra_libdirs = [
             "/usr/local/lib64",
             "/usr/local/lib",
+            "/usr/lib/x86_64-linux-gnu",
             "/usr/lib64",
             "/usr/lib",
             "/lib64",
@@ -391,6 +392,18 @@ def run(self):
                         + buildcfg.library_dirs
                     )
 
+                # Add extra libraries that may have been specified
+                if "IGRAPH_EXTRA_LIBRARIES" in os.environ:
+                    extra_libraries = os.environ["IGRAPH_EXTRA_LIBRARIES"].split(',')
+                    buildcfg.libraries.extend(extra_libraries)
+
+                # Override static specification based on environment variable
+                if "IGRAPH_STATIC_EXTENSION" in os.environ:
+                    if os.environ["IGRAPH_STATIC_EXTENSION"].lower() in ['true', '1', 'on']:
+                        buildcfg.static_extension = True
+                    else:
+                        buildcfg.static_extension = False
+
                 # Replaces library names with full paths to static libraries
                 # where possible. libm.a is excluded because it caused problems
                 # on Sabayon Linux where libm.a is probably not compiled with
@@ -401,6 +414,11 @@ def run(self):
                     else:
                         buildcfg.replace_static_libraries(exclusions=["m"])
 
+                # Add extra libraries that may have been specified
+                if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
+                    extra_libraries = os.environ["IGRAPH_EXTRA_DYNAMIC_LIBRARIES"].split(',')
+                    buildcfg.libraries.extend(extra_libraries)
+
                 # Prints basic build information
                 buildcfg.print_build_info()
 
@@ -658,8 +676,11 @@ def replace_static_libraries(self, only=None, exclusions=None):
 
             static_lib = find_static_library(library_name, self.library_dirs)
             if static_lib:
+                print(f"Found {library_name} as static library in {static_lib}.")
                 self.libraries.remove(library_name)
                 self.extra_objects.append(static_lib)
+            else:
+                print(f"Warning: could not find static library of {library_name}.")
 
     def use_vendored_igraph(self):
         """Assumes that igraph is installed already in ``vendor/install/igraph`` and sets up
@@ -730,6 +751,8 @@ def use_educated_guess(self):
 buildcfg = BuildConfiguration()
 buildcfg.process_args_from_command_line()
 
+
+
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
 igraph_extension = Extension("igraph._igraph", sources)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 23d674b6d..547c56a85 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1,5 +1,3 @@
-# vim:ts=4:sw=4:sts=4:et
-# -*- coding: utf-8 -*-
 """
 IGraph library.
 """
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index fc3d2ec69..f8782a3d0 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -340,6 +340,8 @@ def testPickle(self):
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
+    
+
     @skipIf(pd is None, "test case depends on Pandas")
     def testVertexDataFrames(self):
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
diff --git a/tox.ini b/tox.ini
index 73f8166ec..ba72a3bcd 100644
--- a/tox.ini
+++ b/tox.ini
@@ -21,6 +21,7 @@ deps =
     numpy; platform_python_implementation != "PyPy"
     networkx; platform_python_implementation != "PyPy"
     pandas; platform_python_implementation != "PyPy"
+passenv = PATH
 setenv =
     TESTING_IN_TOX=1
 

From 70c06b17e568af78fcd6330813620fd396aa0599 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Mar 2021 10:52:00 +0100
Subject: [PATCH 0237/1681] fix: removed unused x11torgb.py script

---
 scripts/x11torgb.py | 40 ----------------------------------------
 1 file changed, 40 deletions(-)
 delete mode 100755 scripts/x11torgb.py

diff --git a/scripts/x11torgb.py b/scripts/x11torgb.py
deleted file mode 100755
index f85402a8a..000000000
--- a/scripts/x11torgb.py
+++ /dev/null
@@ -1,40 +0,0 @@
-#!/usr/bin/env python
-"""Converts X11 color files to RGB formatted Python dicts"""
-import sys
-import pprint
-
-if len(sys.argv)<2:
-    print "Usage: %s filename" % sys.argv[0]
-    sys.exit(1)
-
-colors = {
-  "black":    (0.  , 0.  , 0.  , 1.),
-  "silver":   (0.75, 0.75, 0.75, 1.),
-  "gray":     (0.5 , 0.5 , 0.5 , 1.),
-  "white":    (1.  , 1.  , 1.  , 1.),
-  "maroon":   (0.5 , 0.  , 0.  , 1.),
-  "red":      (1.  , 0.  , 0.  , 1.),
-  "purple":   (0.5 , 0.  , 0.5 , 1.),
-  "fuchsia":  (1.  , 0.  , 1.  , 1.),
-  "green":    (0.  , 0.5 , 0.  , 1.),
-  "lime":     (0.  , 1.  , 0.  , 1.),
-  "olive":    (0.5 , 0.5 , 0.  , 1.),
-  "yellow":   (1.  , 1.  , 0.  , 1.),
-  "navy":     (0.  , 0.  , 0.5 , 1.),
-  "blue":     (0.  , 0.  , 1.  , 1.),
-  "teal":     (0.  , 0.5 , 0.5 , 1.),
-  "aqua":     (0.  , 1.  , 1.  , 1.),
-}
-
-f = open(sys.argv[1])
-for line in f:
-    if line[0] == '!': continue
-    parts = line.strip().split(None, 3)
-    for x in xrange(3):
-        parts[x] = float(parts[x])/255.
-    parts[3:3] = [1.]
-    colors[parts[4].lower()] = tuple(parts[0:4])
-
-pp = pprint.PrettyPrinter(indent=4)
-pp.pprint(colors)
-

From 5e08c52e68d0e9a046cd5714fd81fee5c59304c0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 25 Mar 2021 10:56:08 +0100
Subject: [PATCH 0238/1681] doc: remove Appveyor badge from README [ci skip]

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index c65591029..21102ef74 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,5 @@
 
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
-[![Build status](https://ci.appveyor.com/api/projects/status/55i1d4g65q11f9l5?svg=true)](https://ci.appveyor.com/project/ntamas/python-igraph-jst2e)
 [![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 

From 2b9a6917c65e99a50d400834a37cb331f17b3d24 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Thu, 25 Mar 2021 20:48:59 +0100
Subject: [PATCH 0239/1681] Added unittest for GraphML (#377)

---
 tests/test_foreign.py | 62 +++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 60 insertions(+), 2 deletions(-)

diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index f8782a3d0..630a612fc 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -284,6 +284,66 @@ def testAdjacency(self):
 
             g.write_adjacency(tmpfname)
 
+    def testGraphML(self):
+        with temporary_file(
+            """\
+            <?xml version="1.0" encoding="UTF-8"?>
+            <graphml xmlns="http://graphml.graphdrawing.org/xmlns"
+                    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                    xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
+                    http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
+            <!-- Created by igraph -->
+            <key id="v_name" for="node" attr.name="name" attr.type="string"/>
+            <graph id="G" edgedefault="undirected">
+                <node id="n0">
+                <data key="v_name">a</data>
+                </node>
+                <node id="n1">
+                <data key="v_name">b</data>
+                </node>
+                <node id="n2">
+                <data key="v_name">c</data>
+                </node>
+                <node id="n3">
+                <data key="v_name">d</data>
+                </node>
+                <node id="n4">
+                <data key="v_name">e</data>
+                </node>
+                <node id="n5">
+                <data key="v_name">f</data>
+                </node>
+                <edge source="n0" target="n1">
+                </edge>
+                <edge source="n0" target="n2">
+                </edge>
+                <edge source="n0" target="n3">
+                </edge>
+                <edge source="n1" target="n2">
+                </edge>
+                <edge source="n3" target="n4">
+                </edge>
+                <edge source="n3" target="n5">
+                </edge>
+                <edge source="n4" target="n5">
+                </edge>
+            </graph>
+            </graphml>
+        """
+        ) as tmpfname:
+            try:
+                g = Graph.Read_GraphML(tmpfname)
+            except NotImplementedError as e:
+                self.skipTest(str(e))
+
+            self.assertTrue(isinstance(g, Graph))
+            self.assertEqual(g.vcount(), 6)
+            self.assertEqual(g.ecount(), 7)
+            self.assertFalse(g.is_directed())
+            self.assertTrue("name" in g.vertex_attributes())
+
+            g.write_graphml(tmpfname)
+
     def testPickle(self):
         pickle = [
             128,
@@ -340,8 +400,6 @@ def testPickle(self):
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
-    
-
     @skipIf(pd is None, "test case depends on Pandas")
     def testVertexDataFrames(self):
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])

From 389c25595e5ff59e4315160850903b2b4792a4d2 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Fri, 26 Mar 2021 09:23:42 +0100
Subject: [PATCH 0240/1681] CI: Updated (#378)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 .flake8                      |   3 +
 .github/workflows/build.yml  | 127 ++++++++++++++++++++--------
 .github/workflows/deploy.yml | 158 -----------------------------------
 setup.py                     |   4 -
 tox.ini                      |  31 -------
 5 files changed, 95 insertions(+), 228 deletions(-)
 create mode 100644 .flake8
 delete mode 100644 .github/workflows/deploy.yml
 delete mode 100644 tox.ini

diff --git a/.flake8 b/.flake8
new file mode 100644
index 000000000..e4e5eb32d
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,3 @@
+[flake8]
+max-line-length = 88
+extend-ignore = E203, W503
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e205bff6a..7cd1e6844 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,14 +1,17 @@
 name: Build and test, upload to PyPI on release
 
 on: [push, pull_request]
+env:
+  CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+  CIBW_SKIP: "cp27-* pp27-* cp35-*"
 
 jobs:
   build_wheels:
-    name: Build wheels on ${{ matrix.os }}
-    runs-on: ${{ matrix.os }}
+    name: Build wheels on Linux (${{ matrix.wheel_arch }})
+    runs-on: ubuntu-20.04
     strategy:
       matrix:
-        os: [ubuntu-20.04, macos-10.15]
+        wheel_arch: [x86_64, i686]
 
     steps:
       - uses: actions/checkout@v2
@@ -21,26 +24,64 @@ jobs:
         with:
           python-version: '3.8'
 
-      - name: Install OS dependencies (macOS)
-        if: runner.os == 'macOS'
+      - name: Build wheels
+        uses: joerick/cibuildwheel@v1.10.0
+        env:
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
+          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./wheelhouse/*.whl
+
+  build_wheel_macos:
+    name: Build wheels on macOS
+    runs-on: macos-10.15
+
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - name: Cache installed C core
+        id: cache-c-core
+        uses: actions/cache@v2
+        with:
+          path: vendor/install
+          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.8'
+
+      - name: Install OS dependencies
+        if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run:
           brew install ninja autoconf automake libtool cmake
 
       - name: Build wheels
         uses: joerick/cibuildwheel@v1.10.0
         env:
-          CIBW_BEFORE_BUILD_MACOS: "python setup.py build_c_core"
-          CIBW_BEFORE_BUILD_LINUX: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
-          CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-          CIBW_SKIP: "cp27-* pp27-* cp35-*"
+          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
 
       - uses: actions/upload-artifact@v2
         with:
           path: ./wheelhouse/*.whl
 
   build_wheel_win:
-    name: Build wheels on Windows
+    name: Build wheels on Windows (${{ matrix.cmake_arch }})
     runs-on: windows-2019
+    strategy:
+      matrix:
+        include:
+          - cmake_arch: Win32
+            wheel_arch: win32
+            vcpkg_arch: x86
+          - cmake_arch: x64
+            wheel_arch: win_amd64
+            vcpkg_arch: x64
 
     steps:
       - uses: actions/checkout@v2
@@ -53,31 +94,47 @@ jobs:
         with:
           python-version: '3.8'
 
-      - name: Install OS dependencies
+      - name: Cache installed C core
+        id: cache-c-core
+        uses: actions/cache@v2
+        with:
+          path: vendor/install
+          key: C-core-build-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.gitmodules') }}-
+
+      - name: Cache VCPKG
+        uses: actions/cache@v2
+        with:
+          path: C:/vcpkg/installed/
+          key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
+
+      - name: Install build dependencies
+        if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
+        run: choco install winflexbison3 ninja
+
+      - name: Install VCPKG libraries
         run: |
-          choco install winflexbison3 ninja
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:x64-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels
         uses: joerick/cibuildwheel@v1.10.0
         env:
-          CIBW_BEFORE_BUILD: "pip install delvewheel && python setup.py build_c_core"
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest"
-          CIBW_SKIP: "cp27-* pp27-* cp35-* *-win32"
-          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=x64-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake
-          IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/x64-windows-static-md/lib/
+          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
+          IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest"
 
       - uses: actions/upload-artifact@v2
         with:
           path: ./wheelhouse/*.whl
 
   build_sdist:
-    name: Build source distribution
+    name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
@@ -85,7 +142,17 @@ jobs:
           submodules: true
           fetch-depth: 0
 
+      - name: Cache installed C core
+        id: cache-c-core
+        uses: actions/cache@v2
+        with:
+          path: |
+            vendor/build
+            vendor/install
+          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}-4
+
       - name: Install OS dependencies
+        if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run:
           sudo apt install ninja-build cmake flex bison
 
@@ -98,23 +165,13 @@ jobs:
         run: |
           python setup.py build_c_core
           python setup.py sdist
+          python setup.py install
+
+      - name: Test
+        run: |
+          pip install numpy scipy pandas
+          python -m unittest
 
       - uses: actions/upload-artifact@v2
         with:
           path: dist/*.tar.gz
-
-  upload_pypi:
-    needs: [build_wheels, build_wheel_win, build_sdist]
-    runs-on: ubuntu-latest
-    if: github.event_name == 'release' && github.event.action == 'published'
-    steps:
-      - uses: actions/download-artifact@v2
-        with:
-          name: artifact
-          path: dist
-
-      - uses: pypa/gh-action-pypi-publish@master
-        with:
-          user: __token__
-          password: ${{ secrets.pypi_password }}
-          # To test: repository_url: https://test.pypi.org/legacy/
\ No newline at end of file
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
deleted file mode 100644
index 65ef5466e..000000000
--- a/.github/workflows/deploy.yml
+++ /dev/null
@@ -1,158 +0,0 @@
-name: "Build wheels and deploy"
-
-# To trigger manually, make yourself an auth token including "workflow" scope and run:
-# curl -X POST -H "Accept: application/vnd.github.v3+json" -H "Authorization: token <token>" https://api.github.com/repos/igraph/python-igraph/actions/workflows/deploy.yml/dispatches -d '{"ref":"master"}'
-# If you want to release from another branch and not "master", change the last string.
-
-on:
-  workflow_dispatch:
-  push:
-    tags:
-      - '*.*.*'
-
-
-jobs:
-  wheels_manylinux:
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: git submodule update --init
-    - name: Set up Python
-      uses: actions/setup-python@v2
-    - name: Install OS dependencies
-      run:
-        sudo apt-get install gfortran flex bison
-    - name: Install cibuildwheel
-      run: |
-        # Pypi has no pip by default, and ubuntu blocks python -m ensurepip
-        # However, Github runners are supposed to have pip installed by default
-        # https://docs.github.com/en/actions/guides/building-and-testing-python
-        #wget -qO- https://bootstrap.pypa.io/get-pip.py | python
-        python -m pip install --upgrade pip
-        pip install cibuildwheel
-    - name: Wheels (Linux)
-      env:
-        CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
-        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-        CIBW_SKIP: "cp27-* pp27-* cp35-*"
-      run: |
-        python setup.py -q sdist
-        python -m cibuildwheel --output-dir wheelhouse
-    - name: Upload source dist
-      uses: actions/upload-artifact@v2
-      with:
-        name: source-dist
-        path: dist/python-igraph-*.tar.gz
-    - name: Upload Linux wheels
-      uses: actions/upload-artifact@v2
-      with:
-        name: linux-wheels
-        path: wheelhouse/*.whl
-
-  wheels_osx:
-    runs-on: macos-latest
-    steps:
-    - uses: actions/checkout@v1
-    - name: Init C core submodule
-      run: git submodule update --init
-    - name: Set up Python
-      uses: actions/setup-python@v2
-    - name: Install OS dependencies
-      run:
-        brew install autoconf automake libtool
-    - name: Install Python dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install cibuildwheel
-    - name: Wheels (OSX)
-      run: |
-        python -m cibuildwheel --output-dir wheelhouse
-      env:
-        CIBW_BEFORE_BUILD: "pip install cmake && python setup.py build_c_core"
-        CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
-        CIBW_SKIP: "cp27-* pp27-* cp35-*"
-    - name: Upload Linux wheels
-      uses: actions/upload-artifact@v2
-      with:
-        name: OSX-wheels
-        path: wheelhouse/*.whl
-
-  create_release:
-    runs-on: ubuntu-latest
-    needs:
-    - wheels_manylinux
-    - wheels_osx
-    steps:
-    - name: "Download artifacts: source dist"
-      uses: actions/download-artifact@v2
-      with:
-        name: source-dist
-        path: dist
-
-    - name: "Download artifacts: Linux wheels"
-      uses: actions/download-artifact@v2
-      with:
-        name: linux-wheels
-        path: wheelhouse
-
-    - name: "Download artifacts: OSX wheels"
-      uses: actions/download-artifact@v2
-      with:
-        name: OSX-wheels
-        path: wheelhouse
-
-    - name: "List contents of artifact folders"
-      run: |
-        echo "dist folder:"
-        ls -lh dist
-        echo "wheelhouse folder:"
-        ls -lh wheelhouse
-
-    - name: Store igraph version
-      id: get_version
-      run: |
-        echo "igraph_version=$(fn=$(ls dist); fn=${fn##*-}; echo ${fn%.tar.gz})" >> $GITHUB_ENV
-        tail -n 1 $GITHUB_ENV
-
-    - name: Create release
-      id: create_release
-      uses: actions/create-release@v1
-      env:
-        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # This token is provided by Actions, you do not need to create your own token
-      with:
-        tag_name: ${{ env.igraph_version }}
-        release_name: Release ${{ env.igraph_version }}
-        draft: true
-        prerelease: false
-
-          #- name: Upload binaries and source
-          #  uses: AButler/upload-release-assets@v2.0
-          #  with:
-          #    files: 'wheelhouse/*.whl;dist/python-igraph-*.tar.gz'
-          #    repo-token: ${{ secrets.GITHUB_TOKEN }}
-    - name: Move artifacts into one folder
-      run: |
-        mkdir upload
-        mv dist/* upload/
-        mv wheelhouse/* upload/
-        ls upload
-
-    - name: Upload binaries and source
-      uses: actions/github-script@v3
-      with:
-        github-token: ${{secrets.GITHUB_TOKEN}}
-        script: |
-          const path = require('path');
-          const fs = require('fs');
-          const release_id = '${{ steps.create_release.outputs.id }}';
-          for (let file of await fs.readdirSync('./upload/')) {
-            console.log('uploadReleaseAsset', file);
-            await github.repos.uploadReleaseAsset({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              release_id: release_id,
-              name: file,
-              data: await fs.readFileSync(`./upload/${file}`)
-            });
-          }
diff --git a/setup.py b/setup.py
index 72f661952..dcb4bab94 100644
--- a/setup.py
+++ b/setup.py
@@ -510,10 +510,6 @@ def run(self):
                     parser_dir = os.path.join(igraph_build_dir, "src", "io", "parsers")
                     if os.path.isdir(parser_dir):
                         shutil.copytree(parser_dir, os.path.join(igraph_source_repo, "src", "io", "parsers"))
-                    elif os.environ.get("TESTING_IN_TOX"):
-                        # we allow to proceed when running in tox in the CI environment;
-                        # bison and flex will be used to generate the parsers
-                        pass
                     else:
                         raise RuntimeError(f"You need to build the C core of igraph first before generating a source tarball of python-igraph")
 
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index ba72a3bcd..000000000
--- a/tox.ini
+++ /dev/null
@@ -1,31 +0,0 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
-# in multiple virtualenvs. This configuration file will run the
-# test suite on all supported python versions. To use it, "pip install tox"
-# and then run "tox" from this directory.
-
-[tox]
-envlist = py36, py37, py38, py39, pypy, pypy3
-
-[gh-actions]
-python =
-    3.6: py36
-    3.7: py37
-    3.8: py38
-    3.9: py39
-    pypy-3.7: pypy3
-
-[testenv]
-commands = python -m unittest
-deps =
-    scipy; platform_python_implementation != "PyPy"
-    numpy; platform_python_implementation != "PyPy"
-    networkx; platform_python_implementation != "PyPy"
-    pandas; platform_python_implementation != "PyPy"
-passenv = PATH
-setenv =
-    TESTING_IN_TOX=1
-
-[flake8]
-max-line-length = 80
-select = C,E,F,W,B,B950
-ignore = W503,E501,E402,E203

From ace6896f6d7b501e8de9198ecac28d1d5c8e0e13 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 10:32:27 +0100
Subject: [PATCH 0241/1681] doc: fix a warning when generating the API docs [ci
 skip]

---
 src/igraph/drawing/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 6237e77a3..e099c0dd8 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -320,7 +320,7 @@ def show(self):
         """Saves the plot to a temporary file and shows it.
 
         This method is deprecated from python-igraph 0.9.1 and will be removed in
-        0.10.0.
+        version 0.10.0.
 
         @deprecated: Opening an image viewer with a temporary file never worked
             reliably across platforms.

From bdafc25a49eb3fde703cb81aef5b18ca8dad5104 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 10:33:06 +0100
Subject: [PATCH 0242/1681] doc: scripts/mkdoc.sh now ensures that
 python-igraph is installed from a wheel (PyDoctor does not like the bootstrap
 scripts added by Python eggs)

---
 scripts/mkdoc.sh | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 214027c4d..356d13d64 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -15,7 +15,7 @@ cd ${ROOT_FOLDER}
 if [ ! -d ".venv" ]; then
     # Create a virtual environment for pydoctor
     python3 -m venv .venv
-    .venv/bin/pip install pydoctor
+    .venv/bin/pip install -U pydoctor wheel
 fi
 
 PYDOCTOR=.venv/bin/pydoctor
@@ -29,6 +29,14 @@ PWD=`pwd`
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
+echo "Removing existing python-igraph eggs from virtualenv..."
+SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
+rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
+
+echo "Installing python-igraph in virtualenv..."
+rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install dist/*.whl
+
 IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 
 echo "Generating HTML documentation..."

From 20d0b04343042759c9a8071651a5a0c0e4897149 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 10:39:54 +0100
Subject: [PATCH 0243/1681] test: restore tox.ini, it is useful to test things
 locally [ci skip]

---
 tox.ini | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)
 create mode 100644 tox.ini

diff --git a/tox.ini b/tox.ini
new file mode 100644
index 000000000..bd0355f4d
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,27 @@
+# Tox (http://tox.testrun.org/) is a tool for running tests
+# in multiple virtualenvs. This configuration file will run the
+# test suite on all supported python versions. To use it, "pip install tox"
+# and then run "tox" from this directory.
+
+[tox]
+envlist = py36, py37, py38, py39, pypy, pypy3
+
+[gh-actions]
+python =
+    3.6: py36
+    3.7: py37
+    3.8: py38
+    3.9: py39
+    pypy-3.7: pypy3
+
+[testenv]
+commands = python -m unittest
+deps =
+    scipy; platform_python_implementation != "PyPy"
+    numpy; platform_python_implementation != "PyPy"
+    networkx; platform_python_implementation != "PyPy"
+    pandas; platform_python_implementation != "PyPy"
+passenv = PATH
+setenv =
+    TESTING_IN_TOX=1
+

From 1137bc1cbc962e59ce7a3702e0c530e705f2c493 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 10:41:02 +0100
Subject: [PATCH 0244/1681] chore: bumped version to 0.9.1

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 16be2bd7f..4eeb3ae08 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.0'
+version = '0.9.1'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.0'
+release = '0.9.1'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 1836d2e87..14ef391dc 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 0)
+__version_info__ = (0, 9, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 13965a03fd3390ebd301a483c607d0657e4008de Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 11:31:44 +0100
Subject: [PATCH 0245/1681] remove unneeded square brackets from version
 numbers in changelog [ci skip]

---
 CHANGELOG.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d15b63b1c..b2cc5c137 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [0.9.1]
+## 0.9.1
 
 ### Changed
 
@@ -30,7 +30,7 @@
   2.x are removed now that we have dropped support for Python 2.x.
 
 
-## [0.9.0]
+## 0.9.0
 
 ### Added
 

From 30f5a1bec0d44fdc95ca9ae8cc07c534bee1dd06 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Fri, 26 Mar 2021 11:44:37 +0100
Subject: [PATCH 0246/1681] added missing entry about GraphML support on
 Windows in changelog [ci skip]

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b2cc5c137..c8fea258e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -29,6 +29,9 @@
 * Many old code constructs that were used to maintain compatibility with Python
   2.x are removed now that we have dropped support for Python 2.x.
 
+* Reading GraphML files is now also supported on Windows if you use one of the
+  official Python wheels.
+  
 
 ## 0.9.0
 

From a343616fa0e3e2bdaaec7390c1419a5326caa3e8 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Sat, 27 Mar 2021 19:59:41 +0100
Subject: [PATCH 0247/1681] Improved documentation for compiling from source on
 Windows. (#380)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 README.md | 99 ++++++++++++++++++++++++++++++++++++++++++++++---------
 1 file changed, 83 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index 21102ef74..e276509f9 100644
--- a/README.md
+++ b/README.md
@@ -6,9 +6,9 @@
 Python interface for the igraph library
 ---------------------------------------
 
-igraph is a library for creating and manipulating graphs. 
+igraph is a library for creating and manipulating graphs.
 It is intended to be as powerful (ie. fast) as possible to enable the
-analysis of large graphs. 
+analysis of large graphs.
 
 This repository contains the source code to the Python interface of
 igraph.
@@ -23,7 +23,7 @@ running the following command should work without having to compile anything
 during installation:
 
 ```
-$ pip install python-igraph
+pip install python-igraph
 ```
 
 See details in [Installing Python Modules](https://docs.python.org/3/installing/).
@@ -34,18 +34,72 @@ If you need to compile python-igraph from source for some reason, you need to
 install some dependencies first:
 
 ```
-$ sudo apt install build-essential python-dev libxml2 libxml2-dev zlib1g-dev bison flex
+sudo apt install build-essential python-dev libxml2 libxml2-dev zlib1g-dev
 ```
 
 and then run
 
 ```
-$ pip install python-igraph
+pip install python-igraph
 ```
 
 This should compile the C core of igraph as well as the Python extension
 automatically.
 
+### Installation from source on Windows
+
+It is now also possible to compile `python-igraph` from source under Windows for
+Python 3.6 and later. Make sure that you have Microsoft Visual Studio 2015 or
+later installed, and of course Python 3.6 or later. First extract the source to
+a suitable directory. If you launch the Developer command prompt and navigate to
+the directory where you extracted the source code, you should be able to build
+and install python-igraph using `python setup.py install`
+
+You may need to set the architecture that you are building on explicitly by setting the environment variable
+
+```
+set IGRAPH_CMAKE_EXTRA_ARGS=-A [arch]
+```
+
+where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
+
+#### Enabling GraphML
+
+By default, GraphML is disabled, because `libxml2` is not available on Windows in
+the standard installation. You can install `libxml2` on Windows using
+[`vcpkg`](https://github.com/Microsoft/vcpkg). After installation of `vcpkg` you
+can install `libxml2` as follows
+
+```
+vcpkg.exe install libxml2:x64-windows-static-md
+```
+
+for 64-bit version (for 32-bit versions you can use the `x86-windows-static-md`
+triplet). You need to integrate `vcpkg` in the build environment using
+
+```
+vcpkg.exe integrate install
+```
+
+This mentions that
+
+> CMake projects should use: `-DCMAKE_TOOLCHAIN_FILE=[vcpkg build script]`
+
+which we will do next. In order to build `python-igraph` correctly, you also
+need to set some other environment variables before building `python-igraph`:
+
+```
+set IGRAPH_CMAKE_EXTRA_ARGS=-DVCPKG_TARGET_TRIPLET=x64-windows-static-md -DCMAKE_TOOLCHAIN_FILE=[vcpkg build script]
+set IGRAPH_EXTRA_LIBRARY_PATH=[vcpkg directory]/installed/x64-windows-static-md/lib/
+set IGRAPH_STATIC_EXTENSION=True
+set IGRAPH_EXTRA_LIBRARIES=libxml2,lzma,zlib,iconv,charset
+set IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
+```
+
+You can now build and install `python-igraph` again by simply running `python
+setup.py build`. Please make sure to use a clean source tree, if you built
+previously without GraphML, it will not update the build.
+
 ### Linking to an existing igraph installation
 
 The source code of the Python package includes the source code of the matching
@@ -57,23 +111,23 @@ custom installation of igraph is discoverable with `pkg-config`. First, check
 whether `pkg-config` can tell you the required compiler and linker flags for
 igraph:
 
-```
-$ pkg-config --cflags --libs igraph
+```bash
+pkg-config --cflags --libs igraph
 ```
 
 If `pkg-config` responds with a set of compiler and linker flags and not an
 error message, you are probably okay. You can then proceed with the
 installation using pip:
 
-```
-$ pip install python-igraph --install-option="--use-pkg-config"
+```bash
+pip install python-igraph --install-option="--use-pkg-config"
 ```
 
 Alternatively, if you have already downloaded and extracted the source code
 of igraph, you can run `setup.py` directly:
 
-```
-$ python setup.py build --use-pkg-config
+```bash
+python setup.py build --use-pkg-config
 ```
 
 This option is primarily intended for package maintainers in Linux
@@ -83,6 +137,9 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
+Due to the lack of support of `pkg-config` on Window, it is currently not
+possible to build against an external library on Windows.
+
 ## Compiling the development version
 
 If you have downloaded the source code from Github and not PyPI, chances are
@@ -90,15 +147,25 @@ that you have the latest development version, which contains a matching version
 of the C core of igraph as a git submodule. Therefore, to install the bleeding
 edge version, you need to instruct git to check out the submodules first:
 
-```
+```bash
 git submodule update --init
 ```
 
+Compiling the development version additionally requires `flex` and `bison`. You
+can install those on Ubuntu using
+
+```bash
+sudo apt install bison flex
+```
+
+On macOS you can install these from Homebrew or MacPorts. On Windows you can
+install `winflexbison3` from Chocolatey.
+
 Then, running the setup script should work if you have a C compiler and the
 necessary build dependencies (see the previous section):
 
-```
-$ sudo python setup.py build
+```bash
+python setup.py build
 ```
 
 ## Running unit tests
@@ -106,8 +173,8 @@ $ sudo python setup.py build
 Unit tests can be executed from the project directory with `tox` or with the
 built-in unittest module:
 
-```
-$ python -m unittest
+```bash
+python -m unittest
 ```
 
 ## Contributing

From 2a9c85831a89a11fce0c8b500794f60c94bcde42 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 28 Mar 2021 22:11:28 +0200
Subject: [PATCH 0248/1681] test: print index of graph when hub or authority
 score calculation fails in the Graph Atlas unit tests

---
 tests/test_atlas.py | 22 ++++++++++++++++++++--
 1 file changed, 20 insertions(+), 2 deletions(-)

diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 322a61f89..b1327550c 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -102,7 +102,16 @@ def testEigenvectorCentrality(self):
 
     def testHubScore(self):
         for idx, g in enumerate(self.__class__.graphs):
-            sc = g.hub_score()
+            try:
+                sc = g.hub_score()
+            except Exception as ex:
+                self.assertTrue(
+                    False,
+                    msg="Hub score calculation threw exception for graph #%d: %s"
+                    % (idx, ex),
+                )
+                raise
+
             if g.vcount() == 0:
                 self.assertEqual([], sc)
                 continue
@@ -119,7 +128,16 @@ def testHubScore(self):
 
     def testAuthorityScore(self):
         for idx, g in enumerate(self.__class__.graphs):
-            sc = g.authority_score()
+            try:
+                sc = g.authority_score()
+            except Exception as ex:
+                self.assertTrue(
+                    False,
+                    msg="Authority score calculation threw exception for graph #%d: %s"
+                    % (idx, ex),
+                )
+                raise
+
             if g.vcount() == 0:
                 self.assertEqual([], sc)
                 continue

From 4b2ed40b18f59cd0885c3c61bbf6dd70f19b455c Mon Sep 17 00:00:00 2001
From: Willem van den Boom <willem@wvdboom.nl>
Date: Tue, 30 Mar 2021 16:40:17 +0800
Subject: [PATCH 0249/1681] Fix links to Python documentation (#381)

---
 doc/source/tutorial.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 84480fa6c..d72d0ee26 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -1050,6 +1050,6 @@ of the `Graph class`_. Should you get stuck, try asking in our
 `Discourse group`_ first - maybe there is someone out there who can help you
 out immediately.
 
-.. _API documentation: https://igraph.org/python/doc/igraph-module.html
-.. _Graph class: https://igraph.org/python/doc/igraph.Graph-class.html
+.. _API documentation: https://igraph.org/python/doc/api/index.html
+.. _Graph class: https://igraph.org/python/doc/api/igraph.Graph.html
 .. _Discourse group: https://igraph.discourse.group

From 939c601ec46f2e563b086c62938e838c26749d6f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Mar 2021 10:41:29 +0200
Subject: [PATCH 0250/1681] doc: make sure that an up-to-date wheel is
 installed when building docs [ci skip]

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 356d13d64..96826951c 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -35,7 +35,7 @@ rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
 
 echo "Installing python-igraph in virtualenv..."
-rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install dist/*.whl
+rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install --force-reinstall dist/*.whl
 
 IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 

From 5b77225b35e28c35bb4948157d3004fda6a38c79 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Mar 2021 10:41:44 +0200
Subject: [PATCH 0251/1681] doc: fix a docstring in EdgeSeq.select() [ci skip]

---
 src/_igraph/edgeseqobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 96ee3f19f..dc7457784 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -825,7 +825,7 @@ PyMethodDef igraphmodule_EdgeSeq_methods[] = {
   },
   {"select", (PyCFunction)igraphmodule_EdgeSeq_select,
    METH_VARARGS,
-   "select(...)\n--\n\n"
+   "select(*args, **kwds)\n--\n\n"
    "For internal use only.\n"
   },
   {NULL}

From a47e005fbb5c2a3cac83df1314a2b2563749ec17 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Mar 2021 10:49:46 +0200
Subject: [PATCH 0252/1681] fix: more descriptive error message when cairo or
 cairocffi is not installed, refs #283

---
 src/igraph/drawing/utils.py | 30 ++++++++++++++++++++----------
 1 file changed, 20 insertions(+), 10 deletions(-)

diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index cde3e5266..699c1cad9 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -6,7 +6,7 @@
 from math import atan2, cos, sin
 from operator import itemgetter
 
-__all__ = ("BoundingBox", "FakeModule", "Point", "Rectangle")
+__all__ = ("BoundingBox", "Point", "Rectangle")
 __license__ = "GPL"
 
 #####################################################################
@@ -403,17 +403,28 @@ def __or__(self, other):
 
 # pylint: disable-msg=R0903
 # R0903: too few public methods
-class FakeModule(object):
+class FakeModule:
     """Fake module that raises an exception for everything"""
 
+    def __init__(self, message):
+        """Constructor.
+
+        Parameters:
+            message: message to print in exceptions raised from this module
+        """
+        self._message = message
+
     def __getattr__(self, _):
-        raise AttributeError("plotting not available")
+        raise AttributeError(self._message)
 
     def __call__(self, _):
-        raise TypeError("plotting not available")
+        raise TypeError(self._message)
 
     def __setattr__(self, key, value):
-        raise AttributeError("plotting not available")
+        if key == "_message":
+            super().__setattr__(key, value)
+        else:
+            raise AttributeError(self._message)
 
 
 #####################################################################
@@ -425,7 +436,7 @@ def find_cairo():
     Returns a fake module if everything fails.
     """
     module_names = ["cairo", "cairocffi"]
-    module = FakeModule()
+    module = FakeModule("Plotting not available; please install pycairo or cairocffi")
     for module_name in module_names:
         try:
             module = __import__(module_name)
@@ -439,8 +450,7 @@ def find_cairo():
 
 
 def find_matplotlib():
-    """Tries to import the ``cairo`` Python module if it is installed,
-    also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
+    """Tries to import the ``matplotlib`` Python module if it is installed.
     Returns a fake module if everything fails.
     """
     try:
@@ -448,13 +458,13 @@ def find_matplotlib():
 
         has_mpl = True
     except ImportError:
-        mpl = FakeModule()
+        mpl = FakeModule("You need to install matplotlib to use this functionality")
         has_mpl = False
 
     if has_mpl:
         import matplotlib.pyplot as plt
     else:
-        plt = FakeModule()
+        plt = FakeModule("You need to install matplotlib.pyplot to use this functionality")
 
     return mpl, plt
 

From 1ad768a99ea54731ef812044a68ef79621c5b8fc Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Wed, 7 Apr 2021 22:49:20 +0200
Subject: [PATCH 0253/1681] CI: Remove parallel option, explicitly install
 release config.

---
 setup.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index dcb4bab94..c623e2e37 100644
--- a/setup.py
+++ b/setup.py
@@ -265,13 +265,13 @@ def compile_in(self, source_folder, build_folder, install_folder):
 
         print("Running build...")
         retcode = subprocess.call(
-            [cmake, "--build", ".", "--parallel", "--config", "Release"]
+            [cmake, "--build", ".", "--config", "Release"]
         )
         if retcode:
             return False
 
         print("Installing build...")
-        retcode = subprocess.call([cmake, "--install", ".", "--prefix", str(install_folder)])
+        retcode = subprocess.call([cmake, "--install", ".", "--prefix", str(install_folder), "--config", "Release"])
         if retcode:
             return False
 

From 91eb86c65ff1fd9af432dddf181e9262288ecd36 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Fri, 9 Apr 2021 09:43:26 +0200
Subject: [PATCH 0254/1681] doc: added a comment in setup.py explaining why we
 do not use parallel CMake builds

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index c623e2e37..ffa7dedac 100644
--- a/setup.py
+++ b/setup.py
@@ -264,6 +264,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
             return False
 
         print("Running build...")
+        # We are _not_ using a parallel build; this is intentional, see igraph/igraph#1755
         retcode = subprocess.call(
             [cmake, "--build", ".", "--config", "Release"]
         )

From 1cd379ee46dcb4ccee2b820ec883bbe75674f7f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Apr 2021 09:40:05 +0200
Subject: [PATCH 0255/1681] doc: documentation fix to prevent a PyDoctor
 warning [ci skip]

---
 src/igraph/drawing/utils.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 699c1cad9..68f1b9b60 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -409,8 +409,7 @@ class FakeModule:
     def __init__(self, message):
         """Constructor.
 
-        Parameters:
-            message: message to print in exceptions raised from this module
+        @param message: message to print in exceptions raised from this module
         """
         self._message = message
 

From 405098376535d453b01c0ba8a3ad44a02423fe89 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 14:05:26 +1000
Subject: [PATCH 0256/1681] Realize_Degree_Sequence implementation with strings

---
 doc/source/generation.rst |  1 +
 src/_igraph/graphobject.c | 97 +++++++++++++++++++++++++++++++++++++++
 src/_igraph/graphobject.h |  1 +
 tests/test_generators.py  | 27 +++++++++++
 4 files changed, 126 insertions(+)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 2e689dd36..4659406a1 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -170,5 +170,6 @@ Finally, there are some ways of generating graphs that are not covered by the pr
  - De Bruijn graphs :meth:`Graph.De_Bruijn`
  - Lederberg-Coxeter-Frucht graphs :meth:`Graph.LCF`
  - graphs with a specified isomorphism class :meth:`Graph.Isoclass`
+ - graphs with a specified degree sequence :meth:`Graph.Realize_Degree_Sequence`
                      
 .. _API documentation: https://igraph.org/python/doc/igraph-module.html
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0ced8a25f..114c101bb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2791,6 +2791,88 @@ PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a graph with a specified degree sequence
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_realize_degree_sequence
+ */
+PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
+                                 PyObject *args, PyObject *kwds) {
+
+  igraph_vector_t outdeg, indeg;
+  igraph_vector_t *indegp = 0;
+  igraph_edge_type_sw_t allowed_edge_types;
+  igraph_realize_degseq_t method;
+  PyObject *outdeg_o, *indeg_o, *edge_types_o, *method_o;
+  PyObject *repr;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "outdeg", "indeg", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOOO", kwlist,
+                                   &outdeg_o, &indeg_o, &edge_types_o, &method_o))
+    return NULL;
+
+  /* allowed edge types */
+  repr = PyObject_Str(edge_types_o);
+  if (PyUnicode_CompareWithASCIIString(repr, "simple_sw") == 0)
+    allowed_edge_types = IGRAPH_SIMPLE_SW;
+  else if (PyUnicode_CompareWithASCIIString(repr, "multi_sw") == 0)
+    allowed_edge_types = IGRAPH_MULTI_SW;
+  else {
+    Py_XDECREF(repr);
+    PyErr_SetString(PyExc_ValueError, "allowed_edge_types must be 'simple_sw' or 'multi_sw' (undirected only).");
+      return NULL;
+  }
+  Py_XDECREF(repr);
+
+  /* methods */
+  repr = PyObject_Str(method_o);
+  if (PyUnicode_CompareWithASCIIString(repr, "smallest") == 0)
+    method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  else if (PyUnicode_CompareWithASCIIString(repr, "largest") == 0)
+    method = IGRAPH_REALIZE_DEGSEQ_LARGEST;
+  else if (PyUnicode_CompareWithASCIIString(repr, "index") == 0)
+    method = IGRAPH_REALIZE_DEGSEQ_INDEX;
+  else {
+    Py_XDECREF(repr);
+    PyErr_SetString(PyExc_ValueError, "method must be 'smallest', 'largest', or 'index'");
+    return NULL;
+  }
+  Py_XDECREF(repr);
+
+  /* Outdegree vector */
+  if (igraphmodule_PyObject_to_vector_t(outdeg_o, &outdeg, 0))
+    return NULL;
+
+  /* Indegree vector, PyNone means undirected graph */
+  if (indeg_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_t(indeg_o, &indeg, 0)) {
+      igraph_vector_destroy(&outdeg);
+      return NULL;
+    }
+    indegp = &indeg;
+  }
+
+  /* C function takes care of multi-sw and directed corner case */
+  if (igraph_realize_degree_sequence(&g, &outdeg, indegp, allowed_edge_types, method)) {
+    igraph_vector_destroy(&outdeg);
+    if (indegp != 0)
+      igraph_vector_destroy(&indeg);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_destroy(&outdeg);
+  if (indegp != 0)
+    igraph_vector_destroy(&indeg);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on vertex types and connection preferences
  * \return a reference to the newly generated Python igraph object
@@ -12605,6 +12687,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "@param repeats: the number of repeats\n"
   },
 
+  {"Realize_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Degree_Sequence,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "Realize_Degree_Sequence(outdeg, indeg, allowed_edge_types, method)\n--\n\n"
+    "Generates a graph from a degree sequence.\n\n"
+    "@param outdeg: the degree sequence of an undirected graph (if indeg=None), "
+    "or the out-degree sequence of a directed graph.\n"
+    "@param indeg: None to generate an undirected graph, the in-degree sequence "
+    "to generate a directed graph.\n"
+    "@param allowed_edge_types: TODO!\n"
+    "@param method: possible values are\n"
+    " - REALIZE_DEGSEQ_SMALLEST: The vertex with smallest remaining degree first.\n"
+    " - REALIZE_DEGSEQ_LARGEST: The vertex with the largest remaining degree first.\n"
+    " - REALIZE_DEGSEQ_INDEX: The vertices are selected in order of their index.\n"
+  },
+
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 618dbb97b..3ab836942 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -92,6 +92,7 @@ PyObject* igraphmodule_Graph_Growing_Random(PyTypeObject *type, PyObject *args,
 PyObject* igraphmodule_Graph_Isoclass(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Lattice(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_LCF(PyTypeObject *type, PyObject *args, PyObject *kwds);
+PyObject* igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Preference(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Recent_Degree(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Ring(PyTypeObject *type, PyObject *args, PyObject *kwds);
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 1d566b54e..7b6810ac9 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -134,6 +134,33 @@ def testLCF(self):
         self.assertTrue(g1.isomorphic(g2))
         self.assertRaises(InternalError, Graph.LCF, 12, (5, -5), -3)
 
+    def testRealizeDegreeSequence(self):
+        g = Graph.Realize_Degree_Sequence(
+            [1, 1], None, "simple_sw", "smallest",
+        )
+        self.assertFalse(g.is_directed())
+
+        g = Graph.Realize_Degree_Sequence(
+            [1, 1], None, "multi_sw", "index",
+        )
+        self.assertFalse(g.is_directed())
+
+        g = Graph.Realize_Degree_Sequence(
+            [1, 1], [1, 1], "simple_sw", "largest",
+        )
+        self.assertTrue(g.is_directed())
+
+        # Not implemented, should fail
+        self.assertRaises(NotImplementedError, Graph.Realize_Degree_Sequence,
+                [1, 1], [1, 1], "multi_sw", "largest")
+
+        self.assertRaises(ValueError, Graph.Realize_Degree_Sequence,
+                [1, 1], [1, 1], "should_fail", "index")
+        self.assertRaises(ValueError, Graph.Realize_Degree_Sequence,
+                [1, 1], [1, 1], "multi_sw", "should_fail")
+
+
+
     def testKautz(self):
         g = Graph.Kautz(2, 2)
         deg_in = g.degree(mode=IN)

From 4a1966c94445e6a9ca0b6034f61f842045a9fcec Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 14:12:25 +1000
Subject: [PATCH 0257/1681] Implement all 4 cases for multi-edges and loops,
 and add docs

---
 src/_igraph/graphobject.c | 17 +++++++++++++----
 tests/test_generators.py  |  9 +++++++++
 2 files changed, 22 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 114c101bb..8e6c56b54 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2817,8 +2817,12 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
   repr = PyObject_Str(edge_types_o);
   if (PyUnicode_CompareWithASCIIString(repr, "simple_sw") == 0)
     allowed_edge_types = IGRAPH_SIMPLE_SW;
+  else if (PyUnicode_CompareWithASCIIString(repr, "loops_sw") == 0)
+    allowed_edge_types = IGRAPH_LOOPS_SW;
   else if (PyUnicode_CompareWithASCIIString(repr, "multi_sw") == 0)
     allowed_edge_types = IGRAPH_MULTI_SW;
+  else if (PyUnicode_CompareWithASCIIString(repr, "both_sw") == 0)
+    allowed_edge_types = IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW;
   else {
     Py_XDECREF(repr);
     PyErr_SetString(PyExc_ValueError, "allowed_edge_types must be 'simple_sw' or 'multi_sw' (undirected only).");
@@ -12695,11 +12699,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "or the out-degree sequence of a directed graph.\n"
     "@param indeg: None to generate an undirected graph, the in-degree sequence "
     "to generate a directed graph.\n"
-    "@param allowed_edge_types: TODO!\n"
+    "@param allowed_edge_types: for directed graphs, only 'simple_sw' is currently \n"
+    "implemented. Possible values for undirected graphs are\n"
+    " - 'simple_sw: simple graphs (no self-loops, no multi-edges)\n"
+    " - 'loops_sw': single self-loops allowed, but not multi-edges \n"
+    " - 'multi_sw': multi-edges allowed, but not self-loops \n"
+    " - 'both_sw': multi-edges and self-loops allowed \n"
     "@param method: possible values are\n"
-    " - REALIZE_DEGSEQ_SMALLEST: The vertex with smallest remaining degree first.\n"
-    " - REALIZE_DEGSEQ_LARGEST: The vertex with the largest remaining degree first.\n"
-    " - REALIZE_DEGSEQ_INDEX: The vertices are selected in order of their index.\n"
+    " - 'smallest': The vertex with smallest remaining degree first.\n"
+    " - 'largest': The vertex with the largest remaining degree first.\n"
+    " - 'index': The vertices are selected in order of their index.\n"
   },
 
   // interface to igraph_ring
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 7b6810ac9..b9bf37301 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -140,6 +140,15 @@ def testRealizeDegreeSequence(self):
         )
         self.assertFalse(g.is_directed())
 
+        # Not implemented, should fail
+        self.assertRaises(NotImplementedError, Graph.Realize_Degree_Sequence,
+                [1, 1], None, "loops_sw", "largest")
+
+        g = Graph.Realize_Degree_Sequence(
+            [1, 1], None, "both_sw", "largest",
+        )
+        self.assertFalse(g.is_directed())
+
         g = Graph.Realize_Degree_Sequence(
             [1, 1], None, "multi_sw", "index",
         )

From bdcae0cb0b9d7cae4017540384a73b52710231b2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 17:38:45 +1000
Subject: [PATCH 0258/1681] use convert.c, but fails to raise error?

---
 src/_igraph/convert.c     | 34 ++++++++++++++++++++++++++++++++++
 src/_igraph/convert.h     |  2 ++
 src/_igraph/graphobject.c | 31 +++----------------------------
 3 files changed, 39 insertions(+), 28 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 010f83877..d694ff57c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3025,3 +3025,37 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
 
   return igraphmodule_PyObject_to_enum(o, pagerank_algo_tt, (int*)result);
 }
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
+ */
+int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result) {
+  static igraphmodule_enum_translation_table_entry_t edge_type_sw_tt[] = {
+        {"simple_sw", IGRAPH_SIMPLE_SW},
+        {"loops_sw", IGRAPH_LOOPS_SW},
+        {"multi_sw", IGRAPH_MULTI_SW},
+        {"both_sw", IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW},
+        {0,0}
+    };
+
+  return igraphmodule_PyObject_to_enum(o, edge_type_sw_tt, (int*)result);
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_realize_degseq_t
+ */
+int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq_t *result) {
+  static igraphmodule_enum_translation_table_entry_t realize_degseq_tt[] = {
+        {"smallest", IGRAPH_REALIZE_DEGSEQ_SMALLEST},
+        {"largest", IGRAPH_REALIZE_DEGSEQ_LARGEST},
+        {"index", IGRAPH_REALIZE_DEGSEQ_INDEX},
+        {0,0}
+    };
+
+  return igraphmodule_PyObject_to_enum(o, realize_degseq_tt, (int*)result);
+}
+
+
+
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 8834420cf..0d1d117a8 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -63,6 +63,8 @@ int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
+int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result);
+int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq_t *result);
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
 int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8e6c56b54..5bf29bc19 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2804,7 +2804,6 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
   igraph_edge_type_sw_t allowed_edge_types;
   igraph_realize_degseq_t method;
   PyObject *outdeg_o, *indeg_o, *edge_types_o, *method_o;
-  PyObject *repr;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
@@ -2814,36 +2813,12 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
     return NULL;
 
   /* allowed edge types */
-  repr = PyObject_Str(edge_types_o);
-  if (PyUnicode_CompareWithASCIIString(repr, "simple_sw") == 0)
-    allowed_edge_types = IGRAPH_SIMPLE_SW;
-  else if (PyUnicode_CompareWithASCIIString(repr, "loops_sw") == 0)
-    allowed_edge_types = IGRAPH_LOOPS_SW;
-  else if (PyUnicode_CompareWithASCIIString(repr, "multi_sw") == 0)
-    allowed_edge_types = IGRAPH_MULTI_SW;
-  else if (PyUnicode_CompareWithASCIIString(repr, "both_sw") == 0)
-    allowed_edge_types = IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW;
-  else {
-    Py_XDECREF(repr);
-    PyErr_SetString(PyExc_ValueError, "allowed_edge_types must be 'simple_sw' or 'multi_sw' (undirected only).");
-      return NULL;
-  }
-  Py_XDECREF(repr);
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
 
   /* methods */
-  repr = PyObject_Str(method_o);
-  if (PyUnicode_CompareWithASCIIString(repr, "smallest") == 0)
-    method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
-  else if (PyUnicode_CompareWithASCIIString(repr, "largest") == 0)
-    method = IGRAPH_REALIZE_DEGSEQ_LARGEST;
-  else if (PyUnicode_CompareWithASCIIString(repr, "index") == 0)
-    method = IGRAPH_REALIZE_DEGSEQ_INDEX;
-  else {
-    Py_XDECREF(repr);
-    PyErr_SetString(PyExc_ValueError, "method must be 'smallest', 'largest', or 'index'");
+  if (igraphmodule_PyObject_to_realize_degseq_t(method_o, &method))
     return NULL;
-  }
-  Py_XDECREF(repr);
 
   /* Outdegree vector */
   if (igraphmodule_PyObject_to_vector_t(outdeg_o, &outdeg, 0))

From 0efc6c17b9897f956f1bf47ea7c93dee78f8b062 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 18:26:39 +1000
Subject: [PATCH 0259/1681] Add strict PyObject to enum conversion

---
 src/_igraph/convert.c | 57 +++++++++++++++++++++++++++++++++++++++----
 src/_igraph/convert.h |  2 ++
 2 files changed, 54 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index d694ff57c..9a2f9f80c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -118,6 +118,56 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
     return -1;
 }
 
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to a corresponding igraph enum, strictly.
+ *
+ * The numeric value is returned as an integer that must be converted
+ * explicitly to the corresponding igraph enum type. This is to allow one
+ * to use the same common conversion routine for multiple enum types.
+ *
+ * \param o a Python object to be converted
+ * \param translation the translation table between strings and the
+ *   enum values. Strings are treated as case-insensitive, but it is
+ *   assumed that the translation table keys are lowercase. The last
+ *   entry of the table must contain NULL values.
+ * \param result the result is returned here. The default value must be
+ *   passed in before calling this function, since this value is
+ *   returned untouched if the given Python object is Py_None.
+ * \return 0 if everything is OK, 1 otherwise. An appropriate exception
+ *   is raised in this case.
+ */
+int igraphmodule_PyObject_to_enum_strict(PyObject *o,
+  igraphmodule_enum_translation_table_entry_t* table,
+  int *result) {
+    char *s;
+
+    if (o == 0 || o == Py_None)
+      return 0;
+    if (PyLong_Check(o))
+      return PyLong_AsInt(o, result);
+    s = PyUnicode_CopyAsString(o);
+    if (s == 0) {
+        PyErr_SetString(PyExc_TypeError, "int, long or string expected");
+        return -1;
+    }
+    /* Do NOT convert string to lowercase */
+    /* Search for exact matches */
+    while (table->name != 0) {
+        if (strcmp(s, table->name) == 0) {
+          *result = table->value;
+          free(s);
+          return 0;
+        }
+        table++;
+    }
+    free(s);
+    PyErr_SetObject(PyExc_ValueError, o);
+    return -1;
+}
+
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_neimode_t
@@ -3039,7 +3089,7 @@ int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *
         {0,0}
     };
 
-  return igraphmodule_PyObject_to_enum(o, edge_type_sw_tt, (int*)result);
+  return igraphmodule_PyObject_to_enum_strict(o, edge_type_sw_tt, (int*)result);
 }
 
 /**
@@ -3054,8 +3104,5 @@ int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq
         {0,0}
     };
 
-  return igraphmodule_PyObject_to_enum(o, realize_degseq_tt, (int*)result);
+  return igraphmodule_PyObject_to_enum_strict(o, realize_degseq_tt, (int*)result);
 }
-
-
-
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 0d1d117a8..24af08abf 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -47,6 +47,8 @@ int PyLong_AsInt(PyObject* obj, int* result);
 
 int igraphmodule_PyObject_to_enum(PyObject *o,
   igraphmodule_enum_translation_table_entry_t *table, int *result);
+int igraphmodule_PyObject_to_enum_strict(PyObject *o,
+  igraphmodule_enum_translation_table_entry_t *table, int *result);
 int igraphmodule_PyObject_to_add_weights_t(PyObject *o, igraph_add_weights_t *result);
 int igraphmodule_PyObject_to_adjacency_t(PyObject *o, igraph_adjacency_t *result);
 int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,

From d639eff315a64bf1046930860e39902000fed19c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 18:33:17 +1000
Subject: [PATCH 0260/1681] Restore case-insensitivity

---
 src/_igraph/convert.c    | 6 ++++--
 tests/test_generators.py | 3 ++-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 9a2f9f80c..2ceb9973a 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -141,7 +141,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
 int igraphmodule_PyObject_to_enum_strict(PyObject *o,
   igraphmodule_enum_translation_table_entry_t* table,
   int *result) {
-    char *s;
+    char *s, *s2;
 
     if (o == 0 || o == Py_None)
       return 0;
@@ -152,7 +152,9 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
         PyErr_SetString(PyExc_TypeError, "int, long or string expected");
         return -1;
     }
-    /* Do NOT convert string to lowercase */
+    /* Convert string to lowercase */
+    for (s2=s; *s2; s2++)
+      *s2 = tolower(*s2);
     /* Search for exact matches */
     while (table->name != 0) {
         if (strcmp(s, table->name) == 0) {
diff --git a/tests/test_generators.py b/tests/test_generators.py
index b9bf37301..49d515df9 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -135,8 +135,9 @@ def testLCF(self):
         self.assertRaises(InternalError, Graph.LCF, 12, (5, -5), -3)
 
     def testRealizeDegreeSequence(self):
+        # Test case insensitivity of options too
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "simple_sw", "smallest",
+            [1, 1], None, "simple_SW", "smallest",
         )
         self.assertFalse(g.is_directed())
 

From 6a99a6ca34d74c588d9359f52e74a4a37f48d9f8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Apr 2021 13:50:38 +0200
Subject: [PATCH 0261/1681] minor tweaks to Realize_Degree_Sequence(), extended
 tests

---
 src/_igraph/convert.c     |  8 +++---
 src/_igraph/graphobject.c | 50 ++++++++++++++++++++---------------
 tests/test_generators.py  | 55 ++++++++++++++++++++++++++-------------
 3 files changed, 70 insertions(+), 43 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 2ceb9973a..52adff732 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3084,10 +3084,10 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
  */
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result) {
   static igraphmodule_enum_translation_table_entry_t edge_type_sw_tt[] = {
-        {"simple_sw", IGRAPH_SIMPLE_SW},
-        {"loops_sw", IGRAPH_LOOPS_SW},
-        {"multi_sw", IGRAPH_MULTI_SW},
-        {"both_sw", IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW},
+        {"simple", IGRAPH_SIMPLE_SW},
+        {"loops", IGRAPH_LOOPS_SW},
+        {"multi", IGRAPH_MULTI_SW},
+        {"all", IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW},
         {0,0}
     };
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5bf29bc19..e45127ed7 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2801,14 +2801,15 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 
   igraph_vector_t outdeg, indeg;
   igraph_vector_t *indegp = 0;
-  igraph_edge_type_sw_t allowed_edge_types;
-  igraph_realize_degseq_t method;
-  PyObject *outdeg_o, *indeg_o, *edge_types_o, *method_o;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  PyObject *outdeg_o, *indeg_o = Py_None;
+  PyObject *edge_types_o = Py_None, *method_o = Py_None;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  static char *kwlist[] = { "outdeg", "indeg", "allowed_edge_types", "method", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOOO", kwlist,
+  static char *kwlist[] = { "out", "in_", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
                                    &outdeg_o, &indeg_o, &edge_types_o, &method_o))
     return NULL;
 
@@ -12668,22 +12669,29 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"Realize_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Degree_Sequence,
     METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-    "Realize_Degree_Sequence(outdeg, indeg, allowed_edge_types, method)\n--\n\n"
-    "Generates a graph from a degree sequence.\n\n"
-    "@param outdeg: the degree sequence of an undirected graph (if indeg=None), "
-    "or the out-degree sequence of a directed graph.\n"
-    "@param indeg: None to generate an undirected graph, the in-degree sequence "
-    "to generate a directed graph.\n"
-    "@param allowed_edge_types: for directed graphs, only 'simple_sw' is currently \n"
-    "implemented. Possible values for undirected graphs are\n"
-    " - 'simple_sw: simple graphs (no self-loops, no multi-edges)\n"
-    " - 'loops_sw': single self-loops allowed, but not multi-edges \n"
-    " - 'multi_sw': multi-edges allowed, but not self-loops \n"
-    " - 'both_sw': multi-edges and self-loops allowed \n"
-    "@param method: possible values are\n"
-    " - 'smallest': The vertex with smallest remaining degree first.\n"
-    " - 'largest': The vertex with the largest remaining degree first.\n"
-    " - 'index': The vertices are selected in order of their index.\n"
+    "Realize_Degree_Sequence(out, in_=None, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
+    "Generates a graph from a degree sequence.\n"
+    "\n"
+    "@param outdeg: the degree sequence of an undirected graph (if indeg=None),\n"
+    "  or the out-degree sequence of a directed graph.\n"
+    "@param indeg: None to generate an undirected graph, the in-degree sequence\n"
+    "  to generate a directed graph.\n"
+    "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+    "  during the generation process. Note that not all combinations are supported\n"
+    "  for all types of graphs; an exception will be raised for unsupported\n"
+    "  combinations. Possible values are:\n"
+    "\n"
+    "    - C{simple}: simple graphs (no self-loops, no multi-edges)\n"
+    "    - C{loops}: single self-loops allowed, but not multi-edges\n"
+    "    - C{multi}: multi-edges allowed, but not self-loops\n"
+    "    - C{all}: multi-edges and self-loops allowed\n"
+    "\n"
+    "@param method: controls how the vertices are selected during the generation\n"
+    "  process. Possible values are:\n"
+    "\n"
+    "    - C{smallest}: The vertex with smallest remaining degree first.\n"
+    "    - C{largest}: The vertex with the largest remaining degree first.\n"
+    "    - C{index}: The vertices are selected in order of their index.\n"
   },
 
   // interface to igraph_ring
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 49d515df9..77ce8023b 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -1,5 +1,6 @@
 import unittest
-from igraph import *
+
+from igraph import Graph, InternalError
 
 
 try:
@@ -137,51 +138,69 @@ def testLCF(self):
     def testRealizeDegreeSequence(self):
         # Test case insensitivity of options too
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "simple_SW", "smallest",
+            [1, 1], None, "simPLE", "smallest",
         )
         self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == [1, 1])
 
         # Not implemented, should fail
-        self.assertRaises(NotImplementedError, Graph.Realize_Degree_Sequence,
-                [1, 1], None, "loops_sw", "largest")
+        self.assertRaises(
+            NotImplementedError, Graph.Realize_Degree_Sequence,
+            [1, 1], None, "loops", "largest"
+        )
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "both_sw", "largest",
+            [1, 1], None, "all", "largest",
         )
         self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == [1, 1])
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "multi_sw", "index",
+            [1, 1], None, "multi", "index",
         )
         self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == [1, 1])
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], [1, 1], "simple_sw", "largest",
+            [1, 1], [1, 1], "simple", "largest",
         )
         self.assertTrue(g.is_directed())
+        self.assertTrue(g.indegree() == [1, 1])
+        self.assertTrue(g.outdegree() == [1, 1])
 
         # Not implemented, should fail
-        self.assertRaises(NotImplementedError, Graph.Realize_Degree_Sequence,
-                [1, 1], [1, 1], "multi_sw", "largest")
-
-        self.assertRaises(ValueError, Graph.Realize_Degree_Sequence,
-                [1, 1], [1, 1], "should_fail", "index")
-        self.assertRaises(ValueError, Graph.Realize_Degree_Sequence,
-                [1, 1], [1, 1], "multi_sw", "should_fail")
+        self.assertRaises(
+            NotImplementedError, Graph.Realize_Degree_Sequence,
+            [1, 1], [1, 1], "multi", "largest"
+        )
 
+        self.assertRaises(
+            ValueError, Graph.Realize_Degree_Sequence,
+            [1, 1], [1, 1], "should_fail", "index"
+        )
+        self.assertRaises(
+            ValueError, Graph.Realize_Degree_Sequence,
+            [1, 1], [1, 1], "multi", "should_fail"
+        )
 
+        # Degree sequence of Zachary karate club, using optional arguments
+        zachary = Graph.Famous("zachary")
+        degrees = zachary.degree()
+        g = Graph.Realize_Degree_Sequence(degrees)
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == degrees)
 
     def testKautz(self):
         g = Graph.Kautz(2, 2)
-        deg_in = g.degree(mode=IN)
-        deg_out = g.degree(mode=OUT)
+        deg_in = g.degree(mode="in")
+        deg_out = g.degree(mode="out")
         # This is not a proper test, but should spot most errors
         self.assertTrue(g.is_directed() and deg_in == [2] * 12 and deg_out == [2] * 12)
 
     def testDeBruijn(self):
         g = Graph.De_Bruijn(2, 3)
-        deg_in = g.degree(mode=IN, loops=True)
-        deg_out = g.degree(mode=OUT, loops=True)
+        deg_in = g.degree(mode="in", loops=True)
+        deg_out = g.degree(mode="out", loops=True)
         # This is not a proper test, but should spot most errors
         self.assertTrue(g.is_directed() and deg_in == [2] * 8 and deg_out == [2] * 8)
 

From db032acbcfcfb7b21ab4806e1e1da6853ae4ac50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Apr 2021 13:51:59 +0200
Subject: [PATCH 0262/1681] chore: bumped igraph to 0.9.2

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 213abc889..7cf14dd11 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 213abc889d360775dfd0c11a406e859827c6dec8
+Subproject commit 7cf14dd11cd1784f6dc12d4e59464350f8f66608

From 7bc508692ed9f5dbb8d567c9d1767ccddcf70d84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Apr 2021 13:58:37 +0200
Subject: [PATCH 0263/1681] doc: mention that Realize_Degree_Sequence uses a
 Havel-Hakimi-style generation process

---
 src/_igraph/graphobject.c | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e45127ed7..722fb6d50 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12672,6 +12672,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "Realize_Degree_Sequence(out, in_=None, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
     "Generates a graph from a degree sequence.\n"
     "\n"
+    "This method implements a Havel-Hakimi style graph construction from a given\n"
+    "degree sequence. In each step, the algorithm picks two vertices in a\n"
+    "deterministic manner and connects them. The way the vertices are picked is\n"
+    "defined by the C{method} parameter. The allowed edge types (i.e. whether\n"
+    "multiple or loop edges are allowed) are specified in the C{allowed_edge_types}\n"
+    "parameter.\n"
+    "\n"
     "@param outdeg: the degree sequence of an undirected graph (if indeg=None),\n"
     "  or the out-degree sequence of a directed graph.\n"
     "@param indeg: None to generate an undirected graph, the in-degree sequence\n"

From 6d4059e0569a3dc7625e5c21c2e02db974b9b66e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 09:37:32 +1000
Subject: [PATCH 0264/1681] First version, passes tests

---
 doc/source/generation.rst  |  1 +
 src/_igraph/graphobject.c  | 66 +++++++++++++++++++++++++++++++++++++-
 src/_igraph/graphobject.h  |  1 +
 src/_igraph/igraphmodule.c |  3 ++
 src/igraph/__init__.py     |  2 ++
 tests/test_games.py        |  9 ++++++
 6 files changed, 81 insertions(+), 1 deletion(-)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 4659406a1..d41da27d4 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -148,6 +148,7 @@ Stochastic graphs can be created according to several different models or games:
  - Erdos-Renyi: :meth:`Graph.Erdos_Renyi`
  - Watts-Strogatz :meth:`Graph.Watts_Strogatz`
  - stochastic block model :meth:`Graph.SBM`
+ - random tree :meth:`Graph.Tree_Game`
  - forest fire game :meth:`Graph.Forest_Fire`
  - random geometric graph :meth:`Graph.GRG`
  - growing :meth:`Graph.Growing_Random`
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 722fb6d50..c118c3b62 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -674,7 +674,7 @@ PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
 }
 
 /**********************************************************************
- * tructural properties                                              *
+ * structural properties                                              *
  **********************************************************************/
 
 /** \ingroup python_interface_graph
@@ -3462,6 +3462,60 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a random tree using one of a few methods.
+ *
+ * This method has three parameters:
+ * - n is the number of nodes in the tree.
+ * - directed is a bool that specifies if the edges should be directed. If so, they
+ * point away from the root.
+ * - method is one of:
+ *   - igraph.RANDOM_TREE_PRUFER (Prufer, directed currently unsupported)
+ *   - igraph.RANDOM_TREE_LERW (loop-erased random walk)
+ *
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_tree
+ */
+PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
+                                  PyObject * args, PyObject * kwds)
+{
+  long int n, directed_o, tree_method_o;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "n", "directed", "method", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lll", kwlist,
+                                   &n, &directed_o, &tree_method_o))
+    return NULL;
+
+  if (n < 0) {
+    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
+    return NULL;
+  }
+
+  switch(tree_method_o) {
+    case IGRAPH_RANDOM_TREE_PRUFER:
+    case IGRAPH_RANDOM_TREE_LERW:
+      break;
+    default:
+    PyErr_SetString(PyExc_ValueError,
+        "Tree method must be igraph.RANDOM_TREE_PRUFER or igraph.RANDOM_TREE_LERW");
+    return NULL;
+  }
+
+  /* The C function takes care of the unsupported case (Prufer/directed) */
+  if (igraph_tree_game(&g, (igraph_integer_t) n, (igraph_bool_t) directed_o,
+        tree_method_o)) {
+      igraphmodule_handle_igraph_error();
+      return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on the Watts-Strogatz model
  * \return a reference to the newly generated Python igraph object
@@ -12821,6 +12875,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param cls: the isomorphism class\n"
    "@param directed: whether the graph should be directed.\n"},
 
+  /* interface to igraph_tree_game */
+  {"Tree_Game", (PyCFunction) igraphmodule_Graph_Tree_Game,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Tree_Game(n, directed, method)\n--\n\n"
+   "Generates a random tree.\n\n"
+   "@param n: the number of vertices in the tree\n"
+   "@param directed: whether the graph should be directed.\n"
+   "@param method: one of RANDOM_TREE_PRUFER or RANDOM_TREE_LERW.\n"
+   }, 
+
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 3ab836942..d9d3c1fc8 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -99,6 +99,7 @@ PyObject* igraphmodule_Graph_Ring(PyTypeObject *type, PyObject *args, PyObject *
 PyObject* igraphmodule_Graph_SBM(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Star(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Tree(PyTypeObject *type, PyObject *args, PyObject *kwds);
+PyObject* igraphmodule_Graph_Tree_Game(PyTypeObject *type, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_Watts_Strogatz(PyTypeObject *type, PyObject *args, PyObject *kwds);
 
 PyObject* igraphmodule_Graph_is_connected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index ea3661c3f..77d087dcc 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -904,6 +904,9 @@ PyObject* PyInit__igraph(void)
   PyModule_AddIntConstant(m, "LOOPS_SW", IGRAPH_LOOPS_SW);
   PyModule_AddIntConstant(m, "MULTI_SW", IGRAPH_MULTI_SW);
 
+  PyModule_AddIntConstant(m, "RANDOM_TREE_PRUFER", IGRAPH_RANDOM_TREE_PRUFER);
+  PyModule_AddIntConstant(m, "RANDOM_TREE_LERW", IGRAPH_RANDOM_TREE_LERW);
+
   /* More useful constants */
   {
     const char* version;
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 547c56a85..32417afa3 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -50,6 +50,8 @@
     IN,
     InternalError,
     OUT,
+    RANDOM_TREE_PRUFER,
+    RANDOM_TREE_LERW,
     REWIRING_SIMPLE,
     REWIRING_SIMPLE_LOOPS,
     STAR_IN,
diff --git a/tests/test_games.py b/tests/test_games.py
index 0af5b9aa2..1d50ef672 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -45,6 +45,15 @@ def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 1)
 
+    def testTreeGame(self):
+        # Prufer algorithm
+        g = Graph.Tree_Game(10, False, RANDOM_TREE_PRUFER)
+        self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
+
+        # LERW algorithm
+        g = Graph.Tree_Game(10, False, RANDOM_TREE_LERW)
+        self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
+
     def testWattsStrogatz(self):
         g = Graph.Watts_Strogatz(1, 20, 1, 0.2)
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 20 and g.ecount() == 20)

From 69e3e1f049729936a58cfcdc24cff8688253c465 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 19 Apr 2021 09:48:41 +1000
Subject: [PATCH 0265/1681] One more test that fails if Prufer + directed is
 chosen

---
 tests/test_games.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tests/test_games.py b/tests/test_games.py
index 1d50ef672..a920d42a9 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -50,6 +50,9 @@ def testTreeGame(self):
         g = Graph.Tree_Game(10, False, RANDOM_TREE_PRUFER)
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
 
+        # Prufer with directed (should fail)
+        self.assertRaises(InternalError, Graph.Tree_Game, 10, True, RANDOM_TREE_PRUFER)
+
         # LERW algorithm
         g = Graph.Tree_Game(10, False, RANDOM_TREE_LERW)
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)

From 61c3428b8cb317a5690bd46fd56a33887ea2879f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 20 Apr 2021 08:11:19 +1000
Subject: [PATCH 0266/1681] Rebase on top of strict conversion function

---
 src/_igraph/convert.c      | 15 +++++++++++++++
 src/_igraph/convert.h      |  1 +
 src/_igraph/graphobject.c  | 30 ++++++++++++++----------------
 src/_igraph/igraphmodule.c |  3 ---
 src/igraph/__init__.py     |  2 --
 tests/test_games.py        |  6 +++---
 6 files changed, 33 insertions(+), 24 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 52adff732..48277893f 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3108,3 +3108,18 @@ int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq
 
   return igraphmodule_PyObject_to_enum_strict(o, realize_degseq_tt, (int*)result);
 }
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_random_tree_t
+ */
+int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *result) {
+  static igraphmodule_enum_translation_table_entry_t random_tree_tt[] = {
+        {"prufer", IGRAPH_RANDOM_TREE_PRUFER},
+        {"lerw", IGRAPH_RANDOM_TREE_LERW},
+        {0,0}
+    };
+
+  return igraphmodule_PyObject_to_enum_strict(o, random_tree_tt, (int*)result);
+}
+
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 24af08abf..19cd98500 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -67,6 +67,7 @@ int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result);
 int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq_t *result);
+int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *result);
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
 int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c118c3b62..dddbf0fa9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3470,8 +3470,9 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * - directed is a bool that specifies if the edges should be directed. If so, they
  * point away from the root.
  * - method is one of:
- *   - igraph.RANDOM_TREE_PRUFER (Prufer, directed currently unsupported)
- *   - igraph.RANDOM_TREE_LERW (loop-erased random walk)
+ *   - 'Prufer' aka sample Pruefer sequences and convert to trees.
+ *   - 'lerw' aka loop-erased random walk on the complete graph to sample spanning
+ *     trees.
  *
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_tree
@@ -3479,13 +3480,16 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
                                   PyObject * args, PyObject * kwds)
 {
-  long int n, directed_o, tree_method_o;
+  long int n;
+  PyObject *directed_o, *tree_method_o;
+  igraph_bool_t directed;
+  igraph_random_tree_t tree_method;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "directed", "method", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lll", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lOO", kwlist,
                                    &n, &directed_o, &tree_method_o))
     return NULL;
 
@@ -3494,19 +3498,13 @@ PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
     return NULL;
   }
 
-  switch(tree_method_o) {
-    case IGRAPH_RANDOM_TREE_PRUFER:
-    case IGRAPH_RANDOM_TREE_LERW:
-      break;
-    default:
-    PyErr_SetString(PyExc_ValueError,
-        "Tree method must be igraph.RANDOM_TREE_PRUFER or igraph.RANDOM_TREE_LERW");
+  directed = PyObject_IsTrue(directed_o);
+
+  if (igraphmodule_PyObject_to_random_tree_t(tree_method_o, &tree_method))
     return NULL;
-  }
 
-  /* The C function takes care of the unsupported case (Prufer/directed) */
-  if (igraph_tree_game(&g, (igraph_integer_t) n, (igraph_bool_t) directed_o,
-        tree_method_o)) {
+  if (igraph_tree_game(&g, (igraph_integer_t) n, directed,
+        tree_method)) {
       igraphmodule_handle_igraph_error();
       return NULL;
   }
@@ -12882,7 +12880,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Generates a random tree.\n\n"
    "@param n: the number of vertices in the tree\n"
    "@param directed: whether the graph should be directed.\n"
-   "@param method: one of RANDOM_TREE_PRUFER or RANDOM_TREE_LERW.\n"
+   "@param method: one of 'Prufer' or 'lerw'.\n"
    }, 
 
   /* interface to igraph_watts_strogatz_game */
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 77d087dcc..ea3661c3f 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -904,9 +904,6 @@ PyObject* PyInit__igraph(void)
   PyModule_AddIntConstant(m, "LOOPS_SW", IGRAPH_LOOPS_SW);
   PyModule_AddIntConstant(m, "MULTI_SW", IGRAPH_MULTI_SW);
 
-  PyModule_AddIntConstant(m, "RANDOM_TREE_PRUFER", IGRAPH_RANDOM_TREE_PRUFER);
-  PyModule_AddIntConstant(m, "RANDOM_TREE_LERW", IGRAPH_RANDOM_TREE_LERW);
-
   /* More useful constants */
   {
     const char* version;
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 32417afa3..547c56a85 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -50,8 +50,6 @@
     IN,
     InternalError,
     OUT,
-    RANDOM_TREE_PRUFER,
-    RANDOM_TREE_LERW,
     REWIRING_SIMPLE,
     REWIRING_SIMPLE_LOOPS,
     STAR_IN,
diff --git a/tests/test_games.py b/tests/test_games.py
index a920d42a9..40a4d50f7 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -47,14 +47,14 @@ def testAsymmetricPreference(self):
 
     def testTreeGame(self):
         # Prufer algorithm
-        g = Graph.Tree_Game(10, False, RANDOM_TREE_PRUFER)
+        g = Graph.Tree_Game(10, False, "Prufer")
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
 
         # Prufer with directed (should fail)
-        self.assertRaises(InternalError, Graph.Tree_Game, 10, True, RANDOM_TREE_PRUFER)
+        self.assertRaises(InternalError, Graph.Tree_Game, 10, True, "Prufer")
 
         # LERW algorithm
-        g = Graph.Tree_Game(10, False, RANDOM_TREE_LERW)
+        g = Graph.Tree_Game(10, False, "lerw")
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
 
     def testWattsStrogatz(self):

From f91bfd229b09f1ad6235f9b9a8fffe851d97d88e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 20 Apr 2021 15:52:26 +0200
Subject: [PATCH 0267/1681] feat: added Graph.is_tree()

---
 src/_igraph/graphobject.c | 88 ++++++++++++++++++++++++++++++++-------
 tests/test_structural.py  | 40 ++++++++++++++++++
 2 files changed, 113 insertions(+), 15 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dddbf0fa9..8c348dde1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -536,6 +536,40 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject *self) {
   Py_RETURN_FALSE;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Determines whether a graph is a (directed or undirected) tree
+ * \sa igraph_is_tree
+ */
+PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  static char *kwlist[] = { "mode", NULL };
+  PyObject *mode_o = Py_None;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_bool_t result;
+  int retval;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
+    return NULL;
+  }
+
+  if (igraph_is_tree(&self->g, &result, /* root = */ 0, mode)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (result) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
 /** \ingroup python_interface_graph
  * \brief Adds vertices to an \c igraph.Graph
  * \return the extended \c igraph.Graph object
@@ -674,7 +708,7 @@ PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
 }
 
 /**********************************************************************
- * structural properties                                              *
+ * Structural properties                                              *
  **********************************************************************/
 
 /** \ingroup python_interface_graph
@@ -3478,18 +3512,18 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * \sa igraph_tree
  */
 PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
-                                  PyObject * args, PyObject * kwds)
+                                       PyObject * args, PyObject * kwds)
 {
   long int n;
-  PyObject *directed_o, *tree_method_o;
+  PyObject *directed_o = Py_False, *tree_method_o = Py_None;
   igraph_bool_t directed;
-  igraph_random_tree_t tree_method;
+  igraph_random_tree_t tree_method = IGRAPH_RANDOM_TREE_LERW;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "directed", "method", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|OO", kwlist,
                                    &n, &directed_o, &tree_method_o))
     return NULL;
 
@@ -12124,7 +12158,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is directed, C{False} otherwise.\n"
    "@rtype: boolean"},
 
-  // interface to igraph_is_simple
+  /* interface to igraph_is_simple */
   {"is_simple", (PyCFunction) igraphmodule_Graph_is_simple,
    METH_NOARGS,
    "is_simple()\n--\n\n"
@@ -12132,6 +12166,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  /* interface to igraph_is_tree */
+  {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_tree(mode=\"out\")\n--\n\n"
+   "Checks whether the graph is a (directed or undirected) tree graph.\n\n"
+   "For directed trees, the function may require that the edges are oriented\n"
+   "outwards from the root or inwards to the root, depending on the value\n"
+   "of the C{mode} argument.\n\n"
+   "@param mode: for directed graphs, specifies how the edge directions\n"
+   "  should be taken into account. C{\"all\"} means that the edge directions\n"
+   "  must be ignored, C{\"out\"} means that the edges must be oriented away\n"
+   "  from the root, C{\"in\"} means that the edges must be oriented\n"
+   "  towards the root. Ignored for undirected graphs.\n"
+   "@return: C{True} if the graph is a tree, C{False} otherwise.\n"
+   "@rtype: boolean"},
+
   /* interface to igraph_add_vertices */
   {"add_vertices", (PyCFunction) igraphmodule_Graph_add_vertices,
    METH_VARARGS,
@@ -12740,10 +12790,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "  for all types of graphs; an exception will be raised for unsupported\n"
     "  combinations. Possible values are:\n"
     "\n"
-    "    - C{simple}: simple graphs (no self-loops, no multi-edges)\n"
-    "    - C{loops}: single self-loops allowed, but not multi-edges\n"
-    "    - C{multi}: multi-edges allowed, but not self-loops\n"
-    "    - C{all}: multi-edges and self-loops allowed\n"
+    "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+    "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+    "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+    "    - C{\"all\"}: multi-edges and self-loops allowed\n"
     "\n"
     "@param method: controls how the vertices are selected during the generation\n"
     "  process. Possible values are:\n"
@@ -12876,12 +12926,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_tree_game */
   {"Tree_Game", (PyCFunction) igraphmodule_Graph_Tree_Game,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Tree_Game(n, directed, method)\n--\n\n"
-   "Generates a random tree.\n\n"
+   "Tree_Game(n, directed=False, method=\"lerw\")\n--\n\n"
+   "Generates a random tree by sampling uniformly from the set of labelled\n"
+   "trees with a given number of nodes.\n\n"
    "@param n: the number of vertices in the tree\n"
-   "@param directed: whether the graph should be directed.\n"
-   "@param method: one of 'Prufer' or 'lerw'.\n"
-   }, 
+   "@param directed: whether the graph should be directed\n"
+   "@param method: the generation method to be used. One of the following:\n"
+   "  \n"
+   "    - C{\"prufer\"} -- samples Prufer sequences uniformly, then converts\n"
+   "      them to trees\n"
+   "    - C{\"lerw\"} -- performs a loop-erased random walk on the complete\n"
+   "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
+   "      This is the default choice as it supports both directed and\n"
+   "      undirected graphs.\n"
+  }, 
 
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 148cf8539..545733d1e 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -527,6 +527,46 @@ def testIsDAG(self):
         g = Graph.Ring(10, directed=True, mutual=False)
         self.assertFalse(g.is_dag())
 
+    def testIsTree(self):
+        g = Graph()
+        self.assertFalse(g.is_tree())
+
+        g = Graph(directed=True)
+        self.assertFalse(g.is_tree())
+
+        g = Graph(1)
+        self.assertTrue(g.is_tree())
+
+        g = Graph(1, directed=True)
+        self.assertTrue(g.is_tree() and g.is_tree("out") and g.is_tree("in") and g.is_tree("all"))
+
+        g = Graph(5, [(0, 1), (1, 2), (1, 3), (3, 4)])
+        self.assertTrue(g.is_tree())
+
+        g = Graph(5, [(0, 1), (1, 2), (1, 3), (3, 4)], directed=True)
+        self.assertTrue(g.is_tree())
+        self.assertTrue(g.is_tree("out"))
+        self.assertFalse(g.is_tree("in"))
+        self.assertTrue(g.is_tree("all"))
+
+        g = Graph(5, [(0, 1), (1, 2), (3, 1), (3, 4)], directed=True)
+        self.assertFalse(g.is_tree())
+        self.assertFalse(g.is_tree("in"))
+        self.assertFalse(g.is_tree("out"))
+        self.assertTrue(g.is_tree("all"))
+
+        g = Graph(6, [(0, 4), (1, 5), (2, 1), (3, 1), (4, 3)], directed=True)
+        self.assertFalse(g.is_tree())
+        self.assertTrue(g.is_tree("in"))
+        self.assertFalse(g.is_tree("out"))
+        self.assertTrue(g.is_tree("all"))
+
+        g = Graph.Ring(10)
+        self.assertFalse(
+            g.is_tree() or g.is_tree("in") or g.is_tree("out") or
+            g.is_tree("all")
+        )
+
     def testLineGraph(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         el = g.linegraph().get_edgelist()

From ee2f7be35812df608142c36a2832cba7c818c2dc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 20 Apr 2021 15:52:47 +0200
Subject: [PATCH 0268/1681] test: extended Tree_Game() tests with checks that
 validate whether the graph is indeed a tree

---
 tests/test_games.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/tests/test_games.py b/tests/test_games.py
index 40a4d50f7..5b1a35ed1 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -49,6 +49,8 @@ def testTreeGame(self):
         # Prufer algorithm
         g = Graph.Tree_Game(10, False, "Prufer")
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_tree())
 
         # Prufer with directed (should fail)
         self.assertRaises(InternalError, Graph.Tree_Game, 10, True, "Prufer")
@@ -56,6 +58,20 @@ def testTreeGame(self):
         # LERW algorithm
         g = Graph.Tree_Game(10, False, "lerw")
         self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_tree())
+
+        # Omitting the algorithm should default to LERW
+        g = Graph.Tree_Game(10, directed=True)
+        self.assertTrue(isinstance(g, Graph) and g.vcount() == 10)
+        self.assertTrue(g.is_directed())
+        self.assertTrue(g.is_tree())
+
+        # Omitting the directed argument should use undirected graphs
+        g = Graph.Tree_Game(42, method="Prufer")
+        self.assertTrue(isinstance(g, Graph) and g.vcount() == 42)
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_tree())
 
     def testWattsStrogatz(self):
         g = Graph.Watts_Strogatz(1, 20, 1, 0.2)

From 4578205f1a86cec1243ab70dca905ba6315b21f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 20 Apr 2021 15:56:11 +0200
Subject: [PATCH 0269/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c8fea258e..613abf7bc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,16 @@
 # igraph Python interface changelog
 
+## Unreleased
+
+### Added
+
+* Added `Graph.is_tree()` to test whether a graph is a tree.
+
+* Added `Graph.Realize_Degree_Sequence()` to construct a graph that realizes a
+  given degree sequence, using a deterministic (Havel-Hakimi-style) algorithm.
+
+* Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
+
 ## 0.9.1
 
 ### Changed

From fab33f15ebf094399123beed0b0286bf31a63f8d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 15:06:24 +0200
Subject: [PATCH 0270/1681] feat: trying to support Apple Silicon (arm64)
 wheels via cibuildwheel

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7cd1e6844..2e2683e2b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -64,6 +64,7 @@ jobs:
       - name: Build wheels
         uses: joerick/cibuildwheel@v1.10.0
         env:
+          CIBW_ARCHS_MACOS: "x86_64 arm64"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
 
       - uses: actions/upload-artifact@v2

From ea91cc99b9a77d61daab4469daec0cae7dce89bc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 15:52:38 +0200
Subject: [PATCH 0271/1681] fix: handle build failures in the C core of igraph
 properly

---
 setup.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/setup.py b/setup.py
index ffa7dedac..37c34702f 100644
--- a/setup.py
+++ b/setup.py
@@ -571,6 +571,11 @@ def compile_igraph_from_vendor_source(self):
         finally:
             os.chdir(cwd)
 
+        if libraries is False:
+            print("Build failed for the C core of igraph.")
+            print("")
+            return False
+
         igraph_builder.create_build_config_file(install_folder, libraries)
 
         self.use_vendored_igraph()

From c789bebec1705dd420aa158f206dd192142719f8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 16:14:59 +0200
Subject: [PATCH 0272/1681] exit when building the C core fails

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 37c34702f..5f2e4a5b0 100644
--- a/setup.py
+++ b/setup.py
@@ -574,7 +574,7 @@ def compile_igraph_from_vendor_source(self):
         if libraries is False:
             print("Build failed for the C core of igraph.")
             print("")
-            return False
+            sys.exit(1)
 
         igraph_builder.create_build_config_file(install_folder, libraries)
 

From fce6e1a6422297426b27cc79fefb95f8cfed1b5b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 16:17:02 +0200
Subject: [PATCH 0273/1681] fix: remove unused variable

---
 src/_igraph/graphobject.c | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8c348dde1..6dc02cfff 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -548,7 +548,6 @@ PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
   PyObject *mode_o = Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_bool_t result;
-  int retval;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o)) {
     return NULL;

From 921ee3e2b4931027e58aa67dcbf70bd0a69628de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 16:19:00 +0200
Subject: [PATCH 0274/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7cf14dd11..9fdd510c2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7cf14dd11cd1784f6dc12d4e59464350f8f66608
+Subproject commit 9fdd510c257ccbc0919be2637de1f16d3bff57da

From 2077777ae38a0feff9b037552af42e48708e4e18 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 1 May 2021 16:19:15 +0200
Subject: [PATCH 0275/1681] style: minor formatting in src/_igraph/attributes.c

---
 src/_igraph/attributes.c | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 191b9124b..7c4eb8749 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -820,9 +820,11 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
+  
   for (i = 0; i < len; i++) {
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int j, n = igraph_vector_size(v);
+
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -831,10 +833,12 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
     }
     item = PyObject_CallFunctionObjArgs(func, list, 0);
     Py_DECREF(list);
+
     if (item == 0) {
       Py_DECREF(res);
       return 0;
     }
+
     PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
   }
 
@@ -1150,6 +1154,7 @@ static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   Py_ssize_t pos;
   igraph_attribute_combination_record_t* todo;
   Py_ssize_t i, n;
+  
   if (!PyDict_Check(dict) || !PyDict_Check(newdict)) return 1;
 
   /* Allocate memory for the attribute_combination_records */
@@ -1282,8 +1287,8 @@ static int igraphmodule_i_attribute_combine_vertices(const igraph_t *graph,
   int result;
 
   /* Get the attribute dicts */
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
-  newdict=ATTR_STRUCT_DICT(newgraph)[ATTRHASH_IDX_VERTEX];
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
+  newdict = ATTR_STRUCT_DICT(newgraph)[ATTRHASH_IDX_VERTEX];
 
   /* Combine the attribute dicts */
   result = igraphmodule_i_attribute_combine_dicts(dict, newdict,

From 4632c99e34756fe771472ea16efd780a66c81ca2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 May 2021 18:20:53 +0200
Subject: [PATCH 0276/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9fdd510c2..ecbe39a4e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9fdd510c257ccbc0919be2637de1f16d3bff57da
+Subproject commit ecbe39a4eb8d4319633e3e364fd72fe7fe9ae109

From 1d3a465232c88f8fc218f81a80aa38417ae6080e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 May 2021 21:01:02 +0200
Subject: [PATCH 0277/1681] ci: bump cibuildwheel action to v1.11.0

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2e2683e2b..2c05589e4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -119,7 +119,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v1.11.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a310852c554b223aa23532d9fba502cb536f81a2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 May 2021 23:08:12 +0200
Subject: [PATCH 0278/1681] feat: updated minimal Docker image file; we don't
 need to compile igraph in Docker now

---
 docker/minimal/Dockerfile | 23 +++--------------------
 1 file changed, 3 insertions(+), 20 deletions(-)

diff --git a/docker/minimal/Dockerfile b/docker/minimal/Dockerfile
index 7a598ebb4..d389de1d5 100644
--- a/docker/minimal/Dockerfile
+++ b/docker/minimal/Dockerfile
@@ -1,25 +1,8 @@
-FROM alpine:latest AS builder
+FROM python:latest
 MAINTAINER Tamas Nepusz <ntamas@gmail.com>
 LABEL Description="Simple Docker image that contains a pre-compiled version of igraph's Python interface"
 
-RUN apk add --no-cache --update \
-  make gcc g++ libstdc++ git python3-dev libxslt-dev libxml2-dev libc-dev \
-  libffi-dev zlib-dev py-pip libxml2 zlib libtool autoconf automake \
-  flex bison \
-  && rm -rf /var/cache/apk/*
+RUN pip3 install python-igraph cairocffi
 
-RUN pip3 install git+https://github.com/igraph/python-igraph
-RUN pip3 install cairocffi
-
-FROM alpine:latest
-
-RUN apk add --no-cache --update \
-  python3 libstdc++ libxml2 libxslt zlib cairo \
-  && rm -rf /var/cache/apk/*
-
-COPY --from=builder /usr/lib/python3.7/site-packages/cairocffi /usr/lib/python3.7/site-packages/cairocffi
-COPY --from=builder /usr/lib/python3.7/site-packages/igraph /usr/lib/python3.7/site-packages/igraph
-COPY --from=builder /usr/bin/igraph /usr/bin
-
-CMD /usr/bin/igraph
+CMD /usr/local/bin/igraph
 

From 2054f463ec7454e01d17ff774d7ffc81b808803b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 14:25:30 +0200
Subject: [PATCH 0279/1681] fix: removed unneeded manylinux.docker file as we
 now use cibuildwheel in Github Actions

---
 .gitignore              |  1 -
 docker/manylinux.docker | 28 ----------------------------
 2 files changed, 29 deletions(-)
 delete mode 100644 docker/manylinux.docker

diff --git a/.gitignore b/.gitignore
index a285acca8..918256eeb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,7 +12,6 @@ src/igraph/*.so
 .tox
 .venv/
 .vscode/
-docker/wheelhouse
 vendor/build/
 vendor/install/
 Pipfile
diff --git a/docker/manylinux.docker b/docker/manylinux.docker
deleted file mode 100644
index 77d8ce18e..000000000
--- a/docker/manylinux.docker
+++ /dev/null
@@ -1,28 +0,0 @@
-# manylinux.docker -- dockerfile for generating manylinux wheel
-
-FROM quay.io/pypa/manylinux2010_x86_64
-MAINTAINER awinter.public@gmail.com
-
-RUN echo "multilib_policy=best" >> /etc/yum.conf
-RUN yum install -y flex bison zlib-devel libxml2-devel
-# kill static libxml2 as per http://lists.gnu.org/archive/html/igraph-help/2014-05/msg00045.html
-# RUN mv /usr/lib64/libxml2.a /usr/lib64/libxml2.a.org
-
-COPY ./ /python-igraph/
-RUN mkdir /wheelhouse
-WORKDIR /python-igraph
-
-# Do not create bytecode files -- this will make setup.py try to compile the C
-# extension first, without compiling the C core. This should be fixed in
-# setup.py later, though.
-ENV PYTHONDONTWRITEBYTECODE=1
-
-RUN /bin/bash -c "for PYBIN in /opt/python/*/bin; do \
-    echo \$PYBIN; \
-    \$PYBIN/pip wheel . -w /wheelhouse; \
-done"
-
-# Bundle external shared libraries into the wheels
-RUN /bin/bash -c "for whl in /wheelhouse/*.whl; do \
-    auditwheel repair \$whl -w /wheelhouse/; \
-done"

From 2baed119aac8355d561876cbd383f34c5004ee3a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 18:19:04 +0200
Subject: [PATCH 0280/1681] feat: added more modes for Graph.to_directed(),
 closes #376

---
 CHANGELOG.md              |  6 +++++
 src/_igraph/convert.c     | 25 +++++++++++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 50 +++++++++++++++++++++++++++-----------
 tests/test_conversion.py  | 51 +++++++++++++++++++++++++++++++++++++--
 5 files changed, 117 insertions(+), 16 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 613abf7bc..7d7a9f11c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,12 @@
 
 * Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
 
+* `Graph.to_directed()` now supports a `mode=...` keyword argument.
+
+### Deprecated
+
+* `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
+
 ## 0.9.1
 
 ### Changed
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 48277893f..b9f0ad18d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -641,6 +641,31 @@ int igraphmodule_PyObject_to_subgraph_implementation_t(PyObject *o,
   return igraphmodule_PyObject_to_enum(o, subgraph_impl_tt, (int*)result);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_to_directed_t
+ */
+int igraphmodule_PyObject_to_to_directed_t(PyObject *o,
+  igraph_to_directed_t *result) {
+  static igraphmodule_enum_translation_table_entry_t to_directed_tt[] = {
+        {"acyclic",   IGRAPH_TO_DIRECTED_ACYCLIC},
+        {"arbitrary", IGRAPH_TO_DIRECTED_ARBITRARY},
+        {"mutual",    IGRAPH_TO_DIRECTED_MUTUAL},
+        {"random",    IGRAPH_TO_DIRECTED_RANDOM},
+        {0,0}
+  };
+
+  if (o == Py_True) {
+    *result = IGRAPH_TO_DIRECTED_MUTUAL;
+    return 0;
+  } else if (o == Py_False) {
+    *result = IGRAPH_TO_DIRECTED_ARBITRARY;
+    return 0;
+  }
+
+  return igraphmodule_PyObject_to_enum(o, to_directed_tt, (int*)result);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_to_undirected_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 19cd98500..bff912b83 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -75,6 +75,7 @@ int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spin
 int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_update_t *result);
 int igraphmodule_PyObject_to_star_mode_t(PyObject *o, igraph_star_mode_t *result);
 int igraphmodule_PyObject_to_subgraph_implementation_t(PyObject *o, igraph_subgraph_implementation_t *result);
+int igraphmodule_PyObject_to_to_directed_t(PyObject *o, igraph_to_directed_t *result);
 int igraphmodule_PyObject_to_to_undirected_t(PyObject *o, igraph_to_undirected_t *result);
 int igraphmodule_PyObject_to_transitivity_mode_t(PyObject *o, igraph_transitivity_mode_t *result);
 int igraphmodule_PyObject_to_tree_mode_t(PyObject *o, igraph_tree_mode_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6dc02cfff..cacb41592 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -608,9 +608,9 @@ PyObject *igraphmodule_Graph_delete_vertices(igraphmodule_GraphObject * self,
 
   /*Py_None also means all for now, but it is deprecated */
   if (list == Py_None) {
-        PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
-                   "deprecated since igraph 0.8.3, please use "
-                   "Graph.delete_vertices() instead");
+    PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
+               "deprecated since igraph 0.8.3, please use "
+               "Graph.delete_vertices() instead");
   }
 
   /* this already converts no arguments and Py_None to all vertices */
@@ -7850,18 +7850,36 @@ PyObject *igraphmodule_Graph_to_undirected(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_to_directed(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
-  PyObject *mutual = Py_True;
+  PyObject *mutual_o = Py_None;
+  PyObject *mode_o = Py_None;
   igraph_to_directed_t mode = IGRAPH_TO_DIRECTED_MUTUAL;
-  static char *kwlist[] = { "mutual", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mutual))
+  static char *kwlist[] = { "mode", "mutual", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &mutual_o))
     return NULL;
-  mode =
-    (PyObject_IsTrue(mutual) ? IGRAPH_TO_DIRECTED_MUTUAL :
-     IGRAPH_TO_DIRECTED_ARBITRARY);
+
+  if (mode_o == Py_None) {
+    /* mode argument omitted so we fall back to 'mutual' for sake of
+     * compatibility and print a warning */
+    if (mutual_o == Py_None) {
+      /* mutual was not given either, so this is okay */
+      mode = IGRAPH_TO_DIRECTED_MUTUAL;
+    } else {
+      mode = PyObject_IsTrue(mutual_o) ? IGRAPH_TO_DIRECTED_MUTUAL : IGRAPH_TO_DIRECTED_ARBITRARY;
+      PyErr_Warn(PyExc_DeprecationWarning, "The 'mutual' argument is deprecated since "
+                 "igraph 0.9.3, please use mode=... instead");
+    }
+  } else {
+    if (igraphmodule_PyObject_to_to_directed_t(mode_o, &mode)) {
+      return NULL;
+    }
+  }
+
   if (igraph_to_directed(&self->g, mode)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
+
   Py_RETURN_NONE;
 }
 
@@ -14802,14 +14820,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_incidence()\n\n"},
 
-  // interface to igraph_to_directed
+  /* interface to igraph_to_directed */
   {"to_directed", (PyCFunction) igraphmodule_Graph_to_directed,
    METH_VARARGS | METH_KEYWORDS,
-   "to_directed(mutual=True)\n--\n\n"
+   "to_directed(mode=\"mutual\")\n--\n\n"
    "Converts an undirected graph to directed.\n\n"
-   "@param mutual: C{True} if mutual directed edges should be\n"
-   "  created for every undirected edge. If C{False}, a directed\n"
-   "  edge with arbitrary direction is created.\n"},
+   "@param mode: specifies how to convert undirected edges into\n"
+   "  directed ones. C{True} or C{\"mutual\"} creates a mutual edge pair\n"
+   "  for each undirected edge. C{False} or C{\"arbitrary\"} picks an\n"
+   "  arbitrary (but deterministic) edge direction for each edge.\n"
+   "  C{\"random\"} picks a random direction for each edge. C{\"acyclic\"}\n"
+   "  picks the edge directions in a way that the resulting graph will be\n"
+   "  acyclic if there were no self-loops in the original graph.\n"
 
   // interface to igraph_to_undirected
   {"to_undirected", (PyCFunction) igraphmodule_Graph_to_undirected,
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 6c3860806..aac08af5a 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -1,5 +1,7 @@
+import random
 import unittest
-from igraph import *
+
+from igraph import Graph, Matrix
 
 
 class DirectedUndirectedTests(unittest.TestCase):
@@ -37,7 +39,7 @@ def testToUndirected(self):
             graph2.es["weight"] == [7, 3, 11] or graph2.es["weight"] == [3, 7, 11]
         )
 
-    def testToDirected(self):
+    def testToDirectedNoModeArg(self):
         graph = Graph([(0, 1), (0, 2), (2, 3), (2, 4)], directed=False)
         graph.to_directed()
         self.assertTrue(graph.is_directed())
@@ -47,6 +49,51 @@ def testToDirected(self):
             == [(0, 1), (0, 2), (1, 0), (2, 0), (2, 3), (2, 4), (3, 2), (4, 2)]
         )
 
+    def testToDirectedMutual(self):
+        graph = Graph([(0, 1), (0, 2), (2, 3), (2, 4)], directed=False)
+        graph.to_directed("mutual")
+        self.assertTrue(graph.is_directed())
+        self.assertTrue(graph.vcount() == 5)
+        self.assertTrue(
+            sorted(graph.get_edgelist())
+            == [(0, 1), (0, 2), (1, 0), (2, 0), (2, 3), (2, 4), (3, 2), (4, 2)]
+        )
+
+    def testToDirectedAcyclic(self):
+        graph = Graph([(0, 1), (2, 0), (3, 0), (3, 0), (4, 2)], directed=False)
+        graph.to_directed("acyclic")
+        self.assertTrue(graph.is_directed())
+        self.assertTrue(graph.vcount() == 5)
+        print(graph.get_edgelist())
+        self.assertTrue(
+            sorted(graph.get_edgelist())
+            == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
+        )
+
+    def testToDirectedRandom(self):
+        random.seed(0)
+
+        graph = Graph.Ring(200, directed=False)
+        graph.to_directed("random")
+
+        self.assertTrue(graph.is_directed())
+        self.assertTrue(graph.vcount() == 200)
+        edgelist1 = sorted(graph.get_edgelist())
+
+        graph = Graph.Ring(200, directed=False)
+        graph.to_directed("random")
+
+        self.assertTrue(graph.is_directed())
+        self.assertTrue(graph.vcount() == 200)
+        edgelist2 = sorted(graph.get_edgelist())
+
+        self.assertTrue(edgelist1 != edgelist2)
+
+    def testToDirectedInvalidMode(self):
+        graph = Graph([(0, 1), (0, 2), (2, 3), (2, 4)], directed=False)
+        with self.assertRaises(ValueError):
+            graph.to_directed("no-such-mode")
+
 
 class GraphRepresentationTests(unittest.TestCase):
     def testGetAdjacency(self):

From 3146714fff466c486d0dca57ffcc599e92919874 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 18:19:14 +0200
Subject: [PATCH 0281/1681] feat: updated igraph to 0.9.3

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ecbe39a4e..a4be06863 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ecbe39a4eb8d4319633e3e364fd72fe7fe9ae109
+Subproject commit a4be0686333f2e9fe38b3bc7a23b9073e848f77a

From 65b1e4c24edf9c60b3d83bfa9dc34b3697a3d381 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 18:20:14 +0200
Subject: [PATCH 0282/1681] doc: updated changelog, slowly preparing for 0.9.3

---
 CHANGELOG.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7d7a9f11c..caaffc782 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## Unreleased
+## 0.9.3
 
 ### Added
 
@@ -13,10 +13,15 @@
 
 * `Graph.to_directed()` now supports a `mode=...` keyword argument.
 
+### Changed
+
+* Updated igraph dependency to 0.9.3.
+
 ### Deprecated
 
 * `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
 
+
 ## 0.9.1
 
 ### Changed

From 10d9d2e010f0f18c5038e009d54a89e50922465d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 18:32:22 +0200
Subject: [PATCH 0283/1681] fix: added missing closing bracket that I
 accidentally removed in the previous commit

---
 src/_igraph/graphobject.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index cacb41592..31ffe0caf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14832,6 +14832,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  C{\"random\"} picks a random direction for each edge. C{\"acyclic\"}\n"
    "  picks the edge directions in a way that the resulting graph will be\n"
    "  acyclic if there were no self-loops in the original graph.\n"
+  },
 
   // interface to igraph_to_undirected
   {"to_undirected", (PyCFunction) igraphmodule_Graph_to_undirected,

From 52df5180289cfe916766dab4022fc6cc35caf86b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 May 2021 18:32:51 +0200
Subject: [PATCH 0284/1681] fix: deprecated partial string matches in
 conversions to enum members, closes #387

---
 CHANGELOG.md          |  6 ++++
 src/_igraph/convert.c | 82 ++++++++++++++++++++++++++++---------------
 2 files changed, 60 insertions(+), 28 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index caaffc782..b9edadb98 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,12 @@
 
 ### Deprecated
 
+* Functions and methods that take string arguments that represent an underlying
+  enum in the C core of igraph now print a deprecation warning when provided
+  with a string that does not match one of the enum member names (as documented
+  in the docstrings) exactly. Partial matches will be removed in the next
+  minor or major version, whichever comes first.
+
 * `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
 
 
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b9f0ad18d..269b7bccc 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -83,42 +83,68 @@ int PyLong_AsInt(PyObject* obj, int* result) {
 int igraphmodule_PyObject_to_enum(PyObject *o,
   igraphmodule_enum_translation_table_entry_t* table,
   int *result) {
-    char *s, *s2;
-    int i, best, best_result, best_unique;
 
-    if (o == 0 || o == Py_None)
+  char *s, *s2;
+  int i, best, best_result, best_unique;
+
+  if (o == 0 || o == Py_None)
+    return 0;
+
+  if (PyLong_Check(o))
+    return PyLong_AsInt(o, result);
+
+  s = PyUnicode_CopyAsString(o);
+  if (s == 0) {
+    PyErr_SetString(PyExc_TypeError, "int, long or string expected");
+    return -1;
+  }
+
+  /* Convert string to lowercase */
+  for (s2 = s; *s2; s2++) {
+    *s2 = tolower(*s2);
+  }
+
+  /* Search for matches */
+  best = 0; best_unique = 0; best_result = -1;
+  while (table->name != 0) {
+    if (strcmp(s, table->name) == 0) {
+      /* Exact match found */
+      *result = table->value;
+      free(s);
       return 0;
-    if (PyLong_Check(o))
-      return PyLong_AsInt(o, result);
-    s = PyUnicode_CopyAsString(o);
-    if (s == 0) {
-        PyErr_SetString(PyExc_TypeError, "int, long or string expected");
-        return -1;
     }
-    /* Convert string to lowercase */
-    for (s2=s; *s2; s2++)
-      *s2 = tolower(*s2);
-    best = 0; best_unique = 0; best_result = -1;
-    /* Search for matches */
-    while (table->name != 0) {
-        if (strcmp(s, table->name) == 0) {
-          *result = table->value;
-          free(s);
-          return 0;
-        }
-        for (i=0; s[i] == table->name[i]; i++);
-        if (i > best) {
-            best = i; best_unique = 1; best_result = table->value;
-        } else if (i == best) best_unique = 0;
-        table++;
+
+    /* Find length of longest prefix that matches */
+    for (i = 0; s[i] == table->name[i]; i++);
+
+    if (i > best) {
+      /* Found a better match than before */
+      best = i; best_unique = 1; best_result = table->value;
+    } else if (i == best) {
+      /* Best match is not unique */
+      best_unique = 0;
     }
-    free(s);
-    if (best_unique) { *result = best_result; return 0; }
+
+    table++;
+  }
+
+  free(s);
+
+  if (best_unique) {
+    PyErr_Warn(
+      PyExc_DeprecationWarning,
+      "Partial string matches of enum members are deprecated since igraph 0.9.3; "
+      "use strings that identify an enum member unambiguously."
+    );
+
+    *result = best_result;
+    return 0;
+  } else {
     PyErr_SetObject(PyExc_ValueError, o);
     return -1;
+  }
 }
 
-
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to a corresponding igraph enum, strictly.

From 1c87aa9a0118d66fde21fcc6de6ffb2f13851b5b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 21 May 2021 11:17:43 +0200
Subject: [PATCH 0285/1681] doc: fix quoting of 'None' in igraph.drawing.plot()

---
 src/igraph/drawing/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index e099c0dd8..8c9723b40 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -465,7 +465,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       is 20 on each side.
 
     @keyword inline: whether to try and show the plot object inline in the
-      current IPython notebook. Passing ``None`` here or omitting this keyword
+      current IPython notebook. Passing C{None} here or omitting this keyword
       argument will look up the preferred behaviour from the
       C{shell.ipython.inlining.Plot} configuration key.  Note that this keyword
       argument has an effect only if igraph is run inside IPython and C{target}

From f6eb8cf93443d3cca8d52716979bba971c047911 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 27 May 2021 20:24:04 +0200
Subject: [PATCH 0286/1681] improve from_networkx performance

---
 src/igraph/__init__.py | 17 ++++++++++-------
 1 file changed, 10 insertions(+), 7 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 547c56a85..8995047b5 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1920,6 +1920,7 @@ def from_networkx(cls, g):
         @param g: networkx Graph or DiGraph
         """
         import networkx as nx
+        from collections import defaultdict
 
         # Graph attributes
         gattr = dict(g.graph)
@@ -1942,13 +1943,15 @@ def from_networkx(cls, g):
                 graph.vs[vd[v]][key] = val
 
         # Edges and edge attributes
-        # NOTE: we need to do both together to deal well with multigraphs
-        # Each e might have a length of 2 (graphs) or 3 (multigraphs, the
-        # third element is the "color" of the edge)
-        for e, (_, _, datum) in zip(g.edges, g.edges.data()):
-            eid = graph.add_edge(vd[e[0]], vd[e[1]])
-            for key, val in list(datum.items()):
-                eid[key] = val
+        eattr_names = {name for (_, _, data) in g.edges.data() for name in data}
+        eattr = defaultdict(list)
+        edges = []
+        for (u, v, data) in g.edges.data():
+            edges.append((vd[u], vd[v]))
+            for name in eattr_names:
+                eattr[name].append(data.get(name))
+
+        graph.add_edges(edges, eattr)
 
         return graph
 

From 941f43aea795a09308d4de32b61792e32a403b3c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 May 2021 22:28:56 +0200
Subject: [PATCH 0287/1681] test: test cleanup, moved leftover from
 src/igraph/test to tests/

---
 src/igraph/test/foreign.py | 579 -------------------------------------
 tests/test_cliques.py      |   2 +-
 tests/test_edgeseq.py      |   6 +-
 tests/test_foreign.py      | 241 ++++++++++++++-
 tests/test_operators.py    |   4 +-
 tests/test_vertexseq.py    |   6 +-
 tests/utils.py             |  44 +--
 7 files changed, 242 insertions(+), 640 deletions(-)
 delete mode 100644 src/igraph/test/foreign.py

diff --git a/src/igraph/test/foreign.py b/src/igraph/test/foreign.py
deleted file mode 100644
index 49a4fa5d2..000000000
--- a/src/igraph/test/foreign.py
+++ /dev/null
@@ -1,579 +0,0 @@
-import sys
-import io
-import unittest
-import warnings
-
-from igraph import Graph, InternalError
-from igraph.test.utils import temporary_file
-
-
-try:
-    import networkx as nx
-except ImportError:
-    nx = None
-
-
-try:
-    import graph_tool as gt
-except ImportError:
-    gt = None
-
-
-class ForeignTests(unittest.TestCase):
-    def testDIMACS(self):
-        with temporary_file(
-            """\
-        c
-        c        This is a simple example file to demonstrate the
-        c     DIMACS input file format for minimum-cost flow problems.
-        c
-        c problem line :
-        p max 4 5
-        c
-        c node descriptor lines :
-        n 1 s
-        n 4 t
-        c
-        c arc descriptor lines :
-        a 1 2 4
-        a 1 3 2
-        a 2 3 2
-        a 2 4 3
-        a 3 4 5
-        """
-        ) as tmpfname:
-            graph = Graph.Read_DIMACS(tmpfname, False)
-            self.assertTrue(isinstance(graph, Graph))
-            self.assertTrue(graph.vcount() == 4 and graph.ecount() == 5)
-            self.assertTrue(graph["source"] == 0 and graph["target"] == 3)
-            self.assertTrue(graph.es["capacity"] == [4, 2, 2, 3, 5])
-            graph.write_dimacs(tmpfname)
-
-    def testDL(self):
-        with temporary_file(
-            """\
-        dl n=5
-        format = fullmatrix
-        labels embedded
-        data:
-        larry david lin pat russ
-        Larry 0 1 1 1 0
-        david 1 0 0 0 1
-        Lin 1 0 0 1 0
-        Pat 1 0 1 0 1
-        russ 0 1 0 1 0
-        """
-        ) as tmpfname:
-            g = Graph.Read_DL(tmpfname)
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
-            self.assertTrue(g.is_directed())
-            self.assertTrue(
-                sorted(g.get_edgelist())
-                == [
-                    (0, 1),
-                    (0, 2),
-                    (0, 3),
-                    (1, 0),
-                    (1, 4),
-                    (2, 0),
-                    (2, 3),
-                    (3, 0),
-                    (3, 2),
-                    (3, 4),
-                    (4, 1),
-                    (4, 3),
-                ]
-            )
-
-        with temporary_file(
-            """\
-        dl n=5
-        format = fullmatrix
-        labels:
-        barry,david
-        lin,pat
-        russ
-        data:
-        0 1 1 1 0
-        1 0 0 0 1
-        1 0 0 1 0
-        1 0 1 0 1
-        0 1 0 1 0
-        """
-        ) as tmpfname:
-            g = Graph.Read_DL(tmpfname)
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 5 and g.ecount() == 12)
-            self.assertTrue(g.is_directed())
-            self.assertTrue(
-                sorted(g.get_edgelist())
-                == [
-                    (0, 1),
-                    (0, 2),
-                    (0, 3),
-                    (1, 0),
-                    (1, 4),
-                    (2, 0),
-                    (2, 3),
-                    (3, 0),
-                    (3, 2),
-                    (3, 4),
-                    (4, 1),
-                    (4, 3),
-                ]
-            )
-
-        with temporary_file(
-            """\
-        DL n=5
-        format = edgelist1
-        labels:
-        george, sally, jim, billy, jane
-        labels embedded:
-        data:
-        george sally 2
-        george jim 3
-        sally jim 4
-        billy george 5
-        jane jim 6
-        """
-        ) as tmpfname:
-            g = Graph.Read_DL(tmpfname, False)
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 5 and g.ecount() == 5)
-            self.assertTrue(not g.is_directed())
-            self.assertTrue(
-                sorted(g.get_edgelist()) == [(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)]
-            )
-
-    def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
-        g = func(fname, names=False, weights=False, directed=False)
-        self.assertTrue(isinstance(g, Graph))
-        self.assertTrue(g.vcount() == 4 and g.ecount() == 5)
-        self.assertTrue(not g.is_directed())
-        self.assertTrue(
-            sorted(g.get_edgelist()) == [(0, 1), (0, 2), (1, 1), (1, 3), (2, 3)]
-        )
-        self.assertTrue(
-            "name" not in g.vertex_attributes() and "weight" not in g.edge_attributes()
-        )
-        if not can_be_reopened:
-            return
-
-        g = func(fname, names=False, directed=False)
-        self.assertTrue(
-            "name" not in g.vertex_attributes() and "weight" in g.edge_attributes()
-        )
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
-
-        g = func(fname, directed=False)
-        self.assertTrue(
-            "name" in g.vertex_attributes() and "weight" in g.edge_attributes()
-        )
-        self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
-
-    def testNCOL(self):
-        with temporary_file(
-            """\
-        eggs spam 1
-        ham eggs 2
-        ham bacon
-        bacon spam 3
-        spam spam"""
-        ) as tmpfname:
-            self._testNCOLOrLGL(func=Graph.Read_Ncol, fname=tmpfname)
-
-        with temporary_file(
-            """\
-        eggs spam
-        ham eggs
-        ham bacon
-        bacon spam
-        spam spam"""
-        ) as tmpfname:
-            g = Graph.Read_Ncol(tmpfname)
-            self.assertTrue(
-                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
-            )
-
-    def testLGL(self):
-        with temporary_file(
-            """\
-        # eggs
-        spam 1
-        # ham
-        eggs 2
-        bacon
-        # bacon
-        spam 3
-        # spam
-        spam"""
-        ) as tmpfname:
-            self._testNCOLOrLGL(func=Graph.Read_Lgl, fname=tmpfname)
-
-        with temporary_file(
-            """\
-        # eggs
-        spam
-        # ham
-        eggs
-        bacon
-        # bacon
-        spam
-        # spam
-        spam"""
-        ) as tmpfname:
-            with warnings.catch_warnings():
-                warnings.simplefilter("ignore")
-                g = Graph.Read_Lgl(tmpfname)
-            self.assertTrue(
-                "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
-            )
-
-        # This is not an LGL file; we are testing error handling here
-        with temporary_file(
-            """\
-        1 2
-        1 3
-        """
-        ) as tmpfname:
-            with self.assertRaises(InternalError):
-                Graph.Read_Lgl(tmpfname)
-
-    def testLGLWithIOModule(self):
-        with temporary_file(
-            """\
-        # eggs
-        spam 1
-        # ham
-        eggs 2
-        bacon
-        # bacon
-        spam 3
-        # spam
-        spam"""
-        ) as tmpfname:
-            with io.open(tmpfname, "r") as fp:
-                self._testNCOLOrLGL(
-                    func=Graph.Read_Lgl, fname=fp, can_be_reopened=False
-                )
-
-    def testAdjacency(self):
-        with temporary_file(
-            """\
-        # Test comment line
-        0 1 1 0 0 0
-        1 0 1 0 0 0
-        1 1 0 0 0 0
-        0 0 0 0 2 2
-        0 0 0 2 0 2
-        0 0 0 2 2 0
-        """
-        ) as tmpfname:
-            g = Graph.Read_Adjacency(tmpfname)
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(
-                g.vcount() == 6
-                and g.ecount() == 18
-                and g.is_directed()
-                and "weight" not in g.edge_attributes()
-            )
-            g = Graph.Read_Adjacency(tmpfname, attribute="weight")
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(
-                g.vcount() == 6
-                and g.ecount() == 12
-                and g.is_directed()
-                and g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2]
-            )
-
-            g.write_adjacency(tmpfname)
-
-    def testPickle(self):
-        pickle = [
-            128,
-            2,
-            99,
-            105,
-            103,
-            114,
-            97,
-            112,
-            104,
-            10,
-            71,
-            114,
-            97,
-            112,
-            104,
-            10,
-            113,
-            1,
-            40,
-            75,
-            3,
-            93,
-            113,
-            2,
-            75,
-            1,
-            75,
-            2,
-            134,
-            113,
-            3,
-            97,
-            137,
-            125,
-            125,
-            125,
-            116,
-            82,
-            113,
-            4,
-            125,
-            98,
-            46,
-        ]
-        if sys.version_info > (3, 0):
-            pickle = bytes(pickle)
-        else:
-            pickle = "".join(map(chr, pickle))
-        with temporary_file(pickle, "wb") as tmpfname:
-            g = Graph.Read_Pickle(pickle)
-            self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
-            g.write_pickle(tmpfname)
-
-    @unittest.skipIf(nx is None, "test case depends on networkx")
-    def testGraphNetworkx(self):
-        # Undirected
-        g = Graph.Ring(10)
-        g["gattr"] = "graph_attribute"
-        g.vs["vattr"] = list(range(g.vcount()))
-        g.es["eattr"] = list(range(len(g.es)))
-
-        # Go to networkx and back
-        g_nx = g.to_networkx()
-        g2 = Graph.from_networkx(g_nx)
-
-        self.assertFalse(g2.is_directed())
-        self.assertTrue(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-        # Test attributes
-        self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
-        for i, vertex in enumerate(g.vs):
-            vertex2 = g2.vs[i]
-            for an in vertex.attribute_names():
-                if an == "vattr":
-                    continue
-                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
-        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
-        for edge in g.es:
-            eid = g2.get_eid(edge.source, edge.target)
-            edge2 = g2.es[eid]
-            for an in edge.attribute_names():
-                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
-
-        # Directed
-        g = Graph.Ring(10, directed=True)
-
-        # Go to networkx and back
-        g_nx = g.to_networkx()
-        g2 = Graph.from_networkx(g_nx)
-
-        self.assertTrue(g2.is_directed())
-        self.assertTrue(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-    @unittest.skipIf(nx is None, "test case depends on networkx")
-    def testMultigraphNetworkx(self):
-        # Undirected
-        g = Graph.Ring(10)
-        g.add_edge(0, 1)
-        g["gattr"] = "graph_attribute"
-        g.vs["vattr"] = list(range(g.vcount()))
-        g.es["eattr"] = list(range(len(g.es)))
-
-        # Go to networkx and back
-        g_nx = g.to_networkx()
-        g2 = Graph.from_networkx(g_nx)
-
-        self.assertFalse(g2.is_directed())
-        self.assertFalse(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-        # Test attributes
-        self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
-        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
-        # Testing parallel edges is a bit more tricky
-        edge2_found = set()
-        for edge in g.es:
-            # Go through all parallel edges between these two vertices
-            for edge2 in g2.es:
-                if edge2 in edge2_found:
-                    continue
-                if edge.source != edge2.source:
-                    continue
-                if edge.target != edge2.target:
-                    continue
-                # Check all attributes between these two
-                for an in edge.attribute_names():
-                    if edge.attributes()[an] != edge2.attributes()[an]:
-                        break
-                else:
-                    # Correspondence found
-                    edge2_found.add(edge2)
-                    break
-
-            else:
-                self.assertTrue(False)
-
-        # Directed
-        g = Graph.Ring(10, directed=True)
-        g.add_edge(0, 1)
-
-        # Go to networkx and back
-        g_nx = g.to_networkx()
-        g2 = Graph.from_networkx(g_nx)
-
-        self.assertTrue(g2.is_directed())
-        self.assertFalse(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-    @unittest.skipIf(gt is None, "test case depends on graph-tool")
-    def testGraphGraphTool(self):
-        # Undirected
-        g = Graph.Ring(10)
-        g["gattr"] = "graph_attribute"
-        g.vs["vattr"] = list(range(g.vcount()))
-        g.es["eattr"] = list(range(len(g.es)))
-
-        # Go to graph-tool and back
-        g_gt = g.to_graph_tool(
-            graph_attributes={"gattr": "object"},
-            vertex_attributes={"vattr": "int"},
-            edge_attributes={"eattr": "int"},
-        )
-        g2 = Graph.from_graph_tool(g_gt)
-
-        self.assertFalse(g2.is_directed())
-        self.assertTrue(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-        # Test attributes
-        self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
-        for i, vertex in enumerate(g.vs):
-            vertex2 = g2.vs[i]
-            for an in vertex.attribute_names():
-                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
-        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
-        for edge in g.es:
-            eid = g2.get_eid(edge.source, edge.target)
-            edge2 = g2.es[eid]
-            for an in edge.attribute_names():
-                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
-
-        # Directed
-        g = Graph.Ring(10, directed=True)
-
-        # Go to graph-tool and back
-        g_gt = g.to_graph_tool()
-
-        g2 = Graph.from_graph_tool(g_gt)
-
-        self.assertTrue(g2.is_directed())
-        self.assertTrue(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-    @unittest.skipIf(gt is None, "test case depends on graph-tool")
-    def testMultigraphGraphTool(self):
-        # Undirected
-        g = Graph.Ring(10)
-        g.add_edge(0, 1)
-        g["gattr"] = "graph_attribute"
-        g.vs["vattr"] = list(range(g.vcount()))
-        g.es["eattr"] = list(range(len(g.es)))
-
-        # Go to graph-tool and back
-        g_gt = g.to_graph_tool(
-            graph_attributes={"gattr": "object"},
-            vertex_attributes={"vattr": "int"},
-            edge_attributes={"eattr": "int"},
-        )
-        g2 = Graph.from_graph_tool(g_gt)
-
-        self.assertFalse(g2.is_directed())
-        self.assertFalse(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-        # Test attributes
-        self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
-        for i, vertex in enumerate(g.vs):
-            vertex2 = g2.vs[i]
-            for an in vertex.attribute_names():
-                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
-        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
-        # Testing parallel edges is a bit more tricky
-        edge2_found = set()
-        for edge in g.es:
-            # Go through all parallel edges between these two vertices
-            for edge2 in g2.es:
-                if edge2 in edge2_found:
-                    continue
-                if edge.source != edge2.source:
-                    continue
-                if edge.target != edge2.target:
-                    continue
-                # Check all attributes between these two
-                for an in edge.attribute_names():
-                    if edge.attributes()[an] != edge2.attributes()[an]:
-                        break
-                else:
-                    # Correspondence found
-                    edge2_found.add(edge2)
-                    break
-
-            else:
-                self.assertTrue(False)
-
-        # Directed
-        g = Graph.Ring(10, directed=True)
-        g.add_edge(0, 1)
-
-        # Go to graph-tool and back
-        g_gt = g.to_graph_tool()
-        g2 = Graph.from_graph_tool(g_gt)
-
-        self.assertTrue(g2.is_directed())
-        self.assertFalse(g2.is_simple())
-        self.assertEqual(g.vcount(), g2.vcount())
-        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
-
-
-def suite():
-    foreign_suite = unittest.makeSuite(ForeignTests)
-    return unittest.TestSuite([foreign_suite])
-
-
-def test():
-    runner = unittest.TextTestRunner()
-    runner.run(suite())
-
-
-if __name__ == "__main__":
-    test()
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 70a958376..0ef0c69ab 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -2,7 +2,7 @@
 
 from igraph import *
 
-from .utils import is_pypy, skipIf, temporary_file
+from .utils import temporary_file
 
 
 class CliqueTests(unittest.TestCase):
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index 6ec581d70..74667b758 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -4,7 +4,7 @@
 
 from igraph import *
 
-from .utils import is_pypy, skipIf
+from .utils import is_pypy
 
 try:
     import numpy as np
@@ -85,7 +85,7 @@ def testPhantomEdge(self):
         self.assertRaises(ValueError, getattr, e, "tuple")
         self.assertRaises(ValueError, getattr, e, "vertex_tuple")
 
-    @skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
     def testProxyMethods(self):
         g = Graph.GRG(10, 0.5)
         e = g.es[0]
@@ -148,7 +148,7 @@ def testIndexing(self):
         self.assertRaises(IndexError, self.g.es.__getitem__, -n - 1)
         self.assertRaises(TypeError, self.g.es.__getitem__, 1.5)
 
-    @skipIf(np is None, "test case depends on NumPy")
+    @unittest.skipIf(np is None, "test case depends on NumPy")
     def testNumPyIndexing(self):
         n = self.g.ecount()
         for i in range(n):
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 630a612fc..a3db0b869 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -2,9 +2,19 @@
 import unittest
 import warnings
 
-from igraph import *
+from igraph import Graph, InternalError
 
-from .utils import temporary_file, skipIf
+from .utils import temporary_file
+
+try:
+    import networkx as nx
+except ImportError:
+    nx = None
+
+try:
+    import graph_tool as gt
+except ImportError:
+    gt = None
 
 try:
     import pandas as pd
@@ -390,17 +400,14 @@ def testPickle(self):
             98,
             46,
         ]
-        if sys.version_info > (3, 0):
-            pickle = bytes(pickle)
-        else:
-            pickle = "".join(map(chr, pickle))
+        pickle = bytes(pickle)
         with temporary_file(pickle, "wb", binary=True) as tmpfname:
             g = Graph.Read_Pickle(pickle)
             self.assertTrue(isinstance(g, Graph))
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
-    @skipIf(pd is None, "test case depends on Pandas")
+    @unittest.skipIf(pd is None, "test case depends on Pandas")
     def testVertexDataFrames(self):
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
 
@@ -435,7 +442,7 @@ def testVertexDataFrames(self):
         self.assertEqual(list(df.columns), ["weight"])
         self.assertEqual(list(df["weight"]), g.vs["weight"])
 
-    @skipIf(pd is None, "test case depends on Pandas")
+    @unittest.skipIf(pd is None, "test case depends on Pandas")
     def testEdgeDataFrames(self):
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
 
@@ -479,6 +486,224 @@ def testEdgeDataFrames(self):
         self.assertEqual(list(df.iloc[:, i]), g.es["source"])
 
 
+    @unittest.skipIf(nx is None, "test case depends on networkx")
+    def testGraphNetworkx(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertFalse(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                if an == "vattr":
+                    continue
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        for edge in g.es:
+            eid = g2.get_eid(edge.source, edge.target)
+            edge2 = g2.es[eid]
+            for an in edge.attribute_names():
+                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertTrue(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(nx is None, "test case depends on networkx")
+    def testMultigraphNetworkx(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g.add_edge(0, 1)
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertFalse(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        # Testing parallel edges is a bit more tricky
+        edge2_found = set()
+        for edge in g.es:
+            # Go through all parallel edges between these two vertices
+            for edge2 in g2.es:
+                if edge2 in edge2_found:
+                    continue
+                if edge.source != edge2.source:
+                    continue
+                if edge.target != edge2.target:
+                    continue
+                # Check all attributes between these two
+                for an in edge.attribute_names():
+                    if edge.attributes()[an] != edge2.attributes()[an]:
+                        break
+                else:
+                    # Correspondence found
+                    edge2_found.add(edge2)
+                    break
+
+            else:
+                self.assertTrue(False)
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+        g.add_edge(0, 1)
+
+        # Go to networkx and back
+        g_nx = g.to_networkx()
+        g2 = Graph.from_networkx(g_nx)
+
+        self.assertTrue(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(gt is None, "test case depends on graph-tool")
+    def testGraphGraphTool(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool(
+            graph_attributes={"gattr": "object"},
+            vertex_attributes={"vattr": "int"},
+            edge_attributes={"eattr": "int"},
+        )
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertFalse(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        for edge in g.es:
+            eid = g2.get_eid(edge.source, edge.target)
+            edge2 = g2.es[eid]
+            for an in edge.attribute_names():
+                self.assertEqual(edge.attributes()[an], edge2.attributes()[an])
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool()
+
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertTrue(g2.is_directed())
+        self.assertTrue(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+    @unittest.skipIf(gt is None, "test case depends on graph-tool")
+    def testMultigraphGraphTool(self):
+        # Undirected
+        g = Graph.Ring(10)
+        g.add_edge(0, 1)
+        g["gattr"] = "graph_attribute"
+        g.vs["vattr"] = list(range(g.vcount()))
+        g.es["eattr"] = list(range(len(g.es)))
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool(
+            graph_attributes={"gattr": "object"},
+            vertex_attributes={"vattr": "int"},
+            edge_attributes={"eattr": "int"},
+        )
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertFalse(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+        # Test attributes
+        self.assertEqual(g.attributes(), g2.attributes())
+        self.assertEqual(g.vertex_attributes(), g2.vertex_attributes())
+        for i, vertex in enumerate(g.vs):
+            vertex2 = g2.vs[i]
+            for an in vertex.attribute_names():
+                self.assertEqual(vertex.attributes()[an], vertex2.attributes()[an])
+        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        # Testing parallel edges is a bit more tricky
+        edge2_found = set()
+        for edge in g.es:
+            # Go through all parallel edges between these two vertices
+            for edge2 in g2.es:
+                if edge2 in edge2_found:
+                    continue
+                if edge.source != edge2.source:
+                    continue
+                if edge.target != edge2.target:
+                    continue
+                # Check all attributes between these two
+                for an in edge.attribute_names():
+                    if edge.attributes()[an] != edge2.attributes()[an]:
+                        break
+                else:
+                    # Correspondence found
+                    edge2_found.add(edge2)
+                    break
+
+            else:
+                self.assertTrue(False)
+
+        # Directed
+        g = Graph.Ring(10, directed=True)
+        g.add_edge(0, 1)
+
+        # Go to graph-tool and back
+        g_gt = g.to_graph_tool()
+        g2 = Graph.from_graph_tool(g_gt)
+
+        self.assertTrue(g2.is_directed())
+        self.assertFalse(g2.is_simple())
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
+
+
 def suite():
     foreign_suite = unittest.makeSuite(ForeignTests)
     return unittest.TestSuite([foreign_suite])
diff --git a/tests/test_operators.py b/tests/test_operators.py
index ec001dd46..04a0fe08e 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -2,8 +2,6 @@
 
 from igraph import *
 
-from .utils import skipIf
-
 try:
     import numpy as np
 except ImportError:
@@ -476,7 +474,7 @@ def testContractVertices(self):
         self.assertEqual(g2.vcount(), 5)
         self.assertEqual(g2.ecount(), 0)
 
-    @skipIf(np is None, "test case depends on NumPy")
+    @unittest.skipIf(np is None, "test case depends on NumPy")
     def testContractVerticesWithNumPyIntegers(self):
         g = Graph.Full(4) + Graph.Full(4) + [(0, 5), (1, 4)]
         g2 = g.copy()
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 39037e4a1..12adf1aa1 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -4,7 +4,7 @@
 
 from igraph import *
 
-from .utils import is_pypy, skipIf
+from .utils import is_pypy
 
 try:
     import numpy as np
@@ -99,7 +99,7 @@ def testNeighbors(self):
                     [edge.index for edge in vertex.neighbors(mode=mode)],
                 )
 
-    @skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
     def testProxyMethods(self):
         # We only test with connected graphs because disconnected graphs might
         # print a warning when shortest_paths() is invoked on them and we want
@@ -177,7 +177,7 @@ def testIndexing(self):
         self.assertRaises(IndexError, self.g.vs.__getitem__, -n - 1)
         self.assertRaises(TypeError, self.g.vs.__getitem__, 1.5)
 
-    @skipIf(np is None, "test case depends on NumPy")
+    @unittest.skipIf(np is None, "test case depends on NumPy")
     def testNumPyIndexing(self):
         n = self.g.vcount()
         for i in range(self.g.vcount()):
diff --git a/tests/utils.py b/tests/utils.py
index 8bfbc88d4..fdea66dba 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -1,55 +1,13 @@
 """Utility functions for unit testing."""
 
-import functools
 import os
 import platform
-import sys
 import tempfile
-import types
 
 from contextlib import contextmanager
 from textwrap import dedent
 
-__all__ = ["skip", "skipIf", "temporary_file"]
-
-
-def _id(obj):
-    return obj
-
-
-try:
-    from unittest import skip
-except ImportError:
-    # Provide basic replacement for unittest.skip
-    def skip(reason):
-        """Unconditionally skip a test."""
-
-        def decorator(test_item):
-            if not isinstance(test_item, type):
-
-                @functools.wraps(test_item)
-                def skip_wrapper(*args, **kwds):
-                    if reason:
-                        sys.stderr.write("skipped, %s ... " % reason)
-                    else:
-                        sys.stderr.write("skipped, ")
-                    return
-
-                test_item = skip_wrapper
-            return test_item
-
-        return decorator
-
-
-try:
-    from unittest import skipIf
-except ImportError:
-    # Provide basic replacement for unittest.skipIf
-    def skipIf(condition, reason):
-        """Skip a test if the condition is true."""
-        if condition:
-            return skip(reason)
-        return _id
+__all__ = ("temporary_file", )
 
 
 @contextmanager

From 8d356a97a6ed6bee3f34a11592a86263f0053ccf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 May 2021 22:39:44 +0200
Subject: [PATCH 0288/1681] test: fix deprecation warnings in unit tests

---
 src/_igraph/convert.c       | 3 +++
 src/igraph/clustering.py    | 2 +-
 tests/test_conversion.py    | 1 -
 tests/test_decomposition.py | 2 +-
 tests/test_structural.py    | 2 +-
 5 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 269b7bccc..e54548bff 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -266,6 +266,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
   static igraphmodule_enum_translation_table_entry_t attribute_combination_type_tt[] = {
         {"ignore", IGRAPH_ATTRIBUTE_COMBINE_IGNORE},
         {"sum", IGRAPH_ATTRIBUTE_COMBINE_SUM},
+        {"prod", IGRAPH_ATTRIBUTE_COMBINE_PROD},
         {"product", IGRAPH_ATTRIBUTE_COMBINE_PROD},
         {"min", IGRAPH_ATTRIBUTE_COMBINE_MIN},
         {"max", IGRAPH_ATTRIBUTE_COMBINE_MAX},
@@ -274,6 +275,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
         {"last", IGRAPH_ATTRIBUTE_COMBINE_LAST},
         {"mean", IGRAPH_ATTRIBUTE_COMBINE_MEAN},
         {"median", IGRAPH_ATTRIBUTE_COMBINE_MEDIAN},
+        {"concat", IGRAPH_ATTRIBUTE_COMBINE_CONCAT},
         {"concatenate", IGRAPH_ATTRIBUTE_COMBINE_CONCAT},
         {0, 0}
   };
@@ -483,6 +485,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *o,
         {"nmi", IGRAPH_COMMCMP_NMI},
         {"danon", IGRAPH_COMMCMP_NMI},
         {"split-join", IGRAPH_COMMCMP_SPLIT_JOIN},
+        {"split_join", IGRAPH_COMMCMP_SPLIT_JOIN},
         {"rand", IGRAPH_COMMCMP_RAND},
         {"adjusted_rand", IGRAPH_COMMCMP_ADJUSTED_RAND},
         {0,0}
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index e54dc35ac..3c00b3c95 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -352,7 +352,7 @@ def cluster_graph(self, combine_vertices=None, combine_edges=None):
         """
         result = self.graph.copy()
         result.contract_vertices(self.membership, combine_vertices)
-        if combine_edges != False:
+        if combine_edges is not False:
             result.simplify(combine_edges=combine_edges)
         return result
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index aac08af5a..b8600e9a3 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -64,7 +64,6 @@ def testToDirectedAcyclic(self):
         graph.to_directed("acyclic")
         self.assertTrue(graph.is_directed())
         self.assertTrue(graph.vcount() == 5)
-        print(graph.get_edgelist())
         self.assertTrue(
             sorted(graph.get_edgelist())
             == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 8413af0d6..21e25e6f8 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -583,7 +583,7 @@ def testCompareNMI(self):
 
     def testCompareSplitJoin(self):
         expected = [0, 3, 5, 11]
-        self._testMethod("split", expected)
+        self._testMethod("split_join", expected)
         l1 = [1, 1, 1, 1, 2, 2, 2, 3, 3, 3, 3, 3]
         l2 = [3, 1, 2, 1, 3, 1, 3, 1, 2, 1, 4, 2]
         self.assertEqual(split_join_distance(l1, l2), (6, 5))
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 545733d1e..9ea13d990 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -434,7 +434,7 @@ def testHubScore(self):
 
     def testCoreness(self):
         g = Graph.Full(4) + Graph(4) + [(0, 4), (1, 5), (2, 6), (3, 7)]
-        self.assertEqual(g.coreness("A"), [3, 3, 3, 3, 1, 1, 1, 1])
+        self.assertEqual(g.coreness("all"), [3, 3, 3, 3, 1, 1, 1, 1])
 
 
 class NeighborhoodTests(unittest.TestCase):

From 5e937667ef7e7ac431b23b948483a98df5066655 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 11:47:39 +0200
Subject: [PATCH 0289/1681] fix: keep on supporting 'min' and 'max' as aliases
 to 'minimum' and 'maximum' in igraph_adjacency_t conversion

---
 src/_igraph/convert.c | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index e54548bff..f45cc4d3e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -254,6 +254,8 @@ int igraphmodule_PyObject_to_adjacency_t(PyObject *o,
         {"lower", IGRAPH_ADJ_LOWER},
         {"minimum", IGRAPH_ADJ_MIN},
         {"maximum", IGRAPH_ADJ_MAX},
+        {"min", IGRAPH_ADJ_MIN},
+        {"max", IGRAPH_ADJ_MAX},
         {"plus", IGRAPH_ADJ_PLUS},
         {0,0}
     };

From 1650bc6a33625ae6f503551b81039eb05a59c96b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 11:49:04 +0200
Subject: [PATCH 0290/1681] style: fixing some linter warnings in __igraph__.py

---
 src/igraph/__init__.py | 229 ++++++++++++++++++++---------------------
 1 file changed, 109 insertions(+), 120 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 8995047b5..7a55a9eb9 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -65,7 +65,7 @@
     Vertex,
     VertexSeq as _VertexSeq,
     WEAK,
-    arpack_options,
+    arpack_options as default_arpack_options,
     community_to_membership,
     convex_hull,
     is_degree_sequence,
@@ -88,7 +88,7 @@
     split_join_distance,
 )
 from igraph.cut import Cut, Flow
-from igraph.configuration import Configuration
+from igraph.configuration import Configuration, init as init_configuration
 from igraph.drawing import BoundingBox, DefaultGraphDrawer, Plot, Point, Rectangle, plot
 from igraph.drawing.colors import (
     Palette,
@@ -730,9 +730,8 @@ def get_adjacency_sparse(self, attribute=None):
             from scipy import sparse
         except ImportError:
             raise ImportError(
-                "You should install scipy package in order to use this function"
+                "You should install scipy in order to use this function"
             )
-        import numpy as np
 
         edges = self.get_edgelist()
         if attribute is None:
@@ -1012,7 +1011,7 @@ def pagerank(
         @return: a list with the Google PageRank values of the specified
           vertices."""
         if arpack_options is None:
-            arpack_options = _igraph.arpack_options
+            arpack_options = default_arpack_options
         return self.personalized_pagerank(
             vertices,
             directed,
@@ -1304,7 +1303,8 @@ def community_label_propagation(self, weights=None, initial=None, fixed=None):
         @param fixed: a list of booleans for each vertex. C{True} corresponds
           to vertices whose labeling should not change during the algorithm.
           It only makes sense if initial labels are also given. Unlabeled
-          vertices cannot be fixed.
+          vertices cannot be fixed. It may also be the name of a vertex
+          attribute; each attribute value will be interpreted as a Boolean.
         @return: an appropriate L{VertexClustering} object.
 
         @newfield ref: Reference
@@ -1314,7 +1314,7 @@ def community_label_propagation(self, weights=None, initial=None, fixed=None):
           U{http://arxiv.org/abs/0709.2938}.
         """
         if isinstance(fixed, str):
-            fixed = [bool(o) for o in g.vs[fixed]]
+            fixed = [bool(o) for o in self.vs[fixed]]
         cl = GraphBase.community_label_propagation(self, weights, initial, fixed)
         return VertexClustering(self, cl, modularity_params=dict(weights=weights))
 
@@ -1526,7 +1526,7 @@ def k_core(self, *args):
             for arg in args:
                 try:
                     indices.extend(arg)
-                except:
+                except Exception:
                     indices.append(arg)
 
         if len(indices) > 1 or hasattr(args[0], "__iter__"):
@@ -1691,10 +1691,10 @@ def layout(self, layout=None, *args, **kwds):
             method = getattr(self.__class__, self._layout_mapping[layout])
         if not hasattr(method, "__call__"):
             raise ValueError("layout method must be callable")
-        l = method(self, *args, **kwds)
-        if not isinstance(l, Layout):
-            l = Layout(l)
-        return l
+        layout = method(self, *args, **kwds)
+        if not isinstance(layout, Layout):
+            layout = Layout(layout)
+        return layout
 
     def layout_auto(self, *args, **kwds):
         """Chooses and runs a suitable layout function based on simple
@@ -1763,19 +1763,6 @@ def layout_auto(self, *args, **kwds):
             algo = "drl"
         return self.layout(algo, *args, **kwds)
 
-    def layout_grid_fruchterman_reingold(self, *args, **kwds):
-        """Compatibility alias to the Fruchterman-Reingold layout with the grid
-        option turned on.
-
-        @see: Graph.layout_fruchterman_reingold()
-        """
-        deprecated(
-            "Graph.layout_grid_fruchterman_reingold() is deprecated since "
-            "igraph 0.8, please use Graph.layout_fruchterman_reingold(grid=True) instead"
-        )
-        kwds["grid"] = True
-        return self.layout_fruchterman_reingold(*args, **kwds)
-
     def layout_sugiyama(
         self,
         layers=None,
@@ -2093,7 +2080,8 @@ def Read_Adjacency(
         @return: the created graph"""
         if isinstance(f, str):
             f = open(f)
-        matrix, ri, weights = [], 0, {}
+
+        matrix, ri = [], 0
         for line in f:
             line = line.strip()
             if len(line) == 0:
@@ -2115,7 +2103,7 @@ def Read_Adjacency(
         return graph
 
     @classmethod
-    def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
+    def Adjacency(cls, matrix, mode="directed", *args, **kwargs):
         """Generates a graph from its adjacency matrix.
 
         @param matrix: the adjacency matrix. Possible types are:
@@ -2124,21 +2112,17 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
           - a scipy.sparse matrix (will be converted to a COO matrix, but not
             to a dense matrix)
         @param mode: the mode to be used. Possible values are:
-
-          - C{ADJ_DIRECTED} - the graph will be directed and a matrix
+          - C{"directed"} - the graph will be directed and a matrix
             element gives the number of edges between two vertex.
-          - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.
-          - C{ADJ_MAX}   - undirected graph will be created and the number of
+          - C{"undirected"} - alias to C{"max"} for convenience.
+          - C{"max"} - undirected graph will be created and the number of
             edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
-          - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}
-          - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}
-          - C{ADJ_UPPER} - undirected graph with the upper right triangle of
+          - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
+          - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
+          - C{"upper"} - undirected graph with the upper right triangle of
             the matrix (including the diagonal)
-          - C{ADJ_LOWER} - undirected graph with the lower left triangle of
+          - C{"lower"} - undirected graph with the lower left triangle of
             the matrix (including the diagonal)
-
-          These values can also be given as strings without the C{ADJ} prefix.
-
         """
         try:
             import numpy as np
@@ -2151,7 +2135,7 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
             sparse = None
 
         if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
-            return _graph_from_sparse_matrix(klass, matrix, mode=mode)
+            return _graph_from_sparse_matrix(cls, matrix, mode=mode)
 
         if (np is not None) and isinstance(matrix, np.ndarray):
             matrix = matrix.tolist()
@@ -2159,7 +2143,7 @@ def Adjacency(klass, matrix, mode=ADJ_DIRECTED, *args, **kwargs):
         return super().Adjacency(matrix, mode=mode)
 
     @classmethod
-    def Weighted_Adjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True):
+    def Weighted_Adjacency(cls, matrix, mode="directed", attr="weight", loops=True):
         """Generates a graph from its weighted adjacency matrix.
 
         @param matrix: the adjacency matrix. Possible types are:
@@ -2168,17 +2152,16 @@ def Weighted_Adjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=Tr
           - a scipy.sparse matrix (will be converted to a COO matrix, but not
             to a dense matrix)
         @param mode: the mode to be used. Possible values are:
-
-          - C{ADJ_DIRECTED} - the graph will be directed and a matrix
+          - C{"directed"} - the graph will be directed and a matrix
             element gives the number of edges between two vertex.
-          - C{ADJ_UNDIRECTED} - alias to C{ADJ_MAX} for convenience.
-          - C{ADJ_MAX}   - undirected graph will be created and the number of
+          - C{"undirected"} - alias to C{"max"} for convenience.
+          - C{"max"}   - undirected graph will be created and the number of
             edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
-          - C{ADJ_MIN}   - like C{ADJ_MAX}, but with M{min(A(i,j), A(j,i))}
-          - C{ADJ_PLUS}  - like C{ADJ_MAX}, but with M{A(i,j) + A(j,i)}
-          - C{ADJ_UPPER} - undirected graph with the upper right triangle of
+          - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
+          - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
+          - C{"upper"} - undirected graph with the upper right triangle of
             the matrix (including the diagonal)
-          - C{ADJ_LOWER} - undirected graph with the lower left triangle of
+          - C{"lower"} - undirected graph with the lower left triangle of
             the matrix (including the diagonal)
 
           These values can also be given as strings without the C{ADJ} prefix.
@@ -2200,7 +2183,7 @@ def Weighted_Adjacency(klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=Tr
 
         if sparse is not None and isinstance(matrix, sparse.spmatrix):
             return _graph_from_weighted_sparse_matrix(
-                klass,
+                cls,
                 matrix,
                 mode=mode,
                 attr=attr,
@@ -2269,8 +2252,6 @@ def write_graphmlz(self, f, compresslevel=9):
         @param compresslevel: the level of compression. 1 is fastest and
           produces the least compression, and 9 is slowest and produces
           the most compression."""
-        from igraph.utils import named_temporary_file
-
         with named_temporary_file() as tmpfile:
             self.write_graphml(tmpfile)
             outf = gzip.GzipFile(f, "wb", compresslevel)
@@ -2318,8 +2299,6 @@ def Read_GraphMLz(cls, f, directed=True, index=0):
           start from zero, so if you want to load the first graph,
           specify 0 here.
         @return: the loaded graph object"""
-        from igraph.utils import named_temporary_file
-
         with named_temporary_file() as tmpfile:
             with open(tmpfile, "wb") as outf:
                 copyfileobj(gzip.GzipFile(f, "rb"), outf)
@@ -2365,17 +2344,20 @@ def write_picklez(self, fname=None, version=-1):
         """
         import pickle as pickle
 
+        file_was_opened = False
+
         if not hasattr(fname, "write"):
             file_was_opened = True
             fname = gzip.open(fname, "wb")
         elif not isinstance(fname, gzip.GzipFile):
             file_was_opened = True
             fname = gzip.GzipFile(mode="wb", fileobj=fname)
-        else:
-            file_Was_opened = False
+
         result = pickle.dump(self, fname, version)
+
         if file_was_opened:
             fname.close()
+
         return result
 
     @classmethod
@@ -2392,7 +2374,6 @@ def Read_Pickle(cls, fname=None):
             # Probably a file or a file-like object
             result = pickle.load(fname)
         else:
-            fp = None
             try:
                 fp = open(fname, "rb")
             except UnicodeDecodeError:
@@ -2403,7 +2384,8 @@ def Read_Pickle(cls, fname=None):
                     result = pickle.loads(fname)
                 except TypeError:
                     raise IOError(
-                        "Cannot load file. If fname is a file name, that filename may be incorrect."
+                        "Cannot load file. If fname is a file name, that "
+                        "filename may be incorrect."
                     )
             except IOError:
                 try:
@@ -2411,35 +2393,20 @@ def Read_Pickle(cls, fname=None):
                     result = pickle.loads(fname)
                 except TypeError:
                     raise IOError(
-                        "Cannot load file. If fname is a file name, that filename may be incorrect."
+                        "Cannot load file. If fname is a file name, that "
+                        "filename may be incorrect."
                     )
-            if fp is not None:
+            else:
                 result = pickle.load(fp)
                 fp.close()
-        return result
-
-    @classmethod
-    def Read_Picklez(cls, fname, *args, **kwds):
-        """Reads a graph from compressed Python pickled format, uncompressing
-        it on-the-fly.
 
-        @param fname: the name of the file or a stream to read from.
-        @return: the created graph object.
-        """
-        import pickle as pickle
+        if not isinstance(result, cls):
+            raise TypeError("unpickled object is not a %s" % cls.__name__)
 
-        if hasattr(fname, "read"):
-            # Probably a file or a file-like object
-            if isinstance(fname, gzip.GzipFile):
-                result = pickle.load(fname)
-            else:
-                result = pickle.load(gzip.GzipFile(mode="rb", fileobj=fname))
-        else:
-            result = pickle.load(gzip.open(fname, "rb"))
         return result
 
     @classmethod
-    def Read_Picklez(cls, fname, *args, **kwds):
+    def Read_Picklez(cls, fname):
         """Reads a graph from compressed Python pickled format, uncompressing
         it on-the-fly.
 
@@ -2456,8 +2423,10 @@ def Read_Picklez(cls, fname, *args, **kwds):
                 result = pickle.load(gzip.GzipFile(mode="rb", fileobj=fname))
         else:
             result = pickle.load(gzip.open(fname, "rb"))
+
         if not isinstance(result, cls):
             raise TypeError("unpickled object is not a %s" % cls.__name__)
+
         return result
 
     # pylint: disable-msg=C0301,C0323
@@ -2609,12 +2578,18 @@ def write_svg(
 
         print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
         print(
-            "<!-- Created by igraph (http://igraph.org/) for use in Inkscape (http://www.inkscape.org/) -->",
+            "<!-- Created by igraph (http://igraph.org/) -->",
             file=f,
         )
         print(file=f)
         print(
-            '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:svg="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg" xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"',
+            '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" '
+            'xmlns:cc="http://creativecommons.org/ns#" '
+            'xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" '
+            'xmlns:svg="http://www.w3.org/2000/svg" '
+            'xmlns="http://www.w3.org/2000/svg" '
+            'xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" '
+            'xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"',
             file=f,
         )
         print('width="{0}px" height="{1}px">'.format(width, height), end=" ", file=f)
@@ -2638,13 +2613,15 @@ def write_svg(
             print("  <path", file=f)
             print('     id="pathArrow{0}"'.format(marker_index), file=f)
             print(
-                '     style="font-size:12.0;fill-rule:evenodd;stroke-width:0.62500000;stroke-linejoin:round;fill:{0}"'.format(
-                    e_col
-                ),
+                '     style="font-size:12.0;fill-rule:evenodd;'
+                'stroke-width:0.62500000;stroke-linejoin:round;'
+                'fill:{0}"'.format(e_col),
                 file=f,
             )
             print(
-                '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 6.9831476,1.6157441 8.7185878,4.0337352 z "',
+                '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 '
+                'L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 '
+                '6.9831476,1.6157441 8.7185878,4.0337352 z "',
                 file=f,
             )
             print('     transform="scale(1.1) rotate(180) translate(1,0)" />', file=f)
@@ -2653,7 +2630,8 @@ def write_svg(
             edge_color_dict[e_col] = "Arrow2Lend{0}".format(marker_index)
         print("</defs>", file=f)
         print(
-            '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" sodipodi:insensitive="true">',
+            '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" '
+            'sodipodi:insensitive="true">',
             file=f,
         )
 
@@ -2669,7 +2647,9 @@ def write_svg(
 
             print("<path", file=f)
             print(
-                '    style="fill:none;stroke:{0};stroke-width:{2};stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-opacity:1;stroke-dasharray:none{1}"'.format(
+                '    style="fill:none;stroke:{0};stroke-width:{2};'
+                'stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;'
+                'stroke-opacity:1;stroke-dasharray:none{1}"'.format(
                     edge_colors[eidx],
                     ";marker-end:url(#{0})".format(edge_color_dict[edge_colors[eidx]])
                     if directed
@@ -2710,7 +2690,7 @@ def write_svg(
             else:
                 try:
                     font_size_in_pixels = int(font_size)
-                except:
+                except Exception:
                     raise ValueError(
                         "font sizes must be specified in pixels "
                         "when any of the nodes has shape=3 (i.e. "
@@ -2763,7 +2743,8 @@ def write_svg(
                     )
             elif shapes[vidx] == 2:
                 print(
-                    '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" id="rect{2}" style="fill:{3};fill-opacity:1" />'.format(
+                    '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" '
+                    'id="rect{2}" style="fill:{3};fill-opacity:1" />'.format(
                         vertex_size, vertex_size * 2, vidx, colors[vidx]
                     ),
                     file=f,
@@ -2774,7 +2755,9 @@ def write_svg(
                     font.metrics("linespace") + 2,
                 )
                 print(
-                    '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" />'.format(
+                    '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" '
+                    'height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" '
+                    '/>'.format(
                         vertex_width / 2.0,
                         vertex_height / 2.0,
                         vertex_width,
@@ -2786,13 +2769,19 @@ def write_svg(
                 )
 
             print(
-                '      <text sodipodi:linespacing="125%" y="{0}" x="0" id="text{1}" style="font-size:{2};font-style:normal;font-weight:normal;text-align:center;line-height:125%;letter-spacing:0px;word-spacing:0px;text-anchor:middle;fill:#000000;fill-opacity:1;stroke:none;font-family:Sans">'.format(
+                '      <text sodipodi:linespacing="125%" y="{0}" x="0" '
+                'id="text{1}" style="font-size:{2};font-style:normal;'
+                'font-weight:normal;text-align:center;line-height:125%;'
+                'letter-spacing:0px;word-spacing:0px;text-anchor:middle;'
+                'fill:#000000;fill-opacity:1;stroke:none;'
+                'font-family:Sans">'.format(
                     vertex_size / 2.0, vidx, font_size
                 ),
                 file=f,
             )
             print(
-                '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">{2}</tspan></text>'.format(
+                '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">'
+                '{2}</tspan></text>'.format(
                     vertex_size / 2.0, vidx, str(labels[vidx])
                 ),
                 file=f,
@@ -2830,7 +2819,7 @@ def _identify_format(cls, filename):
             # It is most likely a file
             try:
                 filename = filename.name
-            except:
+            except Exception:
                 return None
 
         root, ext = os.path.splitext(filename)
@@ -3034,9 +3023,9 @@ def DictList(
         @return: the graph that was constructed
         """
 
-        def create_list_from_indices(l, n):
+        def create_list_from_indices(indices, n):
             result = [None] * n
-            for i, v in l:
+            for i, v in indices:
                 result[i] = v
             return result
 
@@ -3388,8 +3377,8 @@ def Incidence(
         result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
         result.vs["type"] = types
         if is_weighted:
-            weight_attr = "weight" if weighted == True else weighted
-            _, rows, columns = result.get_incidence()
+            weight_attr = "weight" if weighted is True else weighted
+            _, rows, _ = result.get_incidence()
             num_vertices_of_first_kind = len(rows)
             for edge in result.es:
                 source, target = edge.tuple
@@ -3637,9 +3626,9 @@ def bipartite_projection(
         """
         superclass_meth = super(Graph, self).bipartite_projection
 
-        if which == False:
+        if which is False:
             which = 0
-        elif which == True:
+        elif which is True:
             which = 1
         if which != 0 and which != 1:
             which = -1
@@ -3841,13 +3830,13 @@ def __isub__(self, other):
                     self.delete_vertices(other)
                 else:
                     return NotImplemented
-        elif isinstance(other, _igraph.Vertex):
+        elif isinstance(other, Vertex):
             self.delete_vertices(other)
-        elif isinstance(other, _igraph.VertexSeq):
+        elif isinstance(other, VertexSeq):
             self.delete_vertices(other)
-        elif isinstance(other, _igraph.Edge):
+        elif isinstance(other, Edge):
             self.delete_edges(other)
-        elif isinstance(other, _igraph.EdgeSeq):
+        elif isinstance(other, EdgeSeq):
             self.delete_edges(other)
         else:
             return NotImplemented
@@ -3881,13 +3870,13 @@ def __sub__(self, other):
                     return NotImplemented
             else:
                 return result
-        elif isinstance(other, _igraph.Vertex):
+        elif isinstance(other, Vertex):
             result.delete_vertices(other)
-        elif isinstance(other, _igraph.VertexSeq):
+        elif isinstance(other, VertexSeq):
             result.delete_vertices(other)
-        elif isinstance(other, _igraph.Edge):
+        elif isinstance(other, Edge):
             result.delete_edges(other)
-        elif isinstance(other, _igraph.EdgeSeq):
+        elif isinstance(other, EdgeSeq):
             result.delete_edges(other)
         else:
             return NotImplemented
@@ -3937,13 +3926,13 @@ def __coerce__(self, other):
         """
         if isinstance(other, (int, tuple, list, str)):
             return self, other
-        if isinstance(other, _igraph.Vertex):
+        if isinstance(other, Vertex):
             return self, other
-        if isinstance(other, _igraph.VertexSeq):
+        if isinstance(other, VertexSeq):
             return self, other
-        if isinstance(other, _igraph.Edge):
+        if isinstance(other, Edge):
             return self, other
-        if isinstance(other, _igraph.EdgeSeq):
+        if isinstance(other, EdgeSeq):
             return self, other
         return NotImplemented
 
@@ -4428,7 +4417,7 @@ def find(self, *args, **kwds):
         if args:
             # Selecting first based on positional arguments, then checking
             # the criteria specified by the (remaining) keyword arguments
-            vertex = _igraph.VertexSeq.find(self, *args)
+            vertex = _VertexSeq.find(self, *args)
             if not kwds:
                 return vertex
             vs = self.graph.vs.select(vertex.index)
@@ -4544,7 +4533,7 @@ def select(self, *args, **kwds):
           >>> edges = g.vs.select(bs_gt=10, bs_lt=30)
 
         @return: the new, filtered vertex sequence"""
-        vs = _igraph.VertexSeq.select(self, *args)
+        vs = _VertexSeq.select(self, *args)
 
         operators = {
             "lt": operator.lt,
@@ -4676,7 +4665,7 @@ def find(self, *args, **kwds):
         if args:
             # Selecting first based on positional arguments, then checking
             # the criteria specified by the keyword arguments
-            edge = _igraph.EdgeSeq.find(self, *args)
+            edge = _EdgeSeq.find(self, *args)
             if not kwds:
                 return edge
             es = self.graph.es.select(edge.index)
@@ -4833,7 +4822,7 @@ def select(self, *args, **kwds):
 
         @return: the new, filtered edge sequence
         """
-        es = _igraph.EdgeSeq.select(self, *args)
+        es = _EdgeSeq.select(self, *args)
         is_directed = self.graph.is_directed()
 
         def _ensure_set(value):
@@ -4947,8 +4936,8 @@ def _ensure_set(value):
                             and e.target in value
                         ]
                     else:
-                        # Optimized version when the edge sequence contains all the edges
-                        # exactly once in increasing order of edge IDs
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
                         filtered_idxs = [
                             i
                             for i in candidates
@@ -4981,8 +4970,8 @@ def _ensure_set(value):
                             or (e.target in set1 and e.source in set2)
                         ]
                     else:
-                        # Optimized version when the edge sequence contains all the edges
-                        # exactly once in increasing order of edge IDs
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
                         filtered_idxs = [
                             i
                             for i in candidates
@@ -5223,7 +5212,7 @@ def autocurve(graph, attribute="curved", default=0):
             multiplicities[u, v].append(edge.index)
 
     result = [default] * graph.ecount()
-    for pair, eids in multiplicities.items():
+    for eids in multiplicities.values():
         # Is it a single edge?
         if len(eids) < 2:
             continue
@@ -5322,5 +5311,5 @@ def summary(obj, stream=None, *args, **kwds):
     stream.write("\n")
 
 
-config = configuration.init()
+config = init_configuration()
 del construct_graph_from_formula

From 568958b43c7687149bee13170870ffade92f04a4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 12:05:15 +0200
Subject: [PATCH 0291/1681] chore: updated changelog

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b9edadb98..1e5c555e4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -17,6 +17,11 @@
 
 * Updated igraph dependency to 0.9.3.
 
+### Fixed
+
+* Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
+  on large graphs, thanks to @szhorvat and @iosonofabio for fixing the issue.
+
 ### Deprecated
 
 * Functions and methods that take string arguments that represent an underlying

From a7d4ca18f7a901d4d7509ba34e31d5b0aa2e8a58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 12:14:51 +0200
Subject: [PATCH 0292/1681] refactor: moved the summary function to
 igraph.summary so PyDoctor generates nicer filenames in the API docs

---
 src/igraph/__init__.py | 21 +--------------------
 src/igraph/summary.py  | 21 ++++++++++++++++++++-
 2 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7a55a9eb9..e7bca8a96 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -125,7 +125,7 @@
     quantile,
     power_law_fit,
 )
-from igraph.summary import GraphSummary
+from igraph.summary import GraphSummary, summary
 from igraph.utils import (
     dbl_epsilon,
     multidict,
@@ -5292,24 +5292,5 @@ def write(graph, filename, *args, **kwds):
 save = write
 
 
-def summary(obj, stream=None, *args, **kwds):
-    """Prints a summary of object o to a given stream
-
-    Positional and keyword arguments not explicitly mentioned here are passed
-    on to the underlying C{summary()} method of the object if it has any.
-
-    @param obj: the object about which a human-readable summary is requested.
-    @param stream: the stream to be used. If C{None}, the standard output
-      will be used.
-    """
-    if stream is None:
-        stream = sys.stdout
-    if hasattr(obj, "summary"):
-        stream.write(obj.summary(*args, **kwds))
-    else:
-        stream.write(str(obj))
-    stream.write("\n")
-
-
 config = init_configuration()
 del construct_graph_from_formula
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 24fdf1113..27229dc66 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -8,7 +8,7 @@
 from texttable import Texttable
 from textwrap import TextWrapper
 
-__all__ = ("GraphSummary",)
+__all__ = ("GraphSummary", "summary")
 
 __license__ = """\
 Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
@@ -373,3 +373,22 @@ def __str__(self):
             return "\n".join("\n".join(self.wrapper.wrap(line)) for line in output)
 
         return "\n".join(output)
+
+
+def summary(obj, stream=None, *args, **kwds):
+    """Prints a summary of object o to a given stream
+
+    Positional and keyword arguments not explicitly mentioned here are passed
+    on to the underlying C{summary()} method of the object if it has any.
+
+    @param obj: the object about which a human-readable summary is requested.
+    @param stream: the stream to be used. If C{None}, the standard output
+      will be used.
+    """
+    if stream is None:
+        stream = sys.stdout
+    if hasattr(obj, "summary"):
+        stream.write(obj.summary(*args, **kwds))
+    else:
+        stream.write(str(obj))
+    stream.write("\n")

From 58975cb05a7d4f1ef8c170833de65a0fb9cae326 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 12:35:20 +0200
Subject: [PATCH 0293/1681] doc: added Dash docset generator

---
 scripts/mkdoc.sh | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 96826951c..71888b4ea 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -50,5 +50,26 @@ echo "Generating HTML documentation..."
 
 # PDF not supported by PyDoctor
 
+DOC2DASH=`which doc2dash 2>/dev/null || true`
+if [ "x$DOC2DASH" != x ]; then
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+        --online-redirect-url "https://igraph.org/python/doc/api" \
+        --name "python-igraph" \
+        -d "${DOC_API_FOLDER}" \
+	    -f \
+        "${DOC_API_FOLDER}/html"
+    DASH_READY=1
+else 
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
+fi
+
+echo ""
+echo "HTML API documentation generated in ${DOC_API_FOLDER}/html"
+if [ "x${DASH_READY}" = x1 ]; then
+    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+fi
+
 cd "$PWD"
 

From f8a3d04b5036a964f1c980fc427d5c34467457e6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 28 May 2021 10:29:14 +1000
Subject: [PATCH 0294/1681] Speed up from_graph_tool and clean up a little

---
 src/igraph/__init__.py | 23 +++++++++++++----------
 1 file changed, 13 insertions(+), 10 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e7bca8a96..45b59393d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1906,9 +1906,6 @@ def from_networkx(cls, g):
 
         @param g: networkx Graph or DiGraph
         """
-        import networkx as nx
-        from collections import defaultdict
-
         # Graph attributes
         gattr = dict(g.graph)
 
@@ -1931,7 +1928,7 @@ def from_networkx(cls, g):
 
         # Edges and edge attributes
         eattr_names = {name for (_, _, data) in g.edges.data() for name in data}
-        eattr = defaultdict(list)
+        eattr = {name: [] for name in eattr_names}
         edges = []
         for (u, v, data) in g.edges.data():
             edges.append((vd[u], vd[v]))
@@ -2029,13 +2026,19 @@ def from_graph_tool(cls, g):
             for i in range(vcount):
                 graph.vs[i][key] = prop[i]
 
-        # Edges
-        # NOTE: the order the edges are put in is necessary to set the
-        # attributes later on
+        # Edges and edge attributes
+        # NOTE: graph-tool is quite strongly typed, so each property is always
+        # defined for all edges, using default values for the type. E.g. for a
+        # string property/attribute the missing edges get an empty string.
+        edges = []
+        eattr_names = list(g.edge_properties)
+        eattr = {name: [] for name in eattr_names}
         for e in g.edges():
-            edge = graph.add_edge(int(e.source()), int(e.target()))
-            for key, val in list(g.edge_properties.items()):
-                edge[key] = val[e]
+            edges.append((int(e.source()), int(e.target())))
+            for name, attr_map in list(g.edge_properties.items()):
+                eattr[name].append(attr_map[e])
+
+        graph.add_edges(edges, eattr)
 
         return graph
 

From 6915ff6b0d3ccc4e60b0096626456263339efc32 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 28 May 2021 20:19:50 +1000
Subject: [PATCH 0295/1681] Skip list constructor

---
 src/igraph/__init__.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 45b59393d..606b2d3d1 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2021,7 +2021,7 @@ def from_graph_tool(cls, g):
         graph = cls(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
 
         # Node attributes
-        for key, val in list(g.vertex_properties.items()):
+        for key, val in g.vertex_properties.items():
             prop = val.get_array()
             for i in range(vcount):
                 graph.vs[i][key] = prop[i]
@@ -2035,7 +2035,7 @@ def from_graph_tool(cls, g):
         eattr = {name: [] for name in eattr_names}
         for e in g.edges():
             edges.append((int(e.source()), int(e.target())))
-            for name, attr_map in list(g.edge_properties.items()):
+            for name, attr_map in g.edge_properties.items():
                 eattr[name].append(attr_map[e])
 
         graph.add_edges(edges, eattr)

From 0c0ebd77907a2be6373476dae0bbfc754f419f6b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 28 May 2021 14:02:45 +0200
Subject: [PATCH 0296/1681] feat: added Graph.to_networkx(create_using=...)

---
 CHANGELOG.md           |  3 +++
 src/igraph/__init__.py | 25 +++++++++++++++----------
 2 files changed, 18 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1e5c555e4..f6fd715fe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,9 @@
 
 * `Graph.to_directed()` now supports a `mode=...` keyword argument.
 
+* Added a `create_using=...` keyword argument to `Graph.to_networkx()` to
+  let the user specify which NetworkX class to use when converting the graph.
+
 ### Changed
 
 * Updated igraph dependency to 0.9.3.
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 606b2d3d1..a32dfdcee 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1867,21 +1867,24 @@ def maximum_bipartite_matching(self, types="type", weights=None, eps=None):
     #############################################
     # Auxiliary I/O functions
 
-    def to_networkx(self):
-        """Converts the graph to networkx format"""
+    def to_networkx(self, create_using=None):
+        """Converts the graph to networkx format.
+
+        @param create_using: specifies which NetworkX graph class to use when
+            constructing the graph. C{None} means to let igraph infer the most
+            appropriate class based on whether the graph is directed and whether
+            it has multi-edges.
+        """
         import networkx as nx
 
         # Graph: decide on directness and mutliplicity
-        if any(self.is_multiple()):
-            if self.is_directed():
-                cls = nx.MultiDiGraph
+        if create_using is None:
+            if self.has_multiple():
+                cls = nx.MultiDiGraph if self.is_directed() else nx.MultiGraph
             else:
-                cls = nx.MultiGraph
+                cls = nx.DiGraph if self.is_directed() else nx.Graph
         else:
-            if self.is_directed():
-                cls = nx.DiGraph
-            else:
-                cls = nx.Graph
+            cls = create_using
 
         # Graph attributes
         kw = {x: self[x] for x in self.attributes()}
@@ -1889,6 +1892,8 @@ def to_networkx(self):
 
         # Nodes and node attributes
         for i, v in enumerate(self.vs):
+            # TODO: use _nx_name if the attribute is present so we can achieve
+            # a lossless round-trip in terms of vertex names
             g.add_node(i, **v.attributes())
 
         # Edges and edge attributes

From d12808c6fac7b231128b86d8640ccc85c907fee1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 12:14:17 +0200
Subject: [PATCH 0297/1681] fix: fix comments in mkdoc.sh -- it takes no
 arguments now [ci skip]

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 71888b4ea..b49ffc3aa 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -2,7 +2,7 @@
 #
 # Creates the API documentation for igraph's Python interface using PyDoctor
 #
-# Usage: ./mkdoc.sh [--sync] [directory]
+# Usage: ./mkdoc.sh
 
 SCRIPTS_FOLDER=`dirname $0`
 

From c8997ad1c4825a3469341322036a9784be665436 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 May 2021 19:52:39 +1000
Subject: [PATCH 0298/1681] A bit more docs for matplotlib plotting

---
 doc/source/tutorial.rst        | 17 +++++++++++++----
 src/igraph/drawing/__init__.py |  4 ++++
 2 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index d72d0ee26..6564c9b67 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -435,7 +435,7 @@ degree or betweenness centrality. You can do that with the tools presented so fa
 some basic Python knowledge, but since it is a common task to select vertices and edges
 based on attributes or structural properties, |igraph| gives you an easier way to do that:
 
->>> g.vs.select(_degree = g.maxdegree())["name"]
+>>> g.vs.select(_degree=g.maxdegree())["name"]
 ["Alice", "Bob"]
 
 The syntax may seem a little bit awkward for the first sight, so let's try to interpret
@@ -741,7 +741,7 @@ For instance, we can plot our imaginary social network with the Kamada-Kawai
 layout algorithm as follows:
 
 >>> layout = g.layout("kk")
->>> plot(g, layout = layout)
+>>> plot(g, layout=layout)
 
 This should open an external image viewer showing a visual representation of the network,
 something like the one on the following figure (although the exact placement of
@@ -753,6 +753,13 @@ nodes may be different on your machine since the layout is not deterministic):
 
    Our social network with the Kamada-Kawai layout algorithm
 
+If you prefer to use `matplotlib`_ as a default plotting engine, create an axes and use
+the ``target`` argument:
+
+>>> import matplotlib.pyplot as plt
+>>> fig, ax = plt.subplots()
+>>> plot(g, layout=layout, target=ax)
+
 Hmm, this is not too pretty so far. A trivial addition would be to use the names as the
 vertex labels and to color the vertices according to the gender. Vertex labels are taken
 from the ``label`` attribute by default and vertex colors are determined by the
@@ -761,7 +768,8 @@ from the ``label`` attribute by default and vertex colors are determined by the
 >>> g.vs["label"] = g.vs["name"]
 >>> color_dict = {"m": "blue", "f": "pink"}
 >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
->>> plot(g, layout = layout, bbox = (300, 300), margin = 20)
+>>> plot(g, layout=layout, bbox=(300, 300), margin=20)
+>>> plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax) # matplotlib version
 
 Note that we are simply re-using the previous layout object here, but we also specified
 that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
@@ -777,7 +785,7 @@ Instead of specifying the visual properties as vertex and edge attributes, you c
 also give them as keyword arguments to :func:`plot`:
 
 >>> color_dict = {"m": "blue", "f": "pink"}
->>> plot(g, layout = layout, vertex_color = [color_dict[gender] for gender in g.vs["gender"]])
+>>> plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
 
 This latter approach is preferred if you want to keep the properties of the visual
 representation of your graph separate from the graph itself. You can simply set up
@@ -1053,3 +1061,4 @@ out immediately.
 .. _API documentation: https://igraph.org/python/doc/api/index.html
 .. _Graph class: https://igraph.org/python/doc/api/igraph.Graph.html
 .. _Discourse group: https://igraph.discourse.group
+.. _matplotlib: https://matplotlib.org/
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 8c9723b40..372b8bac0 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -423,6 +423,10 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     @param target: the target where the object should be plotted. It can be one
       of the following types:
 
+        - C{matplotib.axes.Axes} -- a matplotlib/pyplot axes in which the
+          graph will be plotted. Drawing, saving to file, etc. is mostly
+          delegated to the chosen matplotlib backend.
+
         - C{string} -- a file with the given name will be created and an
           appropriate Cairo surface will be attached to it. The supported image
           formats are: PNG, PDF, SVG and PostScript.

From 75e0c5fe18dadb73a9e5e4edcf1bacc3b2110c8a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 May 2021 20:18:26 +1000
Subject: [PATCH 0299/1681] Improvements in the wording

---
 doc/source/tutorial.rst        | 4 ++--
 src/igraph/drawing/__init__.py | 5 +++--
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 6564c9b67..17a584f49 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -753,8 +753,8 @@ nodes may be different on your machine since the layout is not deterministic):
 
    Our social network with the Kamada-Kawai layout algorithm
 
-If you prefer to use `matplotlib`_ as a default plotting engine, create an axes and use
-the ``target`` argument:
+If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use the
+``target`` argument:
 
 >>> import matplotlib.pyplot as plt
 >>> fig, ax = plt.subplots()
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 372b8bac0..db34f5a0c 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -424,8 +424,9 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       of the following types:
 
         - C{matplotib.axes.Axes} -- a matplotlib/pyplot axes in which the
-          graph will be plotted. Drawing, saving to file, etc. is mostly
-          delegated to the chosen matplotlib backend.
+          graph will be plotted. Drawing is delegated to the chosen matplotlib
+          backend, and you can use interactive backends and matplotlib
+          functions to save to file as well.
 
         - C{string} -- a file with the given name will be created and an
           appropriate Cairo surface will be attached to it. The supported image

From 420728378bb70225a30985f15b08eb1e609d9e5b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 28 May 2021 14:22:35 +0200
Subject: [PATCH 0300/1681] docs: clarify add_edge() performance

---
 src/igraph/__init__.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a32dfdcee..70681c303 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -344,13 +344,17 @@ def add_edge(self, source, target, **kwds):
 
         Keyword arguments (except the source and target arguments) will be
         assigned to the edge as attributes.
+        
+        The performance cost of adding a single edge or several edges
+        to a graph is similar. Thus, when adding several edges, a single
+        C{add_edges()} call is more efficient than multiple C{add_edge()} calls.
 
         @param source: the source vertex of the edge or its name.
         @param target: the target vertex of the edge or its name.
 
         @return: the newly added edge as an L{Edge} object. Use
             C{add_edges([(source, target)])} if you don't need the L{Edge}
-            object and want to avoid the overhead of creating t.
+            object and want to avoid the overhead of creating it.
         """
         eid = self.ecount()
         self.add_edges([(source, target)])

From d53b9bc818122a0dd7cdf068090f717990808d78 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 13:02:34 +0200
Subject: [PATCH 0301/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a4be06863..05e9977f1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a4be0686333f2e9fe38b3bc7a23b9073e848f77a
+Subproject commit 05e9977f117821af26fe4b0dda0653d9d948c488

From 4fffe2e2c7e3474c5ea70c0aa50594e9b49d36a3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 13:57:52 +0200
Subject: [PATCH 0302/1681] fix: deprecate UbiGraphDrawer, list
 MatplotlibGraphDrawer in docstrings instead

---
 src/igraph/drawing/graph.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index d46b45538..5a70ce8af 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -4,7 +4,7 @@
 This module contains routines to draw graphs on:
 
   - Cairo surfaces (L{DefaultGraphDrawer})
-  - UbiGraph displays (L{UbiGraphDrawer}, see U{http://ubietylab.net/ubigraph})
+  - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
 (U{Cytoscape<http://www.cytoscape.org>}) using the
@@ -34,7 +34,7 @@
 from igraph.drawing.vertex import DefaultVertexDrawer
 from igraph.layout import Layout
 
-__all__ = ("DefaultGraphDrawer", "UbiGraphDrawer", "CytoscapeGraphDrawer")
+__all__ = ("DefaultGraphDrawer", "MatplotlibGraphDrawer", "CytoscapeGraphDrawer", "UbiGraphDrawer")
 __license__ = "GPL"
 
 cairo = find_cairo()
@@ -542,6 +542,11 @@ class UbiGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     The drawer also has two attributes, C{vertex_defaults} and
     C{edge_defaults}. These are dictionaries that can be used to
     set default values for the vertex/edge attributes in Ubigraph.
+
+    @deprecated: UbiGraph has not received updates since 2008 and is now not
+        available for download (at least not from the official sources).
+        The UbiGraph graph drawer will be removed from python-igraph in
+        0.10.0.
     """
 
     def __init__(self, url="http://localhost:20738/RPC2"):
@@ -551,6 +556,11 @@ def __init__(self, url="http://localhost:20738/RPC2"):
         self.vertex_defaults = dict(color="#ff0000", shape="cube", size=1.0)
         self.edge_defaults = dict(color="#ffffff", width=1.0)
 
+        warn(
+            "UbiGraphDrawer is deprecated from python-igraph 0.9.4",
+            DeprecationWarning
+        )
+
     def draw(self, graph, *args, **kwds):
         """Draws the given graph on an UbiGraph display.
 

From 89a8b9dc948d79443d2ac51c3e6b6046e94e3b2c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 13:58:42 +0200
Subject: [PATCH 0303/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f6fd715fe..6a7910dab 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -35,6 +35,8 @@
 
 * `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
 
+* `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
+  is not maintained since 2008.
 
 ## 0.9.1
 

From 56dc1b8dc3291fb4ac83a3da8f63588360bf20cd Mon Sep 17 00:00:00 2001
From: Casper van Elteren <caspervanelteren@gmail.com>
Date: Mon, 31 May 2021 13:58:58 +0200
Subject: [PATCH 0304/1681] fixed autocurve mpl (#406)

* fixed autocurve mpl

* fix: make sure that edge_curved=... is also respected when calling plot()

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/igraph/drawing/graph.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 5a70ce8af..c3302c06f 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1190,7 +1190,13 @@ def callback_edge_offset(event):
             if default is True:
                 default = 0.5
             default = float(default)
-            kwds["edge_curved"] = autocurve(graph, attribute=None, default=default)
+            ecurved = autocurve(graph, attribute=None, default=default)
+        elif "edge_curved" in kwds:
+            ecurved = kwds["edge_curved"]
+        elif "curved" in graph.edge_attributes():
+            ecurved = graph.es["curved"]
+        else:
+            ecurved = [0] * ne
 
         # Arrow style for directed and undirected graphs
         if graph.is_directed():
@@ -1204,7 +1210,6 @@ def callback_edge_offset(event):
 
         # Edge coordinates and curvature
         nloops = [0 for x in range(ne)]
-        has_curved = "curved" in graph.es.attributes()
         arrows = []
         for ie, edge in enumerate(graph.es):
             src, tgt = edge.source, edge.target
@@ -1284,14 +1289,14 @@ def callback_edge_offset(event):
                 )
 
             else:
-                curved = edge["curved"] if has_curved else False
+                curved = ecurved[ie]
                 if curved:
-                    aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                    aux1 = (2 * x1 + x2) / 3.0 - curved * 0.5 * (y2 - y1), (
                         2 * y1 + y2
-                    ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
-                    aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                    ) / 3.0 + curved * 0.5 * (x2 - x1)
+                    aux2 = (x1 + 2 * x2) / 3.0 - curved * 0.5 * (y2 - y1), (
                         y1 + 2 * y2
-                    ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+                    ) / 3.0 + curved * 0.5 * (x2 - x1)
                     start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
                     end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
 

From 0b74f994ceaf15ae47539167f5faadd291e656c0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 13:59:38 +0200
Subject: [PATCH 0305/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6a7910dab..8f56df502 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -25,6 +25,9 @@
 * Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
   on large graphs, thanks to @szhorvat and @iosonofabio for fixing the issue.
 
+* Fixed the `autocurve=...` keyword argument of `plot()` when using the
+  Matplotlib backend.
+
 ### Deprecated
 
 * Functions and methods that take string arguments that represent an underlying

From 6267902388b22a17ef16ab4ada6911cdffbb07d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 14:05:53 +0200
Subject: [PATCH 0306/1681] chore: removed __license__ vars from most of the
 modules, a single LICENSE file at the root is enough [ci skip]

---
 src/igraph/clustering.py       | 20 --------------------
 src/igraph/configuration.py    | 20 --------------------
 src/igraph/cut.py              | 20 --------------------
 src/igraph/datatypes.py        | 20 --------------------
 src/igraph/drawing/__init__.py |  2 --
 src/igraph/drawing/colors.py   | 20 --------------------
 src/igraph/drawing/coord.py    |  2 --
 src/igraph/drawing/edge.py     |  2 --
 src/igraph/drawing/graph.py    | 21 +++++++++++----------
 src/igraph/drawing/shapes.py   | 20 --------------------
 src/igraph/drawing/text.py     |  1 -
 src/igraph/drawing/utils.py    |  1 -
 src/igraph/drawing/vertex.py   |  1 -
 src/igraph/formula.py          | 20 --------------------
 src/igraph/layout.py           | 20 --------------------
 src/igraph/matching.py         | 21 ---------------------
 src/igraph/operators.py        | 20 --------------------
 src/igraph/remote/gephi.py     | 19 -------------------
 src/igraph/sparse_matrix.py    | 18 ------------------
 src/igraph/statistics.py       | 20 --------------------
 src/igraph/utils.py            | 19 -------------------
 21 files changed, 11 insertions(+), 296 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 3c00b3c95..37200d0f6 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -2,26 +2,6 @@
 # -*- coding: utf-8 -*-
 """Classes related to graph clustering."""
 
-__license__ = u"""
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
-
 from copy import deepcopy
 from math import pi
 from io import StringIO
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index f39a6cdd3..039012b6d 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -8,26 +8,6 @@
 as well as saving them to and retrieving them from disk.
 """
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
-
 import sys
 
 if sys.version_info < (3, 2):
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index 2d7a5d590..c2b39b7da 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -4,26 +4,6 @@
 
 from igraph.clustering import VertexClustering
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 
 class Cut(VertexClustering):
     """A cut of a given graph.
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 75a7bae5f..ce6ee6990 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -4,26 +4,6 @@
 
 from itertools import islice
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 
 class Matrix(object):
     """Simple matrix data type.
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index db34f5a0c..6e90aa247 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -38,8 +38,6 @@
 
 __all__ = ("BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot")
 
-__license__ = "GPL"
-
 cairo = find_cairo()
 
 #####################################################################
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 049cfeb99..72e3e80ac 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -4,26 +4,6 @@
 Color handling functions.
 """
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
-
 from igraph.datatypes import Matrix
 from igraph.utils import str_to_orientation
 from math import ceil
diff --git a/src/igraph/drawing/coord.py b/src/igraph/drawing/coord.py
index a5e51e622..57d742882 100644
--- a/src/igraph/drawing/coord.py
+++ b/src/igraph/drawing/coord.py
@@ -5,8 +5,6 @@
 from igraph.drawing.baseclasses import AbstractCairoDrawer
 from igraph.drawing.utils import BoundingBox
 
-__license__ = "GPL"
-
 #####################################################################
 
 
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 100cee5c6..f01c3e9a7 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -11,8 +11,6 @@
     "TaperedEdgeDrawer",
 )
 
-__license__ = "GPL"
-
 from igraph.drawing.colors import clamp
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.text import TextAlignment
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index c3302c06f..b47587b4f 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -13,8 +13,6 @@
 network from Cytoscape and convert it to igraph format.
 """
 
-from collections import defaultdict
-
 from math import atan2, cos, pi, sin, tan, sqrt
 from warnings import warn
 
@@ -34,8 +32,10 @@
 from igraph.drawing.vertex import DefaultVertexDrawer
 from igraph.layout import Layout
 
-__all__ = ("DefaultGraphDrawer", "MatplotlibGraphDrawer", "CytoscapeGraphDrawer", "UbiGraphDrawer")
-__license__ = "GPL"
+__all__ = (
+    "DefaultGraphDrawer", "MatplotlibGraphDrawer", "CytoscapeGraphDrawer",
+    "UbiGraphDrawer"
+)
 
 cairo = find_cairo()
 
@@ -442,7 +442,7 @@ def draw(self, graph, palette, *args, **kwds):
                     # Intersection at bottom edge of label
                     try:
                         cx += h / tan(alpha)
-                    except:
+                    except Exception:
                         pass  # tan(alpha) == inf
                     cy -= h
                 elif alpha > gamma and alpha <= gamma + 2 * beta:
@@ -453,7 +453,7 @@ def draw(self, graph, palette, *args, **kwds):
                     # Intersection at top edge of label
                     try:
                         cx -= h / tan(alpha)
-                    except:
+                    except Exception:
                         pass  # tan(alpha) == inf
                     cy += h
                 # Draw the label
@@ -913,10 +913,11 @@ class GephiGraphStreamingDrawer(AbstractGraphDrawer):
 
     The Gephi graph streaming format is a simple JSON-based format that can be used
     to post mutations to a graph (i.e. node and edge additions, removals and updates)
-    to a remote component. For instance, one can open up Gephi (U{http://www.gephi.org}),
-    install the Gephi graph streaming plugin and then send a graph from igraph
-    straight into the Gephi window by using C{GephiGraphStreamingDrawer} with the
-    appropriate URL where Gephi is listening.
+    to a remote component. For instance, one can open up Gephi
+    (U{http://www.gephi.org}), install the Gephi graph streaming plugin and then
+    send a graph from igraph straight into the Gephi window by using
+    C{GephiGraphStreamingDrawer} with the appropriate URL where Gephi is
+    listening.
 
     The C{connection} property exposes the L{GephiConnection} that the drawer
     uses. The drawer also has a property called C{streamer} which exposes the underlying
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 0a3cd81a9..bb7eec3e5 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -19,26 +19,6 @@
 
 __all__ = ("ShapeDrawerDirectory",)
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 from math import atan2, copysign, cos, pi, sin
 import sys
 
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index 6de3b3b9f..7d00624bd 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -8,7 +8,6 @@
 from warnings import warn
 
 __all__ = ("TextAlignment", "TextDrawer")
-__license__ = "GPL"
 
 __docformat__ = "restructuredtext en"
 
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 68f1b9b60..39a16e8fe 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -7,7 +7,6 @@
 from operator import itemgetter
 
 __all__ = ("BoundingBox", "Point", "Rectangle")
-__license__ = "GPL"
 
 #####################################################################
 
diff --git a/src/igraph/drawing/vertex.py b/src/igraph/drawing/vertex.py
index 9f4d082a0..fbae32e3f 100644
--- a/src/igraph/drawing/vertex.py
+++ b/src/igraph/drawing/vertex.py
@@ -11,7 +11,6 @@
 from math import pi
 
 __all__ = ("AbstractVertexDrawer", "AbstractCairoVertexDrawer", "DefaultVertexDrawer")
-__license__ = "GPL"
 
 
 class AbstractVertexDrawer(AbstractDrawer):
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 2b1f26aa6..9b31b0aed 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -17,26 +17,6 @@
 
 __all__ = ("construct_graph_from_formula",)
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 
 def generate_edges(formula):
     """Parses an edge specification from the head of the given
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 38bd3150c..eaf3e54c6 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -12,26 +12,6 @@
 from igraph.drawing.utils import BoundingBox
 from igraph.statistics import RunningMean
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 
 class Layout(object):
     """Represents the layout of a graph.
diff --git a/src/igraph/matching.py b/src/igraph/matching.py
index 85d40d226..5ec97a456 100644
--- a/src/igraph/matching.py
+++ b/src/igraph/matching.py
@@ -2,29 +2,8 @@
 # -*- coding: utf-8 -*-
 """Classes representing matchings on graphs."""
 
-from igraph.clustering import VertexClustering
 from igraph._igraph import Vertex
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 
 class Matching(object):
     """A matching of vertices in a graph.
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 8fe113b5c..eaf5b0075 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -2,28 +2,8 @@
 # -*- coding: utf-8 -*-
 """Implementation of union, disjoint union and intersection operators."""
 
-
 __all__ = ("disjoint_union", "union", "intersection")
 __docformat__ = "restructuredtext en"
-__license__ = """
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
 
 from igraph._igraph import GraphBase, _union, _intersection, _disjoint_union
 
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index 74b9d0d46..9ae527dba 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -7,25 +7,6 @@
 
 __all__ = ("GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat")
 __docformat__ = "restructuredtext en"
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
 
 
 class GephiConnection(object):
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 132d68bc4..bcf5436fe 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -6,24 +6,6 @@
 
 __all__ = ()
 __docformat__ = "restructuredtext en"
-__license__ = u"""
-Copyright (C) 2021  igraph development team
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
 
 from operator import add
 from igraph._igraph import (
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 951db6d9c..2a46e044e 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -4,26 +4,6 @@
 Statistics related stuff in igraph
 """
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
-02110-1301 USA
-"""
-
 import math
 
 __all__ = (
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 085f4a5ff..4b86e5dd6 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -22,25 +22,6 @@
 )
 
 __docformat__ = "restructuredtext en"
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
 
 
 def _is_running_in_ipython():

From 6fe65c8b9c05f35777a3e4ec3dc8f637332afd1d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 14:21:56 +0200
Subject: [PATCH 0307/1681] style: fix flake8 linter warnings

---
 src/igraph/__init__.py          |  2 +-
 src/igraph/app/shell.py         |  7 +++----
 src/igraph/clustering.py        |  6 +++---
 src/igraph/datatypes.py         |  6 +++---
 src/igraph/drawing/__init__.py  |  1 -
 src/igraph/drawing/colors.py    | 10 +++++-----
 src/igraph/drawing/edge.py      | 13 ++++++++-----
 src/igraph/drawing/metamagic.py |  1 +
 src/igraph/drawing/utils.py     |  4 +++-
 src/igraph/formula.py           |  9 ++++++---
 src/igraph/remote/gephi.py      |  4 +++-
 src/igraph/statistics.py        |  3 ++-
 src/igraph/summary.py           | 23 ++---------------------
 13 files changed, 40 insertions(+), 49 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 70681c303..0944b6c32 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -344,7 +344,7 @@ def add_edge(self, source, target, **kwds):
 
         Keyword arguments (except the source and target arguments) will be
         assigned to the edge as attributes.
-        
+
         The performance cost of adding a single edge or several edges
         to a graph is similar. Thus, when adding several edges, a single
         C{add_edges()} call is more efficient than multiple C{add_edge()} calls.
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 6defa2449..0b049d5fb 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -23,9 +23,8 @@
 import re
 import sys
 
-# pylint: disable-msg=W0401
-# W0401: wildcard import. That's exactly what we need for the shell.
-from igraph import __version__, set_progress_handler, set_status_handler
+from igraph import __version__
+from igraph._igraph import set_progress_handler, set_status_handler
 from igraph.configuration import Configuration
 
 
@@ -193,7 +192,7 @@ def render(self, template):
         the corresponding terminal control string (if it's defined) or
         '' (if it's not).
         """
-        return re.sub("r\$\$|\${\w+}", self._render_sub, template)
+        return re.sub("r\$\$|\${\w+}", self._render_sub, template)  # noqa: W605
 
     def _render_sub(self, match):
         """Helper function for L{render}"""
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 37200d0f6..644c06873 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -383,7 +383,7 @@ def _recalculate_modularity_safe(self):
         """
         try:
             return self.recalculate_modularity()
-        except:
+        except Exception:
             return None
         finally:
             self._modularity_dirty = False
@@ -1467,7 +1467,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         if "mark_groups" not in kwds:
             if Configuration.instance()["plotting.mark_groups"]:
                 prepare_groups = True
-        elif kwds["mark_groups"] == True:
+        elif kwds["mark_groups"] is True:
             prepare_groups = True
 
         if prepare_groups:
@@ -1501,7 +1501,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
         # Lists, tuples
         try:
             first = mark_groups[0]
-        except:
+        except Exception:
             # Hmm. Maybe not a list or tuple?
             first = None
         if first is not None:
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index ce6ee6990..6dab7223a 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -351,9 +351,9 @@ def __plot__(self, context, bbox, palette, **kwds):
             col_names = [str(name) for name in islice(col_names, self._ncol)]
             if len(col_names) < self._ncol:
                 col_names.extend([""] * (self._ncol - len(col_names)))
-        if values == False:
+        if values is False:
             values = None
-        if values == True:
+        if values is True:
             values = self
         if isinstance(values, list):
             values = Matrix(list)
@@ -428,7 +428,7 @@ def __plot__(self, context, bbox, palette, **kwds):
         # Draw matrix
         x, y = ox, oy
         if style is None:
-            fill = lambda: None
+            fill = lambda: None  # noqa: E731
         else:
             fill = context.fill_preserve
         for row in self:
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 6e90aa247..c428f62e7 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -16,7 +16,6 @@
 """
 
 
-from io import StringIO
 from warnings import warn
 
 import os
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 72e3e80ac..4532fb173 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -339,13 +339,13 @@ def _get(self, v):
 class PrecalculatedPalette(Palette):
     """A palette that returns colors from a pre-calculated list of colors"""
 
-    def __init__(self, l):
+    def __init__(self, items):
         """Creates the palette backed by the given list. The list must contain
         RGBA quadruplets or color names, which will be resolved first by
         L{color_name_to_rgba()}. Anything that is understood by
         L{color_name_to_rgba()} is OK here."""
-        Palette.__init__(self, len(l))
-        for idx, color in enumerate(l):
+        Palette.__init__(self, len(items))
+        for idx, color in enumerate(items):
             if isinstance(color, str):
                 color = color_name_to_rgba(color)
             self._cache[idx] = color
@@ -555,7 +555,7 @@ def darken(color, ratio=0.5):
     return (red * ratio, green * ratio, blue * ratio, alpha)
 
 
-def hsla_to_rgba(h, s, l, alpha=1.0):
+def hsla_to_rgba(h, s, l, alpha=1.0):  # noqa: E741
     """Converts a color given by its HSLA coordinates (hue, saturation,
     lightness, alpha) to RGBA coordinates.
 
@@ -584,7 +584,7 @@ def hsla_to_rgba(h, s, l, alpha=1.0):
             return (c + m, m, x + m, alpha)
 
 
-def hsl_to_rgb(h, s, l):
+def hsl_to_rgb(h, s, l):  # noqa: E741
     """Converts a color given by its HSL coordinates (hue, saturation,
     lightness) to RGB coordinates.
 
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index f01c3e9a7..95e87b1c2 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -243,7 +243,6 @@ def intersect_bezier_circle(
             t0 = 1.0
             t1 = 1.0 - radius / source_target_distance
 
-            xt0, yt0 = x3, y3
             xt1, yt1 = bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
 
             distance_t0 = 0
@@ -254,7 +253,8 @@ def intersect_bezier_circle(
                     t_new = (t0 + t1) / 2.0
                 else:
                     if abs(distance_t1 - radius) < abs(distance_t0 - radius):
-                        # If t1 gets us closer to the circumference step in the same direction
+                        # If t1 gets us closer to the circumference step in the
+                        # same direction
                         t_new = t1 + (t1 - t0) / 2.0
                     else:
                         t_new = t1 - (t1 - t0)
@@ -327,8 +327,10 @@ def intersect_bezier_circle(
                 x_arrow_mid - x_src
             )
 
-            # Offset the second control point (aux2) such that it falls precisely on the normal to the arrow base vector
-            # Strictly speaking, offset_length is the offset length divided by the length of the arrow base vector.
+            # Offset the second control point (aux2) such that it falls precisely
+            # on the normal to the arrow base vector. Strictly speaking,
+            # offset_length is the offset length divided by the length of the
+            # arrow base vector.
             offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
                 y_arrow_mid - aux2[1]
             ) * y_arrow_base_vec
@@ -341,7 +343,8 @@ def intersect_bezier_circle(
                 aux2[1] + y_arrow_base_vec * offset_length,
             )
 
-            # Draw tthe curve from the first vertex to the midpoint of the base of the arrow head
+            # Draw the curve from the first vertex to the midpoint of the base
+            # of the arrow head
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], x_arrow_mid, y_arrow_mid)
         else:
             # Determine where the edge intersects the circumference of the
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index 164aef3a9..150e1ceda 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -67,6 +67,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
 __all__ = ("AttributeSpecification", "AttributeCollectorBase")
 
+
 # pylint: disable-msg=R0903
 # R0903: too few public methods
 class AttributeSpecification(object):
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 39a16e8fe..051d34ede 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -462,7 +462,9 @@ def find_matplotlib():
     if has_mpl:
         import matplotlib.pyplot as plt
     else:
-        plt = FakeModule("You need to install matplotlib.pyplot to use this functionality")
+        plt = FakeModule(
+            "You need to install matplotlib.pyplot to use this functionality"
+        )
 
     return mpl, plt
 
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 9b31b0aed..ad5473d15 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -23,8 +23,10 @@ def generate_edges(formula):
     formula part and yields the following:
 
       - startpoint(s) of the edge by vertex names
-      - endpoint(s) of the edge by names or an empty list if the vertices are isolated
-      - a pair of bools to denote whether we had arrowheads at the start and end vertices
+      - endpoint(s) of the edge by names or an empty list if the vertices are
+        isolated
+      - a pair of bools to denote whether we had arrowheads at the start and end
+        vertices
     """
     if formula == "":
         yield [], [""], [False, False]
@@ -72,7 +74,8 @@ def generate_edges(formula):
                 pass
             else:
                 msg = (
-                    "invalid token found in edge specification: %s; token_type=%r; tok=%r"
+                    "invalid token found in edge specification: %s; "
+                    "token_type=%r; tok=%r"
                     % (formula, token_type, tok)
                 )
                 raise SyntaxError(msg)
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index 9ae527dba..c75651935 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -3,7 +3,9 @@
 """Classes that help igraph communicate with Gephi (http://www.gephi.org)."""
 
 import json
-import urllib.request, urllib.error, urllib.parse
+import urllib.error
+import urllib.parse
+import urllib.request
 
 __all__ = ("GephiConnection", "GephiGraphStreamer", "GephiGraphStreamingAPIFormat")
 __docformat__ = "restructuredtext en"
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 2a46e044e..c1e1be2cf 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -25,7 +25,8 @@ class FittedPowerLaw(object):
 
         >>> result = power_law_fit([1, 2, 3, 4, 5, 6])
         >>> result                   # doctest:+ELLIPSIS
-        FittedPowerLaw(continuous=False, alpha=2.42..., xmin=3.0, L=-7.54..., D=0.21..., p=0.993...)
+        FittedPowerLaw(continuous=False, alpha=2.42..., xmin=3.0, L=-7.54..., \
+D=0.21..., p=0.993...)
         >>> print(result)            # doctest:+ELLIPSIS
         Fitted power-law distribution on discrete data
         <BLANKLINE>
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 27229dc66..022f50479 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -2,6 +2,8 @@
 # -*- coding: utf-8 -*-
 """Summary representation of a graph."""
 
+import sys
+
 from igraph.statistics import median
 from itertools import islice
 from math import ceil
@@ -10,26 +12,6 @@
 
 __all__ = ("GraphSummary", "summary")
 
-__license__ = """\
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
-
-This program is free software; you can redistribute it and/or modify
-it under the terms of the GNU General Public License as published by
-the Free Software Foundation; either version 2 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-GNU General Public License for more details.
-
-You should have received a copy of the GNU General Public License
-along with this program; if not, write to the Free Software
-Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-02110-1301 USA
-"""
-
 
 class FakeWrapper(object):
     """Object whose interface is compatible with C{textwrap.TextWrapper}
@@ -143,7 +125,6 @@ def _construct_edgelist_adjlist(self):
         """Constructs the part in the summary that prints the edge list in an
         adjacency list format."""
         result = [self._edges_header]
-        arrow = self._arrow_format
 
         if self._graph.vcount() == 0:
             return

From c499db202663ed1bc4736ab62e30a1395713dffe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 14:24:13 +0200
Subject: [PATCH 0308/1681] style: removed unneeded pylint linter comments as
 we use flake8 now

---
 src/igraph/__init__.py            | 4 ----
 src/igraph/app/shell.py           | 7 -------
 src/igraph/clustering.py          | 4 ----
 src/igraph/configuration.py       | 2 --
 src/igraph/cut.py                 | 3 ---
 src/igraph/datatypes.py           | 6 ------
 src/igraph/drawing/__init__.py    | 4 ----
 src/igraph/drawing/baseclasses.py | 4 ----
 src/igraph/drawing/coord.py       | 2 --
 src/igraph/drawing/graph.py       | 9 ---------
 src/igraph/drawing/metamagic.py   | 4 ----
 src/igraph/drawing/shapes.py      | 3 ---
 src/igraph/drawing/utils.py       | 6 ------
 src/igraph/statistics.py          | 2 --
 14 files changed, 60 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0944b6c32..adf896538 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -158,7 +158,6 @@ def deprecated(message):
     warn(message, DeprecationWarning, stacklevel=3)
 
 
-# pylint: disable-msg=E1101
 class Graph(GraphBase):
     """Generic graph.
 
@@ -2441,9 +2440,6 @@ def Read_Picklez(cls, fname):
 
         return result
 
-    # pylint: disable-msg=C0301,C0323
-    # C0301: line too long.
-    # C0323: operator not followed by a space - well, print >>f looks OK
     def write_svg(
         self,
         fname,
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 0b049d5fb..e553cf69d 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -28,9 +28,6 @@
 from igraph.configuration import Configuration
 
 
-# pylint: disable-msg=C0103,R0903
-# C0103: invalid name. Disabled because this is a third-party class.
-# R0903: too few public methods.
 class TerminalController:
     """
     A class that can be used to portably generate formatted output to
@@ -311,14 +308,12 @@ def supports_status_messages(self):
         called C{_status_handler}."""
         return hasattr(self, "_status_handler")
 
-    # pylint: disable-msg=E1101
     def get_progress_handler(self):
         """Returns the progress handler (if exists) or None (if not)."""
         if self.supports_progress_bar():
             return self._progress_handler
         return None
 
-    # pylint: disable-msg=E1101
     def get_status_handler(self):
         """Returns the status handler (if exists) or None (if not)."""
         if self.supports_status_messages():
@@ -524,8 +519,6 @@ def main():
 
     shell = None
     for shell_class in shell_classes:
-        # pylint: disable-msg=W0703
-        # W0703: catch "Exception"
         try:
             shell = shell_class()
             break
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 644c06873..665fc9f3a 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -246,7 +246,6 @@ def __init__(
         else:
             self._modularity_params = dict(modularity_params)
 
-    # pylint: disable-msg=C0103
     @classmethod
     def FromAttribute(cls, graph, attribute, intervals=None, params=None):
         """Creates a vertex clustering based on the value of a vertex attribute.
@@ -738,7 +737,6 @@ def _item_box_size(self, context, horiz, idx):
             return x_advance - x_bearing, height
         return height, x_advance - x_bearing
 
-    # pylint: disable-msg=R0913
     def _plot_item(self, context, horiz, idx, x, y):
         """Plots a dendrogram item to the given Cairo context
 
@@ -763,8 +761,6 @@ def _plot_item(self, context, horiz, idx, x, y):
             context.show_text(str(self._names[idx]))
             context.restore()
 
-    # pylint: disable-msg=C0103,W0613
-    # W0613 = unused argument 'palette'
     def __plot__(self, context, bbox, palette, *args, **kwds):
         """Draws the dendrogram on the given Cairo context
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 039012b6d..edfb00815 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -183,8 +183,6 @@ class Configuration(object):
           inline in IPython's console if the console supports it. Default: C{True}
     """
 
-    # pylint: disable-msg=R0903
-    # R0903: too few public methods
     class Types(object):
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index c2b39b7da..0f49193bb 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -46,7 +46,6 @@ class Cut(VertexClustering):
       >>> mc.es["color"] = "red"
     """
 
-    # pylint: disable-msg=R0913
     def __init__(self, graph, value=None, cut=None, partition=None, partition2=None):
         """Initializes the cut.
 
@@ -88,7 +87,6 @@ def __str__(self):
             self._value,
         )
 
-    # pylint: disable-msg=C0103
     @property
     def es(self):
         """Returns an edge selector restricted to the cut"""
@@ -150,7 +148,6 @@ class Flow(Cut):
       >>> mf.es["color"] = "red"
     """
 
-    # pylint: disable-msg=R0913
     def __init__(self, graph, value, flow, cut, partition):
         """Initializes the flow.
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 6dab7223a..2a4e31fde 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -25,7 +25,6 @@ def __init__(self, data=None):
         self._nrow, self._ncol, self._data = 0, 0, []
         self.data = data
 
-    # pylint: disable-msg=C0103
     @classmethod
     def Fill(cls, value, *args):
         """Creates a matrix filled with the given value
@@ -47,7 +46,6 @@ def Fill(cls, value, *args):
         mtrx = [[value] * width for _ in range(height)]
         return cls(mtrx)
 
-    # pylint: disable-msg=C0103
     @classmethod
     def Zero(cls, *args):
         """Creates a matrix filled with zeros.
@@ -59,7 +57,6 @@ def Zero(cls, *args):
         result = cls.Fill(0, *args)
         return result
 
-    # pylint: disable-msg=C0103
     @classmethod
     def Identity(cls, *args):
         """Creates an identity matrix.
@@ -68,7 +65,6 @@ def Identity(cls, *args):
           two integers or a tuple. If a single integer is
           given here, the matrix is assumed to be square-shaped.
         """
-        # pylint: disable-msg=W0212
         result = cls.Fill(0, *args)
         for i in range(min(result.shape)):
             result._data[i][i] = 1
@@ -326,8 +322,6 @@ def __plot__(self, context, bbox, palette, **kwds):
         is square-shaped, the same names are used for both column and row
         names.
         """
-        # pylint: disable-msg=W0142
-        # pylint: disable-msg=C0103
         grid_width = float(kwds.get("grid_width", 1.0))
         border_width = float(kwds.get("border_width", 1.0))
         style = kwds.get("style", "boolean")
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index c428f62e7..a59bb7f86 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -85,8 +85,6 @@ class Plot(object):
     added by the L{Plot.add} method and removed by the L{Plot.remove} method.
     """
 
-    # pylint: disable-msg=E1101
-    # E1101: Module 'cairo' has no 'foo' member - of course it has! :)
     def __init__(self, target=None, bbox=None, palette=None, background=None):
         """Creates a new plot.
 
@@ -256,8 +254,6 @@ def mark_dirty(self):
         """Marks the plot as dirty (should be redrawn)"""
         self._is_dirty = True
 
-    # pylint: disable-msg=W0142
-    # W0142: used * or ** magic
     def redraw(self, context=None):
         """Redraws the plot"""
         ctx = context or self._ctx
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index ab2c98dc7..ddbc9b9a4 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -8,8 +8,6 @@
 #####################################################################
 
 
-# pylint: disable-msg=R0903
-# R0903: too few public methods
 class AbstractDrawer(object):
     """Abstract class that serves as a base class for anything that
     draws an igraph object."""
@@ -22,8 +20,6 @@ def draw(self, *args, **kwds):
 #####################################################################
 
 
-# pylint: disable-msg=R0903
-# R0903: too few public methods
 class AbstractCairoDrawer(AbstractDrawer):
     """Abstract class that serves as a base class for anything that
     draws on a Cairo context within a given bounding box.
diff --git a/src/igraph/drawing/coord.py b/src/igraph/drawing/coord.py
index 57d742882..fc0626bd8 100644
--- a/src/igraph/drawing/coord.py
+++ b/src/igraph/drawing/coord.py
@@ -8,8 +8,6 @@
 #####################################################################
 
 
-# pylint: disable-msg=R0922
-# R0922: Abstract class is only referenced 1 times
 class CoordinateSystem(AbstractCairoDrawer):
     """Class implementing a coordinate system object.
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index b47587b4f..c8afe6f14 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -42,15 +42,10 @@
 #####################################################################
 
 
-# pylint: disable-msg=R0903
-# R0903: too few public methods
 class AbstractGraphDrawer(AbstractDrawer):
     """Abstract class that serves as a base class for anything that
     draws an igraph.Graph."""
 
-    # pylint: disable-msg=W0221
-    # W0221: argument number differs from overridden method
-    # E1101: Module 'cairo' has no 'foo' member - of course it does :)
     def draw(self, graph, *args, **kwds):
         """Abstract method, must be implemented in derived classes."""
         raise NotImplementedError("abstract class")
@@ -223,10 +218,6 @@ def _determine_vertex_order(self, graph, kwds):
 
         return vertex_order
 
-    # pylint: disable-msg=W0142,W0221,E1101
-    # W0142: Used * or ** magic
-    # W0221: argument number differs from overridden method
-    # E1101: Module 'cairo' has no 'foo' member - of course it does :)
     def draw(self, graph, palette, *args, **kwds):
         # Some abbreviations for sake of simplicity
         directed = graph.is_directed()
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index 150e1ceda..29bdd2f22 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -68,8 +68,6 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 __all__ = ("AttributeSpecification", "AttributeCollectorBase")
 
 
-# pylint: disable-msg=R0903
-# R0903: too few public methods
 class AttributeSpecification(object):
     """Class that describes how the value of a given attribute should be
     retrieved.
@@ -342,8 +340,6 @@ def _collect_attributes(self, attr_spec, config=None):
     def __getitem__(self, index):
         """Returns the collected attributes of the vertex/edge with the
         given index."""
-        # pylint: disable-msg=E1101
-        # E1101: instance has no '_attributes' member
         return self._cache[index]
 
     def __len__(self):
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index bb7eec3e5..b81daf815 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -50,7 +50,6 @@ def draw_path(ctx, center_x, center_y, width, height=None):
         """
         raise NotImplementedError("abstract class")
 
-    # pylint: disable-msg=W0613
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the shape centered at (center_x, center_y)
@@ -95,8 +94,6 @@ def draw_path(ctx, center_x, center_y, width, height=None):
         height = height or width
         ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
 
-    # pylint: disable-msg=C0103, R0911
-    # R0911: too many return statements
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
         """Determines where the rectangle centered at (center_x, center_y)
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 051d34ede..31174fd73 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -400,8 +400,6 @@ def __or__(self, other):
 
 #####################################################################
 
-# pylint: disable-msg=R0903
-# R0903: too few public methods
 class FakeModule:
     """Fake module that raises an exception for everything"""
 
@@ -482,8 +480,6 @@ def __new__(cls, x, y):
         """Creates a new point with the given coordinates"""
         return tuple.__new__(cls, (x, y))
 
-    # pylint: disable-msg=W0622
-    # W0622: redefining built-in 'len'
     @classmethod
     def _make(cls, iterable, new=tuple.__new__, len=len):
         """Creates a new point from a sequence or iterable"""
@@ -500,8 +496,6 @@ def _asdict(self):
         """Returns a new dict which maps field names to their values"""
         return dict(zip(self._fields, self))
 
-    # pylint: disable-msg=W0141
-    # W0141: used builtin function 'map'
     def _replace(self, **kwds):
         """Returns a new point object replacing specified fields with new
         values"""
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index c1e1be2cf..7657ab6a4 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -179,7 +179,6 @@ def mean(self):
         """Returns the mean of the elements in the histogram"""
         return self._running_mean.mean
 
-    # pylint: disable-msg=C0103
     @property
     def sd(self):
         """Returns the standard deviation of the elements in
@@ -336,7 +335,6 @@ class RunningMean(object):
     the fly)
     """
 
-    # pylint: disable-msg=C0103
     def __init__(self, items=None, n=0.0, mean=0.0, sd=0.0):
         """RunningMean(items=None, n=0.0, mean=0.0, sd=0.0)
 

From 4af8463fea4f7996b4ee717af40322ac8a152102 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 19:28:28 +0200
Subject: [PATCH 0309/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 05e9977f1..2ceb15db7 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 05e9977f117821af26fe4b0dda0653d9d948c488
+Subproject commit 2ceb15db7983a15e499844daddd1e1aa72cb0138

From 917b8acd1fa0ad6c768e97118d88fd3690c46271 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 19:29:40 +0200
Subject: [PATCH 0310/1681] chore: updated changelog, preparing for release [ci
 skip]

---
 CHANGELOG.md          | 4 ++--
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8f56df502..e9aa1aec4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## 0.9.3
+## 0.9.4
 
 ### Added
 
@@ -18,7 +18,7 @@
 
 ### Changed
 
-* Updated igraph dependency to 0.9.3.
+* Updated igraph dependency to 0.9.4.
 
 ### Fixed
 
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 4eeb3ae08..7bb53614e 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.1'
+version = '0.9.4'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.1'
+release = '0.9.4'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 14ef391dc..c7f87fb0d 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 1)
+__version_info__ = (0, 9, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 2d841de1da3a1749d6cdaeb6cfa2078e00202215 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 May 2021 19:43:14 +0200
Subject: [PATCH 0311/1681] chore: trigger CI to build artifacts


From 2ccf9e9b88c37fc277dbd8eb8e0bce0a73e33cae Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 1 Jun 2021 14:40:23 +0200
Subject: [PATCH 0312/1681] build: force C++ linker during build by adding a
 dummy C++ file

---
 setup.py                         | 11 ++++++-----
 src/_igraph/force_cpp_linker.cpp |  4 ++++
 2 files changed, 10 insertions(+), 5 deletions(-)
 create mode 100644 src/_igraph/force_cpp_linker.cpp

diff --git a/setup.py b/setup.py
index 5f2e4a5b0..9163cabd2 100644
--- a/setup.py
+++ b/setup.py
@@ -420,6 +420,11 @@ def run(self):
                     extra_libraries = os.environ["IGRAPH_EXTRA_DYNAMIC_LIBRARIES"].split(',')
                     buildcfg.libraries.extend(extra_libraries)
 
+                # Remove C++ standard library as we will use the C++ linker
+                for lib in ("c++", "stdc++"):
+                    if lib in buildcfg.libraries:
+                        buildcfg.libraries.remove(lib)
+
                 # Prints basic build information
                 buildcfg.print_build_info()
 
@@ -664,11 +669,6 @@ def process_args_from_command_line(self):
     def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
         versions if the static version is to be found on the library path."""
-        building_on_windows = building_on_windows_msvc()
-
-        if not building_on_windows and "stdc++" not in self.libraries:
-            self.libraries.append("stdc++")
-
         if exclusions is None:
             exclusions = []
 
@@ -757,6 +757,7 @@ def use_educated_guess(self):
 
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
+sources.append(os.path.join("src", "_igraph", "force_cpp_linker.cpp"))
 igraph_extension = Extension("igraph._igraph", sources)
 
 description = """Python interface to the igraph high performance graph
diff --git a/src/_igraph/force_cpp_linker.cpp b/src/_igraph/force_cpp_linker.cpp
new file mode 100644
index 000000000..d78b8f3e8
--- /dev/null
+++ b/src/_igraph/force_cpp_linker.cpp
@@ -0,0 +1,4 @@
+/* The purpose of this file is to make Python use the C++ linker instead of
+ * the standard C linker because igraph's core static library needs the C++
+ * standard library */
+

From c1c3d8a819253988c5102fc71511f56e654d044d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 2 Jun 2021 10:26:36 +0200
Subject: [PATCH 0313/1681] ci: run verbose unit tests, add NetworkX in CI env

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2c05589e4..73259dc38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,7 +2,7 @@ name: Build and test, upload to PyPI on release
 
 on: [push, pull_request]
 env:
-  CIBW_TEST_COMMAND: "cd {project} && python -m unittest"
+  CIBW_TEST_COMMAND: "cd {project} && python -m unittest -vvv"
   CIBW_SKIP: "cp27-* pp27-* cp35-*"
 
 jobs:
@@ -128,7 +128,7 @@ jobs:
           IGRAPH_STATIC_EXTENSION: True
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest"
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest -vvv"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -170,8 +170,8 @@ jobs:
 
       - name: Test
         run: |
-          pip install numpy scipy pandas
-          python -m unittest
+          pip install numpy scipy pandas networkx
+          python -m unittest -vvv
 
       - uses: actions/upload-artifact@v2
         with:

From 883a05ebaed0d2c6b8492bd5d7acb4879ba48a59 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 3 Jun 2021 05:39:01 +1000
Subject: [PATCH 0314/1681] Matplotlib plotting and clustering color bugfix
 (#410)

---
 src/igraph/drawing/graph.py | 105 +++++++++++++++++++++++-------------
 1 file changed, 68 insertions(+), 37 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index c8afe6f14..8c766ff08 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1024,32 +1024,54 @@ def callback_edge_offset(event):
             clustering = graph
             graph = clustering.graph
 
+        # Get layout
+        layout = kwds.get("layout", graph.layout())
+        if isinstance(layout, str):
+            layout = graph.layout(layout)
+
+        # Vertex coordinates
+        vcoord = layout.coords
+
         # mark groups: the used data structure is eventually the dict option:
         # tuples of vertex indices as the keys, colors as the values. We
         # convert other formats into that one here
-        if "mark_groups" in kwds:
-            if kwds["mark_groups"] is False:
-                del kwds["mark_groups"]
-            elif (kwds["mark_groups"] is True) and (clustering is not None):
-                pass
-            elif isinstance(kwds["mark_groups"], (VertexClustering, VertexCover)):
-                if clustering is not None:
-                    raise ValueError(
-                        "mark_groups cannot override a clustering with another"
-                    )
-                else:
-                    clustering = kwds["mark_groups"]
-                    kwds["mark_groups"] = True
+        if "mark_groups" not in kwds:
+            kwds["mark_groups"] = False
+        if kwds["mark_groups"] is False:
+            pass
+        elif (kwds["mark_groups"] is True) and (clustering is not None):
+            pass
+        elif isinstance(kwds["mark_groups"], (VertexClustering, VertexCover)):
+            if clustering is not None:
+                raise ValueError(
+                    "mark_groups cannot override a clustering with another"
+                )
             else:
-                try:
-                    mg_iter = iter(kwds["mark_groups"])
-                except TypeError:
-                    raise TypeError("mark_groups is not in the right format")
-                kwds["mark_groups"] = dict(mg_iter)
+                clustering = kwds["mark_groups"]
+                kwds["mark_groups"] = True
+        else:
+            try:
+                mg_iter = iter(kwds["mark_groups"])
+            except TypeError:
+                raise TypeError("mark_groups is not in the right format")
+            kwds["mark_groups"] = dict(mg_iter)
+
+        # If a clustering is set and marks are requested but without a specific
+        # colormap, make the colormap
 
-        # If a clustering is set, color vertices and mark groups if requested
+        # Two things need coloring: vertices and groups/clusters (polygon)
+        # The coloring needs to be coordinated between the two.
         if clustering is not None:
-            if "vertex_color" not in kwds:
+            # If mark_groups is a dict, we don't need a default color dict, we
+            # can just use the mark_groups dict. If mark_groups is False and
+            # vertex_color is set, we don't need either because the colors are
+            # already fully specified. In all other cases, we need a default
+            # color dict.
+            if isinstance(kwds["mark_groups"], dict):
+                group_colordict = kwds["mark_groups"]
+            elif (kwds["mark_groups"] is False) and ("vertex_color" in kwds):
+                pass
+            else:
                 membership = clustering.membership
                 if isinstance(clustering, VertexCover):
                     membership = [x[0] for x in membership]
@@ -1057,26 +1079,35 @@ def callback_edge_offset(event):
                 n_colors = len(clusters)
                 cmap = mpl.cm.get_cmap("viridis")
                 colors = [cmap(1.0 * i / n_colors) for i in range(n_colors)]
-                c = [colors[clusters.index(i)] for i in membership]
-                kwds["vertex_color"] = c
+                cluster_colordict = {g: c for g, c in zip(clusters, colors)}
 
                 # mark_groups if not explicitly marked
-                if kwds.get("mark_groups") is True:
-                    mark_groups = defaultdict(list)
-                    for i, color in enumerate(c):
-                        mark_groups[color].append(i)
-
-                    # Invert keys and values
-                    mark_groups = {tuple(v): k for k, v in mark_groups.items()}
-                    kwds["mark_groups"] = mark_groups
+                group_colordict = defaultdict(list)
+                for i, g in enumerate(membership):
+                    color = cluster_colordict[g]
+                    group_colordict[color].append(i)
+                del cluster_colordict
+                # Invert keys and values
+                group_colordict = {tuple(v): k for k, v in group_colordict.items()}
+
+            # If mark_groups is set but not defined, make a default colormap
+            if kwds["mark_groups"] is True:
+                kwds["mark_groups"] = group_colordict
 
-        # Get layout
-        layout = kwds.get("layout", graph.layout())
-        if isinstance(layout, str):
-            layout = graph.layout(layout)
-
-        # Vertex coordinates
-        vcoord = layout.coords
+            if "vertex_color" not in kwds:
+                kwds["vertex_color"] = ['none' for m in membership]
+                for group_vs, color in group_colordict.items():
+                    for i in group_vs:
+                        kwds["vertex_color"][i] = color
+
+            # Now mark_groups is either a dict or False
+            # If vertex_color is not set, we can rely on mark_groups if a dict,
+            # else we need to make up the same colormap as if we were requested groups
+            if "vertex_color" not in kwds:
+                if isinstance(kwds["mark_groups"], dict):
+                    membership = clustering.membership
+                    if isinstance(clustering, VertexCover):
+                        membership = [x[0] for x in membership]
 
         # Mark groups
         if "mark_groups" in kwds:

From 0abc0dd50a3d858d0f54ce7883e4c7f661667e45 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 8 Jun 2021 17:56:57 +0200
Subject: [PATCH 0315/1681] fix: set_random_number_generator(None) now properly
 restores the original igraph RNG, fixes #414

---
 src/_igraph/random.c | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index e267d13d0..ad3f96d22 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -38,6 +38,7 @@ typedef struct {
 
 static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0, 0, 0};
 static igraph_rng_t igraph_rng_Python = {0, 0, 0};
+static igraph_rng_t igraph_rng_default_saved = {0, 0, 0};
 
 int igraph_rng_Python_init(void **state) {
   IGRAPH_ERROR("Python RNG error, unsupported function called",
@@ -61,7 +62,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   if (object == Py_None) {
     /* Reverting to the default igraph random number generator instead
      * of the Python-based one */
-    igraph_rng_set_default(igraph_rng_default());
+    igraph_rng_set_default(&igraph_rng_default_saved);
     Py_RETURN_NONE;
   }
 
@@ -182,6 +183,10 @@ igraph_rng_type_t igraph_rngtype_Python = {
 void igraphmodule_init_rng(PyObject* igraph_module) {
   PyObject* random_module;
 
+  if (igraph_rng_default_saved.type == 0) {
+    igraph_rng_default_saved = *igraph_rng_default();
+  }
+
   if (igraph_rng_Python.state != 0)
     return;
 
@@ -200,5 +205,6 @@ void igraphmodule_init_rng(PyObject* igraph_module) {
     PyErr_Clear();
     return;
   }
+
   Py_DECREF(random_module);
 }

From fb47e3ec48b15ee751a9a436a2fd300d27c6c271 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 8 Jun 2021 20:55:59 +0200
Subject: [PATCH 0316/1681] fix: PyObject_CallObject() is slightly faster when
 generating random numbers

---
 src/_igraph/random.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index ad3f96d22..235e427e0 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -125,7 +125,7 @@ unsigned long int igraph_rng_Python_get(void *state) {
  * \brief Generates a real number between 0 and 1 using the Python random number generator.
  */
 igraph_real_t igraph_rng_Python_get_real(void *state) {
-  PyObject* result = PyObject_CallFunction(igraph_rng_Python_state.random_func, NULL);
+  PyObject* result = PyObject_CallObject(igraph_rng_Python_state.random_func, 0);
   double retval;
 
   if (result == 0) {

From 1b2b0a30dff1fc9f8c00e4cc1dda81543eae7733 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 8 Jun 2021 22:09:38 +0200
Subject: [PATCH 0317/1681] fix: RNG performance improvements

---
 CHANGELOG.md         |  17 +++++
 src/_igraph/random.c | 165 +++++++++++++++++++++++++++++++++++--------
 2 files changed, 153 insertions(+), 29 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e9aa1aec4..15cb0fe47 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,22 @@
 # igraph Python interface changelog
 
+## 0.9.5
+
+### Fixed
+
+* `set_random_number_generator(None)` now correctly switches back to igraph's
+  own random number generator instead of the default one that hooks into
+  the `random` module of Python.
+
+* Improved performance in cases when igraph has to call back to Python's
+  `random` module to generate random numbers. One example is
+  `Graph.Degree_Sequence(method="vl")`, whose performance suffered a more than
+  30x slowdown on 32-bit platforms before, compared to the native C
+  implementation. Now the gap is smaller. Note that if you need performance and
+  do not care about seeding the random number generator from Python, you can
+  now use `set_random_number_generator(None)` to switch back to igraph's own
+  RNG that does not need a roundtrip to Python.
+
 ## 0.9.4
 
 ### Added
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 235e427e0..0731ec7fa 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -28,14 +28,29 @@
 /**
  * \ingroup python_interface_rng
  * \brief Internal data structure for storing references to the
- *        functions used from Python's random number generator.
+ *        functions and arguments used from Python's random number generator.
  */
 typedef struct {
+  PyObject* getrandbits_func;
   PyObject* randint_func;
   PyObject* random_func;
   PyObject* gauss_func;
+
+  PyObject* rng_bits_as_pyobject;
+  PyObject* zero_as_pyobject;
+  PyObject* one_as_pyobject;
+  PyObject* rng_max_as_pyobject;
 } igraph_i_rng_Python_state_t;
 
+/* igraph_rng_get_int31() is potentially faster if the max value of the RNG
+ * is 0x7FFFFFFF; however, in case of Python, it is actually _slower_ because
+ * Python long integers are not terribly efficient. We are better off with using
+ * any other value here */
+#define RNG_MAX 0xFFFFFFFF
+
+/* This must be consistent with the value of RNG_MAX above */
+#define RNG_BITS 32
+
 static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0, 0, 0};
 static igraph_rng_t igraph_rng_Python = {0, 0, 0};
 static igraph_rng_t igraph_rng_default_saved = {0, 0, 0};
@@ -66,25 +81,67 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
     Py_RETURN_NONE;
   }
 
-#define GET_FUNC(name) {\
+#define GET_FUNC(name) { \
   func = PyObject_GetAttrString(object, name); \
-  if (func == 0) \
-    return NULL; \
-  if (!PyCallable_Check(func)) {\
-    PyErr_SetString(PyExc_TypeError, name "attribute must be callable"); \
-    return NULL; \
+  if (func == 0) {\
+    return 0; \
+  } else if (!PyCallable_Check(func)) { \
+    PyErr_SetString(PyExc_TypeError, "'" name "' attribute must be callable"); \
+    return 0; \
   } \
 }
 
+#define GET_OPTIONAL_FUNC(name) { \
+  if (PyObject_HasAttrString(object, name)) { \
+    func = PyObject_GetAttrString(object, name); \
+    if (func == 0) { \
+      return 0; \
+    } else if (!PyCallable_Check(func)) { \
+      PyErr_SetString(PyExc_TypeError, "'" name "' attribute must be callable"); \
+      return 0; \
+    } \
+  } else { \
+    func = 0; \
+  } \
+}
+
+  GET_OPTIONAL_FUNC("getrandbits"); new_state.getrandbits_func = func;
   GET_FUNC("randint"); new_state.randint_func = func;
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, RNG_MAX)
+   * in advance */
+  new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
+  if (new_state.rng_bits_as_pyobject == 0) {
+    return 0;
+  }
+  new_state.zero_as_pyobject = PyLong_FromLong(0);
+  if (new_state.zero_as_pyobject == 0) {
+    return 0;
+  }
+  new_state.one_as_pyobject = PyLong_FromLong(1);
+  if (new_state.one_as_pyobject == 0) {
+    return 0;
+  }
+  new_state.rng_max_as_pyobject = PyLong_FromUnsignedLong(RNG_MAX);
+  if (new_state.rng_max_as_pyobject == 0) {
+    return 0;
+  }
+
+#undef GET_FUNC
+#undef GET_OPTIONAL_FUNC
+
   old_state = igraph_rng_Python_state;
   igraph_rng_Python_state = new_state;
+  Py_XDECREF(old_state.getrandbits_func);
   Py_XDECREF(old_state.randint_func);
   Py_XDECREF(old_state.random_func);
   Py_XDECREF(old_state.gauss_func);
+  Py_XDECREF(old_state.rng_bits_as_pyobject);
+  Py_XDECREF(old_state.zero_as_pyobject);
+  Py_XDECREF(old_state.one_as_pyobject);
+  Py_XDECREF(old_state.rng_max_as_pyobject);
 
   igraph_rng_set_default(&igraph_rng_Python);
 
@@ -106,18 +163,47 @@ int igraph_rng_Python_seed(void *state, unsigned long int seed) {
  * \brief Generates an unsigned long integer using the Python random number generator.
  */
 unsigned long int igraph_rng_Python_get(void *state) {
-  PyObject* result = PyObject_CallFunction(igraph_rng_Python_state.randint_func, "kk", 0, LONG_MAX);
+  PyObject* result;
+  PyObject* exc_type;
   unsigned long int retval;
 
+  if (igraph_rng_Python_state.getrandbits_func) {
+    /* This is the preferred code path if the random module given by the user
+     * supports getrandbits(); it is faster than randint() but still slower
+     * than simply calling random() */
+    result = PyObject_CallFunctionObjArgs(
+      igraph_rng_Python_state.getrandbits_func,
+      igraph_rng_Python_state.rng_bits_as_pyobject,
+      0
+    );
+  } else {
+    /* We want to avoid hitting this path at all costs because randint() is
+     * very costly in the Python layer */
+    result = PyObject_CallFunctionObjArgs(
+      igraph_rng_Python_state.randint_func,
+      igraph_rng_Python_state.zero_as_pyobject,
+      igraph_rng_Python_state.rng_max_as_pyobject,
+      0
+    );
+  }
+
   if (result == 0) {
-    PyErr_WriteUnraisable(PyErr_Occurred());
-    PyErr_Clear();
+    exc_type = PyErr_Occurred();
+    if (exc_type == PyExc_KeyboardInterrupt) {
+      /* KeyboardInterrupt is okay, we don't report it, just store it and let
+       * the caller handler it at the earliest convenience */
+    } else {
+      /* All other exceptions are reported and cleared */
+      PyErr_WriteUnraisable(exc_type);
+      PyErr_Clear();
+    }
     /* Fallback to the C random generator */
-    return rand() * LONG_MAX;
+    return rand() * RNG_MAX;
+  } else {
+    retval = PyLong_AsUnsignedLong(result);
+    Py_DECREF(result);
+    return retval;
   }
-  retval = PyLong_AsLong(result);
-  Py_DECREF(result);
-  return retval;
 }
 
 /**
@@ -125,19 +211,27 @@ unsigned long int igraph_rng_Python_get(void *state) {
  * \brief Generates a real number between 0 and 1 using the Python random number generator.
  */
 igraph_real_t igraph_rng_Python_get_real(void *state) {
-  PyObject* result = PyObject_CallObject(igraph_rng_Python_state.random_func, 0);
+  PyObject* exc_type;
   double retval;
+  PyObject* result = PyObject_CallObject(igraph_rng_Python_state.random_func, 0);
 
   if (result == 0) {
-    PyErr_WriteUnraisable(PyErr_Occurred());
-    PyErr_Clear();
+    exc_type = PyErr_Occurred();
+    if (exc_type == PyExc_KeyboardInterrupt) {
+      /* KeyboardInterrupt is okay, we don't report it, just store it and let
+       * the caller handler it at the earliest convenience */
+    } else {
+      /* All other exceptions are reported and cleared */
+      PyErr_WriteUnraisable(exc_type);
+      PyErr_Clear();
+    }
     /* Fallback to the C random generator */
     return rand();
+  } else {
+    retval = PyFloat_AsDouble(result);
+    Py_DECREF(result);
+    return retval;
   }
-
-  retval = PyFloat_AsDouble(result);
-  Py_DECREF(result);
-  return retval;
 }
 
 /**
@@ -146,19 +240,32 @@ igraph_real_t igraph_rng_Python_get_real(void *state) {
  *        around zero with unit variance.
  */
 igraph_real_t igraph_rng_Python_get_norm(void *state) {
-  PyObject* result = PyObject_CallFunction(igraph_rng_Python_state.gauss_func, "dd", 0.0, 1.0);
+  PyObject* exc_type;
   double retval;
+  PyObject* result = PyObject_CallFunctionObjArgs(
+    igraph_rng_Python_state.gauss_func,
+    igraph_rng_Python_state.zero_as_pyobject,
+    igraph_rng_Python_state.one_as_pyobject,
+    0
+  );
 
   if (result == 0) {
-    PyErr_WriteUnraisable(PyErr_Occurred());
-    PyErr_Clear();
+    exc_type = PyErr_Occurred();
+    if (exc_type == PyExc_KeyboardInterrupt) {
+      /* KeyboardInterrupt is okay, we don't report it, just store it and let
+       * the caller handler it at the earliest convenience */
+    } else {
+      /* All other exceptions are reported and cleared */
+      PyErr_WriteUnraisable(exc_type);
+      PyErr_Clear();
+    }
     /* Fallback to the C random generator */
     return 0;
+  } else {
+    retval = PyFloat_AsDouble(result);
+    Py_DECREF(result);
+    return retval;
   }
-
-  retval = PyFloat_AsDouble(result);
-  Py_DECREF(result);
-  return retval;
 }
 
 /**
@@ -169,7 +276,7 @@ igraph_real_t igraph_rng_Python_get_norm(void *state) {
 igraph_rng_type_t igraph_rngtype_Python = {
   /* name= */      "Python random generator",
   /* min=  */      0,
-  /* max=  */      LONG_MAX,
+  /* max=  */      RNG_MAX,
   /* init= */      igraph_rng_Python_init,
   /* destroy= */   igraph_rng_Python_destroy,
   /* seed= */      igraph_rng_Python_seed,

From 0a153b39531c4073b70187167c236a9365a24f87 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 11 Jun 2021 13:01:13 +0200
Subject: [PATCH 0318/1681] chore: bumped version to 0.9.5

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 7bb53614e..1ad803559 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.4'
+version = '0.9.5'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.4'
+release = '0.9.5'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index c7f87fb0d..06e50590c 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 4)
+__version_info__ = (0, 9, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 4c19544a873b68c1406e379d9eb6f3371a4edd67 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 11 Jun 2021 17:17:05 +0200
Subject: [PATCH 0319/1681] chore: last tweaks to changelog [ci skip]

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 15cb0fe47..e8af890ea 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Fixed
 
+* `plot(g, ..., mark_groups=True)` now works with the Matplotlib plotting backend.
+
 * `set_random_number_generator(None)` now correctly switches back to igraph's
   own random number generator instead of the default one that hooks into
   the `random` module of Python.

From 713b811ad472e122ef28047c3eba6f470c8f8c82 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 12 Jun 2021 00:21:11 +0200
Subject: [PATCH 0320/1681] fix: fix failing Matplotlib backend when
 mark_groups=... is not provided, fixes #415

---
 src/igraph/drawing/graph.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 8c766ff08..5b1397013 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1110,7 +1110,7 @@ def callback_edge_offset(event):
                         membership = [x[0] for x in membership]
 
         # Mark groups
-        if "mark_groups" in kwds:
+        if "mark_groups" in kwds and isinstance(kwds["mark_groups"], dict):
             for idx, color in kwds["mark_groups"].items():
                 points = [vcoord[i] for i in idx]
                 vertices = np.asarray(convex_hull(points, coords=True))

From 03368df2937dcf4871cfd1210eadc21a21c570ae Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 12 Jun 2021 00:23:14 +0200
Subject: [PATCH 0321/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e8af890ea..1172c7cf3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## 0.9.6
+
+### Fixed
+
+* Version 0.9.5 accidentally broke the Matplotlib backend when it was invoked
+  without the `mark_groups=...` keyword argument; this version fixes the issue.
+  Thanks to @dschult for reporting it!
+
 ## 0.9.5
 
 ### Fixed

From f657a59bc7a7c9b56aefa2b2dff7953d06d27d6f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 12 Jun 2021 10:07:29 +0200
Subject: [PATCH 0322/1681] chore: bumped version to 0.9.56

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1ad803559..eb5b48839 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.5'
+version = '0.9.6'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.5'
+release = '0.9.6'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 06e50590c..fd77afc92 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 5)
+__version_info__ = (0, 9, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 27b8068faddfb64d6b43b428982803f2f63f48b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Jun 2021 19:41:35 +0200
Subject: [PATCH 0323/1681] fix: removed deprecated 'grid_fr' layout alias,
 refs #417

---
 doc/source/tutorial.rst   | 3 ---
 src/_igraph/graphobject.h | 1 -
 src/igraph/__init__.py    | 3 ---
 3 files changed, 7 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 17a584f49..6d992f67a 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -682,9 +682,6 @@ Method name                          Short name      Algorithm description
 ``layout_fruchterman_reingold_3d``   ``fr3d``,       Fruchterman-Reingold force-directed algorithm
                                      ``fr_3d``       in three dimensions
 ------------------------------------ --------------- ---------------------------------------------
-``layout_grid_fruchterman_reingold`` ``grid_fr``     Fruchterman-Reingold force-directed algorithm
-                                                     with grid heuristics for large graphs
------------------------------------- --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          Kamada-Kawai force-directed algorithm
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai_3d``           ``kk3d``,       Kamada-Kawai force-directed algorithm
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index d9d3c1fc8..8ee6e4fab 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -145,7 +145,6 @@ PyObject* igraphmodule_Graph_layout_kamada_kawai_3d(igraphmodule_GraphObject *se
 PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_layout_fruchterman_reingold(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_layout_fruchterman_reingold_3d(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_grid_fruchterman_reingold(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 PyObject* igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index adf896538..1c1fe4b51 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -4285,11 +4285,8 @@ def intersection(self, other, byname="auto"):
         "drl": "layout_drl",
         "fr": "layout_fruchterman_reingold",
         "fruchterman_reingold": "layout_fruchterman_reingold",
-        "gfr": "layout_grid_fruchterman_reingold",
         "graphopt": "layout_graphopt",
         "grid": "layout_grid",
-        "grid_fr": "layout_grid_fruchterman_reingold",
-        "grid_fruchterman_reingold": "layout_grid_fruchterman_reingold",
         "kk": "layout_kamada_kawai",
         "kamada_kawai": "layout_kamada_kawai",
         "lgl": "layout_lgl",

From 2981fe193388adfe0ef001e0689858d2cbd2825f Mon Sep 17 00:00:00 2001
From: Fabian Witter <fwitter@users.noreply.github.com>
Date: Tue, 22 Jun 2021 20:37:45 +0200
Subject: [PATCH 0324/1681] Reimplemented Graph.DataFrame with improved
 perfomance (#418)

* Reimplemented Graph.DataFrame with improved perfomance

* Fixed wrong import

* Reverted change of default value for param use_vids
---
 src/igraph/__init__.py   | 147 ++++++++++++++++++---------------------
 tests/test_generators.py |  55 ++++++++++++++-
 2 files changed, 121 insertions(+), 81 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 1c1fe4b51..df4126c1d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3406,14 +3406,16 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
 
         @param edges: pandas DataFrame containing edges and metadata. The first
           two columns of this DataFrame contain the source and target vertices
-          for each edge. These indicate the vertex *names* rather than ids
-          unless `use_vids` is True and these are nonnegative integers.
+          for each edge. These indicate the vertex *names* rather than IDs
+          unless `use_vids` is True and these are non-negative integers. Further
+          columns may contain edge attributes.
         @param directed: bool setting whether the graph is directed
         @param vertices: None (default) or pandas DataFrame containing vertex
-          metadata. The first column must contain the unique ids of the
-          vertices and will be set as attribute 'name'. Although vertex names
-          are usually strings, they can be any hashable object. All other
-          columns will be added as vertex attributes by column name.
+          metadata. The first column of the DataFrame must contain the unique
+          vertex *names*. If `use_vids` is True, the DataFrame's index must
+          contain the vertex IDs as a sequence of intergers from `0` to
+          `len(vertices) - 1`. All other columns will be added as vertex
+          attributes by column name.
         @use_vids: whether to interpret the first two columns of the `edges`
           argument as vertex ids (0-based integers) instead of vertex names.
           If this argument is set to True and the first two columns of `edges`
@@ -3426,96 +3428,81 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
         to unexpected behaviour: fill your NaNs with values before calling this
         function to mitigate.
         """
-        import numpy as np
-        import pandas as pd
+        try:
+            import pandas as pd
+        except ImportError:
+            raise ImportError("You should install pandas in order to use this function")
+        try:
+            import numpy as np
+        except:
+            raise ImportError("You should install numpy in order to use this function")
 
         if edges.shape[1] < 2:
-            raise ValueError("the data frame should contain at least two columns")
+            raise ValueError("The 'edges' DataFrame must contain at least two columns")
+        if vertices is not None and vertices.shape[1] < 1:
+            raise ValueError("The 'vertices' DataFrame must contain at least one column")
 
         if use_vids:
-            if str(edges.dtypes[0]).startswith("int") and str(
-                edges.dtypes[1]
-            ).startswith("int"):
-                names_edges = None
-            else:
-                raise TypeError("vertex ids must be 0-based integers")
-
+            if not (str(edges.dtypes[0]).startswith("int") and str(edges.dtypes[1]).startswith("int")):
+                raise TypeError(f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}")
+            elif (edges.iloc[:, :2] < 0).any(axis=None):
+                raise ValueError("Source and target IDs must not be negative")
+            if vertices is not None:
+                vertices = vertices.sort_index()
+                if not vertices.index.equals(pd.RangeIndex.from_range(range(vertices.shape[0]))):
+                    if not str(vertices.index.dtype).startswith("int"):
+                        raise TypeError(f"Vertex IDs must be 0-based integers, found type {vertices.index.dtype}")
+                    elif (vertices.index < 0).any(axis=None):
+                        raise ValueError("Vertex IDs must not be negative")
+                    else:
+                        raise ValueError(f"Vertex IDs must be an integer sequence from 0 to {vertices.shape[0] - 1}")
         else:
-            # Handle if some elements are 'NA'
-            if edges.iloc[:, :2].isna().values.any():
-                warn("In 'edges' NA elements were replaced with string \"NA\"")
+            # Handle if some source and target names in 'edges' are 'NA'
+            if edges.iloc[:, :2].isna().any(axis=None):
+                warn("In the first two columns of 'edges' NA elements were replaced with string \"NA\"")
                 edges = edges.copy()
                 edges.iloc[:, :2].fillna("NA", inplace=True)
 
-            names_edges = np.unique(edges.values[:, :2])
-
-        if (vertices is not None) and vertices.iloc[:, 0].isna().values.any():
-            warn(
-                "In the first column of 'vertices' NA elements were replaced "
-                + 'with string "NA"'
-            )
-            vertices = vertices.copy()
-            vertices.iloc[:, 0].fillna("NA", inplace=True)
+            # Bring DataFrame(s) into same format as with 'use_vids=True'
+            if vertices is None:
+                vertices = pd.DataFrame({"name": np.unique(edges.values[:, :2])})
 
-        if vertices is None:
-            names = names_edges
-        else:
-            if vertices.shape[1] < 1:
-                raise ValueError("vertices has no columns")
+            if vertices.iloc[:, 0].isna().any():
+                warn("In the first column of 'vertices' NA elements were replaced with string \"NA\"")
+                vertices = vertices.copy()
+                vertices.iloc[:, 0].fillna("NA", inplace=True)
 
-            names_vertices = vertices.iloc[:, 0]
-
-            if names_vertices.duplicated().any():
+            if vertices.iloc[:, 0].duplicated().any():
                 raise ValueError("Vertex names must be unique")
 
-            names_vertices = names_vertices.values
+            if vertices.shape[1] > 1 and "name" in vertices.columns[1:]:
+                raise ValueError("Vertex attribute conflict: DataFrame already contains column 'name'")
 
-            if (names_edges is not None) and len(
-                np.setdiff1d(names_edges, names_vertices)
-            ):
-                raise ValueError(
-                    "Some vertices in the edge DataFrame are missing from "
-                    + "vertices DataFrame"
-                )
+            vertices = vertices.rename({vertices.columns[0]: "name"}, axis=1).reset_index(drop=True)
 
-            names = names_vertices
+            # Map source and target names in 'edges' to IDs
+            vid_map = pd.Series(vertices.index, index=vertices.iloc[:, 0])
+            edges = edges.copy()
+            edges.iloc[:, 0] = edges.iloc[:, 0].map(vid_map)
+            edges.iloc[:, 1] = edges.iloc[:, 1].map(vid_map)
 
-        # create graph
-        if names is not None:
-            nv = len(names)
-        else:
-            nv = edges.iloc[:, :2].values.max() + 1
-        g = Graph(n=nv, directed=directed)
-
-        # vertex names
-        if names is not None:
-            for v, name in zip(g.vs, names):
-                v["name"] = name
-
-        # vertex attributes
-        if (vertices is not None) and (vertices.shape[1] > 1):
-            cols = vertices.columns
-            for v, (_, attr) in zip(g.vs, vertices.iterrows()):
-                for an in cols[1:]:
-                    v[an] = attr[an]
-
-        # create edge list
-        if names is not None:
-            names_idx = pd.Series(index=names, data=np.arange(len(names)))
-            e0 = names_idx[edges.values[:, 0]]
-            e1 = names_idx[edges.values[:, 1]]
+        # Create graph
+        if vertices is None:
+            nv = edges.iloc[:, :2].max().max() + 1
+            g = Graph(n=nv, directed=directed)
         else:
-            e0 = edges.values[:, 0]
-            e1 = edges.values[:, 1]
-
-        # add the edges
-        g.add_edges(list(zip(e0, e1)))
-
-        # edge attributes
-        if edges.shape[1] > 2:
-            for e, (_, attr) in zip(g.es, edges.iloc[:, 2:].iterrows()):
-                for a_name, a_value in list(attr.items()):
-                    e[a_name] = a_value
+            if not edges.iloc[:, :2].isin(vertices.index).all(axis=None):
+                raise ValueError("Some vertices in the edge DataFrame are missing from vertices DataFrame")
+            nv = vertices.shape[0]
+            g = Graph(n=nv, directed=directed)
+            # Add vertex attributes
+            for col in vertices.columns:
+                g.vs[col] = vertices[col].tolist()
+
+        # add edges including optional attributes
+        e_list = list(edges.iloc[:, :2].itertuples(index=False, name=None))
+        e_attr = edges.iloc[:, 2:].to_dict(orient='list') if edges.shape[1] > 2 else None
+        g.add_edges(e_list, e_attr)
 
         return g
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 77ce8023b..576ca5b98 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -383,7 +383,7 @@ def testDataFrame(self):
         g = Graph.DataFrame(
             edges,
             directed=True,
-            vertices=vertices,
+            vertices=vertices
         )
         self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
         self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
@@ -397,6 +397,59 @@ def testDataFrame(self):
         g = Graph.DataFrame(edges, use_vids=True)
         self.assertTrue(g.vcount() == 7)
 
+        # Graph clone
+        g = Graph.Full(n=100, directed=True, loops=True)
+        g.vs["name"] = [f"v{i}" for i in range(g.vcount())]
+        g.vs["x"] = [float(i) for i in range(g.vcount())]
+        g.es["w"] = [1.0] * g.ecount()
+        df_edges = g.get_edge_dataframe()
+        df_vertices = g.get_vertex_dataframe()
+        g_clone = Graph.DataFrame(df_edges, g.is_directed(), df_vertices, True)
+        self.assertTrue(df_edges.equals(g_clone.get_edge_dataframe()))
+        self.assertTrue(df_vertices.equals(g_clone.get_vertex_dataframe()))
+
+        # Invalid input
+        with self.assertRaisesRegex(ValueError, "two columns"):
+            edges = pd.DataFrame({"source": [1, 2, 3]})
+            Graph.DataFrame(edges)
+        with self.assertRaisesRegex(ValueError, "one column"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            Graph.DataFrame(edges, vertices=pd.DataFrame())
+        with self.assertRaisesRegex(TypeError, "integers"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]}).astype(str)
+            Graph.DataFrame(edges, use_vids=True)
+        with self.assertRaisesRegex(ValueError, "negative"):
+            edges = -pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            Graph.DataFrame(edges, use_vids=True)
+        with self.assertRaisesRegex(TypeError, "integers"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3]}, index=["1", "2", "3"])
+            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+        with self.assertRaisesRegex(ValueError, "negative"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3]}, index=[-1, 2, 3])
+            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+        with self.assertRaisesRegex(ValueError, "sequence"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3]}, index=[1, 2, 4])
+            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+        with self.assertRaisesRegex(TypeError, "integers"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3]}, index=pd.MultiIndex.from_tuples([(1, 1), (2, 2), (3, 3)]))
+            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+        with self.assertRaisesRegex(ValueError, "unique"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 2]})
+            Graph.DataFrame(edges, vertices=vertices)
+        with self.assertRaisesRegex(ValueError, "already contains"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3], "name": [1, 2, 2]})
+            Graph.DataFrame(edges, vertices=vertices)
+        with self.assertRaisesRegex(ValueError, "missing from"):
+            edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
+            vertices = pd.DataFrame({0: [1, 2, 3]}, index=[0, 1, 2])
+            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+
 
 def suite():
     generator_suite = unittest.makeSuite(GeneratorTests)

From a08df14c00b3ffbe7bddc4d14c891994ad7f02f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 22 Jun 2021 20:44:22 +0200
Subject: [PATCH 0325/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 28 ++++++++++++++++++++++------
 1 file changed, 22 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1172c7cf3..777587a26 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,14 @@
 # igraph Python interface changelog
 
-## 0.9.6
+## [Unreleased]
+
+### Changed
+
+* Improved performance of `Graph.DataFrame()`, thanks to
+  [@fwitter](https://github.com/user/fwitter). See PR
+  [#418](https://github.com/igraph/python-igraph/pull/418) for more details.
+
+## [0.9.6]
 
 ### Fixed
 
@@ -8,7 +16,7 @@
   without the `mark_groups=...` keyword argument; this version fixes the issue.
   Thanks to @dschult for reporting it!
 
-## 0.9.5
+## [0.9.5]
 
 ### Fixed
 
@@ -27,7 +35,7 @@
   now use `set_random_number_generator(None)` to switch back to igraph's own
   RNG that does not need a roundtrip to Python.
 
-## 0.9.4
+## [0.9.4]
 
 ### Added
 
@@ -68,7 +76,7 @@
 * `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
   is not maintained since 2008.
 
-## 0.9.1
+## [0.9.1]
 
 ### Changed
 
@@ -101,7 +109,7 @@
   official Python wheels.
   
 
-## 0.9.0
+## [0.9.0]
 
 ### Added
 
@@ -158,9 +166,17 @@
   Python interface.
 
 
-## 0.8.3
+## [0.8.3]
 
 This is the last released version of `python-igraph` without a changelog file.
 Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
+
+[Unreleased]: https://github.com/igraph/igraph/compare/0.9.6..HEAD
+[0.9.6]: https://github.com/igraph/igraph/compare/0.9.5...0.9.6
+[0.9.5]: https://github.com/igraph/igraph/compare/0.9.4...0.9.5
+[0.9.4]: https://github.com/igraph/igraph/compare/0.9.1...0.9.4
+[0.9.1]: https://github.com/igraph/igraph/compare/0.9.0...0.9.1
+[0.9.0]: https://github.com/igraph/igraph/compare/0.8.5...0.9.0
+[0.8.3]: https://github.com/igraph/igraph/releases/tag/0.8.3

From 8e3f00beb42d6a3bdc55a8cccf7dc7bba8e8f5c9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 22 Jun 2021 20:45:11 +0200
Subject: [PATCH 0326/1681] fix: fix links in changelog [ci skip]

---
 CHANGELOG.md | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 777587a26..e6d9c4755 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -173,10 +173,10 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/igraph/compare/0.9.6..HEAD
-[0.9.6]: https://github.com/igraph/igraph/compare/0.9.5...0.9.6
-[0.9.5]: https://github.com/igraph/igraph/compare/0.9.4...0.9.5
-[0.9.4]: https://github.com/igraph/igraph/compare/0.9.1...0.9.4
-[0.9.1]: https://github.com/igraph/igraph/compare/0.9.0...0.9.1
-[0.9.0]: https://github.com/igraph/igraph/compare/0.8.5...0.9.0
-[0.8.3]: https://github.com/igraph/igraph/releases/tag/0.8.3
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..HEAD
+[0.9.6]: https://github.com/igraph/python-igraph/compare/0.9.5...0.9.6
+[0.9.5]: https://github.com/igraph/python-igraph/compare/0.9.4...0.9.5
+[0.9.4]: https://github.com/igraph/python-igraph/compare/0.9.1...0.9.4
+[0.9.1]: https://github.com/igraph/python-igraph/compare/0.9.0...0.9.1
+[0.9.0]: https://github.com/igraph/python-igraph/compare/0.8.5...0.9.0
+[0.8.3]: https://github.com/igraph/python-igraph/releases/tag/0.8.3

From 1e7d1dd9d674fdcc3115f245beb469bd48982496 Mon Sep 17 00:00:00 2001
From: Fabian Witter <fwitter@users.noreply.github.com>
Date: Wed, 23 Jun 2021 20:16:24 +0200
Subject: [PATCH 0327/1681] Changed default value of param use_vids in
 Graph.DataFrame to False

---
 src/igraph/__init__.py   | 19 ++++++++++---------
 tests/test_generators.py | 31 ++++++++++++++++---------------
 2 files changed, 26 insertions(+), 24 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index df4126c1d..7caf06f1f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3401,21 +3401,22 @@ def Incidence(
         return result
 
     @classmethod
-    def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
+    def DataFrame(cls, edges, directed=True, vertices=None, use_vids=True):
         """Generates a graph from one or two dataframes.
 
         @param edges: pandas DataFrame containing edges and metadata. The first
           two columns of this DataFrame contain the source and target vertices
-          for each edge. These indicate the vertex *names* rather than IDs
-          unless `use_vids` is True and these are non-negative integers. Further
-          columns may contain edge attributes.
+          for each edge. These indicate the vertex IDs as nonnegative integers
+          rather than vertex *names* unless `use_vids` is False. Further columns
+          may contain edge attributes.
         @param directed: bool setting whether the graph is directed
         @param vertices: None (default) or pandas DataFrame containing vertex
-          metadata. The first column of the DataFrame must contain the unique
-          vertex *names*. If `use_vids` is True, the DataFrame's index must
-          contain the vertex IDs as a sequence of intergers from `0` to
-          `len(vertices) - 1`. All other columns will be added as vertex
-          attributes by column name.
+          metadata. The DataFrame's index must contain the vertex IDs as a
+          sequence of intergers from `0` to `len(vertices) - 1`. If `use_vids`
+          is False, the first column must contain the unique vertex *names*.
+          Although vertex names are usually strings, they can be any hashable
+          object. All other columns will be added as vertex attributes by column
+          name.
         @use_vids: whether to interpret the first two columns of the `edges`
           argument as vertex ids (0-based integers) instead of vertex names.
           If this argument is set to True and the first two columns of `edges`
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 576ca5b98..a492511c0 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -364,13 +364,13 @@ def testDataFrame(self):
         edges = pd.DataFrame(
             [["C", "A", 0.4], ["A", "B", 0.1]], columns=[0, 1, "weight"]
         )
-        g = Graph.DataFrame(edges, directed=False)
+        g = Graph.DataFrame(edges, directed=False, use_vids=False)
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
 
         vertices = pd.DataFrame(
             [["A", "blue"], ["B", "yellow"], ["C", "blue"]], columns=[0, "color"]
         )
-        g = Graph.DataFrame(edges, directed=True, vertices=vertices)
+        g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
         self.assertTrue(g.vs["name"] == ["A", "B", "C"])
         self.assertTrue(g.vs["color"] == ["blue", "yellow", "blue"])
         self.assertTrue(g.es["weight"] == [0.4, 0.1])
@@ -383,18 +383,19 @@ def testDataFrame(self):
         g = Graph.DataFrame(
             edges,
             directed=True,
-            vertices=vertices
+            vertices=vertices,
+            use_vids=False
         )
         self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
         self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
 
         # Vertex ids
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
-        g = Graph.DataFrame(edges)
+        g = Graph.DataFrame(edges, use_vids=False)
         self.assertTrue(g.vcount() == 6)
 
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
-        g = Graph.DataFrame(edges, use_vids=True)
+        g = Graph.DataFrame(edges)
         self.assertTrue(g.vcount() == 7)
 
         # Graph clone
@@ -404,7 +405,7 @@ def testDataFrame(self):
         g.es["w"] = [1.0] * g.ecount()
         df_edges = g.get_edge_dataframe()
         df_vertices = g.get_vertex_dataframe()
-        g_clone = Graph.DataFrame(df_edges, g.is_directed(), df_vertices, True)
+        g_clone = Graph.DataFrame(df_edges, g.is_directed(), df_vertices)
         self.assertTrue(df_edges.equals(g_clone.get_edge_dataframe()))
         self.assertTrue(df_vertices.equals(g_clone.get_vertex_dataframe()))
 
@@ -417,38 +418,38 @@ def testDataFrame(self):
             Graph.DataFrame(edges, vertices=pd.DataFrame())
         with self.assertRaisesRegex(TypeError, "integers"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]}).astype(str)
-            Graph.DataFrame(edges, use_vids=True)
+            Graph.DataFrame(edges)
         with self.assertRaisesRegex(ValueError, "negative"):
             edges = -pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
-            Graph.DataFrame(edges, use_vids=True)
+            Graph.DataFrame(edges)
         with self.assertRaisesRegex(TypeError, "integers"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=["1", "2", "3"])
-            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+            Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(ValueError, "negative"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=[-1, 2, 3])
-            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+            Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(ValueError, "sequence"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=[1, 2, 4])
-            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+            Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(TypeError, "integers"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=pd.MultiIndex.from_tuples([(1, 1), (2, 2), (3, 3)]))
-            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+            Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(ValueError, "unique"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 2]})
-            Graph.DataFrame(edges, vertices=vertices)
+            Graph.DataFrame(edges, vertices=vertices, use_vids=False)
         with self.assertRaisesRegex(ValueError, "already contains"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3], "name": [1, 2, 2]})
-            Graph.DataFrame(edges, vertices=vertices)
+            Graph.DataFrame(edges, vertices=vertices, use_vids=False)
         with self.assertRaisesRegex(ValueError, "missing from"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=[0, 1, 2])
-            Graph.DataFrame(edges, vertices=vertices, use_vids=True)
+            Graph.DataFrame(edges, vertices=vertices)
 
 
 def suite():

From f0228316d2f3ec517bfef0e2aee43c96d3fa7cf0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 29 Jun 2021 18:14:45 +1000
Subject: [PATCH 0328/1681] Bugfix for pop

---
 src/igraph/operators.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index eaf5b0075..94c47fce4 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -59,7 +59,8 @@ def disjoint_union(graphs):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_union["{:}_{:}".format(a_name, igf)] = graph_union.pop(a_name)
+                graph_union["{:}_{:}".format(a_name, igf)] = graph_union[a_name]
+                del graph_union[a_name]
             graph_union["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes
@@ -182,7 +183,10 @@ def union(graphs, byname="auto"):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_union["{:}_{:}".format(a_name, igf)] = graph_union.pop(a_name)
+                # Delete the previous attribute and set attribute with
+                # a record about the graph of origin
+                graph_union["{:}_{:}".format(a_name, igf)] = graph_union[a_name]
+                del graph_union[a_name]
             graph_union["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes
@@ -371,7 +375,8 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
                 # New conflict
                 a_conflict.add(a_name)
                 igf = a_first_graph[a_name]
-                graph_intsec["{:}_{:}".format(a_name, igf)] = graph_intsec.pop(a_name)
+                graph_intsec["{:}_{:}".format(a_name, igf)] = graph_intsec[a_name]
+                del graph_intsec[a_name]
             graph_intsec["{:}_{:}".format(a_name, ig)] = a_value
 
     # Vertex attributes

From 9416c1f9a92ba48c53f7fd3c97738edb2699f2fc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 29 Jun 2021 18:21:04 +1000
Subject: [PATCH 0329/1681] Test function

---
 tests/test_operators.py | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/tests/test_operators.py b/tests/test_operators.py
index 04a0fe08e..fc3616624 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -128,6 +128,34 @@ def testUnion(self):
             ]
         )
 
+    def testUnionWithConflict(self):
+        g1 = Graph.Tree(7, 2)
+        g1['name'] = 'Tree'
+        g2 = Graph.Lattice([7])
+        g2['name'] = 'Lattice'
+        g = union([g1, g2]) # Issue 422
+        self.assertTrue(
+            sorted(g.get_edgelist())
+            == [
+                (0, 1),
+                (0, 2),
+                (0, 6),
+                (1, 2),
+                (1, 3),
+                (1, 4),
+                (2, 3),
+                (2, 5),
+                (2, 6),
+                (3, 4),
+                (4, 5),
+                (5, 6),
+            ]
+        )
+        self.assertTrue(
+            sorted(g.attributes()),
+            ['name_1', 'name_2'],
+        )
+
     def testUnionMethod(self):
         g = Graph.Tree(7, 2).union(Graph.Lattice([7]))
         self.assertTrue(g.vcount() == 7 and g.ecount() == 12)

From 329b75795aa138134ee889aa5e7616eff4508b2e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 29 Jun 2021 19:25:35 +1000
Subject: [PATCH 0330/1681] Improve matplotlib tutorial (#424)

---
 doc/source/visualisation.rst | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 7f12491d2..a67fc90be 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -123,6 +123,27 @@ You can then further manipulate the axes and figure however you like via the `ax
 called them). This variant does not use `Cairo`_ directly and might be lacking some features that are available in the
 `Cairo`_ backend: please open an issue on Github to request specific features.
 
+Plotting via `matplotlib`_ makes it easy to combine igraph with other plots. For instance, if you want to have a figure
+with two panels showing different aspects of some data set, say a graph and a bar plot, you can easily do that:
+
+>>> import matplotlib.pyplot as plt
+>>> fig, axs = plt.subplots(1, 2, figsize=(8, 4))
+>>> ig.plot(g, target=axs[0])
+>>> axs[1].bar(x=[0, 1, 2], height=[1, 5, 3], color='tomato')
+
+Another common situation is modifying the graph plot after the fact, to achieve some kind of customization. For instance,
+you might want to change the size and color of the vertices:
+
+>>> import matplotlib.pyplot as plt
+>>> fig, ax = plt.subplots()
+>>> ig.plot(g, target=ax)
+>>> dots = ax.get_children()[0] # This is a PathCollection
+>>> dots.set_color('tomato')
+>>> dots.set_sizes([250] * g.vcount())
+
+That also helps as a workaround if you cannot figure out how to use the plotting options below: just use the defaults and
+then customize the appearance of your graph via standard `matplotlib`_ tools.
+
 Plotting graphs in Jupyter notebooks
 ++++++++++++++++++++++++++++++++++++
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are

From 6fbe4f77bbbc19d8a9df74c1147156931b321399 Mon Sep 17 00:00:00 2001
From: szcf-weiya <szcfweiya@gmail.com>
Date: Mon, 12 Jul 2021 17:39:56 +0800
Subject: [PATCH 0331/1681] add doc for font-family (#427)

It seems no documentation on the customization of font-family, although this feature has been implemented in https://github.com/igraph/python-igraph/pull/32/commits
Without such documentation, until I came across an old question posted in https://stackoverflow.com/questions/24231430/how-to-use-custom-typeface-for-vertex-labels-in-python-igraph, and then checked the related source code, I got how to specify the font family.
---
 doc/source/tutorial.rst | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 6d992f67a..54cef9b68 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -824,6 +824,8 @@ Attribute name  Keyword argument       Purpose
 =============== ====================== ==========================================
 ``color``       ``vertex_color``       Color of the vertex
 --------------- ---------------------- ------------------------------------------
+``font``        ``vertex_font``        Font family of the vertex
+--------------- ---------------------- ------------------------------------------
 ``label``       ``vertex_label``       Label of the vertex
 --------------- ---------------------- ------------------------------------------
 ``label_angle`` ``vertex_label_angle`` The placement of the vertex label on the
@@ -871,6 +873,8 @@ Attribute name  Keyword argument       Purpose
                                        ``autocurve`` keyword argument to
                                        :func:`plot`.
 --------------- ---------------------- ------------------------------------------
+``font``        ``edge_font``          Font family of the edge
+--------------- ---------------------- ------------------------------------------
 ``arrow_size``  ``edge_arrow_size``    Size (length) of the arrowhead on the edge
                                        if the graph is directed, relative to 15
                                        pixels.

From 372b86c54a369343b84b2c4b0b67f762ecb2ede7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 8 Aug 2021 12:08:15 +1000
Subject: [PATCH 0332/1681] First int64 step: delete functions, adapt some
 signatures

---
 src/_igraph/convert.c     | 212 +-------------------------------------
 src/_igraph/convert.h     |   4 -
 src/_igraph/graphobject.c |  64 +++++++-----
 3 files changed, 41 insertions(+), 239 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index f45cc4d3e..582800d38 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1165,116 +1165,6 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
   return 0;
 }
 
-/**
- * \ingroup python_interface_conversion
- * \brief Converts a Python list of ints to an igraph \c igraph_vector_long_t
- * The incoming \c igraph_vector_long_t should be uninitialized.
- * Raises suitable Python exceptions when needed.
- *
- * This function is almost identical to
- * \ref igraphmodule_PyObject_to_vector_t . Make sure you fix bugs
- * in both cases (if any).
- *
- * \param list the Python list to be converted
- * \param v the \c igraph_vector_long_t containing the result
- * \return 0 if everything was OK, 1 otherwise
- */
-int igraphmodule_PyObject_to_vector_long_t(PyObject *list, igraph_vector_long_t *v) {
-  PyObject *item;
-  long value=0;
-  Py_ssize_t i, j, k;
-  int ok;
-
-  if (PyBaseString_Check(list)) {
-    /* It is highly unlikely that a string (although it is a sequence) will
-     * provide us with integers or integer pairs */
-    PyErr_SetString(PyExc_TypeError, "expected a sequence or an iterable containing integers");
-    return 1;
-  }
-
-  if (!PySequence_Check(list)) {
-    /* try to use an iterator */
-    PyObject *it = PyObject_GetIter(list);
-    if (it) {
-      PyObject *item;
-      igraph_vector_long_init(v, 0);
-      while ((item = PyIter_Next(it)) != 0) {
-        ok = 1;
-        if (!PyNumber_Check(item)) {
-          PyErr_SetString(PyExc_TypeError, "iterable must return numbers");
-          ok=0;
-        } else {
-          PyObject *item2 = PyNumber_Long(item);
-          if (item2 == 0) {
-            PyErr_SetString(PyExc_TypeError, "can't convert a list item to integer");
-            ok = 0;
-          } else {
-            value=(long)PyLong_AsLong(item);
-            Py_DECREF(item2);
-          }
-        }
-
-        if (ok == 0) {
-          igraph_vector_long_destroy(v);
-          Py_DECREF(item);
-          Py_DECREF(it);
-          return 1;
-        }
-        if (igraph_vector_long_push_back(v, value)) {
-          igraphmodule_handle_igraph_error();
-          igraph_vector_long_destroy(v);
-          Py_DECREF(item);
-          Py_DECREF(it);
-          return 1;
-        }
-        Py_DECREF(item);
-      }
-      Py_DECREF(it);
-      return 0;
-    } else {
-      PyErr_SetString(PyExc_TypeError, "sequence or iterable expected");
-      return 1;
-    }
-    return 0;
-  }
-
-  j=PySequence_Size(list);
-  igraph_vector_long_init(v, j);
-  for (i=0, k=0; i<j; i++) {
-    item=PySequence_GetItem(list, i);
-    if (item) {
-      ok=1;
-      if (!PyNumber_Check(item)) {
-        PyErr_SetString(PyExc_TypeError, "sequence elements must be integers");
-        ok=0;
-      } else {
-        PyObject *item2 = PyNumber_Long(item);
-        if (item2 == 0) {
-          PyErr_SetString(PyExc_TypeError, "can't convert sequence element to integer");
-          ok=0;
-        } else {
-          value=(long)PyLong_AsLong(item2);
-          Py_DECREF(item2);
-        }
-      }
-      Py_XDECREF(item);
-      if (!ok) {
-        igraph_vector_long_destroy(v);
-        return 1;
-      }
-      VECTOR(*v)[k]=value;
-      k++;
-    } else {
-      /* this should not happen, but we return anyway.
-       * an IndexError exception was set by PyList_GetItem
-       * at this point */
-      igraph_vector_long_destroy(v);
-      return 1;
-    }
-  }
-  return 0;
-}
-
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python list of objects to an igraph \c igraph_vector_bool_t
@@ -1433,34 +1323,6 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
   return list;
 }
 
-/**
- * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_vector_long_t to a Python integer list
- *
- * \param v the \c igraph_vector_long_t containing the vector to be converted
- * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
- */
-PyObject* igraphmodule_vector_long_t_to_PyList(const igraph_vector_long_t *v) {
-  PyObject *list, *item;
-  Py_ssize_t n, i;
-
-  n = igraph_vector_long_size(v);
-  if (n<0)
-    return igraphmodule_handle_igraph_error();
-
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
-    item = PyLong_FromLong(VECTOR(*v)[i]);
-    if (!item) {
-      Py_DECREF(list);
-      return NULL;
-    }
-    PyList_SET_ITEM(list, i, item);
-  }
-
-  return list;
-}
-
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_t to a Python integer tuple
@@ -1756,9 +1618,8 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
  * \ingroup python_interface_conversion
  * \brief Converts an attribute name or a sequence to a vector_int_t
  *
- * Similar to igraphmodule_attrib_to_vector_t and
- * igraphmodule_attrib_to_vector_long_t. Make sure you fix bugs
- * in all three places (if any).
+ * Similar to igraphmodule_attrib_to_vector_t. Make sure you fix bugs
+ * in all two places (if any).
  *
  * Note that if the function returned a pointer to an \c igraph_vector_int_t,
  * it is the caller's responsibility to destroy the object and free its
@@ -1824,75 +1685,6 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
   return 0;
 }
 
-/**
- * \ingroup python_interface_conversion
- * \brief Converts an attribute name or a sequence to a vector_long_t
- *
- * Similar to igraphmodule_attrib_to_vector_t and
- * igraphmodule_attrib_to_vector_int_t. Make sure you fix bugs
- * in all three places (if any).
- *
- * Note that if the function returned a pointer to an \c igraph_vector_long_t,
- * it is the caller's responsibility to destroy the object and free its
- * pointer after having finished using it.
- *
- * \param o the Python object being converted.
- * \param self a Python Graph object being used when attributes are queried
- * \param vptr the pointer to the allocated vector is returned here.
- * \param attr_type the type of the attribute being handled
- * \return 0 if everything was OK, nonzero otherwise.
- */
-int igraphmodule_attrib_to_vector_long_t(PyObject *o, igraphmodule_GraphObject *self,
-    igraph_vector_long_t **vptr, int attr_type) {
-  igraph_vector_long_t *result;
-
-  *vptr = 0;
-  if (attr_type != ATTRIBUTE_TYPE_EDGE && attr_type != ATTRIBUTE_TYPE_VERTEX)
-    return 1;
-  if (o == Py_None)
-    return 0;
-  if (PyUnicode_Check(o)) {
-    igraph_vector_t* dummy = 0;
-    long int i, n;
-
-    if (igraphmodule_attrib_to_vector_t(o, self, &dummy, attr_type))
-      return 1;
-
-    if (dummy == 0)
-      return 0;
-
-    n = igraph_vector_size(dummy);
-
-    result = (igraph_vector_long_t*)calloc(1, sizeof(igraph_vector_long_t));
-    igraph_vector_long_init(result, n);
-    if (result==0) {
-      igraph_vector_destroy(dummy); free(dummy);
-      PyErr_NoMemory();
-      return 1;
-    }
-    for (i=0; i<n; i++)
-      VECTOR(*result)[i] = (long int)VECTOR(*dummy)[i];
-    igraph_vector_destroy(dummy); free(dummy);
-    *vptr = result;
-  } else if (PySequence_Check(o)) {
-    result = (igraph_vector_long_t*)calloc(1, sizeof(igraph_vector_long_t));
-    if (result==0) {
-      PyErr_NoMemory();
-      return 1;
-    }
-    if (igraphmodule_PyObject_to_vector_long_t(o, result)) {
-      igraph_vector_long_destroy(result);
-      free(result);
-      return 1;
-    }
-    *vptr = result;
-  } else {
-    PyErr_SetString(PyExc_TypeError, "unhandled type");
-    return 1;
-  }
-  return 0;
-}
-
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an attribute name or a sequence to a vector_bool_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index bff912b83..8da50789f 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -91,7 +91,6 @@ int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v,
 		igraph_bool_t need_non_negative);
 int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v);
 int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v);
-int igraphmodule_PyObject_to_vector_long_t(PyObject *list, igraph_vector_long_t *v);
 int igraphmodule_PyObject_to_vector_bool_t(PyObject *list, igraph_vector_bool_t *v);
 int igraphmodule_PyObject_to_vector_ptr_t(PyObject *list, igraph_vector_ptr_t *v,
 		igraph_bool_t need_non_negative);
@@ -136,8 +135,6 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
   igraph_vector_t **vptr, int attr_type);
 int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *self,
   igraph_vector_int_t **vptr, int attr_type);
-int igraphmodule_attrib_to_vector_long_t(PyObject *o, igraphmodule_GraphObject *self,
-  igraph_vector_long_t **vptr, int attr_type);
 int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *self,
   igraph_vector_bool_t **vptr, int attr_type);
 
@@ -153,7 +150,6 @@ PyObject* igraphmodule_vector_t_to_PyList_pairs(const igraph_vector_t *v);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
-PyObject* igraphmodule_vector_long_t_to_PyList(const igraph_vector_long_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31ffe0caf..6e38060a5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -443,7 +443,7 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
     PyObject* args, PyObject* kwds) {
   static char* kwlist[] = { "matching", "types", NULL };
   PyObject *matching_o, *types_o = Py_None;
-  igraph_vector_long_t* matching = 0;
+  igraph_vector_int_t* matching = 0;
   igraph_vector_bool_t* types = 0;
   igraph_bool_t result;
 
@@ -451,23 +451,23 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
         &types_o))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_long_t(matching_o, self, &matching,
+  if (igraphmodule_attrib_to_vector_int_t(matching_o, self, &matching,
         ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
-    if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+    if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     return NULL;
   }
 
   if (igraph_is_matching(&self->g, types, matching, &result)) {
-    if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+    if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+  if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
 
   if (result)
@@ -485,7 +485,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
     PyObject* args, PyObject* kwds) {
   static char* kwlist[] = { "matching", "types", NULL };
   PyObject *matching_o, *types_o = Py_None;
-  igraph_vector_long_t* matching = 0;
+  igraph_vector_int_t* matching = 0;
   igraph_vector_bool_t* types = 0;
   igraph_bool_t result;
 
@@ -493,23 +493,23 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
         &types_o))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_long_t(matching_o, self, &matching,
+  if (igraphmodule_attrib_to_vector_int_t(matching_o, self, &matching,
         ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
-    if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+    if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     return NULL;
   }
 
   if (igraph_is_maximal_matching(&self->g, types, matching, &result)) {
-    if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+    if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (matching != 0) { igraph_vector_long_destroy(matching); free(matching); }
+  if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
 
   if (result)
@@ -1586,7 +1586,9 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &diameter, 0, 0, 0,
+    if (igraph_diameter_dijkstra(&self->g, weights, &diameter,
+          /* from, to, vertex_path, edge_path */
+          0, 0, 0, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
@@ -1595,8 +1597,10 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
     igraph_vector_destroy(weights); free(weights);
     return PyFloat_FromDouble((double)diameter);
   } else {
-    if (igraph_diameter(&self->g, &diameter, 0, 0, 0, PyObject_IsTrue(dir),
-                        PyObject_IsTrue(vcount_if_unconnected))) {
+    if (igraph_diameter(&self->g, &diameter,
+          /* from, to, vertex_path, edge_path */
+          0, 0, 0, 0,
+          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -1635,7 +1639,9 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
 
   igraph_vector_init(&res, 0);
   if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, 0, 0, 0, &res,
+    if (igraph_diameter_dijkstra(&self->g, weights, 0,
+          /* from, to, vertex_path, edge_path */
+          0, 0, &res, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
@@ -1644,8 +1650,10 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
     }
     igraph_vector_destroy(weights); free(weights);
   } else {
-    if (igraph_diameter(&self->g, 0, 0, 0, &res, PyObject_IsTrue(dir),
-                        PyObject_IsTrue(vcount_if_unconnected))) {
+    if (igraph_diameter(&self->g, 0,
+          /* from, to, vertex_path, edge_path */
+          0, 0, &res, 0, 
+          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -1680,7 +1688,9 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &len, &from, &to, 0,
+    if (igraph_diameter_dijkstra(&self->g, weights, &len,
+          /* from, to, vertex_path, edge_path */          
+          &from, &to, 0, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
@@ -1693,8 +1703,10 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
       return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
     }
   } else {
-    if (igraph_diameter(&self->g, &len, &from, &to, 0, PyObject_IsTrue(dir),
-                        PyObject_IsTrue(vcount_if_unconnected))) {
+    if (igraph_diameter(&self->g, &len,
+          /* from, to, vertex_path, edge_path */
+          &from, &to, 0, 0, 
+          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -5039,7 +5051,9 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (igraph_get_all_shortest_paths_dijkstra(&self->g, &res,
+  if (igraph_get_all_shortest_paths_dijkstra(&self->g,
+        /* vertices, edges */
+        &res, NULL,
         NULL, from, to, weights, mode)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_ptr_destroy(&res);
@@ -10967,7 +10981,7 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
   PyObject *types_o = Py_None, *weights_o = Py_None, *result_o;
   igraph_vector_bool_t* types = 0;
   igraph_vector_t* weights = 0;
-  igraph_vector_long_t result;
+  igraph_vector_int_t result;
   double eps = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|Od", kwlist, &types_o,
@@ -10985,7 +10999,7 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
     return NULL;
   }
 
-  if (igraph_vector_long_init(&result, 0)) {
+  if (igraph_vector_int_init(&result, 0)) {
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
     igraphmodule_handle_igraph_error();
@@ -10995,7 +11009,7 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
   if (igraph_maximum_bipartite_matching(&self->g, types, 0, 0, &result, weights, eps)) {
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_long_destroy(&result);
+    igraph_vector_int_destroy(&result);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -11003,8 +11017,8 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
   if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
 
-  result_o = igraphmodule_vector_long_t_to_PyList(&result);
-  igraph_vector_long_destroy(&result);
+  result_o = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return result_o;
 }

From bc0cc6bebf89fe2c45f21d09c150e303007799ca Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Aug 2021 13:10:11 +0200
Subject: [PATCH 0333/1681] chore: removed old references and workarounds for
 Python 2.x

---
 doc/source/install.rst         |  4 +---
 doc/source/tutorial.rst        |  6 +++---
 src/_igraph/common.h           | 25 -------------------------
 src/_igraph/convert.c          |  5 +----
 src/_igraph/edgeseqobject.c    |  5 +----
 src/_igraph/vertexseqobject.c  |  6 +-----
 src/igraph/drawing/__init__.py |  7 +------
 7 files changed, 8 insertions(+), 50 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 22b16492f..45c3759fc 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -36,9 +36,7 @@ Installing |igraph| from the Python Package Index
 To ensure getting the latest binary release of |igraph|'s Python interface, it is recommended
 that you install it from the `Python Package Index
 <http://pypi.python.org/pypi/python-igraph>`_ (PyPI), which has installers for Windows, Linux,
-and macOS. Currently there are binary packages for Python 2.7, and Python 3.5 through 3.8, but
-note that support for Python 2.7 will be discontinued with the version 0.9.0 release of
-|igraph|'s Python interface.
+and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
 
 To install |python-igraph| globally, use the following command (you probably need
 administrator/root priviledges):
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 54cef9b68..b9d7cf25e 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -24,8 +24,8 @@ Starting |igraph|
 ordinary Python module at the Python prompt::
 
   $ python
-  Python 2.7.1 (r271:86832, Jun 16 2011, 16:59:05)
-  [GCC 4.2.1 (Based on Apple Inc. build 5658) (LLVM build 2335.15.00)] on darwin
+  Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
   Type "help", "copyright", "credits" or "license" for more information.
   >>> import igraph
 
@@ -57,7 +57,7 @@ When you start the script, you will see something like this::
 
   $ igraph
   No configuration file, using defaults
-  igraph 0.6 running inside Python 2.7.1 (r271:86832, Jun 16 2011, 16:59:05)
+  igraph 0.9.4 running inside Python 3.9.6 (default, Jun 29 2021, 05:25:02)
   Type "copyright", "credits" or "license" for more information.
   >>>
 
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index ca301faf0..e74a6fa67 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -41,35 +41,10 @@
 #  define RC_TRAVERSE(T, P)
 #endif
 
-/* Compatibility stuff for Python 2.3 */
-#ifndef Py_RETURN_TRUE
-#define Py_RETURN_TRUE { Py_INCREF(Py_True); return Py_True; }
-#endif
-
-#ifndef Py_RETURN_FALSE
-#define Py_RETURN_FALSE { Py_INCREF(Py_False); return Py_False; }
-#endif
-
-#ifndef Py_RETURN_NONE
-#define Py_RETURN_NONE { Py_INCREF(Py_None); return Py_None; }
-#endif
-
-#ifndef Py_RETURN_NOTIMPLEMENTED
-#define Py_RETURN_NOTIMPLEMENTED { Py_INCREF(Py_NotImplemented); return Py_NotImplemented; }
-#endif
-
 #ifndef Py_RETURN
 #define Py_RETURN(x) { if (x) { Py_RETURN_TRUE; } else { Py_RETURN_FALSE; } }
 #endif
 
-/* Compatibility stuff for Python 2.4 */
-#if (PY_MAJOR_VERSION <= 2) & (PY_MINOR_VERSION <= 4)
-#define lenfunc inquiry
-#define ssizeargfunc intargfunc
-#define ssizessizeargfunc intintargfunc
-#define Py_ssize_t int
-#endif
-
 #define ATTRIBUTE_TYPE_VERTEX 1
 #define ATTRIBUTE_TYPE_EDGE 2
 
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index f45cc4d3e..717158136 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2565,10 +2565,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     Py_ssize_t no_of_vertices = igraph_vcount(graph);
     Py_ssize_t start, stop, step, slicelength, i;
 
-    /* Casting to void* because Python 2.x expects PySliceObject*
-     * but Python 3.x expects PyObject* */
-    if (PySlice_GetIndicesEx((void*)o, no_of_vertices,
-          &start, &stop, &step, &slicelength))
+    if (PySlice_GetIndicesEx(o, no_of_vertices, &start, &stop, &step, &slicelength))
       return 1;
 
     if (start == 0 && slicelength == no_of_vertices) {
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index dc7457784..c2cef6a0f 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -708,10 +708,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         PyObject* range;
         igraph_bool_t ok;
 
-        /* Casting to void* because Python 2.x expects PySliceObject*
-         * but Python 3.x expects PyObject* */
-        ok = (PySlice_GetIndicesEx((void*)item, igraph_vector_size(&v2),
-              &start, &stop, &step, &sl) == 0);
+        ok = (PySlice_GetIndicesEx(item, igraph_vector_size(&v2), &start, &stop, &step, &sl) == 0);
         if (ok) {
           range = igraphmodule_PyRange_create(start, stop, step);
           ok = (range != 0);
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 77be5ce69..17c157945 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -740,11 +740,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         PyObject* range;
         igraph_bool_t ok;
 
-        /* Casting to void* because Python 2.x expects PySliceObject*
-         * but Python 3.x expects PyObject* */
-        ok = (PySlice_GetIndicesEx((void*)item, igraph_vector_size(&v2),
-              &start, &stop, &step, &sl) == 0);
-
+        ok = (PySlice_GetIndicesEx(item, igraph_vector_size(&v2), &start, &stop, &step, &sl) == 0);
         if (ok) {
           range = igraphmodule_PyRange_create(start, stop, step);
           ok = (range != 0);
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index a59bb7f86..84fd3e4a7 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -369,12 +369,7 @@ def _repr_svg_(self):
         context.show_page()
         surface.finish()
         # Return the raw SVG representation
-        result = io.getvalue()
-        if hasattr(result, "encode"):
-            result = result.encode("utf-8")  # for Python 2.x
-        else:
-            result = result.decode("utf-8")  # for Python 3.x
-
+        result = io.getvalue().decode("utf-8")
         return result, {"isolated": True}  # put it inside an iframe
 
     @property

From aa09f40ed860eebc787750f52e8bcb137e43c093 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Aug 2021 13:46:41 +0200
Subject: [PATCH 0334/1681] fix: remove all old Python 2.x-style classes and
 super() calls

---
 setup.py                          | 4 ++--
 src/igraph/__init__.py            | 8 ++++----
 src/igraph/app/shell.py           | 4 ++--
 src/igraph/clustering.py          | 6 +++---
 src/igraph/configuration.py       | 4 ++--
 src/igraph/cut.py                 | 2 +-
 src/igraph/datatypes.py           | 4 ++--
 src/igraph/drawing/__init__.py    | 2 +-
 src/igraph/drawing/baseclasses.py | 2 +-
 src/igraph/drawing/colors.py      | 2 +-
 src/igraph/drawing/edge.py        | 8 ++++----
 src/igraph/drawing/graph.py       | 6 +++---
 src/igraph/drawing/metamagic.py   | 6 +++---
 src/igraph/drawing/shapes.py      | 6 +++---
 src/igraph/drawing/text.py        | 4 ++--
 src/igraph/drawing/utils.py       | 2 +-
 src/igraph/layout.py              | 2 +-
 src/igraph/matching.py            | 2 +-
 src/igraph/remote/gephi.py        | 6 +++---
 src/igraph/statistics.py          | 6 +++---
 src/igraph/summary.py             | 4 ++--
 tests/test_atlas.py               | 2 +-
 tests/test_basic.py               | 4 ++--
 tests/test_cliques.py             | 2 +-
 tests/test_rng.py                 | 4 ++--
 25 files changed, 51 insertions(+), 51 deletions(-)

diff --git a/setup.py b/setup.py
index 9163cabd2..0b64a20f2 100644
--- a/setup.py
+++ b/setup.py
@@ -177,7 +177,7 @@ def wait_for_keypress(seconds):
 ###########################################################################
 
 
-class IgraphCCoreBuilder(object):
+class IgraphCCoreBuilder:
     """Superclass for classes responsible for downloading and building the
     C core of igraph if it is not installed yet.
     """
@@ -290,7 +290,7 @@ def compile_in(self, source_folder, build_folder, install_folder):
 ###########################################################################
 
 
-class BuildConfiguration(object):
+class BuildConfiguration:
     def __init__(self):
         self.include_dirs = []
         self.library_dirs = []
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index df4126c1d..530cbc3cb 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2294,7 +2294,7 @@ def Read_DIMACS(cls, f, directed=False):
           vertices are attached as graph attributes C{source} and C{target},
           the edge capacities are stored in the C{capacity} edge attribute.
         """
-        graph, source, target, cap = super(Graph, cls).Read_DIMACS(f, directed)
+        graph, source, target, cap = super().Read_DIMACS(f, directed)
         graph.es["capacity"] = cap
         graph["source"] = source
         graph["target"] = target
@@ -3619,7 +3619,7 @@ def bipartite_projection(
           is not 1 or 2, or the projected one-mode graph specified by the
           C{which} argument if its value is 0, 1, C{False} or C{True}.
         """
-        superclass_meth = super(Graph, self).bipartite_projection
+        superclass_meth = super().bipartite_projection
 
         if which is False:
             which = 0
@@ -3665,7 +3665,7 @@ def bipartite_projection_size(self, types="type", *args, **kwds):
           first projection, followed by the number of vertices and edges in the
           second projection.
         """
-        return super(Graph, self).bipartite_projection_size(types, *args, **kwds)
+        return super().bipartite_projection_size(types, *args, **kwds)
 
     def get_incidence(self, types="type", *args, **kwds):
         """Returns the incidence matrix of a bipartite graph. The incidence matrix
@@ -3680,7 +3680,7 @@ def get_incidence(self, types="type", *args, **kwds):
           original vertex IDs. The second list is the same for the column
           indices.
         """
-        return super(Graph, self).get_incidence(types, *args, **kwds)
+        return super().get_incidence(types, *args, **kwds)
 
     ###########################
     # DFS (C version will come soon)
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index e553cf69d..cb450c32a 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -285,7 +285,7 @@ def clear(self):
             self.last_message = ""
 
 
-class Shell(object):
+class Shell:
     """Superclass of the embeddable shells supported by igraph"""
 
     def __init__(self):
@@ -362,7 +362,7 @@ def __call__(self):
         self._root.destroy()
 
 
-class ConsoleProgressBarMixin(object):
+class ConsoleProgressBarMixin:
     """Mixin class for console shells that support a progress bar."""
 
     def __init__(self):
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 665fc9f3a..67ef19bb7 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -15,7 +15,7 @@
 from igraph.utils import str_to_orientation
 
 
-class Clustering(object):
+class Clustering:
     """Class representing a clustering of an arbitrary ordered set.
 
     This is now used as a base for L{VertexClustering}, but it might be
@@ -514,7 +514,7 @@ def _formatted_cluster_iterator(self):
 ###############################################################################
 
 
-class Dendrogram(object):
+class Dendrogram:
     """The hierarchical clustering (dendrogram) of some dataset.
 
     A hierarchical clustering means that we know not only the way the
@@ -1034,7 +1034,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
 ###############################################################################
 
 
-class Cover(object):
+class Cover:
     """Class representing a cover of an arbitrary ordered set.
 
     Covers are similar to clusterings, but each element of the set may
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index edfb00815..43d890219 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -85,7 +85,7 @@ def get_platform_image_viewer():
         return ""
 
 
-class Configuration(object):
+class Configuration:
     """Class representing igraph configuration details.
 
     General ideas
@@ -183,7 +183,7 @@ class Configuration(object):
           inline in IPython's console if the console supports it. Default: C{True}
     """
 
-    class Types(object):
+    class Types:
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
 
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index 0f49193bb..c6be762d4 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -154,7 +154,7 @@ def __init__(self, graph, value, flow, cut, partition):
         This should not be called directly, everything is
         taken care of by L{Graph.maxflow}.
         """
-        super(Flow, self).__init__(graph, value, cut, partition)
+        super().__init__(graph, value, cut, partition)
         self._flow = flow
 
     def __repr__(self):
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 2a4e31fde..1a53bba07 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -5,7 +5,7 @@
 from itertools import islice
 
 
-class Matrix(object):
+class Matrix:
     """Simple matrix data type.
 
     Of course there are much more advanced matrix data types for Python (for
@@ -653,7 +653,7 @@ def __str__(self):
         return "\n".join(result)
 
 
-class UniqueIdGenerator(object):
+class UniqueIdGenerator:
     """A dictionary-like class that can be used to assign unique IDs to
     names (say, vertex names).
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 84fd3e4a7..244bb9116 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -42,7 +42,7 @@
 #####################################################################
 
 
-class Plot(object):
+class Plot:
     """Class representing an arbitrary plot
 
     Every plot has an associated surface object where the plotting is done. The
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index ddbc9b9a4..d434f7b75 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -8,7 +8,7 @@
 #####################################################################
 
 
-class AbstractDrawer(object):
+class AbstractDrawer:
     """Abstract class that serves as a base class for anything that
     draws an igraph object."""
 
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 4532fb173..78ecc275f 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -30,7 +30,7 @@
 )
 
 
-class Palette(object):
+class Palette:
     """Base class of color palettes.
 
     Color palettes are mappings that assign integers from the range
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 95e87b1c2..605b2df5c 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -20,7 +20,7 @@
 cairo = find_cairo()
 
 
-class AbstractEdgeDrawer(object):
+class AbstractEdgeDrawer:
     """Abstract edge drawer object from which all concrete edge drawer
     implementations are derived."""
 
@@ -434,7 +434,7 @@ class AlphaVaryingEdgeDrawer(AbstractEdgeDrawer):
     """
 
     def __init__(self, context, alpha_at_src, alpha_at_dest):
-        super(AlphaVaryingEdgeDrawer, self).__init__(context)
+        super().__init__(context)
         self.alpha_at_src = (clamp(float(alpha_at_src), 0.0, 1.0),)
         self.alpha_at_dest = (clamp(float(alpha_at_dest), 0.0, 1.0),)
 
@@ -469,7 +469,7 @@ class LightToDarkEdgeDrawer(AlphaVaryingEdgeDrawer):
     """
 
     def __init__(self, context):
-        super(LightToDarkEdgeDrawer, self).__init__(context, 0.0, 1.0)
+        super().__init__(context, 0.0, 1.0)
 
 
 class DarkToLightEdgeDrawer(AlphaVaryingEdgeDrawer):
@@ -481,4 +481,4 @@ class DarkToLightEdgeDrawer(AlphaVaryingEdgeDrawer):
     """
 
     def __init__(self, context):
-        super(DarkToLightEdgeDrawer, self).__init__(context, 1.0, 0.0)
+        super().__init__(context, 1.0, 0.0)
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 5b1397013..c47b19193 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -543,7 +543,7 @@ class UbiGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     def __init__(self, url="http://localhost:20738/RPC2"):
         """Constructs an UbiGraph drawer using the display at the given
         URL."""
-        super(UbiGraphDrawer, self).__init__(url, "ubigraph")
+        super().__init__(url, "ubigraph")
         self.vertex_defaults = dict(color="#ff0000", shape="cube", size=1.0)
         self.edge_defaults = dict(color="#ffffff", width=1.0)
 
@@ -664,7 +664,7 @@ class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     def __init__(self, url="http://localhost:9000/Cytoscape"):
         """Constructs a Cytoscape graph drawer using the XML-RPC interface
         of Cytoscape at the given URL."""
-        super(CytoscapeGraphDrawer, self).__init__(url, "Cytoscape")
+        super().__init__(url, "Cytoscape")
         self.network_id = None
 
     def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwds):
@@ -940,7 +940,7 @@ def __init__(self, conn=None, *args, **kwds):
           - C{GephiGraphStreamingDrawer(url="http://remote:1234/workspace7)} is
             the same as above, but with an explicit URL.
         """
-        super(GephiGraphStreamingDrawer, self).__init__()
+        super().__init__()
 
         from igraph.remote.gephi import GephiGraphStreamer, GephiConnection
 
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index 29bdd2f22..a99684cdc 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -68,7 +68,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 __all__ = ("AttributeSpecification", "AttributeCollectorBase")
 
 
-class AttributeSpecification(object):
+class AttributeSpecification:
     """Class that describes how the value of a given attribute should be
     retrieved.
 
@@ -173,13 +173,13 @@ def __new__(mcs, name, bases, attrs):
             "%s.Element" % name, (attr_spec.name for attr_spec in attr_specs)
         )
 
-        return super(AttributeCollectorMeta, mcs).__new__(mcs, name, bases, attrs)
+        return super().__new__(mcs, name, bases, attrs)
 
     @classmethod
     def record_generator(mcs, name, slots):
         """Generates a simple class that has the given slots and nothing else"""
 
-        class Element(object):
+        class Element:
             """A simple class that holds the attributes collected by the
             attribute collector"""
 
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index b81daf815..a868cbf4a 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -27,7 +27,7 @@
 from igraph.utils import consecutive_pairs
 
 
-class ShapeDrawer(object):
+class ShapeDrawer:
     """Static class, the ancestor of all vertex shape drawer classes.
 
     Custom shapes must implement at least the C{draw_path} method of the class.
@@ -293,7 +293,7 @@ def __init__(self, context, bbox=(1, 1), points=[]):
         @param  bbox:    ignored, leave it at its default value
         @param  points:  the list of corner points
         """
-        super(PolygonDrawer, self).__init__(context, bbox)
+        super().__init__(context, bbox)
         self.points = points
 
     def draw_path(self, points=None, corner_radius=0):
@@ -372,7 +372,7 @@ def draw(self, points=None):
 #####################################################################
 
 
-class ShapeDrawerDirectory(object):
+class ShapeDrawerDirectory:
     """Static class that resolves shape names to their corresponding
     shape drawer classes.
 
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index 7d00624bd..eb248e5e7 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -14,7 +14,7 @@
 #####################################################################
 
 
-class TextAlignment(object):
+class TextAlignment:
     """Text alignment constants."""
 
     LEFT, CENTER, RIGHT = "left", "center", "right"
@@ -36,7 +36,7 @@ class TextDrawer(AbstractCairoDrawer):
     def __init__(self, context, text="", halign="center", valign="center"):
         """Constructs a new instance that will draw the given `text` on
         the given Cairo `context`."""
-        super(TextDrawer, self).__init__(context, (0, 0))
+        super().__init__(context, (0, 0))
         self.text = text
         self.halign = halign
         self.valign = valign
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 31174fd73..ecf546320 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -11,7 +11,7 @@
 #####################################################################
 
 
-class Rectangle(object):
+class Rectangle:
     """Class representing a rectangle."""
 
     __slots__ = ("_left", "_top", "_right", "_bottom")
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index eaf3e54c6..d6a45814e 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -13,7 +13,7 @@
 from igraph.statistics import RunningMean
 
 
-class Layout(object):
+class Layout:
     """Represents the layout of a graph.
 
     A layout is practically a list of coordinates in an n-dimensional
diff --git a/src/igraph/matching.py b/src/igraph/matching.py
index 5ec97a456..afc966407 100644
--- a/src/igraph/matching.py
+++ b/src/igraph/matching.py
@@ -5,7 +5,7 @@
 from igraph._igraph import Vertex
 
 
-class Matching(object):
+class Matching:
     """A matching of vertices in a graph.
 
     A matching of an undirected graph is a set of edges such that each
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index c75651935..aa3075cfb 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -11,7 +11,7 @@
 __docformat__ = "restructuredtext en"
 
 
-class GephiConnection(object):
+class GephiConnection:
     """Object that represents a connection to a Gephi master server."""
 
     def __init__(self, url=None, host="127.0.0.1", port=8080, workspace=1):
@@ -79,7 +79,7 @@ def __repr__(self):
         return "%s(url=%r)" % (self.__class__.__name__, self.url)
 
 
-class GephiGraphStreamingAPIFormat(object):
+class GephiGraphStreamingAPIFormat:
     """Object that implements the Gephi graph streaming API format and returns
     Python objects corresponding to the events defined in the API.
     """
@@ -166,7 +166,7 @@ def get_delete_edge_event(self, identifier):
         return {"de": {identifier: {}}}
 
 
-class GephiGraphStreamer(object):
+class GephiGraphStreamer:
     """Class that produces JSON event objects that stream an igraph graph to
     Gephi using the Gephi Graph Streaming API.
 
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 7657ab6a4..68350b86a 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -18,7 +18,7 @@
 )
 
 
-class FittedPowerLaw(object):
+class FittedPowerLaw:
     """Result of fitting a power-law to a vector of samples
 
     Example:
@@ -104,7 +104,7 @@ def summary(self, significance=0.05):
         return "\n".join(result)
 
 
-class Histogram(object):
+class Histogram:
     """Generic histogram class for real numbers
 
     Example:
@@ -324,7 +324,7 @@ def __str__(self):
         return self.to_string()
 
 
-class RunningMean(object):
+class RunningMean:
     """Running mean calculator.
 
     This class can be used to calculate the mean of elements from a
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 022f50479..fffb20726 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -13,7 +13,7 @@
 __all__ = ("GraphSummary", "summary")
 
 
-class FakeWrapper(object):
+class FakeWrapper:
     """Object whose interface is compatible with C{textwrap.TextWrapper}
     but does no wrapping."""
 
@@ -38,7 +38,7 @@ def _get_wrapper_for_width(width, *args, **kwds):
     return TextWrapper(width=width, *args, **kwds)
 
 
-class GraphSummary(object):
+class GraphSummary:
     """Summary representation of a graph.
 
     The summary representation includes a header line and the list of
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index b1327550c..546a28300 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -3,7 +3,7 @@
 from igraph import *
 
 
-class AtlasTestBase(object):
+class AtlasTestBase:
     def testPageRank(self):
         for idx, g in enumerate(self.__class__.graphs):
             try:
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 28bca91e9..e21e67905 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -717,7 +717,7 @@ def testIsGraphicalSimple(self):
 
 class InheritedGraph(Graph):
     def __init__(self, *args, **kwds):
-        super(InheritedGraph, self).__init__(*args, **kwds)
+        super().__init__(*args, **kwds)
         self.init_called = True
 
     def __new__(cls, *args, **kwds):
@@ -727,7 +727,7 @@ def __new__(cls, *args, **kwds):
 
     @classmethod
     def Adjacency(cls, *args, **kwds):
-        result = super(InheritedGraph, cls).Adjacency(*args, **kwds)
+        result = super().Adjacency(*args, **kwds)
         result.adjacency_called = True
         return result
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 0ef0c69ab..62017c17e 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -189,7 +189,7 @@ def testTriads(self):
         self.assertTrue(len(tuple(tc)) == 16)
 
 
-class CliqueBenchmark(object):
+class CliqueBenchmark:
     """This is a benchmark, not a real test case. You can run it
     using:
 
diff --git a/tests/test_rng.py b/tests/test_rng.py
index 00f82d8c4..b9ccc2707 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -3,7 +3,7 @@
 from igraph import *
 
 
-class FakeRNG(object):
+class FakeRNG:
     @staticmethod
     def random():
         return 0.1
@@ -17,7 +17,7 @@ def gauss(mu, sigma):
         return 0.3
 
 
-class InvalidRNG(object):
+class InvalidRNG:
     pass
 
 

From 98af0ee7d9e1198e6e3046b693a41aa1c5712040 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 11:27:03 +1000
Subject: [PATCH 0335/1681] Converting types for test_basic.py

---
 src/_igraph/convert.c         |  43 +++++++---
 src/_igraph/convert.h         |   2 +-
 src/_igraph/graphobject.c     |  32 ++++----
 src/_igraph/vertexseqobject.c | 147 +++++++++++++++++-----------------
 src/_igraph/vertexseqobject.h |   2 +-
 src/igraph/utils.py           |  17 ++--
 tox.ini                       |   2 +-
 7 files changed, 137 insertions(+), 108 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 582800d38..63330e8a1 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -782,13 +782,36 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
   return 0;
 }
 
+/**
+ * \brief Converts a PyLong to an igraph \c igraph_integer_t
+ *
+ * Raises suitable Python exceptions when needed.
+ *
+ * This function differs from the next one because it is less generic,
+ * i.e. the Python object has to be a PyLong
+ *
+ * \param object the PyLong to be converted
+ * \param v the result is stored here
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int PyLong_to_integer_t(PyObject* obj, int* v) {
+  if (IGRAPH_INTEGER_SIZE == 64) {
+      *v = (igraph_integer_t)PyLong_AsLong(obj);
+  } else {
+      int dummy;
+     PyLong_AsInt(obj, &dummy);
+      *v = (igraph_integer_t)dummy;
+  }
+  return 0;
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_integer_t
  *
  * Raises suitable Python exceptions when needed.
  *
  * \param object the Python object to be converted
- * \param v the result is returned here
+ * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
@@ -796,16 +819,18 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
-    retval = PyLong_AsInt(object, &num);
+    retval = PyLong_to_integer_t(object, &num);
     if (retval)
       return retval;
     *v = num;
     return 0;
   } else if (PyNumber_Check(object)) {
+    /* try to recast as PyLong */
     PyObject *i = PyNumber_Long(object);
     if (i == NULL)
       return 1;
-    retval = PyLong_AsInt(i, &num);
+    /* as above, plus decrement the reference for the temp variable */
+    retval = PyLong_to_integer_t(i, &num);
     Py_DECREF(i);
     if (retval)
       return retval;
@@ -1404,7 +1429,7 @@ PyObject* igraphmodule_vector_t_to_PyList_pairs(const igraph_vector_t *v) {
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_edgelist(
-    PyObject *list, igraph_vector_t *v, igraph_t *graph,
+    PyObject *list, igraph_vector_int_t *v, igraph_t *graph,
     igraph_bool_t* list_is_owned
 ) {
   PyObject *item, *i1, *i2, *it;
@@ -1449,7 +1474,7 @@ int igraphmodule_PyObject_to_edgelist(
       return 1;
     }
 
-    igraph_vector_view(v, buffer->buf, buffer->len / buffer->itemsize);
+    igraph_vector_int_view(v, buffer->buf, buffer->len / buffer->itemsize);
 
     if (list_is_owned) {
       *list_is_owned = 0;
@@ -1462,7 +1487,7 @@ int igraphmodule_PyObject_to_edgelist(
   if (!it)
     return 1;
 
-  igraph_vector_init(v, 0);
+  igraph_vector_int_init(v, 0);
   if (list_is_owned) {
     *list_is_owned = 1;
   }
@@ -1488,18 +1513,18 @@ int igraphmodule_PyObject_to_edgelist(
     Py_DECREF(item);
 
     if (ok) {
-      if (igraph_vector_push_back(v, idx1)) {
+      if (igraph_vector_int_push_back(v, idx1)) {
         igraphmodule_handle_igraph_error();
         ok = 0;
       }
-      if (ok && igraph_vector_push_back(v, idx2)) {
+      if (ok && igraph_vector_int_push_back(v, idx2)) {
         igraphmodule_handle_igraph_error();
         ok = 0;
       }
     }
 
     if (!ok) {
-      igraph_vector_destroy(v);
+      igraph_vector_int_destroy(v);
       Py_DECREF(it);
       return 1;
     }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 8da50789f..8472d97d3 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -96,7 +96,7 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject *list, igraph_vector_ptr_t *v
 		igraph_bool_t need_non_negative);
 
 int igraphmodule_PyObject_to_edgelist(
-    PyObject *list, igraph_vector_t *v, igraph_t *graph,
+    PyObject *list, igraph_vector_int_t *v, igraph_t *graph,
     igraph_bool_t *list_is_owned
 );
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6e38060a5..f95a69e84 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -204,7 +204,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   long int n = 0;
   PyObject *edges = NULL, *dir = Py_False, *ptr_o = 0;
   void* ptr = 0;
-  igraph_vector_t edges_vector;
+  igraph_vector_int_t edges_vector;
   igraph_bool_t edges_vector_owned = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOOO!", kwlist,
@@ -232,7 +232,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
     }
   } else if (edges) {
     /* Caller specified an edge list, so we use igraph_create */
-    /* We have to convert the Python list to a igraph_vector_t */
+    /* We have to convert the Python list to a igraph_vector_int_t */
     if (igraphmodule_PyObject_to_edgelist(edges, &edges_vector, 0, &edges_vector_owned)) {
       igraphmodule_handle_igraph_error();
       return -1;
@@ -242,13 +242,13 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
         (&self->g, &edges_vector, (igraph_integer_t) n, PyObject_IsTrue(dir))) {
       igraphmodule_handle_igraph_error();
       if (edges_vector_owned) {
-        igraph_vector_destroy(&edges_vector);
+        igraph_vector_int_destroy(&edges_vector);
       }
       return -1;
     }
 
     if (edges_vector_owned) {
-      igraph_vector_destroy(&edges_vector);
+      igraph_vector_int_destroy(&edges_vector);
     }
   } else {
     /* No edge list was specified, and no previously initialized graph object
@@ -7695,39 +7695,39 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "types", NULL };
   igraph_matrix_t matrix;
-  igraph_vector_t row_ids, col_ids;
+  igraph_vector_int_t row_ids, col_ids;
   igraph_vector_bool_t *types;
   PyObject *matrix_o, *row_ids_o, *col_ids_o, *types_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &types_o))
     return NULL;
 
-  if (igraph_vector_init(&row_ids, 0))
+  if (igraph_vector_int_init(&row_ids, 0))
     return NULL;
 
-  if (igraph_vector_init(&col_ids, 0)) {
-    igraph_vector_destroy(&row_ids);
+  if (igraph_vector_int_init(&col_ids, 0)) {
+    igraph_vector_int_destroy(&row_ids);
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX)) {
-    igraph_vector_destroy(&row_ids);
-    igraph_vector_destroy(&col_ids);
+    igraph_vector_int_destroy(&row_ids);
+    igraph_vector_int_destroy(&col_ids);
     return NULL;
   }
 
   if (igraph_matrix_init(&matrix, 1, 1)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&row_ids);
-    igraph_vector_destroy(&col_ids);
+    igraph_vector_int_destroy(&row_ids);
+    igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
     return NULL;
   }
 
   if (igraph_get_incidence(&self->g, types, &matrix, &row_ids, &col_ids)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&row_ids);
-    igraph_vector_destroy(&col_ids);
+    igraph_vector_int_destroy(&row_ids);
+    igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
     igraph_matrix_destroy(&matrix);
     return NULL;
@@ -7739,9 +7739,9 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
   igraph_matrix_destroy(&matrix);
 
   row_ids_o = igraphmodule_vector_t_to_PyList(&row_ids, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&row_ids);
+  igraph_vector_int_destroy(&row_ids);
   col_ids_o = igraphmodule_vector_t_to_PyList(&col_ids, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&col_ids);
+  igraph_vector_int_destroy(&col_ids);
 
   return Py_BuildValue("NNN", matrix_o, row_ids_o, col_ids_o);
 }
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 77be5ce69..2dd2b8042 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -74,17 +74,17 @@ igraphmodule_VertexSeq_copy(igraphmodule_VertexSeqObject* o) {
   if (copy == NULL) return NULL;
 
   if (igraph_vs_type(&o->vs) == IGRAPH_VS_VECTOR) {
-    igraph_vector_t v;
+    igraph_vector_int_t v;
     if (igraph_vector_copy(&v, o->vs.data.vecptr)) {
       igraphmodule_handle_igraph_error();
       return 0;
     }
     if (igraph_vs_vector_copy(&copy->vs, &v)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
       return 0;
     }
-    igraph_vector_destroy(&v);
+    igraph_vector_int_destroy(&v);
   } else {
     copy->vs = o->vs;
   }
@@ -123,21 +123,21 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     }
     igraph_vs_1(&vs, (igraph_integer_t)idx);
   } else {
-    igraph_vector_t v;
+    igraph_vector_int_t v;
     igraph_integer_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_t(vsobj, &v, 1))
       return -1;
-    if (!igraph_vector_isininterval(&v, 0, n-1)) {
-      igraph_vector_destroy(&v);
+    if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
+      igraph_vector_int_destroy(&v);
       PyErr_SetString(PyExc_ValueError, "vertex index out of range");
       return -1;
     }
     if (igraph_vs_vector_copy(&vs, &v)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
       return -1;
     }
-    igraph_vector_destroy(&v);
+    igraph_vector_int_destroy(&v);
   }
 
   self->vs = vs;
@@ -202,9 +202,9 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
     case IGRAPH_VS_VECTOR:
     case IGRAPH_VS_VECTORPTR:
       if (i < 0) {
-        i = igraph_vector_size(self->vs.data.vecptr) + i;
+        i = igraph_vector_int_size(self->vs.data.vecptr) + i;
       }
-      if (i >= 0 && i < igraph_vector_size(self->vs.data.vecptr)) {
+      if (i >= 0 && i < igraph_vector_int_size(self->vs.data.vecptr)) {
         idx = (igraph_integer_t)VECTOR(*self->vs.data.vecptr)[i];
       }
       break;
@@ -278,7 +278,7 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
 
     case IGRAPH_VS_VECTOR:
     case IGRAPH_VS_VECTORPTR:
-      n = igraph_vector_size(self->vs.data.vecptr);
+      n = igraph_vector_int_size(self->vs.data.vecptr);
       result = PyList_New(n);
       if (!result) return 0;
 
@@ -343,7 +343,7 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values_mapping(igraphmodule_Verte
 int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqObject* self, PyObject* attrname, PyObject* values) {
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
-  igraph_vector_t vs;
+  igraph_vector_int_t vs;
   long i, j, n, no_of_nodes;
 
   gr = self->gref;
@@ -421,19 +421,19 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   } else {
     /* We are working with a subset of the graph. Convert the sequence to a
      * vector and loop through it */
-    if (igraph_vector_init(&vs, 0)) {
+    if (igraph_vector_int_init(&vs, 0)) {
       igraphmodule_handle_igraph_error();
       return -1;
     }
     if (igraph_vs_as_vector(&gr->g, self->vs, &vs)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&vs);
+      igraph_vector_int_destroy(&vs);
       return -1;
     }
-    no_of_nodes = (long)igraph_vector_size(&vs);
+    no_of_nodes = (long)igraph_vector_int_size(&vs);
     if (n == 0 && no_of_nodes > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
-      igraph_vector_destroy(&vs);
+      igraph_vector_int_destroy(&vs);
       return -1;
     }
     /* Check if we already have attributes with the given name */
@@ -444,17 +444,17 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
         if (item == 0) {
-          igraph_vector_destroy(&vs);
+          igraph_vector_int_destroy(&vs);
           return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         if (PyList_SetItem(list, (long)VECTOR(vs)[i], item)) {
           Py_DECREF(item);
-          igraph_vector_destroy(&vs);
+          igraph_vector_int_destroy(&vs);
           return -1;
         } /* PyList_SetItem stole a reference to the item automatically */
       }
-      igraph_vector_destroy(&vs);
+      igraph_vector_int_destroy(&vs);
     } else if (values != 0) {
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
@@ -462,7 +462,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       long n2 = igraph_vcount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
-        igraph_vector_destroy(&vs);
+        igraph_vector_int_destroy(&vs);
         return -1;
       }
       for (i=0; i<n2; i++) {
@@ -473,14 +473,14 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
         if (item == 0) {
-          igraph_vector_destroy(&vs);
+          igraph_vector_int_destroy(&vs);
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         PyList_SET_ITEM(list, (long)VECTOR(vs)[i], item);
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
-      igraph_vector_destroy(&vs);
+      igraph_vector_int_destroy(&vs);
       if (PyDict_SetItem(dict, attrname, list)) {
         Py_DECREF(list);
         return -1;
@@ -609,9 +609,9 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       /* Call the callable for every vertex in the current sequence to
        * determine what's up */
       igraph_bool_t was_excluded = 0;
-      igraph_vector_t v;
+      igraph_vector_int_t v;
 
-      if (igraph_vector_init(&v, 0)) {
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
@@ -622,17 +622,17 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         PyObject *call_result;
         if (vertex == 0) {
           Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           return NULL;
         }
         call_result = PyObject_CallFunctionObjArgs(item, vertex, NULL);
         if (call_result == 0) {
           Py_DECREF(vertex); Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           return NULL;
         }
         if (PyObject_IsTrue(call_result))
-          igraph_vector_push_back(&v,
+          igraph_vector_int_push_back(&v,
             igraphmodule_Vertex_get_index_long((igraphmodule_VertexObject*)vertex));
         else was_excluded=1;
         Py_DECREF(call_result);
@@ -643,95 +643,96 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         igraph_vs_destroy(&result->vs);
         if (igraph_vs_vector_copy(&result->vs, &v)) {
           Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           igraphmodule_handle_igraph_error();
           return NULL;
         }
       }
 
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     } else if (PyLong_Check(item)) {
       /* Integers are treated specially: from now on, all remaining items
        * in the argument list must be integers and they will be used together
        * to restrict the vertex set. Integers are interpreted as indices on the
        * vertex set and NOT on the original, untouched vertex sequence of the
        * graph */
-      igraph_vector_t v, v2;
-      if (igraph_vector_init(&v, 0)) {
+      igraph_vector_int_t v, v2;
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
       if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         igraphmodule_handle_igraph_error();
         return 0;
       }
       if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      m = igraph_vector_size(&v2);
+      m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "vertex indices expected");
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
         idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "vertex index out of range");
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
-        if (igraph_vector_push_back(&v, VECTOR(v2)[idx])) {
+        if (igraph_vector_int_push_back(&v, VECTOR(v2)[idx])) {
           Py_DECREF(result);
           igraphmodule_handle_igraph_error();
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
       }
-      igraph_vector_destroy(&v2);
+      igraph_vector_int_destroy(&v2);
       igraph_vs_destroy(&result->vs);
       if (igraph_vs_vector_copy(&result->vs, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         return NULL;
       }
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     } else {
       /* Iterators, slices and everything that was not handled directly */
       PyObject *iter=0, *item2;
-      igraph_vector_t v, v2;
+      igraph_vector_int_t v, v2;
 
       /* Allocate stuff */
-      if (igraph_vector_init(&v, 0)) {
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         Py_DECREF(result);
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
+      if (igraph_vector_int_init(&v2, 0)) {
+        igraph_vector_int_destroy(&v);
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
         return 0;
       }
+
       if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      m = igraph_vector_size(&v2);
+      m = igraph_vector_int_size(&v2);
 
       /* Create an appropriate iterator */
       if (PySlice_Check(item)) {
@@ -740,9 +741,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         PyObject* range;
         igraph_bool_t ok;
 
-        /* Casting to void* because Python 2.x expects PySliceObject*
-         * but Python 3.x expects PyObject* */
-        ok = (PySlice_GetIndicesEx((void*)item, igraph_vector_size(&v2),
+        ok = (PySlice_GetIndicesEx(item, igraph_vector_int_size(&v2),
               &start, &stop, &step, &sl) == 0);
 
         if (ok) {
@@ -755,8 +754,8 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
           ok = (iter != 0);
         }
         if (!ok) {
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           PyErr_SetString(PyExc_TypeError, "error while converting slice to iterator");
           Py_DECREF(result);
           return 0;
@@ -768,8 +767,8 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
 
       /* Did we manage to get an iterator? */
       if (iter == 0) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         PyErr_SetString(PyExc_TypeError, "invalid vertex filter among positional arguments");
         Py_DECREF(result);
         return 0;
@@ -785,25 +784,25 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
             PyErr_SetString(PyExc_ValueError, "vertex index out of range");
             Py_DECREF(result);
             Py_DECREF(iter);
-            igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            igraph_vector_int_destroy(&v);
+            igraph_vector_int_destroy(&v2);
             return NULL;
           }
-          if (igraph_vector_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_int_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();
-            igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            igraph_vector_int_destroy(&v);
+            igraph_vector_int_destroy(&v2);
             return NULL;
           }
         }
       }
       /* Deallocate stuff */
-      igraph_vector_destroy(&v2);
+      igraph_vector_int_destroy(&v2);
       Py_DECREF(iter);
       if (PyErr_Occurred()) {
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         Py_DECREF(result);
         return 0;
       }
@@ -811,10 +810,10 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       if (igraph_vs_vector_copy(&result->vs, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         return NULL;
       }
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     }
   }
 
@@ -828,7 +827,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
  * \return 0 if everything was ok, 1 otherwise
  */
 int igraphmodule_VertexSeq_to_vector_t(igraphmodule_VertexSeqObject *self,
-  igraph_vector_t *v) {
+  igraph_vector_int_t *v) {
   return igraph_vs_as_vector(&self->gref->g, self->vs, v);
 }
 
@@ -849,21 +848,21 @@ PyObject* igraphmodule_VertexSeq_get_graph(igraphmodule_VertexSeqObject* self,
 PyObject* igraphmodule_VertexSeq_get_indices(igraphmodule_VertexSeqObject* self,
   void* closure) {
   igraphmodule_GraphObject *gr = self->gref;
-  igraph_vector_t vs;
+  igraph_vector_int_t vs;
   PyObject *result;
 
-  if (igraph_vector_init(&vs, 0)) {
+  if (igraph_vector_int_init(&vs, 0)) {
     igraphmodule_handle_igraph_error();
     return 0;
   }
   if (igraph_vs_as_vector(&gr->g, self->vs, &vs)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&vs);
+    igraph_vector_int_destroy(&vs);
     return 0;
   }
 
-  result = igraphmodule_vector_t_to_PyList(&vs, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&vs);
+  result = igraphmodule_vector_int_t_to_PyList(&vs);
+  igraph_vector_int_destroy(&vs);
 
   return result;
 }
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index 987f1f768..708889a97 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -51,7 +51,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   PyObject *args);
 
 int igraphmodule_VertexSeq_to_vector_t(igraphmodule_VertexSeqObject *self,
-  igraph_vector_t *v);
+  igraph_vector_int_t *v);
 PyObject* igraphmodule_VertexSeq_get_graph(igraphmodule_VertexSeqObject *self,
   void* closure);
 
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 4b86e5dd6..8cc381cb4 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -5,7 +5,7 @@
 from contextlib import contextmanager
 
 from collections.abc import MutableMapping
-from ctypes import c_double, sizeof
+from ctypes import sizeof
 from itertools import chain
 
 import os
@@ -59,13 +59,18 @@ def numpy_to_contiguous_memoryview(obj):
     directly when constructing a Graph.
     """
     # Deferred import to prevent a hard dependency on NumPy
-    from numpy import float32, float64, require
-
-    size = sizeof(c_double)
+    from numpy import int32, int64, require
+
+    # TODO: we used to export to double, which is only dependent on the
+    # architecture. Now with integers and a compile-time flag, we have
+    # to figure out what is the integer bitness of the underlying C core.
+    # Think of how to do that, for now default to 64 bit ints!
+    size = 8
+    #size = sizeof(c_double)
     if size == 8:
-        dtype = float64
+        dtype = int64
     elif size == 4:
-        dtype = float32
+        dtype = int32
     else:
         raise TypeError("size of C double (%d bytes) is not supported" % size)
 
diff --git a/tox.ini b/tox.ini
index bd0355f4d..03eb48125 100644
--- a/tox.ini
+++ b/tox.ini
@@ -15,7 +15,7 @@ python =
     pypy-3.7: pypy3
 
 [testenv]
-commands = python -m unittest
+commands = python -m unittest {posargs}
 deps =
     scipy; platform_python_implementation != "PyPy"
     numpy; platform_python_implementation != "PyPy"

From 1c8c276884b643edca8bf702f4ea77692f830ca6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 15:27:38 +1000
Subject: [PATCH 0336/1681] More work on vertices, edges, and attributes

---
 src/_igraph/attributes.c      | 56 +++++++++++++++++------------------
 src/_igraph/convert.c         | 56 +++++++++++++++++------------------
 src/_igraph/convert.h         |  6 ++--
 src/_igraph/graphobject.c     | 26 ++++++++--------
 src/_igraph/vertexseqobject.c |  4 +--
 5 files changed, 73 insertions(+), 75 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7c4eb8749..fa7bdd3ed 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -553,7 +553,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, i
 
 /* Permuting vertices */
 static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_t *idx) {
+    igraph_t *newgraph, const igraph_vector_int_t *idx) {
   long int n, i;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
@@ -564,7 +564,7 @@ static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
   newdict=PyDict_New();
   if (!newdict) return 1;
 
-  n=igraph_vector_size(idx);
+  n=igraph_vector_int_size(idx);
   pos=0;
 
   while (PyDict_Next(dict, &pos, &key, &value)) {
@@ -593,7 +593,7 @@ static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
 }
 
 /* Adding edges */
-static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_t *edges, igraph_vector_ptr_t *attr) {
+static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos=0;
@@ -601,7 +601,7 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
   igraph_bool_t *added_attrs=0;
   igraph_attribute_record_t *attr_rec;
 
-  ne=igraph_vector_size(edges)/2;
+  ne=igraph_vector_int_size(edges)/2;
   if (!graph->attr) return IGRAPH_SUCCESS;
   if (ne<0) return IGRAPH_SUCCESS;
   
@@ -771,7 +771,7 @@ static void igraphmodule_i_attribute_delete_edges(igraph_t *graph, const igraph_
 
 /* Permuting edges */
 static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_t *idx) { 
+    igraph_t *newgraph, const igraph_vector_int_t *idx) { 
   long int n, i;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
@@ -782,7 +782,7 @@ static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
   newdict=PyDict_New();
   if (!newdict) return 1;
 
-  n=igraph_vector_size(idx);
+  n=igraph_vector_int_size(idx);
   pos=0;
 
   while (PyDict_Next(dict, &pos, &key, &value)) {
@@ -822,8 +822,8 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
   res = PyList_New(len);
   
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
-    long int j, n = igraph_vector_size(v);
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    long int j, n = igraph_vector_int_size(v);
 
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
@@ -889,9 +889,9 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 0.0, sum = 0.0;
-    long int j, n = igraph_vector_size(v);
+    long int j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -923,9 +923,9 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 1.0, prod = 1.0;
-    long int j, n = igraph_vector_size(v);
+    long int j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -957,8 +957,8 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_size(v);
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    long int n = igraph_vector_int_size(v);
 
     item = n > 0 ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
     Py_INCREF(item);
@@ -992,8 +992,8 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_size(v);
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    long int n = igraph_vector_int_size(v);
 
     if (n > 0) {
       num = PyObject_CallObject(random_func, 0);
@@ -1030,8 +1030,8 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_size(v);
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    long int n = igraph_vector_int_size(v);
 
     item = (n > 0) ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
     Py_INCREF(item);
@@ -1054,9 +1054,9 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 0.0, mean = 0.0;
-    long int j, n = igraph_vector_size(v);
+    long int j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; ) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1090,8 +1090,8 @@ static PyObject* igraphmodule_i_ac_median(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
-    long int j, n = igraph_vector_size(v);
+    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    long int j, n = igraph_vector_int_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1317,19 +1317,19 @@ static int igraphmodule_i_attribute_combine_edges(const igraph_t *graph,
 /* Getting attribute names and types */
 static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
                                              igraph_strvector_t *gnames,
-                                             igraph_vector_t *gtypes,
+                                             igraph_vector_int_t *gtypes,
                                              igraph_strvector_t *vnames,
-                                             igraph_vector_t *vtypes,
+                                             igraph_vector_int_t *vtypes,
                                              igraph_strvector_t *enames,
-                                             igraph_vector_t *etypes) {
+                                             igraph_vector_int_t *etypes) {
   igraph_strvector_t *names[3] = { gnames, vnames, enames };
-  igraph_vector_t *types[3] = { gtypes, vtypes, etypes };
+  igraph_vector_int_t *types[3] = { gtypes, vtypes, etypes };
   int retval;
   long int i, j, k, l, m;
   
   for (i=0; i<3; i++) {
     igraph_strvector_t *n = names[i];
-    igraph_vector_t *t = types[i];
+    igraph_vector_int_t *t = types[i];
     PyObject *dict = ATTR_STRUCT_DICT(graph)[i];
     PyObject *keys;
     PyObject *values;
@@ -1344,7 +1344,7 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
     }
     if (t) {
       k=PyList_Size(keys);
-      igraph_vector_resize(t, k);
+      igraph_vector_int_resize(t, k);
       for (j=0; j<k; j++) {
         int is_numeric = 1;
         int is_string = 1;
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 63330e8a1..97f91dc77 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1377,16 +1377,16 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_vector_t to a Python list of integer pairs
+ * \brief Converts an igraph \c igraph_vector_int_t to a Python list of integer pairs
  *
  * \param v the \c igraph_vector_t containing the vector to be converted
  * \return the Python integer pair list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_t_to_PyList_pairs(const igraph_vector_t *v) {
+PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v) {
    PyObject *list, *pair;
    long n, i, j;
 
-   n=igraph_vector_size(v);
+   n=igraph_vector_int_size(v);
    if (n<0) return igraphmodule_handle_igraph_error();
    if (n%2) return igraphmodule_handle_igraph_error();
 
@@ -1413,11 +1413,11 @@ PyObject* igraphmodule_vector_t_to_PyList_pairs(const igraph_vector_t *v) {
  * \brief Converts a Python iterable of non-negative integer pairs (i.e. an
  * edge list) to an igraph \c igraph_vector_t
  *
- * The incoming \c igraph_vector_t should be uninitialized. Raises suitable
+ * The incoming \c igraph_vector_int_t should be uninitialized. Raises suitable
  * Python exceptions when needed.
  *
  * \param list the Python list to be converted
- * \param v the \c igraph_vector_t containing the result
+ * \param v the \c igraph_vector_int_t containing the result
  * \param graph  the graph that will be used to interpret vertex names
  *               if a string is yielded by the Python iterable. \c NULL
  *               means that vertex names are not allowed.
@@ -1446,7 +1446,7 @@ int igraphmodule_PyObject_to_edgelist(
 
   /* We also accept a memoryview, although we don't advertise that in the
    * public API yet as the exact layout of the memory area has to match the
-   * way items are laid out in an igraph_vector_t, and that's an implementation
+   * way items are laid out in an igraph_vector_int_t, and that's an implementation
    * detail that we don't want to commit ourselves to */
   if (PyMemoryView_Check(list)) {
     buffer = PyMemoryView_GET_BUFFER(list);
@@ -1856,18 +1856,18 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
  * \ingroup python_interface_conversion
  * \brief Converts two igraph \c igraph_vector_t vectors to a Python list of integer pairs
  *
- * \param v1 the \c igraph_vector_t containing the 1st vector to be converted
- * \param v2 the \c igraph_vector_t containing the 2nd vector to be converted
+ * \param v1 the \c igraph_vector_int_t containing the 1st vector to be converted
+ * \param v2 the \c igraph_vector_int_t containing the 2nd vector to be converted
  * \return the Python integer pair list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_t_pair_to_PyList(const igraph_vector_t *v1,
-    const igraph_vector_t *v2) {
+PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
+    const igraph_vector_int_t *v2) {
    PyObject *list, *pair;
    long n, i;
 
-   n=igraph_vector_size(v1);
+   n=igraph_vector_int_size(v1);
    if (n<0) return igraphmodule_handle_igraph_error();
-   if (igraph_vector_size(v2) != n) return igraphmodule_handle_igraph_error();
+   if (igraph_vector_int_size(v2) != n) return igraphmodule_handle_igraph_error();
 
    /* create a new Python list */
    list=PyList_New(n);
@@ -2351,7 +2351,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
 int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     igraph_t *graph, igraph_bool_t *return_single, igraph_integer_t *single_vid) {
   igraph_integer_t vid;
-  igraph_vector_t vector;
+  igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
     /* Returns a vertex sequence for all vertices */
@@ -2382,16 +2382,14 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     Py_ssize_t no_of_vertices = igraph_vcount(graph);
     Py_ssize_t start, stop, step, slicelength, i;
 
-    /* Casting to void* because Python 2.x expects PySliceObject*
-     * but Python 3.x expects PyObject* */
-    if (PySlice_GetIndicesEx((void*)o, no_of_vertices,
+    if (PySlice_GetIndicesEx(o, no_of_vertices,
           &start, &stop, &step, &slicelength))
       return 1;
 
     if (start == 0 && slicelength == no_of_vertices) {
       igraph_vs_all(vs);
     } else {
-      if (igraph_vector_init(&vector, slicelength)) {
+      if (igraph_vector_int_init(&vector, slicelength)) {
         igraphmodule_handle_igraph_error();
         return 1;
       }
@@ -2402,11 +2400,11 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
 
       if (igraph_vs_vector_copy(vs, &vector)) {
         igraphmodule_handle_igraph_error();
-        igraph_vector_destroy(&vector);
+        igraph_vector_int_destroy(&vector);
         return 1;
       }
 
-      igraph_vector_destroy(&vector);
+      igraph_vector_int_destroy(&vector);
     }
 
     if (return_single) {
@@ -2439,7 +2437,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
       return 1;
     }
 
-    if (igraph_vector_init(&vector, 0)) {
+    if (igraph_vector_int_init(&vector, 0)) {
       igraphmodule_handle_igraph_error();
       return 1;
     }
@@ -2452,7 +2450,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
 
       Py_DECREF(item);
 
-      if (igraph_vector_push_back(&vector, vid)) {
+      if (igraph_vector_int_push_back(&vector, vid)) {
         igraphmodule_handle_igraph_error();
         /* no need to destroy 'vector' here; will be done outside the loop due
          * to PyErr_Occurred */
@@ -2463,13 +2461,13 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     Py_DECREF(iterator);
 
     if (PyErr_Occurred()) {
-      igraph_vector_destroy(&vector);
+      igraph_vector_int_destroy(&vector);
       return 1;
     }
 
     if (igraph_vs_vector_copy(vs, &vector)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&vector);
+      igraph_vector_int_destroy(&vector);
       return 1;
     }
 
@@ -2598,7 +2596,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
                   igraph_bool_t *return_single) {
   igraph_integer_t eid;
-  igraph_vector_t vector;
+  igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
     /* Returns an edge sequence for all edges */
@@ -2637,7 +2635,7 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
       return 1;
     }
 
-    if (igraph_vector_init(&vector, 0)) {
+    if (igraph_vector_int_init(&vector, 0)) {
       igraphmodule_handle_igraph_error();
       return 1;
     }
@@ -2651,7 +2649,7 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 
       Py_DECREF(item);
 
-      if (igraph_vector_push_back(&vector, eid)) {
+      if (igraph_vector_int_push_back(&vector, eid)) {
         igraphmodule_handle_igraph_error();
         /* no need to destroy 'vector' here; will be done outside the loop due
          * to PyErr_Occurred */
@@ -2662,17 +2660,17 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
     Py_DECREF(iterator);
 
     if (PyErr_Occurred()) {
-      igraph_vector_destroy(&vector);
+      igraph_vector_int_destroy(&vector);
       return 1;
     }
 
-    if (igraph_vector_size(&vector) > 0) {
+    if (igraph_vector_int_size(&vector) > 0) {
       igraph_es_vector_copy(es, &vector);
     } else {
       igraph_es_none(es);
     }
 
-    igraph_vector_destroy(&vector);
+    igraph_vector_int_destroy(&vector);
 
     if (return_single) {
       *return_single = 0;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 8472d97d3..e0edcb29c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -144,9 +144,9 @@ PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
 PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v);
-PyObject* igraphmodule_vector_t_pair_to_PyList(const igraph_vector_t *v1,
-        const igraph_vector_t *v2);
-PyObject* igraphmodule_vector_t_to_PyList_pairs(const igraph_vector_t *v);
+PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
+        const igraph_vector_int_t *v2);
+PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f95a69e84..88ea1600a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -638,7 +638,7 @@ PyObject *igraphmodule_Graph_add_edges(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
   PyObject *list;
-  igraph_vector_t v;
+  igraph_vector_int_t v;
   igraph_bool_t v_owned = 0;
 
   if (!PyArg_ParseTuple(args, "O", &list))
@@ -651,13 +651,13 @@ PyObject *igraphmodule_Graph_add_edges(igraphmodule_GraphObject * self,
   if (igraph_add_edges(&self->g, &v, 0)) {
     igraphmodule_handle_igraph_error();
     if (v_owned) {
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     }
     return NULL;
   }
 
   if (v_owned) {
-    igraph_vector_destroy(&v);
+    igraph_vector_int_destroy(&v);
   }
 
   Py_RETURN_NONE;
@@ -3064,7 +3064,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
   if (store_attribs) {
-    type_vec_o = igraphmodule_vector_t_pair_to_PyList(&in_type_vec,
+    type_vec_o = igraphmodule_vector_int_t_pair_to_PyList(&in_type_vec,
                                                       &out_type_vec);
     if (type_vec_o == NULL) {
       igraph_matrix_destroy(&pm);
@@ -5488,23 +5488,23 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
                                               PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "permutation", NULL };
   igraph_t pg;
-  igraph_vector_t perm;
+  igraph_vector_int_t perm;
   igraphmodule_GraphObject *result;
   PyObject *list;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(list, &perm, 1))
+  if (igraphmodule_PyObject_to_vector_int_t(list, &perm))
     return NULL;
 
   if (igraph_permute_vertices(&self->g, &pg, &perm)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&perm);
+    igraph_vector_int_destroy(&perm);
     return NULL;
   }
 
-  igraph_vector_destroy(&perm);
+  igraph_vector_int_destroy(&perm);
 
   CREATE_GRAPH(result, pg);
 
@@ -7804,18 +7804,18 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
-  igraph_vector_t edgelist;
+  igraph_vector_int_t edgelist;
   PyObject *result;
 
-  igraph_vector_init(&edgelist, igraph_ecount(&self->g));
+  igraph_vector_int_init(&edgelist, igraph_ecount(&self->g));
   if (igraph_get_edgelist(&self->g, &edgelist, 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&edgelist);
+    igraph_vector_int_destroy(&edgelist);
     return NULL;
   }
 
-  result = igraphmodule_vector_t_to_PyList_pairs(&edgelist);
-  igraph_vector_destroy(&edgelist);
+  result = igraphmodule_vector_int_t_to_PyList_pairs(&edgelist);
+  igraph_vector_int_destroy(&edgelist);
 
   return (PyObject *) result;
 }
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 2dd2b8042..7ee4fcde4 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -125,7 +125,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
   } else {
     igraph_vector_int_t v;
     igraph_integer_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
-    if (igraphmodule_PyObject_to_vector_t(vsobj, &v, 1))
+    if (igraphmodule_PyObject_to_vector_int_t(vsobj, &v))
       return -1;
     if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
       igraph_vector_int_destroy(&v);
@@ -661,7 +661,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
+      if (igraph_vector_int_init(&v2, 0)) {
         igraph_vector_int_destroy(&v);
         igraphmodule_handle_igraph_error();
         return 0;

From 8781af57a63079f68acc3a649e0b945d9036a8c2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 15:41:32 +1000
Subject: [PATCH 0337/1681] Edge sequences

---
 src/_igraph/edgeseqobject.c | 150 ++++++++++++++++++------------------
 1 file changed, 74 insertions(+), 76 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index dc7457784..cf6955fe4 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -74,17 +74,17 @@ igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
   if (copy == NULL) return NULL;
 
   if (igraph_es_type(&o->es) == IGRAPH_ES_VECTOR) {
-    igraph_vector_t v;
-    if (igraph_vector_copy(&v, o->es.data.vecptr)) {
+    igraph_vector_int_t v;
+    if (igraph_vector_int_copy(&v, o->es.data.vecptr)) {
       igraphmodule_handle_igraph_error();
       return 0;
     }
     if (igraph_es_vector_copy(&copy->es, &v)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
       return 0;
     }
-    igraph_vector_destroy(&v);
+    igraph_vector_int_destroy(&v);
   } else {
     copy->es = o->es;
   }
@@ -125,21 +125,21 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
     igraph_es_1(&es, (igraph_integer_t)idx);
   } else {
 	/* We selected multiple edges */
-    igraph_vector_t v;
+    igraph_vector_int_t v;
     igraph_integer_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
-    if (igraphmodule_PyObject_to_vector_t(esobj, &v, 1))
+    if (igraphmodule_PyObject_to_vector_int_t(esobj, &v))
       return -1;
-    if (!igraph_vector_isininterval(&v, 0, n-1)) {
-      igraph_vector_destroy(&v);
+    if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
+      igraph_vector_int_destroy(&v);
       PyErr_SetString(PyExc_ValueError, "edge index out of range");
       return -1;
     }
     if (igraph_es_vector_copy(&es, &v)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
       return -1;
     }
-    igraph_vector_destroy(&v);
+    igraph_vector_int_destroy(&v);
   }
 
   self->es = es;
@@ -206,9 +206,9 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
     case IGRAPH_ES_VECTOR:
     case IGRAPH_ES_VECTORPTR:
       if (i < 0) {
-        i = igraph_vector_size(self->es.data.vecptr) + i;
+        i = igraph_vector_int_size(self->es.data.vecptr) + i;
       }
-      if (i >= 0 && i < igraph_vector_size(self->es.data.vecptr)) {
+      if (i >= 0 && i < igraph_vector_int_size(self->es.data.vecptr)) {
         idx = (igraph_integer_t)VECTOR(*self->es.data.vecptr)[i];
       }
       break;
@@ -285,7 +285,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
 
     case IGRAPH_ES_VECTOR:
     case IGRAPH_ES_VECTORPTR:
-      n = igraph_vector_size(self->es.data.vecptr);
+      n = igraph_vector_int_size(self->es.data.vecptr);
       result = PyList_New(n);
       if (!result) return 0;
 
@@ -355,7 +355,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values_mapping(igraphmodule_EdgeSeq
 int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject* self, PyObject* attrname, PyObject* values) {
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
-  igraph_vector_t es;
+  igraph_vector_int_t es;
   long i, j, n, no_of_edges;
 
   gr = self->gref;
@@ -430,19 +430,19 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
   } else {
     /* We are working with a subset of the graph. Convert the sequence to a
      * vector and loop through it */
-    if (igraph_vector_init(&es, 0)) {
+    if (igraph_vector_int_init(&es, 0)) {
       igraphmodule_handle_igraph_error();
       return -1;
     }
     if (igraph_es_as_vector(&gr->g, self->es, &es)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&es);
+      igraph_vector_int_destroy(&es);
       return -1;
     }
-    no_of_edges = (long)igraph_vector_size(&es);
+    no_of_edges = (long)igraph_vector_int_size(&es);
     if (n == 0 && no_of_edges > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
-      igraph_vector_destroy(&es);
+      igraph_vector_int_destroy(&es);
       return -1;
     }
     /* Check if we already have attributes with the given name */
@@ -452,22 +452,22 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       for (i=0, j=0; i<no_of_edges; i++, j++) {
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
-        if (item == 0) { igraph_vector_destroy(&es); return -1; }
+        if (item == 0) { igraph_vector_int_destroy(&es); return -1; }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         if (PyList_SetItem(list, (long)VECTOR(es)[i], item)) {
           Py_DECREF(item);
-          igraph_vector_destroy(&es);
+          igraph_vector_int_destroy(&es);
           return -1;
         } /* PyList_SetItem stole a reference to the item automatically */
       }
-      igraph_vector_destroy(&es);
+      igraph_vector_int_destroy(&es);
     } else if (values != 0) {
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
       long n2 = igraph_ecount(&gr->g);
       list = PyList_New(n2);
-      if (list == 0) { igraph_vector_destroy(&es); return -1; }
+      if (list == 0) { igraph_vector_int_destroy(&es); return -1; }
       for (i=0; i<n2; i++) {
         Py_INCREF(Py_None);
         PyList_SET_ITEM(list, i, Py_None);
@@ -476,14 +476,14 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
         if (item == 0) {
-          igraph_vector_destroy(&es);
+          igraph_vector_int_destroy(&es);
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         PyList_SET_ITEM(list, (long)VECTOR(es)[i], item);
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
-      igraph_vector_destroy(&es);
+      igraph_vector_int_destroy(&es);
       if (PyDict_SetItem(dict, attrname, list)) {
         Py_DECREF(list);
         return -1;
@@ -580,9 +580,9 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       /* Call the callable for every edge in the current sequence to
        * determine what's up */
       igraph_bool_t was_excluded = 0;
-      igraph_vector_t v;
+      igraph_vector_int_t v;
 
-      if (igraph_vector_init(&v, 0)) {
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
@@ -593,17 +593,17 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         PyObject *call_result;
         if (edge == 0) {
           Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           return NULL;
         }
         call_result = PyObject_CallFunctionObjArgs(item, edge, NULL);
         if (call_result == 0) {
           Py_DECREF(edge); Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           return NULL;
         }
         if (PyObject_IsTrue(call_result))
-          igraph_vector_push_back(&v,
+          igraph_vector_int_push_back(&v,
             igraphmodule_Edge_get_index_long((igraphmodule_EdgeObject*)edge));
         else was_excluded=1;
         Py_DECREF(call_result);
@@ -614,92 +614,92 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         igraph_es_destroy(&result->es);
         if (igraph_es_vector_copy(&result->es, &v)) {
           Py_DECREF(result);
-          igraph_vector_destroy(&v);
+          igraph_vector_int_destroy(&v);
           igraphmodule_handle_igraph_error();
           return NULL;
         }
       }
 
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     } else if (PyLong_Check(item)) {
       /* Integers are treated specially: from now on, all remaining items
        * in the argument list must be integers and they will be used together
        * to restrict the edge set. Integers are interpreted as indices on the
        * edge set and NOT on the original, untouched edge sequence of the
        * graph */
-      igraph_vector_t v, v2;
-      if (igraph_vector_init(&v, 0)) {
+      igraph_vector_int_t v, v2;
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
+      if (igraph_vector_int_init(&v2, 0)) {
+        igraph_vector_int_destroy(&v);
         igraphmodule_handle_igraph_error();
         return 0;
       }
       if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      m = igraph_vector_size(&v2);
+      m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "edge indices expected");
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
         idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "edge index out of range");
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
-        if (igraph_vector_push_back(&v, VECTOR(v2)[idx])) {
+        if (igraph_vector_int_push_back(&v, VECTOR(v2)[idx])) {
           Py_DECREF(result);
           igraphmodule_handle_igraph_error();
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
       }
-      igraph_vector_destroy(&v2);
+      igraph_vector_int_destroy(&v2);
       igraph_es_destroy(&result->es);
       if (igraph_es_vector_copy(&result->es, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         return NULL;
       }
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     } else {
       /* Iterators and everything that was not handled directly */
       PyObject *iter, *item2;
-      igraph_vector_t v, v2;
+      igraph_vector_int_t v, v2;
 
       /* Allocate stuff */
-      if (igraph_vector_init(&v, 0)) {
+      if (igraph_vector_int_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
+      if (igraph_vector_int_init(&v2, 0)) {
+        igraph_vector_int_destroy(&v);
         igraphmodule_handle_igraph_error();
         return 0;
       }
       if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      m = igraph_vector_size(&v2);
+      m = igraph_vector_int_size(&v2);
 
       /* Create an appropriate iterator */
       if (PySlice_Check(item)) {
@@ -708,9 +708,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         PyObject* range;
         igraph_bool_t ok;
 
-        /* Casting to void* because Python 2.x expects PySliceObject*
-         * but Python 3.x expects PyObject* */
-        ok = (PySlice_GetIndicesEx((void*)item, igraph_vector_size(&v2),
+        ok = (PySlice_GetIndicesEx(item, igraph_vector_int_size(&v2),
               &start, &stop, &step, &sl) == 0);
         if (ok) {
           range = igraphmodule_PyRange_create(start, stop, step);
@@ -722,8 +720,8 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
           ok = (iter != 0);
         }
         if (!ok) {
-          igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           PyErr_SetString(PyExc_TypeError, "error while converting slice to iterator");
           Py_DECREF(result);
           return 0;
@@ -735,8 +733,8 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 
       /* Did we manage to get an iterator? */
       if (iter == 0) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v);
+        igraph_vector_int_destroy(&v2);
         PyErr_SetString(PyExc_TypeError, "invalid edge filter among positional arguments");
         Py_DECREF(result);
         return 0;
@@ -752,25 +750,25 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
             PyErr_SetString(PyExc_ValueError, "edge index out of range");
             Py_DECREF(result);
             Py_DECREF(iter);
-            igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            igraph_vector_int_destroy(&v);
+            igraph_vector_int_destroy(&v2);
             return NULL;
           }
-          if (igraph_vector_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_int_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();
-            igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            igraph_vector_int_destroy(&v);
+            igraph_vector_int_destroy(&v2);
             return NULL;
           }
         }
       }
       /* Deallocate stuff */
-      igraph_vector_destroy(&v2);
+      igraph_vector_int_destroy(&v2);
       Py_DECREF(iter);
       if (PyErr_Occurred()) {
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         Py_DECREF(result);
         return 0;
       }
@@ -778,10 +776,10 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       if (igraph_es_vector_copy(&result->es, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
-        igraph_vector_destroy(&v);
+        igraph_vector_int_destroy(&v);
         return NULL;
       }
-      igraph_vector_destroy(&v);
+      igraph_vector_int_destroy(&v);
     }
   }
 
@@ -881,21 +879,21 @@ PyObject* igraphmodule_EdgeSeq_get_graph(igraphmodule_EdgeSeqObject* self,
 PyObject* igraphmodule_EdgeSeq_get_indices(igraphmodule_EdgeSeqObject* self,
   void* closure) {
   igraphmodule_GraphObject *gr = self->gref;
-  igraph_vector_t es;
+  igraph_vector_int_t es;
   PyObject *result;
 
-  if (igraph_vector_init(&es, 0)) {
+  if (igraph_vector_int_init(&es, 0)) {
     igraphmodule_handle_igraph_error();
     return 0;
   }
   if (igraph_es_as_vector(&gr->g, self->es, &es)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&es);
+    igraph_vector_int_destroy(&es);
     return 0;
   }
 
-  result = igraphmodule_vector_t_to_PyList(&es, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&es);
+  result = igraphmodule_vector_int_t_to_PyList(&es);
+  igraph_vector_int_destroy(&es);
 
   return result;
 }

From 570a953c24925f24e9baa5c621fe62897f8e801a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 17:37:24 +1000
Subject: [PATCH 0338/1681] Passes test_basic

---
 src/_igraph/graphobject.c  | 87 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c | 48 ++++++++++-----------
 2 files changed, 67 insertions(+), 68 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 88ea1600a..3fb559fcf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1158,7 +1158,7 @@ PyObject *igraphmodule_Graph_has_multiple(igraphmodule_GraphObject *self) {
 PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
                                             PyObject *args, PyObject *kwds) {
   PyObject *list = Py_None;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
 
@@ -1172,7 +1172,7 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_int_init(&result, 0)) {
     igraph_es_destroy(&es);
     return NULL;
   }
@@ -1180,12 +1180,12 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
   if (igraph_count_multiple(&self->g, &result, es)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
+    list = igraphmodule_vector_int_t_to_PyList(&result);
   else
     list = PyLong_FromLong((long int)VECTOR(result)[0]);
 
@@ -1212,7 +1212,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
   PyObject *list, *dtype_o=Py_None, *dmode_o=Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_integer_t idx;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
 
   static char *kwlist[] = { "vertex", "mode", "type", NULL };
 
@@ -1231,17 +1231,17 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  if (igraph_vector_init(&result, 1))
+  if (igraph_vector_int_init(&result, 1))
     return igraphmodule_handle_igraph_error();
 
   if (igraph_neighbors(&self->g, &result, idx, dmode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -1263,7 +1263,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
   PyObject *list, *dmode_o = Py_None, *dtype_o = Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_OUT;
   igraph_integer_t idx;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
 
   static char *kwlist[] = { "vertex", "mode", "type", NULL };
 
@@ -1282,15 +1282,15 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  igraph_vector_init(&result, 1);
+  igraph_vector_int_init(&result, 1);
   if (igraph_incident(&self->g, &result, idx, dmode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -1336,7 +1336,7 @@ PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
 {
   PyObject *list, *index_o;
   igraph_integer_t idx;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
 
   static char *kwlist[] = { "vertex", NULL };
 
@@ -1346,15 +1346,15 @@ PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  igraph_vector_init(&result, 1);
+  igraph_vector_int_init(&result, 1);
   if (igraph_neighbors(&self->g, &result, idx, IGRAPH_OUT)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -1373,7 +1373,7 @@ PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
 {
   PyObject *list, *index_o;
   igraph_integer_t idx;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
 
   static char *kwlist[] = { "vertex", NULL };
 
@@ -1383,15 +1383,15 @@ PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  igraph_vector_init(&result, 1);
+  igraph_vector_int_init(&result, 1);
   if (igraph_neighbors(&self->g, &result, idx, IGRAPH_IN)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -1498,7 +1498,7 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
   PyObject *result = NULL;
-  igraph_vector_t pairs, path, res;
+  igraph_vector_int_t pairs, path, res;
   igraph_bool_t pairs_owned = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
@@ -1506,21 +1506,21 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
                                    &error))
     return NULL;
 
-  if (igraph_vector_init(&res, 0))
+  if (igraph_vector_int_init(&res, 0))
     return igraphmodule_handle_igraph_error();
 
   if (pairs_o != Py_None) {
     if (igraphmodule_PyObject_to_edgelist(pairs_o, &pairs, &self->g, &pairs_owned)) {
-      igraph_vector_destroy(&res);
+      igraph_vector_int_destroy(&res);
       return NULL;
     }
   }
 
   if (path_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_t(path_o, &path, 1)) {
-      igraph_vector_destroy(&res);
+    if (igraphmodule_PyObject_to_vector_int_t(path_o, &path)) {
+      igraph_vector_int_destroy(&res);
       if (pairs_owned) {
-        igraph_vector_destroy(&pairs);
+        igraph_vector_int_destroy(&pairs);
       }
       return NULL;
     }
@@ -1532,24 +1532,24 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
         PyObject_IsTrue(directed),
         PyObject_IsTrue(error))) {
     if (pairs_owned) {
-      igraph_vector_destroy(&pairs);
+      igraph_vector_int_destroy(&pairs);
     }
     if (path_o != Py_None) {
-      igraph_vector_destroy(&path);
+      igraph_vector_int_destroy(&path);
     }
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
   if (pairs_owned) {
-    igraph_vector_destroy(&pairs);
+    igraph_vector_int_destroy(&pairs);
   }
   if (path_o != Py_None) {
-    igraph_vector_destroy(&path);
+    igraph_vector_int_destroy(&path);
   }
 
-  result = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  result = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
   return result;
 }
 
@@ -5270,10 +5270,9 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   if (!return_single)
     result = igraphmodule_vector_ptr_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
   else
-    result = igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(res)[0],
-        IGRAPHMODULE_TYPE_INT);
+    result = igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(res)[0]);
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_int_destroy);
   igraph_vector_ptr_destroy_all(&res);
 
   return result;
@@ -5296,7 +5295,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
-  igraph_vector_t res;
+  igraph_vector_int_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlOi", kwlist,
         &vobj, &order, &mode_o, &mindist))
@@ -5309,7 +5308,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_vector_init(&res, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -5323,11 +5322,11 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   igraph_vs_destroy(&vs);
 
   if (!return_single)
-    result = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
+    result = igraphmodule_vector_int_t_to_PyList(&res);
   else
     result = PyLong_FromLong((long)VECTOR(res)[0]);
 
-  igraph_vector_destroy(&res);
+  igraph_vector_int_destroy(&res);
 
   return result;
 }
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index ea3661c3f..d19883e0c 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -413,7 +413,7 @@ PyObject* igraphmodule_is_degree_sequence(PyObject *self,
   PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "out_deg", "in_deg", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
-  igraph_vector_t out_deg, in_deg;
+  igraph_vector_int_t out_deg, in_deg;
   igraph_bool_t is_directed, result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist,
@@ -422,25 +422,25 @@ PyObject* igraphmodule_is_degree_sequence(PyObject *self,
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
 
-  if (igraphmodule_PyObject_to_vector_t(out_deg_o, &out_deg, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(out_deg_o, &out_deg))
     return NULL;
 
-  if (is_directed && igraphmodule_PyObject_to_vector_t(in_deg_o, &in_deg, 0)) {
-    igraph_vector_destroy(&out_deg);
+  if (is_directed && igraphmodule_PyObject_to_vector_int_t(in_deg_o, &in_deg)) {
+    igraph_vector_int_destroy(&out_deg);
     return NULL;
   }
 
   if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW, &result)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&out_deg);
+    igraph_vector_int_destroy(&out_deg);
     if (is_directed)
-      igraph_vector_destroy(&in_deg);
+      igraph_vector_int_destroy(&in_deg);
     return NULL;
   }
 
-  igraph_vector_destroy(&out_deg);
+  igraph_vector_int_destroy(&out_deg);
   if (is_directed)
-    igraph_vector_destroy(&in_deg);
+    igraph_vector_int_destroy(&in_deg);
 
   if (result)
     Py_RETURN_TRUE;
@@ -453,7 +453,7 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
   PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "out_deg", "in_deg", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
-  igraph_vector_t out_deg, in_deg;
+  igraph_vector_int_t out_deg, in_deg;
   igraph_bool_t is_directed, result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist,
@@ -462,25 +462,25 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
 
-  if (igraphmodule_PyObject_to_vector_t(out_deg_o, &out_deg, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(out_deg_o, &out_deg))
     return NULL;
 
-  if (is_directed && igraphmodule_PyObject_to_vector_t(in_deg_o, &in_deg, 0)) {
-    igraph_vector_destroy(&out_deg);
+  if (is_directed && igraphmodule_PyObject_to_vector_int_t(in_deg_o, &in_deg)) {
+    igraph_vector_int_destroy(&out_deg);
     return NULL;
   }
 
   if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, IGRAPH_SIMPLE_SW, &result)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&out_deg);
+    igraph_vector_int_destroy(&out_deg);
     if (is_directed)
-      igraph_vector_destroy(&in_deg);
+      igraph_vector_int_destroy(&in_deg);
     return NULL;
   }
 
-  igraph_vector_destroy(&out_deg);
+  igraph_vector_int_destroy(&out_deg);
   if (is_directed)
-    igraph_vector_destroy(&in_deg);
+    igraph_vector_int_destroy(&in_deg);
 
   if (result)
     Py_RETURN_TRUE;
@@ -493,7 +493,7 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
   static char* kwlist[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
-  igraph_vector_t out_deg, in_deg;
+  igraph_vector_int_t out_deg, in_deg;
   igraph_bool_t is_directed, result;
   int allowed_edge_types;
 
@@ -503,11 +503,11 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
 
-  if (igraphmodule_PyObject_to_vector_t(out_deg_o, &out_deg, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(out_deg_o, &out_deg))
     return NULL;
 
-  if (is_directed && igraphmodule_PyObject_to_vector_t(in_deg_o, &in_deg, 0)) {
-    igraph_vector_destroy(&out_deg);
+  if (is_directed && igraphmodule_PyObject_to_vector_int_t(in_deg_o, &in_deg)) {
+    igraph_vector_int_destroy(&out_deg);
     return NULL;
   }
 
@@ -521,16 +521,16 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
 
   if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&out_deg);
+    igraph_vector_int_destroy(&out_deg);
     if (is_directed) {
-      igraph_vector_destroy(&in_deg);
+      igraph_vector_int_destroy(&in_deg);
     }
     return NULL;
   }
 
-  igraph_vector_destroy(&out_deg);
+  igraph_vector_int_destroy(&out_deg);
   if (is_directed) {
-    igraph_vector_destroy(&in_deg);
+    igraph_vector_int_destroy(&in_deg);
   }
 
   if (result)

From d096d47a0b36efc443c657e9bbdf1d1df5a3ed40 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 18:18:49 +1000
Subject: [PATCH 0339/1681] A few more test files pass

---
 src/_igraph/convert.c     |   6 +--
 src/_igraph/convert.h     |   2 +-
 src/_igraph/graphobject.c | 102 +++++++++++++++++++-------------------
 tests/test_attributes.py  |   8 +--
 tests/test_cliques.py     |   5 +-
 5 files changed, 64 insertions(+), 59 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 97f91dc77..ae458f03b 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1350,16 +1350,16 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_vector_t to a Python integer tuple
+ * \brief Converts an igraph \c igraph_vector_int_t to a Python integer tuple
  *
  * \param v the \c igraph_vector_t containing the vector to be converted
  * \return the Python integer tuple as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
+PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
   PyObject* tuple;
   Py_ssize_t n, i;
 
-  n=igraph_vector_size(v);
+  n=igraph_vector_int_size(v);
   if (n<0) return igraphmodule_handle_igraph_error();
 
   tuple=PyTuple_New(n);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index e0edcb29c..9f8de757d 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -143,7 +143,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
 PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
         igraphmodule_conv_t type);
-PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v);
+PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
         const igraph_vector_int_t *v2);
 PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3fb559fcf..aa2433286 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -723,7 +723,7 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
   PyObject *dtype_o = Py_None;
   PyObject *dmode_o = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
@@ -745,7 +745,7 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_int_init(&result, 0)) {
     igraph_vs_destroy(&vs);
     return NULL;
   }
@@ -754,16 +754,16 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
                     dmode, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
+    list = igraphmodule_vector_int_t_to_PyList(&result);
   else
     list = PyLong_FromLong((long int)VECTOR(result)[0]);
 
-  igraph_vector_destroy(&result);
+  igraph_vector_int_destroy(&result);
   igraph_vs_destroy(&vs);
 
   return list;
@@ -4043,7 +4043,7 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
   PyObject *types_o = Py_None, *multiplicity_o = Py_True, *mul1 = 0, *mul2 = 0;
   igraphmodule_GraphObject *result1 = 0, *result2 = 0;
   igraph_vector_bool_t* types = 0;
-  igraph_vector_t multiplicities[2];
+  igraph_vector_int_t multiplicities[2];
   igraph_t g1, g2;
   igraph_t *p_g1 = &g1, *p_g2 = &g2;
   long int probe1 = -1;
@@ -4065,14 +4065,14 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
   }
 
   if (PyObject_IsTrue(multiplicity_o)) {
-    if (igraph_vector_init(&multiplicities[0], 0)) {
+    if (igraph_vector_int_init(&multiplicities[0], 0)) {
       if (types) { igraph_vector_bool_destroy(types); free(types); }
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    if (igraph_vector_init(&multiplicities[1], 0)) {
-      igraph_vector_destroy(&multiplicities[0]);
+    if (igraph_vector_int_init(&multiplicities[1], 0)) {
+      igraph_vector_int_destroy(&multiplicities[0]);
       if (types) { igraph_vector_bool_destroy(types); free(types); }
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -4082,8 +4082,8 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
         p_g1 ? &multiplicities[0] : 0,
         p_g2 ? &multiplicities[1] : 0,
         (igraph_integer_t) probe1)) {
-      igraph_vector_destroy(&multiplicities[0]);
-      igraph_vector_destroy(&multiplicities[1]);
+      igraph_vector_int_destroy(&multiplicities[0]);
+      igraph_vector_int_destroy(&multiplicities[1]);
       if (types) { igraph_vector_bool_destroy(types); free(types); }
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -4108,23 +4108,23 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
 
   if (PyObject_IsTrue(multiplicity_o)) {
     if (p_g1) {
-      mul1 = igraphmodule_vector_t_to_PyList(&multiplicities[0], IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(&multiplicities[0]);
+      mul1 = igraphmodule_vector_int_t_to_PyList(&multiplicities[0]);
+      igraph_vector_int_destroy(&multiplicities[0]);
       if (mul1 == NULL) {
-        igraph_vector_destroy(&multiplicities[1]);
+        igraph_vector_int_destroy(&multiplicities[1]);
         return NULL;
       }
     } else {
-      igraph_vector_destroy(&multiplicities[0]);
+      igraph_vector_int_destroy(&multiplicities[0]);
     }
 
     if (p_g2) {
-      mul2 = igraphmodule_vector_t_to_PyList(&multiplicities[1], IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(&multiplicities[1]);
+      mul2 = igraphmodule_vector_int_t_to_PyList(&multiplicities[1]);
+      igraph_vector_int_destroy(&multiplicities[1]);
       if (mul2 == NULL)
         return NULL;
     } else {
-      igraph_vector_destroy(&multiplicities[1]);
+      igraph_vector_int_destroy(&multiplicities[1]);
     }
 
     if (p_g1 && p_g2) {
@@ -4506,7 +4506,7 @@ PyObject *igraphmodule_Graph_contract_vertices(igraphmodule_GraphObject * self,
                                                PyObject * args, PyObject * kwds) {
   static char* kwlist[] = {"mapping", "combine_attrs", NULL };
   PyObject *mapping_o, *combination_o = Py_None;
-  igraph_vector_t mapping;
+  igraph_vector_int_t mapping;
   igraph_attribute_combination_t combination;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &mapping_o,
@@ -4517,19 +4517,19 @@ PyObject *igraphmodule_Graph_contract_vertices(igraphmodule_GraphObject * self,
         combination_o, &combination))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(mapping_o, &mapping, 1)) {
+  if (igraphmodule_PyObject_to_vector_int_t(mapping_o, &mapping)) {
     igraph_attribute_combination_destroy(&combination);
     return NULL;
   }
 
   if (igraph_contract_vertices(&self->g, &mapping, &combination)) {
     igraph_attribute_combination_destroy(&combination);
-    igraph_vector_destroy(&mapping);
+    igraph_vector_int_destroy(&mapping);
     return NULL;
   }
 
   igraph_attribute_combination_destroy(&combination);
-  igraph_vector_destroy(&mapping);
+  igraph_vector_int_destroy(&mapping);
 
   Py_RETURN_NONE;
 }
@@ -6550,20 +6550,20 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
  * \sa igraph_triad_census
  */
 PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   PyObject *list;
 
-  if (igraph_vector_init(&result, 16)) {
+  if (igraph_vector_int_init(&result, 16)) {
     return igraphmodule_handle_igraph_error();
   }
   if (igraph_triad_census(&self->g, &result)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyTuple(&result);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyTuple(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -7737,9 +7737,9 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
   matrix_o = igraphmodule_matrix_t_to_PyList(&matrix, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&matrix);
 
-  row_ids_o = igraphmodule_vector_t_to_PyList(&row_ids, IGRAPHMODULE_TYPE_INT);
+  row_ids_o = igraphmodule_vector_int_t_to_PyList(&row_ids);
   igraph_vector_int_destroy(&row_ids);
-  col_ids_o = igraphmodule_vector_t_to_PyList(&col_ids, IGRAPHMODULE_TYPE_INT);
+  col_ids_o = igraphmodule_vector_int_t_to_PyList(&col_ids);
   igraph_vector_int_destroy(&col_ids);
 
   return Py_BuildValue("NNN", matrix_o, row_ids_o, col_ids_o);
@@ -10908,8 +10908,8 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     return NULL;
 
   for (i = 0; i < n; i++) {
-    igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_t_to_PyTuple(vec);
+    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+    item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
         igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
@@ -10952,11 +10952,11 @@ PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
     return NULL;
 
   for (i = 0; i < n; i++) {
-    igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_t_to_PyTuple(vec);
+    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+    item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
-        igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
@@ -10964,7 +10964,7 @@ PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
     else {
       PyList_SET_ITEM(list, i, item);
     }
-    igraph_vector_destroy(vec);
+    igraph_vector_int_destroy(vec);
   }
   igraph_vector_ptr_destroy_all(&result);
 
@@ -11058,11 +11058,11 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       return NULL;
 
     for (i = 0; i < n; i++) {
-      igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-      item = igraphmodule_vector_t_to_PyTuple(vec);
+      igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+      item = igraphmodule_vector_int_t_to_PyTuple(vec);
       if (!item) {
         for (j = i; j < n; j++)
-          igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+          igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
         igraph_vector_ptr_destroy_all(&result);
         Py_DECREF(list);
         return NULL;
@@ -11070,7 +11070,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       else {
         PyList_SET_ITEM(list, i, item);
       }
-      igraph_vector_destroy(vec);
+      igraph_vector_int_destroy(vec);
     }
     igraph_vector_ptr_destroy_all(&result);
 
@@ -11138,11 +11138,11 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     return NULL;
 
   for (i = 0; i < n; i++) {
-    igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_t_to_PyTuple(vec);
+    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+    item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
-        igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
@@ -11150,7 +11150,7 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     else {
       PyList_SET_ITEM(list, i, item);
     }
-    igraph_vector_destroy(vec);
+    igraph_vector_int_destroy(vec);
   }
   igraph_vector_ptr_destroy_all(&result);
 
@@ -11184,11 +11184,11 @@ PyObject
     return NULL;
 
   for (i = 0; i < n; i++) {
-    igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_t_to_PyTuple(vec);
+    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+    item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
-        igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
@@ -11196,7 +11196,7 @@ PyObject
     else {
       PyList_SET_ITEM(list, i, item);
     }
-    igraph_vector_destroy(vec);
+    igraph_vector_int_destroy(vec);
   }
   igraph_vector_ptr_destroy_all(&result);
 
@@ -11230,11 +11230,11 @@ PyObject
     return NULL;
 
   for (i = 0; i < n; i++) {
-    igraph_vector_t *vec = (igraph_vector_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_t_to_PyTuple(vec);
+    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
+    item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
-        igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
@@ -11242,7 +11242,7 @@ PyObject
     else {
       PyList_SET_ITEM(list, i, item);
     }
-    igraph_vector_destroy(vec);
+    igraph_vector_int_destroy(vec);
   }
   igraph_vector_ptr_destroy_all(&result);
 
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4e2522f56..1f77a33be 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -271,9 +271,11 @@ def suite():
     attribute_suite = unittest.makeSuite(AttributeTests)
     attribute_combination_suite = unittest.makeSuite(AttributeCombinationTests)
     unicode_attributes_suite = unittest.makeSuite(UnicodeAttributeTests)
-    return unittest.TestSuite(
-        [attribute_suite, attribute_combination_suite, unicode_attributes_suite]
-    )
+    return unittest.TestSuite([
+        attribute_suite,
+        attribute_combination_suite,
+        unicode_attributes_suite,
+        ])
 
 
 def test():
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 0ef0c69ab..c124f5332 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -2,7 +2,10 @@
 
 from igraph import *
 
-from .utils import temporary_file
+try:
+    from .utils import temporary_file
+except ImportError:
+    from utils import temporary_file
 
 
 class CliqueTests(unittest.TestCase):

From eed1b2439a591ae7cf640c87e21ec27b8b05865a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 10 Aug 2021 18:53:38 +1000
Subject: [PATCH 0340/1681] Start fixing community detection algorithms

---
 src/_igraph/convert.c     |  60 +++++++++----------
 src/_igraph/graphobject.c | 118 ++++++++++++++++++++------------------
 2 files changed, 92 insertions(+), 86 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index ae458f03b..5ad48d8b3 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1908,36 +1908,35 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
    // create a new Python list
    list=PyList_New(nr);
    // populate the list with data
-   for (i=0; i<nr; i++)
-     {
+   for (i=0; i<nr; i++) {
     row=PyList_New(nc);
-    for (j=0; j<nc; j++)
-      {
-         if (type==IGRAPHMODULE_TYPE_INT) {
-         if (!igraph_finite(MATRIX(*m, i, j)))
-         item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
-         else
-             item=PyLong_FromLong((long)MATRIX(*m, i, j));
-     } else
-           item=PyFloat_FromDouble(MATRIX(*m, i, j));
-
-         if (PyList_SetItem(row, j, item))
-           {
-          // error occurred while populating the list, return immediately
-          Py_DECREF(row);
-          Py_DECREF(list);
-          return NULL;
-           }
+    for (j=0; j<nc; j++) {
+      if (type==IGRAPHMODULE_TYPE_INT) {
+        // FIXME: something is not right here I think
+        // convert to integers except nan or infinity
+        if (!igraph_finite(MATRIX(*m, i, j)))
+          item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
+        else
+          item=PyLong_FromLong((long)MATRIX(*m, i, j));
+      } else
+        // convert to floats
+        item=PyFloat_FromDouble(MATRIX(*m, i, j));
+
+      if (PyList_SetItem(row, j, item)) {
+        // error occurred while populating the list, return immediately
+        Py_DECREF(row);
+        Py_DECREF(list);
+        return NULL;
       }
-    if (PyList_SetItem(list, i, row))
-      {
-         Py_DECREF(row);
-         Py_DECREF(list);
-         return NULL;
-      }
-     }
-   // return the list
-   return list;
+    }
+    if (PyList_SetItem(list, i, row)) {
+      Py_DECREF(row);
+      Py_DECREF(list);
+      return NULL;
+    }
+  }
+  // return the list
+  return list;
 }
 
 /**
@@ -1958,7 +1957,10 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
 
   list=PyList_New(n);
   for (i=0; i<n; i++) {
-    item=igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
+    if (type == IGRAPHMODULE_TYPE_INT)
+      item=igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(*v)[i]);
+    else
+      item=igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
     if (item == NULL) {
       Py_DECREF(list);
       return NULL;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index aa2433286..d0fe304ba 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -10807,30 +10807,30 @@ PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self,
     PyObject *args, PyObject *kwds) {
   PyObject *blocks_o, *cohesion_o, *parents_o, *result_o;
   igraph_vector_ptr_t blocks;
-  igraph_vector_t cohesion, parents;
+  igraph_vector_int_t cohesion, parents;
 
   if (igraph_vector_ptr_init(&blocks, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_vector_init(&cohesion, 0)) {
+  if (igraph_vector_int_init(&cohesion, 0)) {
     igraph_vector_ptr_destroy(&blocks);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_vector_init(&parents, 0)) {
+  if (igraph_vector_int_init(&parents, 0)) {
     igraph_vector_ptr_destroy(&blocks);
-    igraph_vector_destroy(&cohesion);
+    igraph_vector_int_destroy(&cohesion);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_cohesive_blocks(&self->g, &blocks, &cohesion, &parents, 0)) {
     igraph_vector_ptr_destroy(&blocks);
-    igraph_vector_destroy(&cohesion);
-    igraph_vector_destroy(&parents);
+    igraph_vector_int_destroy(&cohesion);
+    igraph_vector_int_destroy(&parents);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -10839,21 +10839,21 @@ PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self,
   IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&blocks, igraph_vector_destroy);
   igraph_vector_ptr_destroy_all(&blocks);
   if (blocks_o == NULL) {
-    igraph_vector_destroy(&parents);
-    igraph_vector_destroy(&cohesion);
+    igraph_vector_int_destroy(&parents);
+    igraph_vector_int_destroy(&cohesion);
     return NULL;
   }
 
-  cohesion_o = igraphmodule_vector_t_to_PyList(&cohesion, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&cohesion);
+  cohesion_o = igraphmodule_vector_int_t_to_PyList(&cohesion);
+  igraph_vector_int_destroy(&cohesion);
   if (cohesion_o == NULL) {
     Py_DECREF(blocks_o);
-    igraph_vector_destroy(&parents);
+    igraph_vector_int_destroy(&parents);
     return NULL;
   }
 
-  parents_o = igraphmodule_vector_t_to_PyList(&parents, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&parents);
+  parents_o = igraphmodule_vector_int_t_to_PyList(&parents);
+  igraph_vector_int_destroy(&parents);
 
   if (parents_o == NULL) {
     Py_DECREF(blocks_o);
@@ -11433,7 +11433,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   static char *kwlist[] = { "n", "weights", "arpack_options", NULL };
   long int n=-1;
   PyObject *cl, *res, *merges, *weights_obj = Py_None;
-  igraph_vector_t members;
+  igraph_vector_int_t membership;
   igraph_vector_t *weights = 0;
   igraph_matrix_t m;
   igraph_real_t q;
@@ -11445,12 +11445,12 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
     return NULL;
   }
 
-  if (igraph_vector_init(&members, 0))
+  if (igraph_vector_int_init(&membership, 0))
     return igraphmodule_handle_igraph_error();
 
   if (igraph_matrix_init(&m, 0, 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&members);
+    igraph_vector_int_destroy(&membership);
     return 0;
   }
 
@@ -11462,15 +11462,15 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     igraph_matrix_destroy(&m);
-    igraph_vector_destroy(&members);
+    igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_community_leading_eigenvector(&self->g, weights, &m, &members, (igraph_integer_t) n,
+  if (igraph_community_leading_eigenvector(&self->g, weights, &m, &membership, (igraph_integer_t) n,
       igraphmodule_ARPACKOptions_get(arpack_options), &q, 0, 0, 0, 0, 0, 0)){
     igraph_matrix_destroy(&m);
-    igraph_vector_destroy(&members);
+    igraph_vector_int_destroy(&membership);
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -11481,8 +11481,8 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
     igraph_vector_destroy(weights); free(weights);
   }
 
-  cl = igraphmodule_vector_t_to_PyList(&members, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&members);
+  cl = igraphmodule_vector_int_t_to_PyList(&membership);
+  igraph_vector_int_destroy(&membership);
   if (cl == 0) {
     igraph_matrix_destroy(&m);
     return 0;
@@ -11561,7 +11561,7 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
   unsigned int nb_trials = 10;
   igraph_vector_t *e_ws = 0, *v_ws = 0;
 
-  igraph_vector_t membership;
+  igraph_vector_int_t membership;
   PyObject *res = Py_False;
   igraph_real_t codelength;
 
@@ -11571,18 +11571,18 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
+  if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(e_weights, self, &e_ws, ATTRIBUTE_TYPE_EDGE)) {
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(v_weights, self, &v_ws, ATTRIBUTE_TYPE_VERTEX)){
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     if (e_ws) {
       igraph_vector_destroy(e_ws);
       free(e_ws);
@@ -11595,7 +11595,7 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
                                     /*nb_trials=*/nb_trials,
                               /*out*/ &membership, &codelength)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     if (e_ws) {
       igraph_vector_destroy(e_ws);
       free(e_ws);
@@ -11617,8 +11617,8 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
     free(v_ws);
   }
 
-  res = igraphmodule_vector_t_to_PyList(&membership, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&membership);
+  res = igraphmodule_vector_int_t_to_PyList(&membership);
+  igraph_vector_int_destroy(&membership);
 
   if (!res)
     return NULL;
@@ -11636,7 +11636,8 @@ PyObject *igraphmodule_Graph_community_label_propagation(
   static char *kwlist[] = { "weights", "initial", "fixed", NULL };
   PyObject *weights_o = Py_None, *initial_o = Py_None, *fixed_o = Py_None;
   PyObject *result;
-  igraph_vector_t membership, *ws = 0, *initial = 0;
+  igraph_vector_int_t membership;
+  igraph_vector_t *ws = 0, *initial = 0;
   igraph_vector_bool_t fixed;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &weights_o, &initial_o, &fixed_o)) {
@@ -11659,13 +11660,13 @@ PyObject *igraphmodule_Graph_community_label_propagation(
     return NULL;
   }
 
-  igraph_vector_init(&membership, igraph_vcount(&self->g));
+  igraph_vector_int_init(&membership, igraph_vcount(&self->g));
   if (igraph_community_label_propagation(&self->g, &membership,
         ws, initial, (fixed_o != Py_None ? &fixed : 0), 0)) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     if (initial) { igraph_vector_destroy(initial); free(initial); }
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     return igraphmodule_handle_igraph_error();
   }
 
@@ -11673,8 +11674,8 @@ PyObject *igraphmodule_Graph_community_label_propagation(
   if (ws) { igraph_vector_destroy(ws); free(ws); }
   if (initial) { igraph_vector_destroy(initial); free(initial); }
 
-  result=igraphmodule_vector_t_to_PyList(&membership, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&membership);
+  result=igraphmodule_vector_int_t_to_PyList(&membership);
+  igraph_vector_int_destroy(&membership);
 
   return result;
 }
@@ -11689,7 +11690,8 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   PyObject *return_levels = Py_False;
   PyObject *mss, *qs, *res, *weights = Py_None;
   igraph_matrix_t memberships;
-  igraph_vector_t membership, modularity;
+  igraph_vector_int_t membership;
+  igraph_vector_t modularity;
   double resolution = 1;
   igraph_vector_t *ws;
 
@@ -11701,13 +11703,13 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
     return NULL;
 
   igraph_matrix_init(&memberships, 0, 0);
-  igraph_vector_init(&membership, 0);
+  igraph_vector_int_init(&membership, 0);
   igraph_vector_init(&modularity, 0);
 
   if (igraph_community_multilevel(&self->g, ws, resolution, &membership, &memberships,
         &modularity)) {
     if (ws) { igraph_vector_destroy(ws); free(ws); }
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     igraph_vector_destroy(&modularity);
     igraph_matrix_destroy(&memberships);
     return igraphmodule_handle_igraph_error();
@@ -11718,7 +11720,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   qs=igraphmodule_vector_t_to_PyList(&modularity, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&modularity);
   if (!qs) {
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     igraph_matrix_destroy(&memberships);
     return NULL;
   }
@@ -11731,10 +11733,10 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
       res=Py_BuildValue("NN", mss, qs); /* steals references */
     }
   } else {
-    res=igraphmodule_vector_t_to_PyList(&membership, IGRAPHMODULE_TYPE_INT);
+    res=igraphmodule_vector_int_t_to_PyList(&membership);
   }
 
-  igraph_vector_destroy(&membership);
+  igraph_vector_int_destroy(&membership);
   igraph_matrix_destroy(&memberships);
 
   return res;
@@ -11748,7 +11750,7 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
   static char *kwlist[] = {"weights", NULL};
   PyObject *weights_o = Py_None;
   igraph_real_t modularity;
-  igraph_vector_t membership;
+  igraph_vector_int_t membership;
   igraph_vector_t* weights = 0;
   PyObject *res;
 
@@ -11756,21 +11758,21 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
         &weights_o))
     return NULL;
 
-  if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
+  if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
   if (igraph_community_optimal_modularity(&self->g, &modularity,
         &membership, weights)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -11781,8 +11783,8 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
     igraph_vector_destroy(weights); free(weights);
   }
 
-  res = igraphmodule_vector_t_to_PyList(&membership, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&membership);
+  res = igraphmodule_vector_int_t_to_PyList(&membership);
+  igraph_vector_int_destroy(&membership);
 
   if (!res)
     return NULL;
@@ -11812,7 +11814,8 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
   igraph_spincomm_update_t update_rule = IGRAPH_SPINCOMM_UPDATE_CONFIG;
   double gamma = 1;
   double lambda = 1;
-  igraph_vector_t *weights = 0, membership;
+  igraph_vector_t *weights = 0;
+  igraph_vector_int_t membership;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlOdddOdOd", kwlist,
         &weights_o, &spins, &parupdate_o, &start_temp, &stop_temp,
@@ -11827,14 +11830,14 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_init(&membership, igraph_vcount(&self->g))) {
+  if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
@@ -11844,7 +11847,7 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
               start_temp, stop_temp, cool_fact,
               update_rule, gamma, impl, lambda)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     if (weights != 0) {
       igraph_vector_destroy(weights);
       free(weights);
@@ -11857,8 +11860,8 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
     free(weights);
   }
 
-  res = igraphmodule_vector_t_to_PyList(&membership, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&membership);
+  res = igraphmodule_vector_int_t_to_PyList(&membership);
+  igraph_vector_int_destroy(&membership);
 
   return res;
 }
@@ -11934,7 +11937,8 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   long int n_iterations = 2;
   double resolution_parameter = 1.0;
   double beta = 0.01;
-  igraph_vector_t *edge_weights = NULL, *node_weights = NULL, *membership = NULL;
+  igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
+  igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = 1;
   igraph_bool_t normalize_resolution = 0;
   igraph_integer_t nb_clusters = 0;
@@ -11959,7 +11963,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   }
 
   /* Get initial membership */
-  if (!error && igraphmodule_attrib_to_vector_t(initial_membership_o, self, &membership,
+  if (!error && igraphmodule_attrib_to_vector_int_t(initial_membership_o, self, &membership,
     ATTRIBUTE_TYPE_VERTEX)) {
     igraphmodule_handle_igraph_error();
     error = -1;
@@ -11967,12 +11971,12 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
 
   if (!error && membership == 0) {
     start = 0;
-    membership = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
+    membership = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
     if (membership==0) {
       PyErr_NoMemory();
       error = -1;
     } else {
-      igraph_vector_init(membership, 0);
+      igraph_vector_int_init(membership, 0);
     }
   }
 
@@ -12031,11 +12035,11 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   }
 
   if (!error && membership != 0) {
-    res = igraphmodule_vector_t_to_PyList(membership, IGRAPHMODULE_TYPE_INT);
+    res = igraphmodule_vector_int_t_to_PyList(membership);
   }
 
   if (membership != 0) {
-    igraph_vector_destroy(membership);
+    igraph_vector_int_destroy(membership);
     free(membership);
   }
 

From 33e0b4bb57dd87b1e94b5494fe0f91c2abdbe6c7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 11 Aug 2021 10:19:17 +1000
Subject: [PATCH 0341/1681] Some matrix conversions, passes test_edgeseq.py

---
 src/_igraph/convert.c         | 73 +++++++++++++++++++++++++++++++++++
 src/_igraph/convert.h         |  2 +
 src/_igraph/graphobject.c     | 16 ++++----
 src/_igraph/igraphmodule.c    | 38 +++++++++---------
 src/_igraph/indexing.c        | 58 ++++++++++++++--------------
 src/_igraph/vertexseqobject.c |  2 +-
 tests/test_edgeseq.py         |  5 ++-
 7 files changed, 136 insertions(+), 58 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5ad48d8b3..7afccb12d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2044,6 +2044,79 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_matrix_int_t
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_matrix_int_t
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyList_to_matrix_int_t(PyObject* o, igraph_matrix_int_t *m) {
+  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0);
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_matrix_int_t, ensuring
+ * that the matrix has at least the given number of columns
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_matrix_int_t
+ * \param num_cols the minimum number of columns in the matrix
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols) {
+  Py_ssize_t nr, nc, n, i, j;
+  PyObject *row, *item;
+  int was_warned = 0;
+
+  /* calculate the matrix dimensions */
+  if (!PySequence_Check(o) || PyUnicode_Check(o)) {
+    PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+    return 1;
+  }
+
+  nr = PySequence_Size(o);
+  nc = min_cols > 0 ? min_cols : 0;
+  for (i = 0; i < nr; i++) {
+    row = PySequence_GetItem(o, i);
+    if (!PySequence_Check(row)) {
+      Py_DECREF(row);
+      PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+      return 1;
+    }
+    n = PySequence_Size(row);
+    Py_DECREF(row);
+    if (n > nc) {
+      nc = n;
+    }
+  }
+
+  igraph_matrix_int_init(m, nr, nc);
+  for (i = 0; i < nr; i++) {
+    row = PySequence_GetItem(o, i);
+    n = PySequence_Size(row);
+    for (j = 0; j < n; j++) {
+      item = PySequence_GetItem(row, j);
+      if (PyLong_Check(item)) {
+        MATRIX(*m, i, j) = (igraph_integer_t)PyLong_AsLong(item);
+      } else if (PyLong_Check(item)) {
+        MATRIX(*m, i, j) = (igraph_integer_t)PyLong_AsLong(item);
+      } else if (PyFloat_Check(item)) {
+        MATRIX(*m, i, j) = (igraph_integer_t)PyFloat_AsDouble(item);
+      } else if (!was_warned) {
+        PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
+        was_warned=1;
+      }
+      Py_DECREF(item);
+    }
+    Py_DECREF(row);
+  }
+
+  return 0;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python list of lists to an \c igraph_vector_ptr_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 9f8de757d..28a3ae14d 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -102,6 +102,8 @@ int igraphmodule_PyObject_to_edgelist(
 
 int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m);
 int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols);
+int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m);
+int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols);
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d0fe304ba..439874876 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1953,7 +1953,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
                                        PyObject * args, PyObject * kwds) {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  igraph_matrix_t m;
+  igraph_matrix_int_t m;
   PyObject *matrix, *mode_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
 
@@ -1964,7 +1964,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
     return NULL;
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
+  if (igraphmodule_PyList_to_matrix_int_t(matrix, &m)) {
     PyErr_SetString(PyExc_TypeError,
                     "Error while converting adjacency matrix");
     return NULL;
@@ -1972,11 +1972,11 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
 
   if (igraph_adjacency(&g, &m, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&m);
+    igraph_matrix_int_destroy(&m);
     return NULL;
   }
 
-  igraph_matrix_destroy(&m);
+  igraph_matrix_int_destroy(&m);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2763,7 +2763,7 @@ PyObject *igraphmodule_Graph_K_Regular(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
                                      PyObject * args, PyObject * kwds)
 {
-  igraph_vector_t dimvector;
+  igraph_vector_int_t dimvector;
   long int nei = 1;
   igraph_bool_t directed;
   igraph_bool_t mutual;
@@ -2784,17 +2784,17 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
   mutual = PyObject_IsTrue(o_mutual);
   circular = PyObject_IsTrue(o_circular);
 
-  if (igraphmodule_PyObject_to_vector_t(o_dimvector, &dimvector, 1))
+  if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
     return NULL;
 
   if (igraph_lattice(&g, &dimvector, (igraph_integer_t) nei,
         directed, mutual, circular)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&dimvector);
+    igraph_vector_int_destroy(&dimvector);
     return NULL;
   }
 
-  igraph_vector_destroy(&dimvector);
+  igraph_vector_int_destroy(&dimvector);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index d19883e0c..d26a62229 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -231,7 +231,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
   static char* kwlist[] = {"vs", "coords", NULL};
   PyObject *vs, *o, *o1=0, *o2=0, *coords = Py_False;
   igraph_matrix_t mtrx;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   igraph_matrix_t resmat;
   long no_of_nodes, i;
   
@@ -290,7 +290,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
   }
 
   if (!PyObject_IsTrue(coords)) {
-    if (igraph_vector_init(&result, 0)) {
+    if (igraph_vector_int_init(&result, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
       return NULL;
@@ -298,11 +298,11 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
     if (igraph_convex_hull(&mtrx, &result, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
-      igraph_vector_destroy(&result);
+      igraph_vector_int_destroy(&result);
       return NULL;
     }    
-    o=igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-    igraph_vector_destroy(&result);
+    o=igraphmodule_vector_int_t_to_PyList(&result);
+    igraph_vector_int_destroy(&result);
   } else {
     if (igraph_matrix_init(&resmat, 0, 0)) {
       igraphmodule_handle_igraph_error();
@@ -329,42 +329,42 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "merges", "nodes", "steps", "return_csize", NULL };
   PyObject *merges_o, *return_csize = Py_False, *result_o;
-  igraph_matrix_t merges;
-  igraph_vector_t result, csize, *csize_p = 0;
+  igraph_matrix_int_t merges;
+  igraph_vector_int_t result, csize, *csize_p = 0;
   long int nodes, steps;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!ll|O", kwlist,
       &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t_with_minimum_column_count(merges_o, &merges, 2)) return NULL;
+  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2)) return NULL;
 
-  if (igraph_vector_init(&result, nodes)) {
+  if (igraph_vector_int_init(&result, nodes)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     return NULL;
   }
 
   if (PyObject_IsTrue(return_csize)) {
-    igraph_vector_init(&csize, 0);
+    igraph_vector_int_init(&csize, 0);
     csize_p = &csize;
   }
 
   if (igraph_community_to_membership(&merges, (igraph_integer_t)nodes,
         (igraph_integer_t)steps, &result, csize_p)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
-    if (csize_p) igraph_vector_destroy(csize_p);
-    igraph_matrix_destroy(&merges);
+    igraph_vector_int_destroy(&result);
+    if (csize_p) igraph_vector_int_destroy(csize_p);
+    igraph_matrix_int_destroy(&merges);
     return NULL;
   }
-  igraph_matrix_destroy(&merges);
+  igraph_matrix_int_destroy(&merges);
 
-  result_o = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  result_o = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   if (csize_p) {
-	PyObject* csize_o = igraphmodule_vector_t_to_PyList(csize_p, IGRAPHMODULE_TYPE_INT);
-	igraph_vector_destroy(csize_p);
+	PyObject* csize_o = igraphmodule_vector_int_t_to_PyList(csize_p);
+	igraph_vector_int_destroy(csize_p);
 	if (csize_o) return Py_BuildValue("NN", result_o, csize_o);
 	Py_DECREF(result_o);
 	return NULL;
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 8eececb9c..08cd04d95 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -133,7 +133,7 @@ PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
 static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph, 
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
-  igraph_vector_t eids;
+  igraph_vector_int_t eids;
   igraph_integer_t eid;
   igraph_vit_t vit;
   PyObject *result = 0, *item;
@@ -142,11 +142,11 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
 
   if (igraph_vs_is_all(to)) {
     /* Simple case: all edges */
-    IGRAPH_PYCHECK(igraph_vector_init(&eids, 0));
-    IGRAPH_FINALLY(igraph_vector_destroy, &eids);
+    IGRAPH_PYCHECK(igraph_vector_int_init(&eids, 0));
+    IGRAPH_FINALLY(igraph_vector_int_destroy, &eids);
     IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode));
     
-    n = igraph_vector_size(&eids);
+    n = igraph_vector_int_size(&eids);
     result = igraphmodule_PyList_Zeroes(igraph_vcount(graph));
     if (result == 0) {
       IGRAPH_FINALLY_FREE();
@@ -165,7 +165,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     }
 
     IGRAPH_FINALLY_CLEAN(1);
-    igraph_vector_destroy(&eids);
+    igraph_vector_int_destroy(&eids);
 
     return result;
   }
@@ -228,28 +228,28 @@ static INLINE igraph_bool_t deleting_edge(PyObject* value) {
  * adjacency matrix assignment.
  */
 typedef struct {
-  igraph_vector_t to_add;
+  igraph_vector_int_t to_add;
   PyObject* to_add_values;
-  igraph_vector_t to_delete;
+  igraph_vector_int_t to_delete;
 } igraphmodule_i_Graph_adjmatrix_set_index_data_t;
 
 int igraphmodule_i_Graph_adjmatrix_set_index_data_init(
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
-  if (igraph_vector_init(&data->to_add, 0)) {
+  if (igraph_vector_int_init(&data->to_add, 0)) {
     igraphmodule_handle_igraph_error();
     return -1;
   }
 
-  if (igraph_vector_init(&data->to_delete, 0)) {
+  if (igraph_vector_int_init(&data->to_delete, 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&data->to_delete);
+    igraph_vector_int_destroy(&data->to_delete);
     return -1;
   }
 
   data->to_add_values = PyList_New(0);
   if (data->to_add_values == 0) {
-    igraph_vector_destroy(&data->to_add);
-    igraph_vector_destroy(&data->to_delete);
+    igraph_vector_int_destroy(&data->to_add);
+    igraph_vector_int_destroy(&data->to_delete);
     return -1;
   }
 
@@ -258,8 +258,8 @@ int igraphmodule_i_Graph_adjmatrix_set_index_data_init(
 
 void igraphmodule_i_Graph_adjmatrix_set_index_data_destroy(
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
-  igraph_vector_destroy(&data->to_add);
-  igraph_vector_destroy(&data->to_delete);
+  igraph_vector_int_destroy(&data->to_add);
+  igraph_vector_int_destroy(&data->to_delete);
   Py_DECREF(data->to_add_values);
 }
 
@@ -311,9 +311,9 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
       if (deleting_edge(item)) {
         /* Deleting edges if eid != -1 */
         if (eid != -1) {
-          if (igraph_vector_push_back(&data->to_delete, eid)) {
+          if (igraph_vector_int_push_back(&data->to_delete, eid)) {
             igraphmodule_handle_igraph_error();
-            igraph_vector_clear(&data->to_delete);
+            igraph_vector_int_clear(&data->to_delete);
             ok = 0;
             break;
           }
@@ -321,10 +321,10 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
       } else {
         if (eid == -1) {
           /* Adding edges */
-          if (igraph_vector_push_back(&data->to_add, v1) ||
-              igraph_vector_push_back(&data->to_add, v2)) {
+          if (igraph_vector_int_push_back(&data->to_add, v1) ||
+              igraph_vector_int_push_back(&data->to_add, v2)) {
             igraphmodule_handle_igraph_error();
-            igraph_vector_clear(&data->to_add);
+            igraph_vector_int_clear(&data->to_add);
             ok = 0;
             break;
           }
@@ -332,7 +332,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
             Py_INCREF(new_value);
             if (PyList_Append(data->to_add_values, new_value)) {
               Py_DECREF(new_value);
-              igraph_vector_clear(&data->to_add);
+              igraph_vector_int_clear(&data->to_add);
               ok = 0;
               break;
             }
@@ -342,7 +342,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
           Py_INCREF(item);
           if (PyList_SetItem(values, eid, item)) {
             Py_DECREF(item);
-            igraph_vector_clear(&data->to_add);
+            igraph_vector_int_clear(&data->to_add);
           }
         }
       }
@@ -372,9 +372,9 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
       if (deleting) {
         /* Deleting edges if eid != -1 */
         if (eid != -1) {
-          if (igraph_vector_push_back(&data->to_delete, eid)) {
+          if (igraph_vector_int_push_back(&data->to_delete, eid)) {
             igraphmodule_handle_igraph_error();
-            igraph_vector_clear(&data->to_delete);
+            igraph_vector_int_clear(&data->to_delete);
             ok = 0;
             break;
           }
@@ -382,10 +382,10 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
       } else {
         if (eid == -1) {
           /* Adding edges */
-          if (igraph_vector_push_back(&data->to_add, v1) ||
-              igraph_vector_push_back(&data->to_add, v2)) {
+          if (igraph_vector_int_push_back(&data->to_add, v1) ||
+              igraph_vector_int_push_back(&data->to_add, v2)) {
             igraphmodule_handle_igraph_error();
-            igraph_vector_clear(&data->to_add);
+            igraph_vector_int_clear(&data->to_add);
             ok = 0;
             break;
           }
@@ -393,7 +393,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
             Py_INCREF(new_value);
             if (PyList_Append(data->to_add_values, new_value)) {
               Py_DECREF(new_value);
-              igraph_vector_clear(&data->to_add);
+              igraph_vector_int_clear(&data->to_add);
               ok = 0;
               break;
             }
@@ -403,7 +403,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
           Py_INCREF(new_value);
           if (PyList_SetItem(values, eid, new_value)) {
             Py_DECREF(new_value);
-            igraph_vector_clear(&data->to_add);
+            igraph_vector_int_clear(&data->to_add);
           }
         }
       }
@@ -517,7 +517,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
 
     if (ok) {
       /* Third phase: add the new edges in one batch */
-      if (!igraph_vector_empty(&data.to_add)) {
+      if (!igraph_vector_int_empty(&data.to_add)) {
         eid = igraph_ecount(graph);
         igraph_add_edges(graph, &data.to_add, 0);
         if (values != 0) {
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 7ee4fcde4..4b2e83a3b 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -75,7 +75,7 @@ igraphmodule_VertexSeq_copy(igraphmodule_VertexSeqObject* o) {
 
   if (igraph_vs_type(&o->vs) == IGRAPH_VS_VECTOR) {
     igraph_vector_int_t v;
-    if (igraph_vector_copy(&v, o->vs.data.vecptr)) {
+    if (igraph_vector_int_copy(&v, o->vs.data.vecptr)) {
       igraphmodule_handle_igraph_error();
       return 0;
     }
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index 74667b758..f1b451512 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -4,7 +4,10 @@
 
 from igraph import *
 
-from .utils import is_pypy
+try:
+    from .utils import is_pypy
+except ImportError:
+    from utils import is_pypy
 
 try:
     import numpy as np

From afbcb5d790bf7ce11e307e9221bdb272474aae22 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 11 Aug 2021 11:24:17 +1000
Subject: [PATCH 0342/1681] Pass test_games.py and test_foreign.py

---
 src/_igraph/convert.c      |  45 ++++++++
 src/_igraph/convert.h      |   1 +
 src/_igraph/graphobject.c  | 214 +++++++++++++++++++------------------
 src/_igraph/igraphmodule.c |  32 +++---
 tests/test_foreign.py      |  25 ++---
 tests/test_games.py        |   9 +-
 6 files changed, 189 insertions(+), 137 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 7afccb12d..7f3e626e6 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1939,6 +1939,51 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
   return list;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_matrix_int_t to a Python list of lists
+ *
+ * \param m the \c igraph_matrix_int_t containing the matrix to be converted
+ * \return the Python list of lists as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
+   PyObject *list, *row, *item;
+   Py_ssize_t nr, nc, i, j;
+
+   nr = igraph_matrix_int_nrow(m);
+   nc = igraph_matrix_int_ncol(m);
+   if (nr<0 || nc<0)
+     return igraphmodule_handle_igraph_error();
+
+   // create a new Python list
+   list=PyList_New(nr);
+   // populate the list with data
+   for (i=0; i<nr; i++) {
+    row=PyList_New(nc);
+    for (j=0; j<nc; j++) {
+      // convert to integers except nan or infinity
+      if (!igraph_finite(MATRIX(*m, i, j)))
+        item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
+      else
+        item=PyLong_FromLong((long)MATRIX(*m, i, j));
+
+      if (PyList_SetItem(row, j, item)) {
+        // error occurred while populating the list, return immediately
+        Py_DECREF(row);
+        Py_DECREF(list);
+        return NULL;
+      }
+    }
+    if (PyList_SetItem(list, i, row)) {
+      Py_DECREF(row);
+      Py_DECREF(list);
+      return NULL;
+    }
+  }
+  // return the list
+  return list;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 28a3ae14d..effbd9e21 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -154,4 +154,5 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
+PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m);
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 439874876..d96b2e93f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1953,7 +1953,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
                                        PyObject * args, PyObject * kwds) {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  igraph_matrix_int_t m;
+  igraph_matrix_t m;
   PyObject *matrix, *mode_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
 
@@ -1964,7 +1964,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
     return NULL;
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t(matrix, &m)) {
+  if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
     PyErr_SetString(PyExc_TypeError,
                     "Error while converting adjacency matrix");
     return NULL;
@@ -1972,11 +1972,11 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
 
   if (igraph_adjacency(&g, &m, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_int_destroy(&m);
+    igraph_matrix_destroy(&m);
     return NULL;
   }
 
-  igraph_matrix_int_destroy(&m);
+  igraph_matrix_destroy(&m);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2914,7 +2914,7 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
   PyObject *loops = Py_False;
   igraph_matrix_t pm;
   igraph_vector_t td;
-  igraph_vector_t type_vec;
+  igraph_vector_int_t type_vec;
   PyObject *type_vec_o;
   PyObject *attribute_key = Py_None;
   igraph_bool_t store_attribs;
@@ -2938,7 +2938,7 @@ NULL };
   }
 
   store_attribs = (attribute_key && attribute_key != Py_None);
-  if (store_attribs && igraph_vector_init(&type_vec, (igraph_integer_t) n)) {
+  if (store_attribs && igraph_vector_int_init(&type_vec, (igraph_integer_t) n)) {
     igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
     igraphmodule_handle_igraph_error();
@@ -2954,18 +2954,18 @@ NULL };
     igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
     if (store_attribs)
-      igraph_vector_destroy(&type_vec);
+      igraph_vector_int_destroy(&type_vec);
     return NULL;
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
   if (store_attribs) {
-    type_vec_o = igraphmodule_vector_t_to_PyList(&type_vec, IGRAPHMODULE_TYPE_INT);
+    type_vec_o = igraphmodule_vector_int_t_to_PyList(&type_vec);
     if (type_vec_o == 0) {
       igraph_matrix_destroy(&pm);
       igraph_vector_destroy(&td);
-      igraph_vector_destroy(&type_vec);
+      igraph_vector_int_destroy(&type_vec);
       Py_DECREF(self);
       return NULL;
     }
@@ -2975,14 +2975,14 @@ NULL };
         Py_DECREF(type_vec_o);
         igraph_matrix_destroy(&pm);
         igraph_vector_destroy(&td);
-        igraph_vector_destroy(&type_vec);
+        igraph_vector_int_destroy(&type_vec);
         Py_DECREF(self);
         return NULL;
       }
     }
 
     Py_DECREF(type_vec_o);
-    igraph_vector_destroy(&type_vec);
+    igraph_vector_int_destroy(&type_vec);
   }
 
   igraph_matrix_destroy(&pm);
@@ -3006,7 +3006,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   PyObject *loops = Py_False;
   igraph_matrix_t pm;
   igraph_matrix_t td;
-  igraph_vector_t in_type_vec, out_type_vec;
+  igraph_vector_int_t in_type_vec, out_type_vec;
   PyObject *type_vec_o;
   PyObject *attribute_key = Py_None;
   igraph_bool_t store_attribs;
@@ -3031,16 +3031,16 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
   store_attribs = (attribute_key && attribute_key != Py_None);
   if (store_attribs) {
-    if (igraph_vector_init(&in_type_vec, (igraph_integer_t) n)) {
+    if (igraph_vector_int_init(&in_type_vec, (igraph_integer_t) n)) {
       igraph_matrix_destroy(&pm);
       igraph_matrix_destroy(&td);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    if (igraph_vector_init(&out_type_vec, (igraph_integer_t) n)) {
+    if (igraph_vector_int_init(&out_type_vec, (igraph_integer_t) n)) {
       igraph_matrix_destroy(&pm);
       igraph_matrix_destroy(&td);
-      igraph_vector_destroy(&in_type_vec);
+      igraph_vector_int_destroy(&in_type_vec);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -3054,8 +3054,8 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
                                         store_attribs ? &out_type_vec : 0,
                                         PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&in_type_vec);
-    igraph_vector_destroy(&out_type_vec);
+    igraph_vector_int_destroy(&in_type_vec);
+    igraph_vector_int_destroy(&out_type_vec);
     igraph_matrix_destroy(&pm);
     igraph_matrix_destroy(&td);
     return NULL;
@@ -3067,10 +3067,10 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
     type_vec_o = igraphmodule_vector_int_t_pair_to_PyList(&in_type_vec,
                                                       &out_type_vec);
     if (type_vec_o == NULL) {
+      igraph_vector_int_destroy(&in_type_vec);
+      igraph_vector_int_destroy(&out_type_vec);
       igraph_matrix_destroy(&pm);
       igraph_matrix_destroy(&td);
-      igraph_vector_destroy(&in_type_vec);
-      igraph_vector_destroy(&out_type_vec);
       Py_DECREF(self);
       return NULL;
     }
@@ -3078,18 +3078,18 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
       if (PyDict_SetItem(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_VERTEX],
                          attribute_key, type_vec_o) == -1) {
         Py_DECREF(type_vec_o);
+        igraph_vector_int_destroy(&in_type_vec);
+        igraph_vector_int_destroy(&out_type_vec);
         igraph_matrix_destroy(&pm);
         igraph_matrix_destroy(&td);
-        igraph_vector_destroy(&in_type_vec);
-        igraph_vector_destroy(&out_type_vec);
         Py_DECREF(self);
         return NULL;
       }
     }
 
     Py_DECREF(type_vec_o);
-    igraph_vector_destroy(&in_type_vec);
-    igraph_vector_destroy(&out_type_vec);
+    igraph_vector_int_destroy(&in_type_vec);
+    igraph_vector_int_destroy(&out_type_vec);
   }
 
   igraph_matrix_destroy(&pm);
@@ -4372,7 +4372,7 @@ PyObject *igraphmodule_Graph_clusters(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_connectedness_t mode = IGRAPH_STRONG;
-  igraph_vector_t res1, res2;
+  igraph_vector_int_t res1, res2;
   igraph_integer_t no;
   PyObject *list, *mode_o = Py_None;
 
@@ -4382,19 +4382,19 @@ PyObject *igraphmodule_Graph_clusters(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_connectedness_t(mode_o, &mode))
     return NULL;
 
-  igraph_vector_init(&res1, igraph_vcount(&self->g));
-  igraph_vector_init(&res2, 10);
+  igraph_vector_int_init(&res1, igraph_vcount(&self->g));
+  igraph_vector_int_init(&res2, 10);
 
   if (igraph_clusters(&self->g, &res1, &res2, &no, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&res1);
-    igraph_vector_destroy(&res2);
+    igraph_vector_int_destroy(&res1);
+    igraph_vector_int_destroy(&res2);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&res1, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res1);
-  igraph_vector_destroy(&res2);
+  list = igraphmodule_vector_int_t_to_PyList(&res1);
+  igraph_vector_int_destroy(&res1);
+  igraph_vector_int_destroy(&res2);
   return list;
 }
 
@@ -4953,7 +4953,8 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  res = (igraph_vector_t *) calloc(no_of_target_nodes, sizeof(igraph_vector_t));
+  // FIXME: is this alright?
+  res = (igraph_vector_int_t *) calloc(no_of_target_nodes, sizeof(igraph_vector_int_t));
   if (!res) {
     PyErr_SetString(PyExc_MemoryError, "");
     igraph_vector_ptr_destroy(ptrvec); free(ptrvec);
@@ -4964,13 +4965,13 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
 
   for (i = 0; i < no_of_target_nodes; i++) {
     VECTOR(*ptrvec)[i] = &res[i];
-    igraph_vector_init(&res[i], 0);
+    igraph_vector_int_init(&res[i], 0);
   }
 
   if (igraph_get_shortest_paths_dijkstra(&self->g, use_edges ? 0 : ptrvec,
         use_edges ? ptrvec : 0, from, to, weights, mode, 0, 0)) {
     igraphmodule_handle_igraph_error();
-    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_destroy(&res[j]);
+    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
     free(res);
     igraph_vector_ptr_destroy(ptrvec); free(ptrvec);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4984,25 +4985,25 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
 
   list = PyList_New(no_of_target_nodes);
   if (!list) {
-    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_destroy(&res[j]);
+    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
     free(res);
     return NULL;
   }
 
   for (i = 0; i < no_of_target_nodes; i++) {
-    item = igraphmodule_vector_t_to_PyList(&res[i], IGRAPHMODULE_TYPE_INT);
+    item = igraphmodule_vector_int_t_to_PyList(&res[i]);
     if (!item || PyList_SetItem(list, i, item)) {
       if (item) {
         Py_DECREF(item);
       }
       Py_DECREF(list);
-      for (j = 0; j < no_of_target_nodes; j++) igraph_vector_destroy(&res[j]);
+      for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
       free(res);
       return NULL;
     }
   }
 
-  for (j = 0; j < no_of_target_nodes; j++) igraph_vector_destroy(&res[j]);
+  for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
   free(res);
   return list;
 }
@@ -10175,7 +10176,8 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   igraph_real_t result;
   long int vid1 = -1, vid2 = -1;
   igraph_integer_t v1, v2;
-  igraph_vector_t flow, cut, partition;
+  igraph_vector_t flow;
+  igraph_vector_int_t cut, partition;
   igraph_maxflow_stats_t stats;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O", kwlist,
@@ -10194,16 +10196,16 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_vector_init(&cut, 0)) {
+  if (igraph_vector_int_init(&cut, 0)) {
     igraph_vector_destroy(&capacity_vector);
     igraph_vector_destroy(&flow);
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_vector_init(&partition, 0)) {
+  if (igraph_vector_int_init(&partition, 0)) {
     igraph_vector_destroy(&capacity_vector);
     igraph_vector_destroy(&flow);
-    igraph_vector_destroy(&cut);
+    igraph_vector_int_destroy(&cut);
     return igraphmodule_handle_igraph_error();
   }
 
@@ -10211,8 +10213,8 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
              v1, v2, &capacity_vector, &stats)) {
     igraph_vector_destroy(&capacity_vector);
     igraph_vector_destroy(&flow);
-    igraph_vector_destroy(&cut);
-    igraph_vector_destroy(&partition);
+    igraph_vector_int_destroy(&cut);
+    igraph_vector_int_destroy(&partition);
     return igraphmodule_handle_igraph_error();
   }
 
@@ -10222,21 +10224,21 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   igraph_vector_destroy(&flow);
 
   if (flow_o == NULL) {
-    igraph_vector_destroy(&cut);
-    igraph_vector_destroy(&partition);
+    igraph_vector_int_destroy(&cut);
+    igraph_vector_int_destroy(&partition);
     return NULL;
   }
 
-  cut_o = igraphmodule_vector_t_to_PyList(&cut, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&cut);
+  cut_o = igraphmodule_vector_int_t_to_PyList(&cut);
+  igraph_vector_int_destroy(&cut);
 
   if (cut_o == NULL) {
-    igraph_vector_destroy(&partition);
+    igraph_vector_int_destroy(&partition);
     return NULL;
   }
 
-  partition_o = igraphmodule_vector_t_to_PyList(&partition, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&partition);
+  partition_o = igraphmodule_vector_int_t_to_PyList(&partition);
+  igraph_vector_int_destroy(&partition);
 
   if (partition_o == NULL)
     return NULL;
@@ -10455,7 +10457,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   int retval;
   igraph_vector_t capacity_vector;
   igraph_real_t value;
-  igraph_vector_t partition, partition2, cut;
+  igraph_vector_int_t partition, partition2, cut;
   igraph_integer_t source = -1, target = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
@@ -10472,18 +10474,18 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
     return igraphmodule_handle_igraph_error();
 
-  if (igraph_vector_init(&partition, 0)) {
+  if (igraph_vector_int_init(&partition, 0)) {
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_init(&partition2, 0)) {
-    igraph_vector_destroy(&partition);
+  if (igraph_vector_int_init(&partition2, 0)) {
+    igraph_vector_int_destroy(&partition);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_init(&cut, 0)) {
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+  if (igraph_vector_int_init(&cut, 0)) {
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
@@ -10501,9 +10503,9 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   }
 
   if (retval) {
-    igraph_vector_destroy(&cut);
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&cut);
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     igraph_vector_destroy(&capacity_vector);
     if (!PyErr_Occurred())
       igraphmodule_handle_igraph_error();
@@ -10512,24 +10514,24 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
 
   igraph_vector_destroy(&capacity_vector);
 
-  cut_o=igraphmodule_vector_t_to_PyList(&cut, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&cut);
+  cut_o=igraphmodule_vector_int_t_to_PyList(&cut);
+  igraph_vector_int_destroy(&cut);
   if (!cut_o) {
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     return 0;
   }
 
-  part_o=igraphmodule_vector_t_to_PyList(&partition, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&partition);
+  part_o=igraphmodule_vector_int_t_to_PyList(&partition);
+  igraph_vector_int_destroy(&partition);
   if (!part_o) {
     Py_DECREF(cut_o);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&partition2);
     return 0;
   }
 
-  part2_o=igraphmodule_vector_t_to_PyList(&partition2, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&partition2);
+  part2_o=igraphmodule_vector_int_t_to_PyList(&partition2);
+  igraph_vector_int_destroy(&partition2);
   if (!part2_o) {
     Py_DECREF(part_o);
     Py_DECREF(cut_o);
@@ -10603,7 +10605,7 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
   PyObject *source_o, *target_o, *capacity_o = Py_None;
   igraph_vector_t capacity_vector;
   igraph_real_t value;
-  igraph_vector_t partition, partition2, cut;
+  igraph_vector_int_t partition, partition2, cut;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOO", kwlist,
                                    &source_o, &target_o, &capacity_o))
@@ -10619,51 +10621,51 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
     return igraphmodule_handle_igraph_error();
 
-  if (igraph_vector_init(&partition, 0)) {
+  if (igraph_vector_int_init(&partition, 0)) {
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_init(&partition2, 0)) {
-    igraph_vector_destroy(&partition);
+  if (igraph_vector_int_init(&partition2, 0)) {
+    igraph_vector_int_destroy(&partition);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_init(&cut, 0)) {
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+  if (igraph_vector_int_init(&cut, 0)) {
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_st_mincut(&self->g, &value, &cut, &partition, &partition2,
         source, target, &capacity_vector)) {
-    igraph_vector_destroy(&cut);
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&cut);
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
 
   igraph_vector_destroy(&capacity_vector);
 
-  cut_o=igraphmodule_vector_t_to_PyList(&cut, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&cut);
+  cut_o=igraphmodule_vector_int_t_to_PyList(&cut);
+  igraph_vector_int_destroy(&cut);
   if (!cut_o) {
-    igraph_vector_destroy(&partition);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&partition);
+    igraph_vector_int_destroy(&partition2);
     return NULL;
   }
 
-  part_o=igraphmodule_vector_t_to_PyList(&partition, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&partition);
+  part_o=igraphmodule_vector_int_t_to_PyList(&partition);
+  igraph_vector_int_destroy(&partition);
   if (!part_o) {
     Py_DECREF(cut_o);
-    igraph_vector_destroy(&partition2);
+    igraph_vector_int_destroy(&partition2);
     return NULL;
   }
 
-  part2_o=igraphmodule_vector_t_to_PyList(&partition2, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&partition2);
+  part2_o=igraphmodule_vector_int_t_to_PyList(&partition2);
+  igraph_vector_int_destroy(&partition2);
   if (!part2_o) {
     Py_DECREF(part_o);
     Py_DECREF(cut_o);
@@ -11689,7 +11691,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   static char *kwlist[] = { "weights", "return_levels", "resolution", NULL };
   PyObject *return_levels = Py_False;
   PyObject *mss, *qs, *res, *weights = Py_None;
-  igraph_matrix_t memberships;
+  igraph_matrix_int_t memberships;
   igraph_vector_int_t membership;
   igraph_vector_t modularity;
   double resolution = 1;
@@ -11702,7 +11704,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   if (igraphmodule_attrib_to_vector_t(weights, self, &ws, ATTRIBUTE_TYPE_EDGE))
     return NULL;
 
-  igraph_matrix_init(&memberships, 0, 0);
+  igraph_matrix_int_init(&memberships, 0, 0);
   igraph_vector_int_init(&membership, 0);
   igraph_vector_init(&modularity, 0);
 
@@ -11711,7 +11713,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     igraph_vector_int_destroy(&membership);
     igraph_vector_destroy(&modularity);
-    igraph_matrix_destroy(&memberships);
+    igraph_matrix_int_destroy(&memberships);
     return igraphmodule_handle_igraph_error();
   }
 
@@ -11721,12 +11723,12 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   igraph_vector_destroy(&modularity);
   if (!qs) {
     igraph_vector_int_destroy(&membership);
-    igraph_matrix_destroy(&memberships);
+    igraph_matrix_int_destroy(&memberships);
     return NULL;
   }
 
   if (PyObject_IsTrue(return_levels)) {
-    mss=igraphmodule_matrix_t_to_PyList(&memberships, IGRAPHMODULE_TYPE_INT);
+    mss=igraphmodule_matrix_int_t_to_PyList(&memberships);
     if (!mss) {
       res = mss;
     } else {
@@ -11737,7 +11739,7 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
   }
 
   igraph_vector_int_destroy(&membership);
-  igraph_matrix_destroy(&memberships);
+  igraph_matrix_int_destroy(&memberships);
 
   return res;
 }
@@ -11873,7 +11875,7 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
   PyObject * args, PyObject * kwds) {
   static char *kwlist[] = { "weights", "steps", NULL };
   PyObject *ms, *qs, *res, *weights = Py_None;
-  igraph_matrix_t merges;
+  igraph_matrix_int_t merges;
   int steps=4;
   igraph_vector_t q, *ws=0;
 
@@ -11884,7 +11886,7 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights, self, &ws, ATTRIBUTE_TYPE_EDGE))
     return NULL;
 
-  igraph_matrix_init(&merges, 0, 0);
+  igraph_matrix_int_init(&merges, 0, 0);
   igraph_vector_init(&q, 0);
 
   if (igraph_community_walktrap(&self->g, ws, steps, &merges, &q, 0)) {
@@ -11892,7 +11894,7 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
       igraph_vector_destroy(ws); free(ws);
     }
     igraph_vector_destroy(&q);
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     return igraphmodule_handle_igraph_error();
   }
   if (ws) {
@@ -11902,12 +11904,12 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
   qs = igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&q);
   if (!qs) {
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     return NULL;
   }
 
-  ms = igraphmodule_matrix_t_to_PyList(&merges, IGRAPHMODULE_TYPE_INT);
-  igraph_matrix_destroy(&merges);
+  ms = igraphmodule_matrix_int_t_to_PyList(&merges);
+  igraph_matrix_int_destroy(&merges);
 
   if (ms == NULL) {
     Py_DECREF(qs);
@@ -12064,7 +12066,7 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   int steps=10;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_random_walk_stuck_t stuck = IGRAPH_RANDOM_WALK_STUCK_RETURN;
-  igraph_vector_t walk;
+  igraph_vector_int_t walk;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OiOO", kwlist, &start_o,
         &steps, &mode_o, &stuck_o))
@@ -12079,16 +12081,16 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_random_walk_stuck_t(stuck_o, &stuck))
     return NULL;
 
-  if (igraph_vector_init(&walk, steps))
+  if (igraph_vector_int_init(&walk, steps))
     return igraphmodule_handle_igraph_error();
 
   if (igraph_random_walk(&self->g, &walk, start, mode, steps, stuck)) {
-    igraph_vector_destroy(&walk);
+    igraph_vector_int_destroy(&walk);
     return igraphmodule_handle_igraph_error();
   }
 
-  res = igraphmodule_vector_t_to_PyList(&walk, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&walk);
+  res = igraphmodule_vector_int_t_to_PyList(&walk);
+  igraph_vector_int_destroy(&walk);
 
   return res;
 }
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index d26a62229..31946354e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -378,7 +378,7 @@ PyObject* igraphmodule_compare_communities(PyObject *self,
   PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "comm1", "comm2", "method", NULL };
   PyObject *comm1_o, *comm2_o, *method_o = Py_None;
-  igraph_vector_t comm1, comm2;
+  igraph_vector_int_t comm1, comm2;
   igraph_community_comparison_t method = IGRAPH_COMMCMP_VI;
   igraph_real_t result;
 
@@ -389,21 +389,21 @@ PyObject* igraphmodule_compare_communities(PyObject *self,
   if (igraphmodule_PyObject_to_community_comparison_t(method_o, &method))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(comm1_o, &comm1, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1))
     return NULL;
-  if (igraphmodule_PyObject_to_vector_t(comm2_o, &comm2, 0)) {
-    igraph_vector_destroy(&comm1);
+  if (igraphmodule_PyObject_to_vector_int_t(comm2_o, &comm2)) {
+    igraph_vector_int_destroy(&comm1);
     return NULL;
   }
 
   if (igraph_compare_communities(&comm1, &comm2, &result, method)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&comm1);
-    igraph_vector_destroy(&comm2);
+    igraph_vector_int_destroy(&comm1);
+    igraph_vector_int_destroy(&comm2);
     return NULL;
   }
-  igraph_vector_destroy(&comm1);
-  igraph_vector_destroy(&comm2);
+  igraph_vector_int_destroy(&comm1);
+  igraph_vector_int_destroy(&comm2);
 
   return PyFloat_FromDouble((double)result);
 }
@@ -570,28 +570,28 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   PyObject *args, PyObject *kwds) {
   static char* kwlist[] = { "comm1", "comm2", NULL };
   PyObject *comm1_o, *comm2_o;
-  igraph_vector_t comm1, comm2;
+  igraph_vector_int_t comm1, comm2;
   igraph_integer_t distance12, distance21;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist,
       &comm1_o, &comm2_o))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(comm1_o, &comm1, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1))
     return NULL;
-  if (igraphmodule_PyObject_to_vector_t(comm2_o, &comm2, 0)) {
-    igraph_vector_destroy(&comm1);
+  if (igraphmodule_PyObject_to_vector_int_t(comm2_o, &comm2)) {
+    igraph_vector_int_destroy(&comm1);
     return NULL;
   }
 
   if (igraph_split_join_distance(&comm1, &comm2, &distance12, &distance21)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&comm1);
-    igraph_vector_destroy(&comm2);
+    igraph_vector_int_destroy(&comm1);
+    igraph_vector_int_destroy(&comm2);
     return NULL;
   }
-  igraph_vector_destroy(&comm1);
-  igraph_vector_destroy(&comm2);
+  igraph_vector_int_destroy(&comm1);
+  igraph_vector_int_destroy(&comm2);
 
   return Py_BuildValue("ll", (long)distance12, (long)distance21);
 }
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index a3db0b869..5d5243e4b 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -4,7 +4,10 @@
 
 from igraph import Graph, InternalError
 
-from .utils import temporary_file
+try:
+    from .utils import temporary_file
+except ImportError:
+    from utils import temporary_file
 
 try:
     import networkx as nx
@@ -277,20 +280,18 @@ def testAdjacency(self):
         ) as tmpfname:
             g = Graph.Read_Adjacency(tmpfname)
             self.assertTrue(isinstance(g, Graph))
-            self.assertTrue(
-                g.vcount() == 6
-                and g.ecount() == 18
-                and g.is_directed()
-                and "weight" not in g.edge_attributes()
-            )
+            self.assertEqual(g.vcount(), 6)
+            self.assertEqual(g.ecount(), 18)
+            self.assertTrue(g.is_directed())
+            self.assertTrue("weight" not in g.edge_attributes())
+
             g = Graph.Read_Adjacency(tmpfname, attribute="weight")
             self.assertTrue(isinstance(g, Graph))
+            self.assertEqual(g.vcount(), 6)
+            self.assertEqual(g.ecount(), 12)
+            self.assertTrue(g.is_directed())
             self.assertTrue(
-                g.vcount() == 6
-                and g.ecount() == 12
-                and g.is_directed()
-                and g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2]
-            )
+                    g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2])
 
             g.write_adjacency(tmpfname)
 
diff --git a/tests/test_games.py b/tests/test_games.py
index 5b1a35ed1..5f7723790 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -24,7 +24,8 @@ def testRecentDegree(self):
 
     def testPreference(self):
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
+        self.assertTrue(isinstance(g, Graph))
+        self.assertEqual(len(g.clusters()), 2)
 
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
         l = g.vs.get_attribute_values("type")
@@ -32,7 +33,8 @@ def testPreference(self):
 
     def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
+        self.assertTrue(isinstance(g, Graph))
+        self.assertEqual(len(g.clusters()), 2)
 
         g = Graph.Asymmetric_Preference(
             100, [[0, 1], [1, 0]], [[1, 0], [0, 1]], attribute="type"
@@ -43,7 +45,8 @@ def testAsymmetricPreference(self):
         self.assertTrue(min(l1) == 0 and max(l1) == 1 and min(l2) == 0 and max(l2) == 1)
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 1)
+        self.assertTrue(isinstance(g, Graph))
+        self.assertEqual(len(g.clusters()), 1)
 
     def testTreeGame(self):
         # Prufer algorithm

From f78cbcbb2640a1cf842e59c7980bfdb6b49062fb Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 11 Aug 2021 21:51:41 +1000
Subject: [PATCH 0343/1681] Passes all tests except callback_function one

---
 src/_igraph/bfsiter.c     |   8 +-
 src/_igraph/bfsiter.h     |   2 +-
 src/_igraph/convert.c     | 137 +++++++++++++++++-
 src/_igraph/convert.h     |   3 +
 src/_igraph/dfsiter.c     |   8 +-
 src/_igraph/dfsiter.h     |   2 +-
 src/_igraph/graphobject.c | 293 +++++++++++++++++++-------------------
 src/_igraph/operators.c   |   8 +-
 tests/test_isomorphism.py |   8 +-
 tests/test_structural.py  |   6 +-
 tests/test_vertexseq.py   |   5 +-
 11 files changed, 309 insertions(+), 171 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 9f7d12331..c86c90702 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -65,7 +65,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  if (igraph_vector_init(&o->neis, 0)) {
+  if (igraph_vector_int_init(&o->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     igraph_dqueue_destroy(&o->queue);
     return NULL;
@@ -80,7 +80,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
       igraph_dqueue_push(&o->queue, 0) ||
       igraph_dqueue_push(&o->queue, -1)) {
     igraph_dqueue_destroy(&o->queue);
-    igraph_vector_destroy(&o->neis);
+    igraph_vector_int_destroy(&o->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
@@ -132,7 +132,7 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
   Py_XDECREF(tmp);
 
   igraph_dqueue_destroy(&self->queue);
-  igraph_vector_destroy(&self->neis);
+  igraph_vector_int_destroy(&self->neis);
   free(self->visited);
   self->visited=0;
   
@@ -168,7 +168,7 @@ PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
       return NULL;
     }
 	
-    for (i=0; i<igraph_vector_size(&self->neis); i++) {
+    for (i=0; i<igraph_vector_int_size(&self->neis); i++) {
       igraph_integer_t neighbor = (igraph_integer_t)VECTOR(self->neis)[i];
       if (self->visited[neighbor]==0) {
 	self->visited[neighbor]=1;
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 94ddb6113..e36f03069 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -35,7 +35,7 @@ typedef struct
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_dqueue_t queue;
-  igraph_vector_t neis;
+  igraph_vector_int_t neis;
   igraph_t *graph;
   char *visited;
   igraph_neimode_t mode;
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 7f3e626e6..397794ede 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1348,6 +1348,40 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
   return list;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_int_t to a Python integer list, with nan
+ *
+ * \param v the \c igraph_vector_int_t containing the vector to be converted
+ * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+  igraph_integer_t val;
+
+  n = igraph_vector_int_size(v);
+  if (n<0)
+    return igraphmodule_handle_igraph_error();
+
+  list=PyList_New(n);
+  for (i=0; i<n; i++) {
+    val = VECTOR(*v)[i];
+    if (val == nanvalue) {
+      item = Py_BuildValue("d", NAN);
+    } else {
+      item = PyLong_FromLong((long)val);
+    }
+    if (!item) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SET_ITEM(list, i, item);
+  }
+
+  return list;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_int_t to a Python integer tuple
@@ -2002,10 +2036,35 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
 
   list=PyList_New(n);
   for (i=0; i<n; i++) {
-    if (type == IGRAPHMODULE_TYPE_INT)
-      item=igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(*v)[i]);
-    else
-      item=igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
+    item=igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SET_ITEM(list, i, item);
+  }
+
+  return list;
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
+ *
+ * \param v the \c igraph_vector_ptr_t containing the vector to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n=igraph_vector_ptr_size(v);
+  if (n<0)
+    return igraphmodule_handle_igraph_error();
+
+  list=PyList_New(n);
+  for (i=0; i<n; i++) {
+    item=igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(*v)[i]);
     if (item == NULL) {
       Py_DECREF(list);
       return NULL;
@@ -2016,6 +2075,7 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
   return list;
 }
 
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python list of lists to an \c igraph_matrix_t
@@ -2231,6 +2291,75 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject* list, igraph_vector_ptr_t* v
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_vector_ptr_t
+ *        containing \c igraph_vector_int_t items.
+ *
+ * The returned vector will have an item destructor that destroys the
+ * contained vectors, so it is important to call \c igraph_vector_ptr_destroy_all
+ * on it instead of \c igraph_vector_ptr_destroy when the vector is no longer
+ * needed.
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_vector_ptr_t
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_t* vec) {
+  PyObject *it, *item;
+  igraph_vector_int_t *subvec;
+
+  if (PyUnicode_Check(list)) {
+    PyErr_SetString(PyExc_TypeError, "expected iterable (but not string)");
+    return 1;
+  }
+
+  it = PyObject_GetIter(list);
+  if (!it) {
+    return 1;
+  }
+
+  if (igraph_vector_ptr_init(vec, 0)) {
+    igraphmodule_handle_igraph_error();
+    Py_DECREF(it);
+    return 1;
+  }
+
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(vec, igraph_vector_int_destroy);
+  while ((item = PyIter_Next(it)) != 0) {
+    subvec = igraph_Calloc(1, igraph_vector_int_t);
+    if (subvec == 0) {
+      Py_DECREF(item);
+      Py_DECREF(it);
+      PyErr_NoMemory();
+      return 1;
+    }
+
+    if (igraphmodule_PyObject_to_vector_int_t(item, subvec)) {
+      Py_DECREF(item);
+      Py_DECREF(it);
+      igraph_vector_int_destroy(subvec);
+      igraph_vector_ptr_destroy_all(vec);
+      return 1;
+    }
+
+    Py_DECREF(item);
+
+    if (igraph_vector_ptr_push_back(vec, subvec)) {
+      Py_DECREF(it);
+      igraph_vector_int_destroy(subvec);
+      igraph_vector_ptr_destroy_all(vec);
+      return 1;
+    }
+
+    /* ownership of 'subvec' taken by 'vec' here */
+  }
+
+  Py_DECREF(it);
+  return 0;
+}
+
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an \c igraph_strvector_t to a Python string list
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index effbd9e21..26a546979 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -94,6 +94,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
 int igraphmodule_PyObject_to_vector_bool_t(PyObject *list, igraph_vector_bool_t *v);
 int igraphmodule_PyObject_to_vector_ptr_t(PyObject *list, igraph_vector_ptr_t *v,
 		igraph_bool_t need_non_negative);
+int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject *list, igraph_vector_ptr_t *v);
 
 int igraphmodule_PyObject_to_edgelist(
     PyObject *list, igraph_vector_int_t *v, igraph_t *graph,
@@ -149,8 +150,10 @@ PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
         const igraph_vector_int_t *v2);
 PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v);
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
+PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 3ea3b3ff6..97793aca0 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -65,7 +65,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  if (igraph_vector_init(&o->neis, 0)) {
+  if (igraph_vector_int_init(&o->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     igraph_stack_destroy(&o->stack);
     return NULL;
@@ -81,7 +81,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
       igraph_stack_push(&o->stack, 0) ||
       igraph_stack_push(&o->stack, -1)) {
     igraph_stack_destroy(&o->stack);
-    igraph_vector_destroy(&o->neis);
+    igraph_vector_int_destroy(&o->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
@@ -133,7 +133,7 @@ int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
   Py_XDECREF(tmp);
 
   igraph_stack_destroy(&self->stack);
-  igraph_vector_destroy(&self->neis);
+  igraph_vector_int_destroy(&self->neis);
   free(self->visited);
   self->visited = 0;
   
@@ -193,7 +193,7 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    for (i=0; i<igraph_vector_size(&self->neis); i++) {
+    for (i=0; i<igraph_vector_int_size(&self->neis); i++) {
       igraph_integer_t neighbor = (igraph_integer_t)VECTOR(self->neis)[i];
       /* new neighbor, push the next item onto the stack */
       if (self->visited[neighbor] == 0) {
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 0a094c592..757caf798 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -35,7 +35,7 @@ typedef struct
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_stack_t stack;
-  igraph_vector_t neis;
+  igraph_vector_int_t neis;
   igraph_t *graph;
   char *visited;
   igraph_neimode_t mode;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d96b2e93f..3f6736acf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1625,7 +1625,7 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
   PyObject *dir = Py_True, *vcount_if_unconnected = Py_True, *result;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
-  igraph_vector_t res;
+  igraph_vector_int_t res;
 
   static char *kwlist[] = { "directed", "unconn", "weights", NULL };
 
@@ -1637,7 +1637,7 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  igraph_vector_init(&res, 0);
+  igraph_vector_int_init(&res, 0);
   if (weights) {
     if (igraph_diameter_dijkstra(&self->g, weights, 0,
           /* from, to, vertex_path, edge_path */
@@ -1645,7 +1645,7 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(weights); free(weights);
-      igraph_vector_destroy(&res);
+      igraph_vector_int_destroy(&res);
       return NULL;
     }
     igraph_vector_destroy(weights); free(weights);
@@ -1659,8 +1659,8 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
     }
   }
 
-  result = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  result = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
   return result;
 }
 
@@ -2808,7 +2808,7 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
  */
 PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
                                  PyObject *args, PyObject *kwds) {
-  igraph_vector_t shifts;
+  igraph_vector_int_t shifts;
   long int repeats, n;
   PyObject *o_shifts;
   igraphmodule_GraphObject *self;
@@ -2820,16 +2820,16 @@ PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
                                    &n, &o_shifts, &repeats))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(o_shifts, &shifts, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(o_shifts, &shifts))
     return NULL;
 
   if (igraph_lcf_vector(&g, (igraph_integer_t) n, &shifts, (igraph_integer_t) repeats)) {
-    igraph_vector_destroy(&shifts);
+    igraph_vector_int_destroy(&shifts);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  igraph_vector_destroy(&shifts);
+  igraph_vector_int_destroy(&shifts);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2844,8 +2844,8 @@ PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
 PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
                                  PyObject *args, PyObject *kwds) {
 
-  igraph_vector_t outdeg, indeg;
-  igraph_vector_t *indegp = 0;
+  igraph_vector_int_t outdeg, indeg;
+  igraph_vector_int_t *indegp = 0;
   igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
   PyObject *outdeg_o, *indeg_o = Py_None;
@@ -2867,13 +2867,13 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
     return NULL;
 
   /* Outdegree vector */
-  if (igraphmodule_PyObject_to_vector_t(outdeg_o, &outdeg, 0))
+  if (igraphmodule_PyObject_to_vector_int_t(outdeg_o, &outdeg))
     return NULL;
 
   /* Indegree vector, PyNone means undirected graph */
   if (indeg_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_t(indeg_o, &indeg, 0)) {
-      igraph_vector_destroy(&outdeg);
+    if (igraphmodule_PyObject_to_vector_int_t(indeg_o, &indeg)) {
+      igraph_vector_int_destroy(&outdeg);
       return NULL;
     }
     indegp = &indeg;
@@ -2881,16 +2881,16 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 
   /* C function takes care of multi-sw and directed corner case */
   if (igraph_realize_degree_sequence(&g, &outdeg, indegp, allowed_edge_types, method)) {
-    igraph_vector_destroy(&outdeg);
+    igraph_vector_int_destroy(&outdeg);
     if (indegp != 0)
-      igraph_vector_destroy(&indeg);
+      igraph_vector_int_destroy(&indeg);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  igraph_vector_destroy(&outdeg);
+  igraph_vector_int_destroy(&outdeg);
   if (indegp != 0)
-    igraph_vector_destroy(&indeg);
+    igraph_vector_int_destroy(&indeg);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -3662,22 +3662,22 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
  * \sa igraph_articulation_points
  */
 PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject *self) {
-  igraph_vector_t res;
+  igraph_vector_int_t res;
   PyObject *o;
-  if (igraph_vector_init(&res, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_articulation_points(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  igraph_vector_sort(&res);
-  o = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  igraph_vector_int_sort(&res);
+  o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
   return o;
 }
 
@@ -3989,7 +3989,7 @@ PyObject *igraphmodule_Graph_bibcoupling(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *self,
     PyObject *args, PyObject *kwds) {
   igraph_vector_ptr_t components;
-  igraph_vector_t points;
+  igraph_vector_int_t points;
   igraph_bool_t return_articulation_points;
   igraph_integer_t no;
   PyObject *result, *aps=Py_False;
@@ -4004,7 +4004,7 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
     return NULL;
   }
   if (return_articulation_points) {
-    if (igraph_vector_init(&points, 0)) {
+    if (igraph_vector_int_init(&points, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_ptr_destroy(&components);
       return NULL;
@@ -4014,19 +4014,19 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
   if (igraph_biconnected_components(&self->g, &no, &components, 0, 0, return_articulation_points ? &points : 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_ptr_destroy(&components);
-    if (return_articulation_points) igraph_vector_destroy(&points);
+    if (return_articulation_points) igraph_vector_int_destroy(&points);
     return NULL;
   }
 
-  result = igraphmodule_vector_ptr_t_to_PyList(&components, IGRAPHMODULE_TYPE_INT);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&components, igraph_vector_destroy);
+  result = igraphmodule_vector_int_ptr_t_to_PyList(&components);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&components, igraph_vector_int_destroy);
   igraph_vector_ptr_destroy_all(&components);
 
   if (return_articulation_points) {
     PyObject *result2;
-    igraph_vector_sort(&points);
-    result2 = igraphmodule_vector_t_to_PyList(&points, IGRAPHMODULE_TYPE_INT);
-    igraph_vector_destroy(&points);
+    igraph_vector_int_sort(&points);
+    result2 = igraphmodule_vector_int_t_to_PyList(&points);
+    igraph_vector_int_destroy(&points);
     return Py_BuildValue("NN", result, result2); /* references stolen */
   }
 
@@ -4182,22 +4182,22 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
  * \sa igraph_bridges
  */
 PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
-  igraph_vector_t res;
+  igraph_vector_int_t res;
   PyObject *o;
-  if (igraph_vector_init(&res, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_bridges(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
   igraph_vector_sort(&res);
-  o = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return o;
 }
@@ -5066,7 +5066,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vs_destroy(&to);
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_int_destroy);
 
   j = igraph_vector_ptr_size(&res);
   list = PyList_New(j);
@@ -5077,9 +5077,8 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
 
   for (i = 0; i < j; i++) {
     item =
-      igraphmodule_vector_t_to_PyList((igraph_vector_t *)
-                                      igraph_vector_ptr_e(&res, i),
-                    IGRAPHMODULE_TYPE_INT);
+      igraphmodule_vector_int_t_to_PyList(
+          (igraph_vector_int_t *)igraph_vector_ptr_e(&res, i));
     if (!item) {
       Py_DECREF(list);
       igraph_vector_ptr_destroy_all(&res);
@@ -5269,7 +5268,7 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   igraph_vs_destroy(&vs);
 
   if (!return_single)
-    result = igraphmodule_vector_ptr_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
+    result = igraphmodule_vector_int_ptr_t_to_PyList(&res);
   else
     result = igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(res)[0]);
 
@@ -6192,7 +6191,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
   PyObject *list, *mode_o=Py_None;
   PyObject *warnings_o=Py_True;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   igraph_warning_handler_t* old_handler = 0;
   int retval;
 
@@ -6200,7 +6199,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
     return NULL;
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_init(&result, 0))
+  if (igraph_vector_int_init(&result, 0))
     return igraphmodule_handle_igraph_error();
 
   if (!PyObject_IsTrue(warnings_o)) {
@@ -6217,12 +6216,12 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
 
   if (retval) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return list;
 }
@@ -6737,7 +6736,7 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
   igraph_matrix_t m;
   PyObject *result, *order_o = Py_None, *center_o = Py_None;
   igraph_integer_t center = 0;
-  igraph_vector_t* order = 0;
+  igraph_vector_int_t* order = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist,
         &center_o, &order_o))
@@ -6752,13 +6751,13 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
     return NULL;
 
   if (order_o != Py_None) {
-    order = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
+    order = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
     if (!order) {
       igraph_matrix_destroy(&m);
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyObject_to_vector_t(order_o, order, 1)) {
+    if (igraphmodule_PyObject_to_vector_int_t(order_o, order)) {
       igraph_matrix_destroy(&m);
       free(order);
       igraphmodule_handle_igraph_error();
@@ -6768,7 +6767,7 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
 
   if (igraph_layout_star(&self->g, &m, center, order)) {
     if (order) {
-      igraph_vector_destroy(order); free(order);
+      igraph_vector_int_destroy(order); free(order);
     }
     igraph_matrix_destroy(&m);
     igraphmodule_handle_igraph_error();
@@ -7407,8 +7406,8 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
 {
   static char *kwlist[] = { "mode", "root", "rootlevel", NULL };
   igraph_matrix_t m;
-  igraph_vector_t roots, *roots_p = 0;
-  igraph_vector_t rootlevels, *rootlevels_p = 0;
+  igraph_vector_int_t roots, *roots_p = 0;
+  igraph_vector_int_t rootlevels, *rootlevels_p = 0;
   PyObject *roots_o=Py_None, *rootlevels_o=Py_None, *mode_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   PyObject *result;
@@ -7422,32 +7421,32 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
 
   if (roots_o != Py_None) {
     roots_p = &roots;
-    if (igraphmodule_PyObject_to_vector_t(roots_o, roots_p, 1)) return 0;
+    if (igraphmodule_PyObject_to_vector_int_t(roots_o, roots_p)) return 0;
   }
   if (rootlevels_o != Py_None) {
     rootlevels_p = &rootlevels;
-    if (igraphmodule_PyObject_to_vector_t(rootlevels_o, rootlevels_p, 1)) {
-      if (roots_p) igraph_vector_destroy(roots_p);
+    if (igraphmodule_PyObject_to_vector_int_t(rootlevels_o, rootlevels_p)) {
+      if (roots_p) igraph_vector_int_destroy(roots_p);
       return 0;
     }
   }
 
   if (igraph_matrix_init(&m, 1, 1)) {
-    if (roots_p) igraph_vector_destroy(roots_p);
-    if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+    if (roots_p) igraph_vector_int_destroy(roots_p);
+    if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_layout_reingold_tilford(&self->g, &m, mode, roots_p, rootlevels_p)) {
     igraph_matrix_destroy(&m);
-    if (roots_p) igraph_vector_destroy(roots_p);
-    if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+    if (roots_p) igraph_vector_int_destroy(roots_p);
+    if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  if (roots_p) igraph_vector_destroy(roots_p);
-  if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+  if (roots_p) igraph_vector_int_destroy(roots_p);
+  if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
 
   result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
@@ -8723,7 +8722,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   PyObject *sho1=Py_None, *sho2=Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   igraphmodule_GraphObject *other;
-  igraph_vector_t mapping_12, mapping_21, *map12=0, *map21=0;
+  igraph_vector_int_t mapping_12, mapping_21, *map12=0, *map21=0;
   igraph_bliss_sh_t sh1=IGRAPH_BLISS_FL, sh2=IGRAPH_BLISS_FL;
   igraph_vector_int_t *color1=0, *color2=0;
   int retval;
@@ -8752,11 +8751,11 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   if (o == Py_None) other = self; else other = (igraphmodule_GraphObject *) o;
 
   if (PyObject_IsTrue(return1)) {
-    igraph_vector_init(&mapping_12, 0);
+    igraph_vector_int_init(&mapping_12, 0);
     map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-    igraph_vector_init(&mapping_21, 0);
+    igraph_vector_int_init(&mapping_21, 0);
     map21 = &mapping_21;
   }
 
@@ -8779,17 +8778,17 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
     iso = result ? Py_True : Py_False;
     Py_INCREF(iso);
     if (map12) {
-      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map12);
+      m1 = igraphmodule_vector_int_t_to_PyList(map12);
+      igraph_vector_int_destroy(map12);
       if (!m1) {
         Py_DECREF(iso);
-        if (map21) igraph_vector_destroy(map21);
+        if (map21) igraph_vector_int_destroy(map21);
         return NULL;
       }
     } else { m1 = Py_None; Py_INCREF(m1); }
     if (map21) {
-      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map21);
+      m2 = igraphmodule_vector_int_t_to_PyList(map21);
+      igraph_vector_int_destroy(map21);
       if (!m2) {
         Py_DECREF(iso); Py_DECREF(m1);
         return NULL;
@@ -8809,7 +8808,7 @@ typedef struct {
 } igraphmodule_i_Graph_isomorphic_vf2_callback_data_t;
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
-    const igraph_vector_t *map12, const igraph_vector_t *map21,
+    const igraph_vector_int_t *map12, const igraph_vector_int_t *map21,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
@@ -8817,14 +8816,14 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
   PyObject *map12_o, *map21_o;
   PyObject *result;
 
-  map12_o = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
+  map12_o = igraphmodule_vector_int_t_to_PyList(map12);
   if (map12_o == NULL) {
     /* Error in conversion, return 0 to stop the search */
     PyErr_WriteUnraisable(data->callback_fn);
     return 0;
   }
 
-  map21_o = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
+  map21_o = igraphmodule_vector_int_t_to_PyList(map21);
   if (map21_o == NULL) {
     /* Error in conversion, return 0 to stop the search */
     PyErr_WriteUnraisable(data->callback_fn);
@@ -8916,8 +8915,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   PyObject *callback_fn=Py_None;
   PyObject *node_compat_fn=Py_None, *edge_compat_fn=Py_None;
   igraphmodule_GraphObject *other;
-  igraph_vector_t mapping_12, mapping_21;
-  igraph_vector_t *map12=0, *map21=0;
+  igraph_vector_int_t mapping_12, mapping_21, *map12=0, *map21=0;
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t callback_data;
@@ -8977,11 +8975,11 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(return1)) {
-    igraph_vector_init(&mapping_12, 0);
+    igraph_vector_int_init(&mapping_12, 0);
     map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-    igraph_vector_init(&mapping_21, 0);
+    igraph_vector_int_init(&mapping_21, 0);
     map21 = &mapping_21;
   }
 
@@ -9022,16 +9020,16 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   } else {
     PyObject *m1, *m2;
     if (map12) {
-      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map12);
+      m1 = igraphmodule_vector_int_t_to_PyList(map12);
+      igraph_vector_int_destroy(map12);
       if (!m1) {
-        if (map21) igraph_vector_destroy(map21);
+        if (map21) igraph_vector_int_destroy(map21);
         return NULL;
       }
     } else { m1 = Py_None; Py_INCREF(m1); }
     if (map21) {
-      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map21);
+      m2 = igraphmodule_vector_int_t_to_PyList(map21);
+      igraph_vector_int_destroy(map21);
       if (!m2) {
         Py_DECREF(m1);
         return NULL;
@@ -9232,9 +9230,9 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  res = igraphmodule_vector_ptr_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
+  res = igraphmodule_vector_int_ptr_t_to_PyList(&result);
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_int_destroy);
   igraph_vector_ptr_destroy_all(&result);
 
   return res;
@@ -9585,7 +9583,7 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   igraphmodule_GraphObject *other;
   igraph_vector_ptr_t domains;
   igraph_vector_ptr_t* p_domains = 0;
-  igraph_vector_t mapping, *map=0;
+  igraph_vector_int_t mapping, *map=0;
 
   static char *kwlist[] = { "pattern", "domains", "induced", "time_limit",
       "return_mapping", NULL };
@@ -9598,14 +9596,14 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   other=(igraphmodule_GraphObject*)o;
 
   if (domains_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_ptr_t(domains_o, &domains, 1))
+    if (igraphmodule_PyObject_to_vector_int_ptr_t(domains_o, &domains))
       return NULL;
 
     p_domains = &domains;
   }
 
   if (PyObject_IsTrue(return_mapping)) {
-    if (igraph_vector_init(&mapping, 0)) {
+    if (igraph_vector_int_init(&mapping, 0)) {
       if (p_domains)
         igraph_vector_ptr_destroy_all(p_domains);
       igraphmodule_handle_igraph_error();
@@ -9630,8 +9628,8 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
       Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
-    PyObject *m = igraphmodule_vector_t_to_PyList(map, IGRAPHMODULE_TYPE_INT);
-    igraph_vector_destroy(map);
+    PyObject *m = igraphmodule_vector_int_t_to_PyList(map);
+    igraph_vector_int_destroy(map);
     if (!m)
       return NULL;
     return Py_BuildValue("ON", result ? Py_True : Py_False, m);
@@ -9663,7 +9661,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
   other=(igraphmodule_GraphObject*)o;
 
   if (domains_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_ptr_t(domains_o, &domains, 1))
+    if (igraphmodule_PyObject_to_vector_int_ptr_t(domains_o, &domains))
       return NULL;
 
     p_domains = &domains;
@@ -9688,7 +9686,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
   if (p_domains)
     igraph_vector_ptr_destroy_all(p_domains);
 
-  result = igraphmodule_vector_ptr_t_to_PyList(&mappings, IGRAPHMODULE_TYPE_INT);
+  result = igraphmodule_vector_int_ptr_t_to_PyList(&mappings);
   igraph_vector_ptr_destroy_all(&mappings);
 
   return result;
@@ -9946,22 +9944,23 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
   long vid;
   PyObject *l1, *l2, *l3, *result, *mode_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_vector_t vids;
-  igraph_vector_t layers;
-  igraph_vector_t parents;
+  igraph_vector_int_t vids;
+  igraph_vector_int_t layers;
+  igraph_vector_int_t parents;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|O", kwlist, &vid, &mode_o))
     return NULL;
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_init(&vids, igraph_vcount(&self->g)))
+  if (igraph_vector_int_init(&vids, igraph_vcount(&self->g)))
     return igraphmodule_handle_igraph_error();
-  if (igraph_vector_init(&layers, igraph_vcount(&self->g))) {
-    igraph_vector_destroy(&vids);
+  if (igraph_vector_int_init(&layers, igraph_vcount(&self->g))) {
+    igraph_vector_int_destroy(&vids);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_init(&parents, igraph_vcount(&self->g))) {
-    igraph_vector_destroy(&vids); igraph_vector_destroy(&parents);
+  if (igraph_vector_int_init(&parents, igraph_vcount(&self->g))) {
+    igraph_vector_int_destroy(&vids);
+    igraph_vector_int_destroy(&parents);
     return igraphmodule_handle_igraph_error();
   }
   if (igraph_bfs_simple
@@ -9969,9 +9968,9 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  l1 = igraphmodule_vector_t_to_PyList(&vids, IGRAPHMODULE_TYPE_INT);
-  l2 = igraphmodule_vector_t_to_PyList(&layers, IGRAPHMODULE_TYPE_INT);
-  l3 = igraphmodule_vector_t_to_PyList(&parents, IGRAPHMODULE_TYPE_INT);
+  l1 = igraphmodule_vector_int_t_to_PyList(&vids);
+  l2 = igraphmodule_vector_int_t_to_PyList(&layers);
+  l3 = igraphmodule_vector_int_t_to_PyList(&parents);
   if (l1 && l2 && l3) {
     result = Py_BuildValue("NNN", l1, l2, l3);    /* references stolen */
   } else {
@@ -9980,9 +9979,9 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
     if (l3) { Py_DECREF(l3); }
     result = NULL;
   }
-  igraph_vector_destroy(&vids);
-  igraph_vector_destroy(&layers);
-  igraph_vector_destroy(&parents);
+  igraph_vector_int_destroy(&vids);
+  igraph_vector_int_destroy(&layers);
+  igraph_vector_int_destroy(&parents);
   return result;
 }
 
@@ -10096,7 +10095,7 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
   PyObject *list = Py_None;
   PyObject *mode_o = Py_None;
   long int root = -1;
-  igraph_vector_t dom;
+  igraph_vector_int_t dom;
   igraph_neimode_t mode = IGRAPH_OUT;
   int res ;
 
@@ -10111,16 +10110,18 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
     mode = IGRAPH_OUT;
   }
 
-  if (igraph_vector_init(&dom, 0)) {
+  if (igraph_vector_int_init(&dom, 0)) {
     return NULL;
   }
   res = igraph_dominator_tree(&self->g, root, &dom, NULL, NULL, mode);
   if(res) {
-    igraph_vector_destroy(&dom);
+    igraph_vector_int_destroy(&dom);
     return NULL;
   }
-  list = igraphmodule_vector_t_to_PyList(&dom, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&dom);
+  /* The igraph API uses -2 for vertices that are not reachable from the root,
+   * but the Python API seems to be using nan judging from the unit tests */
+  list = igraphmodule_vector_int_t_to_PyList_with_nan(&dom, -2);
+  igraph_vector_int_destroy(&dom);
   return list;
 }
 
@@ -10286,17 +10287,17 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
     return igraphmodule_handle_igraph_error();
   }
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_destroy);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_int_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_int_destroy);
 
-  cuts_o = igraphmodule_vector_ptr_t_to_PyList(&cuts, IGRAPHMODULE_TYPE_INT);
+  cuts_o = igraphmodule_vector_int_ptr_t_to_PyList(&cuts);
   igraph_vector_ptr_destroy_all(&cuts);
   if (cuts_o == NULL) {
     igraph_vector_ptr_destroy_all(&partition1s);
     return NULL;
   }
 
-  partition1s_o = igraphmodule_vector_ptr_t_to_PyList(&partition1s, IGRAPHMODULE_TYPE_INT);
+  partition1s_o = igraphmodule_vector_int_ptr_t_to_PyList(&partition1s);
   igraph_vector_ptr_destroy_all(&partition1s);
   if (partition1s_o == NULL)
     return NULL;
@@ -10353,17 +10354,17 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
 
   igraph_vector_destroy(&capacity_vector);
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_destroy);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_int_destroy);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_int_destroy);
 
-  cuts_o = igraphmodule_vector_ptr_t_to_PyList(&cuts, IGRAPHMODULE_TYPE_INT);
+  cuts_o = igraphmodule_vector_int_ptr_t_to_PyList(&cuts);
   igraph_vector_ptr_destroy_all(&cuts);
   if (cuts_o == NULL) {
     igraph_vector_ptr_destroy_all(&partition1s);
     return NULL;
   }
 
-  partition1s_o = igraphmodule_vector_ptr_t_to_PyList(&partition1s, IGRAPHMODULE_TYPE_INT);
+  partition1s_o = igraphmodule_vector_int_ptr_t_to_PyList(&partition1s);
   igraph_vector_ptr_destroy_all(&partition1s);
   if (partition1s_o == NULL)
     return NULL;
@@ -10837,8 +10838,8 @@ PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  blocks_o = igraphmodule_vector_ptr_t_to_PyList(&blocks, IGRAPHMODULE_TYPE_INT);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&blocks, igraph_vector_destroy);
+  blocks_o = igraphmodule_vector_int_ptr_t_to_PyList(&blocks);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&blocks, igraph_vector_int_destroy);
   igraph_vector_ptr_destroy_all(&blocks);
   if (blocks_o == NULL) {
     igraph_vector_int_destroy(&parents);
@@ -11280,7 +11281,7 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   PyObject *o, *mode_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -11288,16 +11289,16 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_init(&result, igraph_vcount(&self->g)))
+  if (igraph_vector_int_init(&result, igraph_vcount(&self->g)))
     return igraphmodule_handle_igraph_error();
 
   if (igraph_coreness(&self->g, &result, mode)) {
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return igraphmodule_handle_igraph_error();
   }
 
-  o = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  o = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return o;
 }
@@ -11312,7 +11313,7 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   static char *kwlist[] = {"membership", "weights", "resolution", "directed", 0};
-  igraph_vector_t membership;
+  igraph_vector_int_t membership;
   igraph_vector_t *weights=0;
   double resolution = 1;
   igraph_real_t modularity;
@@ -11322,23 +11323,23 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OdO", kwlist, &mvec, &wvec, &resolution, &directed))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_t(mvec, &membership, 1))
+  if (igraphmodule_PyObject_to_vector_int_t(mvec, &membership))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(wvec, self, &weights, ATTRIBUTE_TYPE_EDGE)){
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
   if (igraph_modularity(&self->g, &membership, weights, resolution, PyObject_IsTrue(directed), &modularity)) {
-    igraph_vector_destroy(&membership);
+    igraph_vector_int_destroy(&membership);
     if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
     return NULL;
   }
 
-  igraph_vector_destroy(&membership);
+  igraph_vector_int_destroy(&membership);
   if (weights) {
     igraph_vector_destroy(weights); free(weights);
   }
@@ -11354,7 +11355,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   PyObject *directed = Py_True;
   PyObject *weights_o = Py_None;
   PyObject *res, *qs, *ms;
-  igraph_matrix_t merges;
+  igraph_matrix_int_t merges;
   igraph_vector_t q;
   igraph_vector_t *weights = 0;
 
@@ -11364,7 +11365,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (igraph_matrix_init(&merges, 0, 0)) {
+  if (igraph_matrix_int_init(&merges, 0, 0)) {
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -11372,7 +11373,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   }
 
   if (igraph_vector_init(&q, 0)) {
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -11392,7 +11393,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
     }
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     igraph_vector_destroy(&q);
     return NULL;
   }
@@ -11407,7 +11408,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
     qs=igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
     igraph_vector_destroy(&q);
     if (!qs) {
-      igraph_matrix_destroy(&merges);
+      igraph_matrix_int_destroy(&merges);
       return NULL;
     }
   } else {
@@ -11415,8 +11416,8 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
     Py_INCREF(qs);
   }
 
-  ms=igraphmodule_matrix_t_to_PyList(&merges, IGRAPHMODULE_TYPE_INT);
-  igraph_matrix_destroy(&merges);
+  ms=igraphmodule_matrix_int_t_to_PyList(&merges);
+  igraph_matrix_int_destroy(&merges);
 
   if (ms == NULL) {
     Py_DECREF(qs);
@@ -11508,7 +11509,7 @@ PyObject *igraphmodule_Graph_community_fastgreedy(igraphmodule_GraphObject * sel
 {
   static char *kwlist[] = { "weights", NULL };
   PyObject *ms, *qs, *res, *weights = Py_None;
-  igraph_matrix_t merges;
+  igraph_matrix_int_t merges;
   igraph_vector_t q, *ws=0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &weights)) {
@@ -11518,14 +11519,14 @@ PyObject *igraphmodule_Graph_community_fastgreedy(igraphmodule_GraphObject * sel
   if (igraphmodule_attrib_to_vector_t(weights, self, &ws, ATTRIBUTE_TYPE_EDGE))
     return NULL;
 
-  igraph_matrix_init(&merges, 0, 0);
+  igraph_matrix_int_init(&merges, 0, 0);
   igraph_vector_init(&q, 0);
   if (igraph_community_fastgreedy(&self->g, ws, &merges, &q, 0)) {
     if (ws) {
       igraph_vector_destroy(ws); free(ws);
     }
     igraph_vector_destroy(&q);
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     return igraphmodule_handle_igraph_error();
   }
   if (ws) {
@@ -11539,7 +11540,7 @@ PyObject *igraphmodule_Graph_community_fastgreedy(igraphmodule_GraphObject * sel
     return NULL;
   }
 
-  ms=igraphmodule_matrix_t_to_PyList(&merges, IGRAPHMODULE_TYPE_INT);
+  ms=igraphmodule_matrix_int_t_to_PyList(&merges);
   igraph_matrix_destroy(&merges);
 
   if (ms == NULL) {
@@ -11638,8 +11639,8 @@ PyObject *igraphmodule_Graph_community_label_propagation(
   static char *kwlist[] = { "weights", "initial", "fixed", NULL };
   PyObject *weights_o = Py_None, *initial_o = Py_None, *fixed_o = Py_None;
   PyObject *result;
-  igraph_vector_int_t membership;
-  igraph_vector_t *ws = 0, *initial = 0;
+  igraph_vector_int_t membership, *initial = 0;
+  igraph_vector_t *ws = 0;
   igraph_vector_bool_t fixed;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &weights_o, &initial_o, &fixed_o)) {
@@ -11656,7 +11657,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
     return NULL;
   }
 
-  if (igraphmodule_attrib_to_vector_t(initial_o, self, &initial, ATTRIBUTE_TYPE_VERTEX)){
+  if (igraphmodule_attrib_to_vector_int_t(initial_o, self, &initial, ATTRIBUTE_TYPE_VERTEX)){
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     return NULL;
@@ -11667,14 +11668,14 @@ PyObject *igraphmodule_Graph_community_label_propagation(
         ws, initial, (fixed_o != Py_None ? &fixed : 0), 0)) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
-    if (initial) { igraph_vector_destroy(initial); free(initial); }
+    if (initial) { igraph_vector_int_destroy(initial); free(initial); }
     igraph_vector_int_destroy(&membership);
     return igraphmodule_handle_igraph_error();
   }
 
   if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
   if (ws) { igraph_vector_destroy(ws); free(ws); }
-  if (initial) { igraph_vector_destroy(initial); free(initial); }
+  if (initial) { igraph_vector_int_destroy(initial); free(initial); }
 
   result=igraphmodule_vector_int_t_to_PyList(&membership);
   igraph_vector_int_destroy(&membership);
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index e748e7a39..7d8db55bb 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -153,10 +153,10 @@ PyObject *igraphmodule__union(PyObject *self,
     for (i = 0; i < no_of_graphs; i++) {
       long int j;
       long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
-      igraph_vector_t *map = VECTOR(edgemaps)[i];
+      igraph_vector_int_t *map = VECTOR(edgemaps)[i];
       PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
       for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
+        PyObject *dest = PyLong_FromLong((long)VECTOR(*map)[j]);
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
@@ -263,10 +263,10 @@ PyObject *igraphmodule__intersection(PyObject *self,
     for (i = 0; i < no_of_graphs; i++) {
       long int j;
       long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
-      igraph_vector_t *map = VECTOR(edgemaps)[i];
+      igraph_vector_int_t *map = VECTOR(edgemaps)[i];
       PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
       for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
+        PyObject *dest = PyLong_FromLong((long)VECTOR(*map)[j]);
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index d5042ec83..d7416db9e 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -411,9 +411,11 @@ def suite():
     isomorphism_suite = unittest.makeSuite(IsomorphismTests)
     subisomorphism_suite = unittest.makeSuite(SubisomorphismTests)
     permutation_suite = unittest.makeSuite(PermutationTests)
-    return unittest.TestSuite(
-        [isomorphism_suite, subisomorphism_suite, permutation_suite]
-    )
+    return unittest.TestSuite([
+        isomorphism_suite,
+        subisomorphism_suite,
+        permutation_suite,
+    ])
 
 
 def test():
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 9ea13d990..edec2f8f4 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -498,11 +498,11 @@ def testNeighborhoodSize(self):
 class MiscTests(unittest.TestCase):
     def testBridges(self):
         g = Graph(5, [(0, 1), (1, 2), (2, 0), (0, 3), (3, 4)])
-        self.assertTrue(g.bridges() == [3, 4])
+        self.assertEqual(g.bridges(), [3, 4])
         g = Graph(7, [(0, 1), (1, 2), (2, 0), (1, 6), (1, 3), (1, 4), (3, 5), (4, 5)])
-        self.assertTrue(g.bridges() == [3])
+        self.assertEqual(g.bridges(), [3])
         g = Graph(3, [(0, 1), (1, 2), (2, 3)])
-        self.assertTrue(g.bridges() == [0, 1, 2])
+        self.assertEqual(g.bridges(), [0, 1, 2])
 
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 12adf1aa1..89c9e8896 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -4,7 +4,10 @@
 
 from igraph import *
 
-from .utils import is_pypy
+try:
+    from .utils import is_pypy
+except ImportError:
+    from utils import is_pypy
 
 try:
     import numpy as np

From 7c9f04aee529e744eeb539d57af924ecb493c435 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 12 Aug 2021 05:46:43 +1000
Subject: [PATCH 0344/1681] Compiler warnings, except one callback

---
 src/_igraph/convert.c     |  29 ++++-
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 265 +++++++++++++++++++-------------------
 3 files changed, 162 insertions(+), 133 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 397794ede..965a8f532 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1384,11 +1384,38 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_vector_int_t to a Python integer tuple
+ * \brief Converts an igraph \c igraph_vector_t to a Python integer tuple
  *
  * \param v the \c igraph_vector_t containing the vector to be converted
  * \return the Python integer tuple as a \c PyObject*, or \c NULL if an error occurred
  */
+PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
+  PyObject* tuple;
+  Py_ssize_t n, i;
+
+  n=igraph_vector_size(v);
+  if (n<0) return igraphmodule_handle_igraph_error();
+
+  tuple=PyTuple_New(n);
+  for (i=0; i<n; i++) {
+    PyObject *item=PyLong_FromLong((long)VECTOR(*v)[i]);
+    if (!item) {
+      Py_DECREF(tuple);
+      return NULL;
+    }
+    PyTuple_SET_ITEM(tuple, i, item);
+  }
+
+  return tuple;
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_int_t to a Python integer tuple
+ *
+ * \param v the \c igraph_vector_int_t containing the vector to be converted
+ * \return the Python integer tuple as a \c PyObject*, or \c NULL if an error occurred
+ */
 PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
   PyObject* tuple;
   Py_ssize_t n, i;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 26a546979..033030c5c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -146,6 +146,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
 PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
         igraphmodule_conv_t type);
+PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v);
 PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
         const igraph_vector_int_t *v2);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3f6736acf..f99d1bef6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1189,7 +1189,7 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
   else
     list = PyLong_FromLong((long int)VECTOR(result)[0]);
 
-  igraph_vector_destroy(&result);
+  igraph_vector_int_destroy(&result);
   igraph_es_destroy(&es);
 
   return list;
@@ -1740,22 +1740,22 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
   PyObject *sc = Py_False;
   static char *kwlist[] = { "return_shortest_circle", NULL };
   igraph_integer_t girth;
-  igraph_vector_t vids;
+  igraph_vector_int_t vids;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &sc))
   return NULL;
 
-  igraph_vector_init(&vids, 0);
+  igraph_vector_int_init(&vids, 0);
   if (igraph_girth(&self->g, &girth, &vids)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&vids);
+    igraph_vector_int_destroy(&vids);
     return NULL;
   }
 
   if (PyObject_IsTrue(sc)) {
     PyObject* o;
-    o=igraphmodule_vector_t_to_PyList(&vids, IGRAPHMODULE_TYPE_INT);
-    igraph_vector_destroy(&vids);
+    o=igraphmodule_vector_int_t_to_PyList(&vids);
+    igraph_vector_int_destroy(&vids);
     return o;
   }
   return PyLong_FromLong((long)girth);
@@ -2024,7 +2024,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   igraph_t g;
   long n, m = 1;
   float power = 1.0f, zero_appeal = 1.0f;
-  igraph_vector_t outseq;
+  igraph_vector_int_t outseq;
   igraph_t *start_from = 0;
   igraph_barabasi_algorithm_t algo = IGRAPH_BARABASI_PSUMTREE;
   PyObject *m_obj = 0, *outpref = Py_False, *directed = Py_False;
@@ -2054,15 +2054,15 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   }
 
   if (m_obj == 0) {
-    igraph_vector_init(&outseq, 0);
+    igraph_vector_int_init(&outseq, 0);
     m = 1;
   } else if (m_obj != 0) {
     /* let's check whether we have a constant out-degree or a list */
     if (PyLong_Check(m_obj)) {
       m = PyLong_AsLong(m_obj);
-      igraph_vector_init(&outseq, 0);
+      igraph_vector_int_init(&outseq, 0);
     } else if (PyList_Check(m_obj)) {
-      if (igraphmodule_PyObject_to_vector_t(m_obj, &outseq, 1)) {
+      if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
         /* something bad happened during conversion */
        return NULL;
       }
@@ -2080,11 +2080,11 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
                            PyObject_IsTrue(directed), algo,
                            start_from)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&outseq);
+    igraph_vector_int_destroy(&outseq);
     return NULL;
   }
 
-  igraph_vector_destroy(&outseq);
+  igraph_vector_int_destroy(&outseq);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2102,7 +2102,7 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_vector_bool_t types;
-  igraph_vector_t edges;
+  igraph_vector_int_t edges;
   igraph_bool_t edges_owned = 0;
   PyObject *types_o, *edges_o, *directed = Py_False;
 
@@ -2123,14 +2123,14 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   if (igraph_create_bipartite(&g, &types, &edges, PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
     if (edges_owned) {
-      igraph_vector_destroy(&edges);
+      igraph_vector_int_destroy(&edges);
     }
     igraph_vector_bool_destroy(&types);
     return NULL;
   }
 
   if (edges_owned) {
-    igraph_vector_destroy(&edges);
+    igraph_vector_int_destroy(&edges);
   }
   igraph_vector_bool_destroy(&types);
 
@@ -2177,7 +2177,7 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  igraph_vector_t outseq, inseq;
+  igraph_vector_int_t outseq, inseq;
   igraph_degseq_t meth = IGRAPH_DEGSEQ_SIMPLE;
   igraph_bool_t has_inseq = 0;
   PyObject *outdeg = NULL, *indeg = NULL, *method = NULL;
@@ -2191,10 +2191,10 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
     return NULL;
 
   if (igraphmodule_PyObject_to_degseq_t(method, &meth)) return NULL;
-  if (igraphmodule_PyObject_to_vector_t(outdeg, &outseq, 1)) return NULL;
+  if (igraphmodule_PyObject_to_vector_int_t(outdeg, &outseq)) return NULL;
   if (indeg) {
-    if (igraphmodule_PyObject_to_vector_t(indeg, &inseq, 1)) {
-      igraph_vector_destroy(&outseq);
+    if (igraphmodule_PyObject_to_vector_int_t(indeg, &inseq)) {
+      igraph_vector_int_destroy(&outseq);
       return NULL;
     }
     has_inseq=1;
@@ -2202,15 +2202,15 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
 
   if (igraph_degree_sequence_game(&g, &outseq, has_inseq ? &inseq : 0, meth)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&outseq);
+    igraph_vector_int_destroy(&outseq);
     if (has_inseq)
-      igraph_vector_destroy(&inseq);
+      igraph_vector_int_destroy(&inseq);
     return NULL;
   }
 
-  igraph_vector_destroy(&outseq);
+  igraph_vector_int_destroy(&outseq);
   if (has_inseq)
-    igraph_vector_destroy(&inseq);
+    igraph_vector_int_destroy(&inseq);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -3173,7 +3173,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
   igraph_t g;
   long n, m = 0, window = 0;
   float power = 0.0f, zero_appeal = 0.0f;
-  igraph_vector_t outseq;
+  igraph_vector_int_t outseq;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
 
   char *kwlist[] =
@@ -3193,10 +3193,10 @@ NULL };
   // let's check whether we have a constant out-degree or a list
   if (PyLong_Check(m_obj)) {
     m = PyLong_AsLong(m_obj);
-    igraph_vector_init(&outseq, 0);
+    igraph_vector_int_init(&outseq, 0);
   }
   else if (PyList_Check(m_obj)) {
-    if (igraphmodule_PyObject_to_vector_t(m_obj, &outseq, 1)) {
+    if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
       // something bad happened during conversion
       return NULL;
     }
@@ -3210,11 +3210,11 @@ NULL };
                                 (igraph_real_t) zero_appeal,
                                 PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&outseq);
+    igraph_vector_int_destroy(&outseq);
     return NULL;
   }
 
-  igraph_vector_destroy(&outseq);
+  igraph_vector_int_destroy(&outseq);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -3691,18 +3691,18 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
   PyObject *types_o = Py_None, *directed = Py_True;
   igraph_real_t res;
   int ret;
-  igraph_vector_t *types = 0;
+  igraph_vector_int_t *types = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &types_o, &directed))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
+  if (igraphmodule_attrib_to_vector_int_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
   ret = igraph_assortativity_nominal(&self->g, types, &res, PyObject_IsTrue(directed));
 
   if (types) {
-    igraph_vector_destroy(types); free(types);
+    igraph_vector_int_destroy(types); free(types);
   }
 
   if (ret) {
@@ -4195,7 +4195,7 @@ PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
     return NULL;
   }
 
-  igraph_vector_sort(&res);
+  igraph_vector_int_sort(&res);
   o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
 
@@ -4850,7 +4850,7 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "weights", "method", NULL };
   igraph_vector_t* weights = 0;
-  igraph_vector_t result;
+  igraph_vector_int_t result;
   igraph_fas_algorithm_t algo = IGRAPH_FAS_APPROX_EADES;
   PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
 
@@ -4864,20 +4864,20 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
     ATTRIBUTE_TYPE_EDGE))
     return NULL;
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_int_init(&result, 0)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
   }
 
   if (igraph_feedback_arc_set(&self->g, &result, weights, algo)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_destroy(&result);
+    igraph_vector_int_destroy(&result);
     return NULL;
   }
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
-  result_o = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  result_o = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
 
   return result_o;
 }
@@ -4893,7 +4893,8 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
                                                 PyObject * kwds)
 {
   static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
-  igraph_vector_t *res, *weights=0;
+  igraph_vector_t *weights=0;
+  igraph_vector_int_t *res;
   igraph_neimode_t mode = IGRAPH_OUT;
   long int i, j;
   igraph_integer_t from, no_of_target_nodes;
@@ -4953,7 +4954,6 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  // FIXME: is this alright?
   res = (igraph_vector_int_t *) calloc(no_of_target_nodes, sizeof(igraph_vector_int_t));
   if (!res) {
     PyErr_SetString(PyExc_MemoryError, "");
@@ -5123,7 +5123,7 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
-  if (PyLong_AsInt(cutoff_o, &cutoff))
+  if (igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
@@ -5708,15 +5708,15 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
     igraph_matrix_destroy(&res);
   } else {
     /* Case #2: vertex pairs or edges, returning list */
-    igraph_vector_t edges;
+    igraph_vector_int_t edges;
     igraph_vector_t res;
     igraph_bool_t edges_owned;
 
     if (igraphmodule_PyObject_to_edgelist(pairs_o, &edges, 0, &edges_owned))
       return NULL;
 
-    if (igraph_vector_init(&res, igraph_vector_size(&edges) / 2)) {
-      igraph_vector_destroy(&edges);
+    if (igraph_vector_init(&res, igraph_vector_int_size(&edges) / 2)) {
+      igraph_vector_int_destroy(&edges);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -5725,14 +5725,14 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
           PyObject_IsTrue(loops))) {
       igraph_vector_destroy(&res);
       if (edges_owned) {
-        igraph_vector_destroy(&edges);
+        igraph_vector_int_destroy(&edges);
       }
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
     if (edges_owned) {
-      igraph_vector_destroy(&edges);
+      igraph_vector_int_destroy(&edges);
     }
 
     list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
@@ -5794,16 +5794,16 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
     igraph_matrix_destroy(&res);
   } else {
     /* Case #2: vertex pairs or edges, returning list */
-    igraph_vector_t edges;
+    igraph_vector_int_t edges;
     igraph_vector_t res;
     igraph_bool_t edges_owned;
 
     if (igraphmodule_PyObject_to_edgelist(pairs_o, &edges, 0, &edges_owned))
       return NULL;
 
-    if (igraph_vector_init(&res, igraph_vector_size(&edges) / 2)) {
+    if (igraph_vector_init(&res, igraph_vector_int_size(&edges) / 2)) {
       if (edges_owned) {
-        igraph_vector_destroy(&edges);
+        igraph_vector_int_destroy(&edges);
       }
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -5813,14 +5813,14 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
           PyObject_IsTrue(loops))) {
       igraph_vector_destroy(&res);
       if (edges_owned) {
-        igraph_vector_destroy(&edges);
+        igraph_vector_int_destroy(&edges);
       }
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
     if (edges_owned) {
-      igraph_vector_destroy(&edges);
+      igraph_vector_int_destroy(&edges);
     }
 
     list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
@@ -5883,32 +5883,32 @@ PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "weights", NULL };
   igraph_vector_t* ws = 0;
-  igraph_vector_t res;
+  igraph_vector_int_t res;
   PyObject *weights_o = Py_None, *result = NULL;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &weights_o))
     return NULL;
 
-  if (igraph_vector_init(&res, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &ws, ATTRIBUTE_TYPE_EDGE)) {
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
   if (igraph_minimum_spanning_tree(&self->g, &res, ws)) {
   if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
-  result = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  result = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
   return result;
 }
 
@@ -5953,7 +5953,7 @@ PyObject *igraphmodule_Graph_subcomponent(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "v", "mode", NULL };
-  igraph_vector_t res;
+  igraph_vector_int_t res;
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_integer_t from;
   PyObject *list = NULL, *mode_o = Py_None, *from_o = Py_None;
@@ -5967,15 +5967,15 @@ PyObject *igraphmodule_Graph_subcomponent(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
     return NULL;
 
-  igraph_vector_init(&res, 0);
+  igraph_vector_int_init(&res, 0);
   if (igraph_subcomponent(&self->g, &res, from, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&res);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&res);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -6527,17 +6527,19 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
     }
   } else {
     /* samples given in advance */
-    igraph_vector_t samp;
-    if (igraphmodule_PyObject_to_vector_t(sample, &samp, 1)) {
+    igraph_vector_int_t samp;
+    if (igraphmodule_PyObject_to_vector_int_t(sample, &samp)) {
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
     if (igraph_motifs_randesu_estimate(&self->g, &result, (igraph_integer_t) size,
           &cut_prob, 0, &samp)) {
       igraphmodule_handle_igraph_error();
+      igraph_vector_int_destroy(&samp);
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
+    igraph_vector_int_destroy(&samp);
   }
   igraph_vector_destroy(&cut_prob);
 
@@ -6550,20 +6552,20 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
  * \sa igraph_triad_census
  */
 PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
-  igraph_vector_int_t result;
+  igraph_vector_t result;
   PyObject *list;
 
-  if (igraph_vector_int_init(&result, 16)) {
+  if (igraph_vector_init(&result, 16)) {
     return igraphmodule_handle_igraph_error();
   }
   if (igraph_triad_census(&self->g, &result)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_destroy(&result);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyTuple(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_t_to_PyTuple(&result);
+  igraph_vector_destroy(&result);
 
   return list;
 }
@@ -7464,8 +7466,8 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
 {
   static char *kwlist[] = { "mode", "root", "rootlevel", NULL };
   igraph_matrix_t m;
-  igraph_vector_t roots, *roots_p = 0;
-  igraph_vector_t rootlevels, *rootlevels_p = 0;
+  igraph_vector_int_t roots, *roots_p = 0;
+  igraph_vector_int_t rootlevels, *rootlevels_p = 0;
   PyObject *roots_o=Py_None, *rootlevels_o=Py_None, *mode_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   PyObject *result;
@@ -7478,19 +7480,19 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
 
   if (roots_o != Py_None) {
     roots_p = &roots;
-    if (igraphmodule_PyObject_to_vector_t(roots_o, roots_p, 1)) return 0;
+    if (igraphmodule_PyObject_to_vector_int_t(roots_o, roots_p)) return 0;
   }
   if (rootlevels_o != Py_None) {
     rootlevels_p = &rootlevels;
-    if (igraphmodule_PyObject_to_vector_t(rootlevels_o, rootlevels_p, 1)) {
-      if (roots_p) igraph_vector_destroy(roots_p);
+    if (igraphmodule_PyObject_to_vector_int_t(rootlevels_o, rootlevels_p)) {
+      if (roots_p) igraph_vector_int_destroy(roots_p);
       return 0;
     }
   }
 
   if (igraph_matrix_init(&m, 1, 1)) {
-    if (roots_p) igraph_vector_destroy(roots_p);
-    if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+    if (roots_p) igraph_vector_int_destroy(roots_p);
+    if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -7498,13 +7500,13 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
   if (igraph_layout_reingold_tilford_circular(&self->g, &m, mode, roots_p,
       rootlevels_p)) {
     igraph_matrix_destroy(&m);
-    if (roots_p) igraph_vector_destroy(roots_p);
-    if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+    if (roots_p) igraph_vector_int_destroy(roots_p);
+    if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  if (roots_p) igraph_vector_destroy(roots_p);
-  if (rootlevels_p) igraph_vector_destroy(rootlevels_p);
+  if (roots_p) igraph_vector_int_destroy(roots_p);
+  if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
 
   result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
@@ -7523,8 +7525,9 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
     "return_extended_graph", NULL };
   igraph_matrix_t m;
   igraph_t extd_graph;
-  igraph_vector_t extd_to_orig_eids;
-  igraph_vector_t *weights = 0, *layers = 0;
+  igraph_vector_int_t extd_to_orig_eids;
+  igraph_vector_t *weights = 0;
+  igraph_vector_int_t *layers = 0;
   double hgap = 1, vgap = 1;
   long int maxiter = 100;
   PyObject *layers_o = Py_None, *weights_o = Py_None, *extd_to_orig_eids_o = Py_None;
@@ -7536,28 +7539,28 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
     &layers_o, &weights_o, &hgap, &vgap, &maxiter, &return_extended_graph))
     return NULL;
 
-  if (igraph_vector_init(&extd_to_orig_eids, 0)) {
+  if (igraph_vector_int_init(&extd_to_orig_eids, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_matrix_init(&m, 1, 1)) {
-    igraph_vector_destroy(&extd_to_orig_eids);
+    igraph_vector_int_destroy(&extd_to_orig_eids);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraphmodule_attrib_to_vector_t(layers_o, self, &layers,
+  if (igraphmodule_attrib_to_vector_int_t(layers_o, self, &layers,
       ATTRIBUTE_TYPE_VERTEX)) {
-    igraph_vector_destroy(&extd_to_orig_eids);
+    igraph_vector_int_destroy(&extd_to_orig_eids);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
-    if (layers != 0) { igraph_vector_destroy(layers); free(layers); }
-    igraph_vector_destroy(&extd_to_orig_eids);
+    if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
+    igraph_vector_int_destroy(&extd_to_orig_eids);
     igraph_matrix_destroy(&m);
     return NULL;
   }
@@ -7566,15 +7569,15 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
         (PyObject_IsTrue(return_extended_graph) ? &extd_graph : 0),
         (PyObject_IsTrue(return_extended_graph) ? &extd_to_orig_eids : 0),
         layers, hgap, vgap, maxiter, weights)) {
-    if (layers != 0) { igraph_vector_destroy(layers); free(layers); }
+    if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_destroy(&extd_to_orig_eids);
+    igraph_vector_int_destroy(&extd_to_orig_eids);
     igraph_matrix_destroy(&m);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (layers != 0) { igraph_vector_destroy(layers); free(layers); }
+  if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
   if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
 
   result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
@@ -7582,12 +7585,11 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
 
   if (PyObject_IsTrue(return_extended_graph)) {
     CREATE_GRAPH(graph_o, extd_graph);
-    extd_to_orig_eids_o = igraphmodule_vector_t_to_PyList(&extd_to_orig_eids,
-        IGRAPHMODULE_TYPE_INT);
+    extd_to_orig_eids_o = igraphmodule_vector_int_t_to_PyList(&extd_to_orig_eids);
     result = Py_BuildValue("NNN", result, graph_o, extd_to_orig_eids_o);
   }
 
-  igraph_vector_destroy(&extd_to_orig_eids);
+  igraph_vector_int_destroy(&extd_to_orig_eids);
   return (PyObject *) result;
 }
 
@@ -8598,8 +8600,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   PyObject *color_o = Py_None;
   PyObject *list;
   igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
-  igraph_vector_t labeling;
-  igraph_vector_int_t *color = 0;
+  igraph_vector_int_t labeling, *color = 0;
   int retval;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
@@ -8608,7 +8609,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
     return NULL;
 
-  if (igraph_vector_init(&labeling, 0)) {
+  if (igraph_vector_int_init(&labeling, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -8622,13 +8623,13 @@ PyObject *igraphmodule_Graph_canonical_permutation(
 
   if (retval) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&labeling);
+    igraph_vector_int_destroy(&labeling);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyList(&labeling, IGRAPHMODULE_TYPE_INT);
+  list = igraphmodule_vector_int_t_to_PyList(&labeling);
 
-  igraph_vector_destroy(&labeling);
+  igraph_vector_int_destroy(&labeling);
 
   return list;
 }
@@ -8657,10 +8658,10 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
   }
 
   if (vids) {
-    igraph_vector_t vidsvec;
-    if (igraphmodule_PyObject_to_vector_t(vids, &vidsvec, 1)) {
+    igraph_vector_int_t vidsvec;
+    if (igraphmodule_PyObject_to_vector_int_t(vids, &vidsvec)) {
       PyErr_SetString(PyExc_ValueError,
-                      "Error while converting PyList to igraph_vector_t");
+                      "Error while converting PyList to igraph_vector_int_t");
       return NULL;
     }
     if (igraph_isoclass_subgraph(&self->g, &vidsvec, &isoclass)) {
@@ -9254,7 +9255,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   PyObject *callback_fn=Py_None;
   PyObject *node_compat_fn=Py_None, *edge_compat_fn=Py_None;
   igraphmodule_GraphObject *other;
-  igraph_vector_t mapping_12, mapping_21, *map12=0, *map21=0;
+  igraph_vector_int_t mapping_12, mapping_21, *map12=0, *map21=0;
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t callback_data;
@@ -9310,11 +9311,11 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(return1)) {
-    igraph_vector_init(&mapping_12, 0);
+    igraph_vector_int_init(&mapping_12, 0);
     map12 = &mapping_12;
   }
   if (PyObject_IsTrue(return2)) {
-    igraph_vector_init(&mapping_21, 0);
+    igraph_vector_int_init(&mapping_21, 0);
     map21 = &mapping_21;
   }
 
@@ -9356,18 +9357,18 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   } else {
     PyObject *m1, *m2;
     if (map12) {
-      m1 = igraphmodule_vector_t_to_PyList(map12, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map12);
+      m1 = igraphmodule_vector_int_t_to_PyList(map12);
+      igraph_vector_int_destroy(map12);
       if (!m1) {
-        if (map21) igraph_vector_destroy(map21);
+        if (map21) igraph_vector_int_destroy(map21);
         return NULL;
       }
     } else {
       m1 = Py_None; Py_INCREF(m1);
     }
     if (map21) {
-      m2 = igraphmodule_vector_t_to_PyList(map21, IGRAPHMODULE_TYPE_INT);
-      igraph_vector_destroy(map21);
+      m2 = igraphmodule_vector_int_t_to_PyList(map21);
+      igraph_vector_int_destroy(map21);
       if (!m2) {
         Py_DECREF(m1);
         return NULL;
@@ -10013,7 +10014,7 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   PyObject *mapping_o, *mode_o=Py_None, *roots_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vs_t vs;
-  igraph_vector_t mapping, vids;
+  igraph_vector_int_t mapping, vids;
   igraph_t result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &roots_o, &mode_o))
@@ -10022,37 +10023,37 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
   if (igraphmodule_PyObject_to_vs_t(roots_o, &vs, &self->g, 0, 0)) return NULL;
 
-  if (igraph_vector_init(&mapping, igraph_vcount(&self->g))) {
+  if (igraph_vector_int_init(&mapping, igraph_vcount(&self->g))) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_vector_init(&vids, 0)) {
+  if (igraph_vector_int_init(&vids, 0)) {
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&mapping);
+    igraph_vector_int_destroy(&mapping);
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_vs_as_vector(&self->g, vs, &vids)) {
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&vids);
-    igraph_vector_destroy(&mapping);
+    igraph_vector_int_destroy(&vids);
+    igraph_vector_int_destroy(&mapping);
     return igraphmodule_handle_igraph_error();
   }
 
   igraph_vs_destroy(&vs);
 
   if (igraph_unfold_tree(&self->g, &result, mode, &vids, &mapping)) {
-    igraph_vector_destroy(&vids);
-    igraph_vector_destroy(&mapping);
+    igraph_vector_int_destroy(&vids);
+    igraph_vector_int_destroy(&mapping);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  igraph_vector_destroy(&vids);
+  igraph_vector_int_destroy(&vids);
 
-  mapping_o = igraphmodule_vector_t_to_PyList(&mapping, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&mapping);
+  mapping_o = igraphmodule_vector_int_t_to_PyList(&mapping);
+  igraph_vector_int_destroy(&mapping);
 
   if (!mapping_o) {
     igraph_destroy(&result);
@@ -10915,7 +10916,7 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
       for (j = i; j < n; j++)
-        igraph_vector_destroy((igraph_vector_t *) VECTOR(result)[j]);
+        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
@@ -10923,7 +10924,7 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     else {
       PyList_SET_ITEM(list, i, item);
     }
-    igraph_vector_destroy(vec);
+    igraph_vector_int_destroy(vec);
   }
   igraph_vector_ptr_destroy_all(&result);
 
@@ -11438,7 +11439,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   PyObject *cl, *res, *merges, *weights_obj = Py_None;
   igraph_vector_int_t membership;
   igraph_vector_t *weights = 0;
-  igraph_matrix_t m;
+  igraph_matrix_int_t m;
   igraph_real_t q;
   igraphmodule_ARPACKOptionsObject *arpack_options;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
@@ -11451,7 +11452,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   if (igraph_vector_int_init(&membership, 0))
     return igraphmodule_handle_igraph_error();
 
-  if (igraph_matrix_init(&m, 0, 0)) {
+  if (igraph_matrix_int_init(&m, 0, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&membership);
     return 0;
@@ -11464,7 +11465,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
 
   if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
-    igraph_matrix_destroy(&m);
+    igraph_matrix_int_destroy(&m);
     igraph_vector_int_destroy(&membership);
     return NULL;
   }
@@ -11472,7 +11473,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
   if (igraph_community_leading_eigenvector(&self->g, weights, &m, &membership, (igraph_integer_t) n,
       igraphmodule_ARPACKOptions_get(arpack_options), &q, 0, 0, 0, 0, 0, 0)){
-    igraph_matrix_destroy(&m);
+    igraph_matrix_int_destroy(&m);
     igraph_vector_int_destroy(&membership);
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
@@ -11487,12 +11488,12 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   cl = igraphmodule_vector_int_t_to_PyList(&membership);
   igraph_vector_int_destroy(&membership);
   if (cl == 0) {
-    igraph_matrix_destroy(&m);
+    igraph_matrix_int_destroy(&m);
     return 0;
   }
 
-  merges = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
-  igraph_matrix_destroy(&m);
+  merges = igraphmodule_matrix_int_t_to_PyList(&m);
+  igraph_matrix_int_destroy(&m);
   if (merges == 0)
     return 0;
 
@@ -11536,12 +11537,12 @@ PyObject *igraphmodule_Graph_community_fastgreedy(igraphmodule_GraphObject * sel
   qs=igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&q);
   if (!qs) {
-    igraph_matrix_destroy(&merges);
+    igraph_matrix_int_destroy(&merges);
     return NULL;
   }
 
   ms=igraphmodule_matrix_int_t_to_PyList(&merges);
-  igraph_matrix_destroy(&merges);
+  igraph_matrix_int_destroy(&merges);
 
   if (ms == NULL) {
     Py_DECREF(qs);

From 3fa278754fbaae9bd18e7bc2c84719b775bd32e9 Mon Sep 17 00:00:00 2001
From: odidev <odidev@puresoftware.com>
Date: Tue, 31 Aug 2021 14:45:23 +0530
Subject: [PATCH 0345/1681] Add linux aarch64 wheels (#432)

Signed-off-by: odidev <odidev@puresoftware.com>
---
 .github/workflows/build.yml | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 73259dc38..6a0affaf7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,6 +34,31 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
+  build_aarch64_wheels:
+    name: Build wheels on Linux AArch64
+    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-20.04
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - name: Set up QEMU
+        id: qemu
+        uses: docker/setup-qemu-action@v1
+
+      - name: Build wheels
+        uses: joerick/cibuildwheel@v1.10.0
+        env:
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
+          CIBW_ARCHS_LINUX: aarch64
+          CIBW_BUILD: "*-manylinux_aarch64"
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./wheelhouse/*.whl
+
   build_wheel_macos:
     name: Build wheels on macOS
     runs-on: macos-10.15

From 3195c71da5dd6fce24f5c6896f928fe7fa64b738 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 1 Sep 2021 23:38:09 +0200
Subject: [PATCH 0346/1681] chore: clean up MANIFEST.in now that the C core is
 also cleaner

---
 MANIFEST.in | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index bbfa86415..a5592a432 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -5,9 +5,5 @@ include scripts/mkdoc.sh
 include tests/*.py
 
 graft vendor/source/igraph
-prune vendor/source/igraph/etc/abstracts
-prune vendor/source/igraph/etc/papers
-prune vendor/source/igraph/etc/presentations
 prune vendor/source/igraph/interfaces
-prune vendor/source/igraph/vendor/simpleraytracer
 

From c77b369c430792a7ae136bb699c3677072685a75 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Sep 2021 07:37:54 +0200
Subject: [PATCH 0347/1681] chore: repo root directory cleanup

---
 .flake8          |   3 -
 .gitignore       |   2 -
 COPYING          | 340 -----------------------------------------------
 MANIFEST.in      |   1 -
 requirements.txt |   1 -
 tox.ini          |   4 +
 6 files changed, 4 insertions(+), 347 deletions(-)
 delete mode 100644 .flake8
 delete mode 100644 COPYING
 delete mode 100644 requirements.txt

diff --git a/.flake8 b/.flake8
deleted file mode 100644
index e4e5eb32d..000000000
--- a/.flake8
+++ /dev/null
@@ -1,3 +0,0 @@
-[flake8]
-max-line-length = 88
-extend-ignore = E203, W503
diff --git a/.gitignore b/.gitignore
index 918256eeb..323291f0c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -14,6 +14,4 @@ src/igraph/*.so
 .vscode/
 vendor/build/
 vendor/install/
-Pipfile
-Pipfile.lock
 
diff --git a/COPYING b/COPYING
deleted file mode 100644
index 3912109b5..000000000
--- a/COPYING
+++ /dev/null
@@ -1,340 +0,0 @@
-		    GNU GENERAL PUBLIC LICENSE
-		       Version 2, June 1991
-
- Copyright (C) 1989, 1991 Free Software Foundation, Inc.
-                       51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
- Everyone is permitted to copy and distribute verbatim copies
- of this license document, but changing it is not allowed.
-
-			    Preamble
-
-  The licenses for most software are designed to take away your
-freedom to share and change it.  By contrast, the GNU General Public
-License is intended to guarantee your freedom to share and change free
-software--to make sure the software is free for all its users.  This
-General Public License applies to most of the Free Software
-Foundation's software and to any other program whose authors commit to
-using it.  (Some other Free Software Foundation software is covered by
-the GNU Library General Public License instead.)  You can apply it to
-your programs, too.
-
-  When we speak of free software, we are referring to freedom, not
-price.  Our General Public Licenses are designed to make sure that you
-have the freedom to distribute copies of free software (and charge for
-this service if you wish), that you receive source code or can get it
-if you want it, that you can change the software or use pieces of it
-in new free programs; and that you know you can do these things.
-
-  To protect your rights, we need to make restrictions that forbid
-anyone to deny you these rights or to ask you to surrender the rights.
-These restrictions translate to certain responsibilities for you if you
-distribute copies of the software, or if you modify it.
-
-  For example, if you distribute copies of such a program, whether
-gratis or for a fee, you must give the recipients all the rights that
-you have.  You must make sure that they, too, receive or can get the
-source code.  And you must show them these terms so they know their
-rights.
-
-  We protect your rights with two steps: (1) copyright the software, and
-(2) offer you this license which gives you legal permission to copy,
-distribute and/or modify the software.
-
-  Also, for each author's protection and ours, we want to make certain
-that everyone understands that there is no warranty for this free
-software.  If the software is modified by someone else and passed on, we
-want its recipients to know that what they have is not the original, so
-that any problems introduced by others will not reflect on the original
-authors' reputations.
-
-  Finally, any free program is threatened constantly by software
-patents.  We wish to avoid the danger that redistributors of a free
-program will individually obtain patent licenses, in effect making the
-program proprietary.  To prevent this, we have made it clear that any
-patent must be licensed for everyone's free use or not licensed at all.
-
-  The precise terms and conditions for copying, distribution and
-modification follow.
-
-		    GNU GENERAL PUBLIC LICENSE
-   TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
-
-  0. This License applies to any program or other work which contains
-a notice placed by the copyright holder saying it may be distributed
-under the terms of this General Public License.  The "Program", below,
-refers to any such program or work, and a "work based on the Program"
-means either the Program or any derivative work under copyright law:
-that is to say, a work containing the Program or a portion of it,
-either verbatim or with modifications and/or translated into another
-language.  (Hereinafter, translation is included without limitation in
-the term "modification".)  Each licensee is addressed as "you".
-
-Activities other than copying, distribution and modification are not
-covered by this License; they are outside its scope.  The act of
-running the Program is not restricted, and the output from the Program
-is covered only if its contents constitute a work based on the
-Program (independent of having been made by running the Program).
-Whether that is true depends on what the Program does.
-
-  1. You may copy and distribute verbatim copies of the Program's
-source code as you receive it, in any medium, provided that you
-conspicuously and appropriately publish on each copy an appropriate
-copyright notice and disclaimer of warranty; keep intact all the
-notices that refer to this License and to the absence of any warranty;
-and give any other recipients of the Program a copy of this License
-along with the Program.
-
-You may charge a fee for the physical act of transferring a copy, and
-you may at your option offer warranty protection in exchange for a fee.
-
-  2. You may modify your copy or copies of the Program or any portion
-of it, thus forming a work based on the Program, and copy and
-distribute such modifications or work under the terms of Section 1
-above, provided that you also meet all of these conditions:
-
-    a) You must cause the modified files to carry prominent notices
-    stating that you changed the files and the date of any change.
-
-    b) You must cause any work that you distribute or publish, that in
-    whole or in part contains or is derived from the Program or any
-    part thereof, to be licensed as a whole at no charge to all third
-    parties under the terms of this License.
-
-    c) If the modified program normally reads commands interactively
-    when run, you must cause it, when started running for such
-    interactive use in the most ordinary way, to print or display an
-    announcement including an appropriate copyright notice and a
-    notice that there is no warranty (or else, saying that you provide
-    a warranty) and that users may redistribute the program under
-    these conditions, and telling the user how to view a copy of this
-    License.  (Exception: if the Program itself is interactive but
-    does not normally print such an announcement, your work based on
-    the Program is not required to print an announcement.)
-
-These requirements apply to the modified work as a whole.  If
-identifiable sections of that work are not derived from the Program,
-and can be reasonably considered independent and separate works in
-themselves, then this License, and its terms, do not apply to those
-sections when you distribute them as separate works.  But when you
-distribute the same sections as part of a whole which is a work based
-on the Program, the distribution of the whole must be on the terms of
-this License, whose permissions for other licensees extend to the
-entire whole, and thus to each and every part regardless of who wrote it.
-
-Thus, it is not the intent of this section to claim rights or contest
-your rights to work written entirely by you; rather, the intent is to
-exercise the right to control the distribution of derivative or
-collective works based on the Program.
-
-In addition, mere aggregation of another work not based on the Program
-with the Program (or with a work based on the Program) on a volume of
-a storage or distribution medium does not bring the other work under
-the scope of this License.
-
-  3. You may copy and distribute the Program (or a work based on it,
-under Section 2) in object code or executable form under the terms of
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-The source code for a work means the preferred form of the work for
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-
-  4. You may not copy, modify, sublicense, or distribute the Program
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-  5. You are not required to accept this License, since you have not
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-Program), you indicate your acceptance of this License to do so, and
-all its terms and conditions for copying, distributing or modifying
-the Program or works based on it.
-
-  6. Each time you redistribute the Program (or any work based on the
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-You are not responsible for enforcing compliance by third parties to
-this License.
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-  7. If, as a consequence of a court judgment or allegation of patent
-infringement or for any other reason (not limited to patent issues),
-conditions are imposed on you (whether by court order, agreement or
-otherwise) that contradict the conditions of this License, they do not
-excuse you from the conditions of this License.  If you cannot
-distribute so as to satisfy simultaneously your obligations under this
-License and any other pertinent obligations, then as a consequence you
-may not distribute the Program at all.  For example, if a patent
-license would not permit royalty-free redistribution of the Program by
-all those who receive copies directly or indirectly through you, then
-the only way you could satisfy both it and this License would be to
-refrain entirely from distribution of the Program.
-
-If any portion of this section is held invalid or unenforceable under
-any particular circumstance, the balance of the section is intended to
-apply and the section as a whole is intended to apply in other
-circumstances.
-
-It is not the purpose of this section to induce you to infringe any
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-such claims; this section has the sole purpose of protecting the
-integrity of the free software distribution system, which is
-implemented by public license practices.  Many people have made
-generous contributions to the wide range of software distributed
-through that system in reliance on consistent application of that
-system; it is up to the author/donor to decide if he or she is willing
-to distribute software through any other system and a licensee cannot
-impose that choice.
-
-This section is intended to make thoroughly clear what is believed to
-be a consequence of the rest of this License.
-
-  8. If the distribution and/or use of the Program is restricted in
-certain countries either by patents or by copyrighted interfaces, the
-original copyright holder who places the Program under this License
-may add an explicit geographical distribution limitation excluding
-those countries, so that distribution is permitted only in or among
-countries not thus excluded.  In such case, this License incorporates
-the limitation as if written in the body of this License.
-
-  9. The Free Software Foundation may publish revised and/or new versions
-of the General Public License from time to time.  Such new versions will
-be similar in spirit to the present version, but may differ in detail to
-address new problems or concerns.
-
-Each version is given a distinguishing version number.  If the Program
-specifies a version number of this License which applies to it and "any
-later version", you have the option of following the terms and conditions
-either of that version or of any later version published by the Free
-Software Foundation.  If the Program does not specify a version number of
-this License, you may choose any version ever published by the Free Software
-Foundation.
-
-  10. If you wish to incorporate parts of the Program into other free
-programs whose distribution conditions are different, write to the author
-to ask for permission.  For software which is copyrighted by the Free
-Software Foundation, write to the Free Software Foundation; we sometimes
-make exceptions for this.  Our decision will be guided by the two goals
-of preserving the free status of all derivatives of our free software and
-of promoting the sharing and reuse of software generally.
-
-			    NO WARRANTY
-
-  11. BECAUSE THE PROGRAM IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY
-FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW.  EXCEPT WHEN
-OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES
-PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED
-OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
-MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.  THE ENTIRE RISK AS
-TO THE QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU.  SHOULD THE
-PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING,
-REPAIR OR CORRECTION.
-
-  12. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
-WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR
-REDISTRIBUTE THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES,
-INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING
-OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED
-TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY
-YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER
-PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE
-POSSIBILITY OF SUCH DAMAGES.
-
-		     END OF TERMS AND CONDITIONS
-
-	    How to Apply These Terms to Your New Programs
-
-  If you develop a new program, and you want it to be of the greatest
-possible use to the public, the best way to achieve this is to make it
-free software which everyone can redistribute and change under these terms.
-
-  To do so, attach the following notices to the program.  It is safest
-to attach them to the start of each source file to most effectively
-convey the exclusion of warranty; and each file should have at least
-the "copyright" line and a pointer to where the full notice is found.
-
-    <one line to give the program's name and a brief idea of what it does.>
-    Copyright (C) <year>  <name of author>
-
-    This program is free software; you can redistribute it and/or modify
-    it under the terms of the GNU General Public License as published by
-    the Free Software Foundation; either version 2 of the License, or
-    (at your option) any later version.
-
-    This program is distributed in the hope that it will be useful,
-    but WITHOUT ANY WARRANTY; without even the implied warranty of
-    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    GNU General Public License for more details.
-
-    You should have received a copy of the GNU General Public License
-    along with this program; if not, write to the Free Software
-    Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
-
-
-Also add information on how to contact you by electronic and paper mail.
-
-If the program is interactive, make it output a short notice like this
-when it starts in an interactive mode:
-
-    Gnomovision version 69, Copyright (C) year name of author
-    Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
-    This is free software, and you are welcome to redistribute it
-    under certain conditions; type `show c' for details.
-
-The hypothetical commands `show w' and `show c' should show the appropriate
-parts of the General Public License.  Of course, the commands you use may
-be called something other than `show w' and `show c'; they could even be
-mouse-clicks or menu items--whatever suits your program.
-
-You should also get your employer (if you work as a programmer) or your
-school, if any, to sign a "copyright disclaimer" for the program, if
-necessary.  Here is a sample; alter the names:
-
-  Yoyodyne, Inc., hereby disclaims all copyright interest in the program
-  `Gnomovision' (which makes passes at compilers) written by James Hacker.
-
-  <signature of Ty Coon>, 1 April 1989
-  Ty Coon, President of Vice
-
-This General Public License does not permit incorporating your program into
-proprietary programs.  If your program is a subroutine library, you may
-consider it more useful to permit linking proprietary applications with the
-library.  If this is what you want to do, use the GNU Library General
-Public License instead of this License.
diff --git a/MANIFEST.in b/MANIFEST.in
index a5592a432..65b187f3e 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,6 +1,5 @@
 include src/_igraph/*.h
 include MANIFEST.in
-include COPYING
 include scripts/mkdoc.sh
 include tests/*.py
 
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index d6e1198b1..000000000
--- a/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
--e .
diff --git a/tox.ini b/tox.ini
index bd0355f4d..805660bf5 100644
--- a/tox.ini
+++ b/tox.ini
@@ -25,3 +25,7 @@ passenv = PATH
 setenv =
     TESTING_IN_TOX=1
 
+[flake8]
+max-line-length = 88
+extend-ignore = E203, W503
+

From 7601bae07f3c29b281dfc3bf5b1d3d4c8783395f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Sep 2021 09:48:15 +0200
Subject: [PATCH 0348/1681] tox: ensure that the plotting deps are installed,
 and switch to cairocffi

---
 setup.py | 2 +-
 tox.ini  | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 0b64a20f2..127a0863b 100644
--- a/setup.py
+++ b/setup.py
@@ -788,7 +788,7 @@ def use_educated_guess(self):
     packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
-    extras_require={"plotting": ["pycairo>=1.18.0"]},
+    extras_require={"plotting": ["cairocffi>=1.2.0"]},
     headers=headers,
     platforms="ALL",
     keywords=[
diff --git a/tox.ini b/tox.ini
index 805660bf5..d144c3963 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py36, py37, py38, py39, pypy, pypy3
+envlist = py36, py37, py38, py39, pypy3
 
 [gh-actions]
 python =
@@ -21,6 +21,7 @@ deps =
     numpy; platform_python_implementation != "PyPy"
     networkx; platform_python_implementation != "PyPy"
     pandas; platform_python_implementation != "PyPy"
+extras = plotting
 passenv = PATH
 setenv =
     TESTING_IN_TOX=1

From f97e0ac7b0d200ed23e338835d2cd046c0232f72 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 08:44:28 +0200
Subject: [PATCH 0349/1681] fix: igraph_get_adjacency() does not have an 'eids'
 argument any more

---
 src/_igraph/graphobject.c |  8 ++++----
 tests/test_conversion.py  | 14 --------------
 vendor/source/igraph      |  2 +-
 3 files changed, 5 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f99d1bef6..3f9b5b812 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7659,12 +7659,12 @@ PyObject *igraphmodule_Graph_layout_bipartite(
 PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "type", "eids", NULL };
+  static char *kwlist[] = { "type", NULL };
   igraph_get_adjacency_t mode = IGRAPH_GET_ADJACENCY_BOTH;
   igraph_matrix_t m;
-  PyObject *result, *mode_o = Py_None, *eids = Py_False;
+  PyObject *result, *mode_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &eids))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_get_adjacency_t(mode_o, &mode)) return NULL;
@@ -7675,7 +7675,7 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_get_adjacency(&self->g, &m, mode, PyObject_IsTrue(eids))) {
+  if (igraph_get_adjacency(&self->g, &m, mode)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&m);
     return NULL;
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index b8600e9a3..5bfd443bb 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -125,20 +125,6 @@ def testGetAdjacency(self):
                 ]
             )
         )
-        self.assertTrue(
-            g.get_adjacency(eids=True)
-            == Matrix(
-                [
-                    [0, 1, 2, 3, 0, 0],
-                    [1, 0, 0, 0, 4, 5],
-                    [2, 0, 0, 0, 0, 0],
-                    [3, 0, 0, 0, 0, 0],
-                    [0, 4, 0, 0, 0, 0],
-                    [0, 5, 0, 0, 0, 0],
-                ]
-            )
-            - 1
-        )
 
         # Directed case
         g = Graph.Tree(6, 3, "tree_out")
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2ceb15db7..fb17862e3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2ceb15db7983a15e499844daddd1e1aa72cb0138
+Subproject commit fb17862e3c8096171449b1680581a3b1e55e8a29

From 6ea9ed089a27470a8ccab0b05b0ccadadc4e2d8a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 09:23:41 +0200
Subject: [PATCH 0350/1681] fix: all test cases pass on my machine, yay

---
 src/_igraph/attributes.c      |  2 +-
 src/_igraph/convert.c         |  1 +
 src/_igraph/edgeseqobject.c   | 12 ++++++++++--
 src/_igraph/graphobject.c     | 26 +++++++++++++-------------
 src/_igraph/vertexseqobject.c |  6 ++++++
 5 files changed, 31 insertions(+), 16 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index fa7bdd3ed..7ffa56e73 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -413,7 +413,7 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
 }
 
 /* Adding vertices */
-static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, igraph_vector_ptr_t *attr) {
+static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
   long int i, j, k, l;
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index d2032e986..c36664d2e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1337,6 +1337,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
 
   list=PyList_New(n);
   for (i=0; i<n; i++) {
+    /* TODO: what if igraph_integer_t is larger than a long? */
     item = PyLong_FromLong((long)VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(list);
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index cf6955fe4..1e6c58bc0 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -46,7 +46,7 @@ PyTypeObject igraphmodule_EdgeSeqType;
  * \return the allocated PyObject
  */
 PyObject* igraphmodule_EdgeSeq_new(PyTypeObject *subtype,
-	PyObject *args, PyObject *kwds) {
+  PyObject *args, PyObject *kwds) {
   igraphmodule_EdgeSeqObject* o;
 
   o=(igraphmodule_EdgeSeqObject*)PyType_GenericNew(subtype, args, kwds);
@@ -124,7 +124,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
     }
     igraph_es_1(&es, (igraph_integer_t)idx);
   } else {
-	/* We selected multiple edges */
+  /* We selected multiple edges */
     igraph_vector_int_t v;
     igraph_integer_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_int_t(esobj, &v))
@@ -228,9 +228,17 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
       }
       break;
 
+    case IGRAPH_ES_NONE:
+      break;
+
     /* TODO: IGRAPH_ES_PAIRS, IGRAPH_ES_ADJ, IGRAPH_ES_PATH,
        IGRAPH_ES_MULTIPATH - someday :) They are unused yet in the Python
        interface */
+
+    default:
+      return PyErr_Format(
+        igraphmodule_InternalError, "unsupported edge selector type: %d", igraph_es_type(&self->es)
+      );
   }
   if (idx < 0) {
     PyErr_SetString(PyExc_IndexError, "edge index out of range");
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3f9b5b812..f5d46e09e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6352,18 +6352,18 @@ typedef struct {
   PyObject* graph;
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
-igraph_bool_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    igraph_vector_t *vids, int isoclass, void* extra) {
+igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
+    igraph_vector_int_t *vids, int isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
   PyObject* result;
   igraph_bool_t retval;
 
-  vector = igraphmodule_vector_t_to_PyList(vids, IGRAPHMODULE_TYPE_INT);
+  vector = igraphmodule_vector_int_t_to_PyList(vids);
   if (vector == NULL) {
     /* Error in conversion, return 1 */
-    return 1;
+    return IGRAPH_FAILURE;
   }
 
   result = PyObject_CallFunction(data->func, "OOi", data->graph, vector, isoclass);
@@ -6371,13 +6371,13 @@ igraph_bool_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph
 
   if (result == NULL) {
     /* Error in callback, return 1 */
-    return 1;
+    return IGRAPH_FAILURE;
   }
 
   retval = PyObject_IsTrue(result);
   Py_DECREF(result);
 
-  return retval;
+  return retval ? IGRAPH_STOP : IGRAPH_SUCCESS;
 }
 
 /** \ingroup python_interface_graph
@@ -8819,17 +8819,17 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
 
   map12_o = igraphmodule_vector_int_t_to_PyList(map12);
   if (map12_o == NULL) {
-    /* Error in conversion, return 0 to stop the search */
+    /* Error in conversion, return an error code */
     PyErr_WriteUnraisable(data->callback_fn);
-    return 0;
+    return IGRAPH_FAILURE;
   }
 
   map21_o = igraphmodule_vector_int_t_to_PyList(map21);
   if (map21_o == NULL) {
-    /* Error in conversion, return 0 to stop the search */
+    /* Error in conversion, return an error code */
     PyErr_WriteUnraisable(data->callback_fn);
     Py_DECREF(map21_o);
-    return 0;
+    return IGRAPH_FAILURE;
   }
 
   result = PyObject_CallFunction(data->callback_fn, "OOOO", data->graph1, data->graph2,
@@ -8838,15 +8838,15 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
   Py_DECREF(map21_o);
 
   if (result == NULL) {
-    /* Error in callback, return 0 */
+    /* Error in callback, return an error code */
     PyErr_WriteUnraisable(data->callback_fn);
-    return 0;
+    return IGRAPH_FAILURE;
   }
 
   retval = PyObject_IsTrue(result);
   Py_DECREF(result);
 
-  return retval;
+  return retval ? IGRAPH_SUCCESS : IGRAPH_STOP;
 }
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 4b2e83a3b..08cc5a002 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -213,6 +213,8 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
         idx = self->vs.data.vid;
       }
       break;
+    case IGRAPH_VS_NONE:
+      break;
     case IGRAPH_VS_SEQ:
       if (i < 0) {
         i = self->vs.data.seq.to - self->vs.data.seq.from + i;
@@ -223,6 +225,10 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
       break;
     /* TODO: IGRAPH_VS_ADJ, IGRAPH_VS_NONADJ - someday :) They are unused
        yet in the Python interface */
+    default:
+      return PyErr_Format(
+        igraphmodule_InternalError, "unsupported vertex selector type: %d", igraph_vs_type(&self->vs)
+      );
   }
 
   if (idx < 0) {

From 251a89cd21ff44822c710ec135de79271659d6e6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 09:29:43 +0200
Subject: [PATCH 0351/1681] feat: added 'test' extra to install all
 dependencies needed for unit tests

---
 .github/workflows/build.yml | 1 +
 setup.py                    | 5 ++++-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6a0affaf7..83ef87eb1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,6 +3,7 @@ name: Build and test, upload to PyPI on release
 on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m unittest -vvv"
+  CIBW_TEST_EXTRAS: "test"
   CIBW_SKIP: "cp27-* pp27-* cp35-*"
 
 jobs:
diff --git a/setup.py b/setup.py
index 127a0863b..2aaa15a6c 100644
--- a/setup.py
+++ b/setup.py
@@ -788,7 +788,10 @@ def use_educated_guess(self):
     packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
-    extras_require={"plotting": ["cairocffi>=1.2.0"]},
+    extras_require={
+        "plotting": ["cairocffi>=1.2.0"],
+        "test": ["networkx>=2.6.2", "numpy>=1.21.2", "pandas>=1.3.2", "scipy>=1.7.1"]
+    },
     headers=headers,
     platforms="ALL",
     keywords=[

From 8c15abb6659ae470e030cafa6ca442cd2744c2f5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 09:36:18 +0200
Subject: [PATCH 0352/1681] style: blackened setup.py

---
 setup.py | 80 ++++++++++++++++++++++++++++++++++++++++++--------------
 1 file changed, 61 insertions(+), 19 deletions(-)

diff --git a/setup.py b/setup.py
index 2aaa15a6c..ced505305 100644
--- a/setup.py
+++ b/setup.py
@@ -265,26 +265,36 @@ def compile_in(self, source_folder, build_folder, install_folder):
 
         print("Running build...")
         # We are _not_ using a parallel build; this is intentional, see igraph/igraph#1755
-        retcode = subprocess.call(
-            [cmake, "--build", ".", "--config", "Release"]
-        )
+        retcode = subprocess.call([cmake, "--build", ".", "--config", "Release"])
         if retcode:
             return False
 
         print("Installing build...")
-        retcode = subprocess.call([cmake, "--install", ".", "--prefix", str(install_folder), "--config", "Release"])
+        retcode = subprocess.call(
+            [
+                cmake,
+                "--install",
+                ".",
+                "--prefix",
+                str(install_folder),
+                "--config",
+                "Release",
+            ]
+        )
         if retcode:
             return False
 
         pkgconfig_candidates = [
             install_folder / "lib" / "pkgconfig" / "igraph.pc",
-            install_folder / "lib64" / "pkgconfig" / "igraph.pc"
+            install_folder / "lib64" / "pkgconfig" / "igraph.pc",
         ]
         for candidate in pkgconfig_candidates:
             if candidate.exists():
                 return self.parse_pkgconfig_file(candidate)
 
-        raise RuntimeError("no igraph.pc was found in the installation folder of igraph")
+        raise RuntimeError(
+            "no igraph.pc was found in the installation folder of igraph"
+        )
 
 
 ###########################################################################
@@ -395,12 +405,16 @@ def run(self):
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_LIBRARIES" in os.environ:
-                    extra_libraries = os.environ["IGRAPH_EXTRA_LIBRARIES"].split(',')
+                    extra_libraries = os.environ["IGRAPH_EXTRA_LIBRARIES"].split(",")
                     buildcfg.libraries.extend(extra_libraries)
 
                 # Override static specification based on environment variable
                 if "IGRAPH_STATIC_EXTENSION" in os.environ:
-                    if os.environ["IGRAPH_STATIC_EXTENSION"].lower() in ['true', '1', 'on']:
+                    if os.environ["IGRAPH_STATIC_EXTENSION"].lower() in [
+                        "true",
+                        "1",
+                        "on",
+                    ]:
                         buildcfg.static_extension = True
                     else:
                         buildcfg.static_extension = False
@@ -417,7 +431,9 @@ def run(self):
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
-                    extra_libraries = os.environ["IGRAPH_EXTRA_DYNAMIC_LIBRARIES"].split(',')
+                    extra_libraries = os.environ[
+                        "IGRAPH_EXTRA_DYNAMIC_LIBRARIES"
+                    ].split(",")
                     buildcfg.libraries.extend(extra_libraries)
 
                 # Remove C++ standard library as we will use the C++ linker
@@ -485,24 +501,38 @@ def run(self):
                     cwd = os.getcwd()
                     try:
                         os.chdir(igraph_source_repo)
-                        version = subprocess.check_output("git describe", shell=True).decode("utf-8").strip()
+                        version = (
+                            subprocess.check_output("git describe", shell=True)
+                            .decode("utf-8")
+                            .strip()
+                        )
                     finally:
                         os.chdir(cwd)
 
                 # If we still don't have a version number, try to parse it from
                 # include/igraph_version.h
                 if not version:
-                    version_header = os.path.join(igraph_build_dir, "include", "igraph_version.h")
+                    version_header = os.path.join(
+                        igraph_build_dir, "include", "igraph_version.h"
+                    )
                     if not os.path.exists(version_header):
-                        raise RuntimeError("You need to build the C core of igraph first before generating a source tarball of python-igraph")
+                        raise RuntimeError(
+                            "You need to build the C core of igraph first before generating a source tarball of python-igraph"
+                        )
 
                     with open(version_header, "r") as fp:
-                        lines = [line.strip() for line in fp if line.startswith("#define IGRAPH_VERSION ")]
+                        lines = [
+                            line.strip()
+                            for line in fp
+                            if line.startswith("#define IGRAPH_VERSION ")
+                        ]
                         if len(lines) == 1:
                             version = lines[0].split('"')[1]
 
                 if not isinstance(version, str) or len(version) < 5:
-                    raise RuntimeError(f"Cannot determine the version number of the C core in {igraph_source_repo}")
+                    raise RuntimeError(
+                        f"Cannot determine the version number of the C core in {igraph_source_repo}"
+                    )
 
                 if not is_git_repo(igraph_source_repo):
                     # python-igraph was extracted from an official tarball so
@@ -515,9 +545,14 @@ def run(self):
                     # Copy the generated parser sources from the build folder
                     parser_dir = os.path.join(igraph_build_dir, "src", "io", "parsers")
                     if os.path.isdir(parser_dir):
-                        shutil.copytree(parser_dir, os.path.join(igraph_source_repo, "src", "io", "parsers"))
+                        shutil.copytree(
+                            parser_dir,
+                            os.path.join(igraph_source_repo, "src", "io", "parsers"),
+                        )
                     else:
-                        raise RuntimeError(f"You need to build the C core of igraph first before generating a source tarball of python-igraph")
+                        raise RuntimeError(
+                            f"You need to build the C core of igraph first before generating a source tarball of python-igraph"
+                        )
 
                     # Add a version file to the tarball
                     with open(version_file, "w") as fp:
@@ -700,7 +735,9 @@ def use_vendored_igraph(self):
                 buildcfg.library_dirs.append(str(candidate))
                 break
         else:
-            raise RuntimeError("cannot detect igraph library dir within " + str(vendor_dir))
+            raise RuntimeError(
+                "cannot detect igraph library dir within " + str(vendor_dir)
+            )
 
         if not buildcfg.static_extension:
             buildcfg.static_extension = "only_igraph"
@@ -754,7 +791,6 @@ def use_educated_guess(self):
 buildcfg.process_args_from_command_line()
 
 
-
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
 sources.append(os.path.join("src", "_igraph", "force_cpp_linker.cpp"))
@@ -790,7 +826,13 @@ def use_educated_guess(self):
     install_requires=["texttable>=1.6.2"],
     extras_require={
         "plotting": ["cairocffi>=1.2.0"],
-        "test": ["networkx>=2.6.2", "numpy>=1.21.2", "pandas>=1.3.2", "scipy>=1.7.1"]
+        "test": [
+            "networkx>=2.6.2",
+            "numpy>=1.21.2",
+            "pandas>=1.3.2",
+            "scipy>=1.7.1",
+            "pytest>=6.2.5",
+        ],
     },
     headers=headers,
     platforms="ALL",

From 74d3771130bfedcff5a213e049096a3c57bc36b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 09:36:30 +0200
Subject: [PATCH 0353/1681] test: use pytest as test runner

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 83ef87eb1..7d0354422 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,7 +2,7 @@ name: Build and test, upload to PyPI on release
 
 on: [push, pull_request]
 env:
-  CIBW_TEST_COMMAND: "cd {project} && python -m unittest -vvv"
+  CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
   CIBW_SKIP: "cp27-* pp27-* cp35-*"
 

From fe946fd7808520b7b02aba49f553c148fb3a81cc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 10:03:13 +0200
Subject: [PATCH 0354/1681] fix: started sorting out integer conversions and
 getting rid of unnecessary casts

---
 src/_igraph/convert.c         | 81 ++++++++++++++++++-----------------
 src/_igraph/vertexseqobject.c | 52 ++++++++++++----------
 2 files changed, 71 insertions(+), 62 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c36664d2e..ad261fccf 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -794,13 +794,16 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int PyLong_to_integer_t(PyObject* obj, int* v) {
+int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
   if (IGRAPH_INTEGER_SIZE == 64) {
-      *v = (igraph_integer_t)PyLong_AsLong(obj);
+    /* here the assumption is that sizeof(long long) == 64 bits; anyhow, this
+     * is the widest integer type that we can convert a PyLong to so we cannot
+     * do any better than this */
+    *v = PyLong_AsLongLong(obj);
   } else {
-      int dummy;
-     PyLong_AsInt(obj, &dummy);
-      *v = (igraph_integer_t)dummy;
+    int dummy;
+    PyLong_AsInt(obj, &dummy);
+    *v = (igraph_integer_t)dummy;
   }
   return 0;
 }
@@ -815,7 +818,8 @@ int PyLong_to_integer_t(PyObject* obj, int* v) {
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
-  int retval, num;
+  int retval;
+  igraph_integer_t num;
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
@@ -1093,10 +1097,10 @@ int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v)
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v) {
-  PyObject *item;
-  int value=0;
+  PyObject *it = 0, *item;
+  igraph_integer_t value = 0;
   Py_ssize_t i, j, k;
-  int ok, retval;
+  int ok;
 
   if (PyBaseString_Check(list)) {
     /* It is highly unlikely that a string (although it is a sequence) will
@@ -1107,24 +1111,20 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
 
   if (!PySequence_Check(list)) {
     /* try to use an iterator */
-    PyObject *it = PyObject_GetIter(list);
+    it = PyObject_GetIter(list);
     if (it) {
-      PyObject *item;
-      igraph_vector_int_init(v, 0);
+      if (igraph_vector_int_init(v, 0)) {
+        igraphmodule_handle_igraph_error();
+        Py_DECREF(it);
+        return 1;
+      }
+
       while ((item = PyIter_Next(it)) != 0) {
-        ok = 1;
         if (!PyNumber_Check(item)) {
           PyErr_SetString(PyExc_TypeError, "iterable must return numbers");
-          ok=0;
+          ok = 0;
         } else {
-          PyObject *item2 = PyNumber_Long(item);
-          if (item2 == 0) {
-            PyErr_SetString(PyExc_TypeError, "can't convert a list item to integer");
-            ok = 0;
-          } else {
-            ok = (PyLong_AsInt(item, &value) == 0);
-            Py_DECREF(item2);
-          }
+          ok = (igraphmodule_PyObject_to_integer_t(item, &value) == 0);
         }
 
         if (ok == 0) {
@@ -1133,6 +1133,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
           Py_DECREF(it);
           return 1;
         }
+
         if (igraph_vector_int_push_back(v, value)) {
           igraphmodule_handle_igraph_error();
           igraph_vector_int_destroy(v);
@@ -1140,43 +1141,44 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
           Py_DECREF(it);
           return 1;
         }
+
         Py_DECREF(item);
       }
+
       Py_DECREF(it);
-      return 0;
     } else {
       PyErr_SetString(PyExc_TypeError, "sequence or iterable expected");
       return 1;
     }
+
     return 0;
   }
 
-  j=PySequence_Size(list);
-  igraph_vector_int_init(v, j);
-  for (i=0, k=0; i<j; i++) {
-    item=PySequence_GetItem(list, i);
+  j = PySequence_Size(list);
+
+  if (igraph_vector_int_init(v, j)) {
+    igraphmodule_handle_igraph_error();
+    Py_XDECREF(it);
+    return 1;
+  }
+
+  for (i = 0, k = 0; i < j; i++) {
+    item = PySequence_GetItem(list, i);
     if (item) {
-      ok=1;
       if (!PyNumber_Check(item)) {
         PyErr_SetString(PyExc_TypeError, "sequence elements must be integers");
-        ok=0;
+        ok = 0;
       } else {
-        PyObject *item2 = PyNumber_Long(item);
-        if (item2 == 0) {
-          PyErr_SetString(PyExc_TypeError, "can't convert sequence element to int");
-          ok=0;
-        } else {
-          retval = PyLong_AsInt(item2, &value);
-          if (retval)
-            ok = 0;
-          Py_DECREF(item2);
-        }
+        ok = (igraphmodule_PyObject_to_integer_t(item, &value) == 0);
       }
+
       Py_XDECREF(item);
+
       if (!ok) {
         igraph_vector_int_destroy(v);
         return 1;
       }
+
       VECTOR(*v)[k]=value;
       k++;
     } else {
@@ -1187,6 +1189,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
       return 1;
     }
   }
+
   return 0;
 }
 
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 08cc5a002..3c015a3ba 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -116,11 +116,17 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     igraph_vs_all(&vs);
   } else if (PyLong_Check(vsobj)) {
     /* We selected a single vertex */
-    long int idx = PyLong_AsLong(vsobj);
+    igraph_integer_t idx;
+
+    if (igraphmodule_PyObject_to_integer_t(vsobj, &idx)) {
+      return -1;
+    }
+
     if (idx < 0 || idx >= igraph_vcount(&((igraphmodule_GraphObject*)g)->g)) {
       PyErr_SetString(PyExc_ValueError, "vertex index out of range");
       return -1;
     }
+
     igraph_vs_1(&vs, (igraph_integer_t)idx);
   } else {
     igraph_vector_int_t v;
@@ -252,7 +258,7 @@ PyObject* igraphmodule_VertexSeq_attribute_names(igraphmodule_VertexSeqObject* s
 PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObject* self, PyObject* o) {
   igraphmodule_GraphObject *gr = self->gref;
   PyObject *result=0, *values, *item;
-  long int i, n;
+  igraph_integer_t i, n;
 
   if (!igraphmodule_attribute_name_check(o))
     return 0;
@@ -275,7 +281,7 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
       result = PyList_New(n);
       if (!result) return 0;
 
-      for (i=0; i<n; i++) {
+      for (i = 0; i < n; i++) {
         item = PyList_GET_ITEM(values, i);
         Py_INCREF(item);
         PyList_SET_ITEM(result, i, item);
@@ -288,11 +294,12 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
       result = PyList_New(n);
       if (!result) return 0;
 
-      for (i=0; i<n; i++) {
-        item = PyList_GET_ITEM(values, (long)VECTOR(*self->vs.data.vecptr)[i]);
+      for (i = 0; i < n; i++) {
+        item = PyList_GET_ITEM(values, VECTOR(*self->vs.data.vecptr)[i]);
         Py_INCREF(item);
         PyList_SET_ITEM(result, i, item);
       }
+
       break;
 
     case IGRAPH_VS_SEQ:
@@ -300,11 +307,12 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
       result = PyList_New(n);
       if (!result) return 0;
 
-      for (i=0; i<n; i++) {
-        item = PyList_GET_ITEM(values, (long)self->vs.data.seq.from+i);
+      for (i = 0; i < n; i++) {
+        item = PyList_GET_ITEM(values, self->vs.data.seq.from + i);
         Py_INCREF(item);
         PyList_SET_ITEM(result, i, item);
       }
+
       break;
 
     default:
@@ -315,7 +323,7 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
 }
 
 PyObject* igraphmodule_VertexSeq_get_attribute_values_mapping(igraphmodule_VertexSeqObject *self, PyObject *o) {
-  long int index;
+  Py_ssize_t index;
 
   /* Handle integer indices according to the sequence protocol */
   if (PyIndex_Check(o)) {
@@ -350,7 +358,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t vs;
-  long i, j, n, no_of_nodes;
+  igraph_integer_t i, j, n, no_of_nodes;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_VERTEX];
@@ -382,10 +390,10 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   }
 
   n=PySequence_Size(values);
-  if (n<0) return -1;
+  if (n < 0) return -1;
 
   if (igraph_vs_type(&self->vs) == IGRAPH_VS_ALL) {
-    no_of_nodes = (long)igraph_vcount(&gr->g);
+    no_of_nodes = igraph_vcount(&gr->g);
     if (n == 0 && no_of_nodes > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
       return -1;
@@ -395,7 +403,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
     list = PyDict_GetItem(dict, attrname);
     if (list != 0) {
       /* Yes, we have. Modify its items to the items found in values */
-      for (i=0, j=0; i<no_of_nodes; i++, j++) {
+      for (i = 0, j = 0; i < no_of_nodes; i++, j++) {
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
         if (item == 0) return -1;
@@ -410,7 +418,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
        * in the dict, create a new list and copy everything */
       list = PyList_New(no_of_nodes);
       if (list == 0) return -1;
-      for (i=0, j=0; i<no_of_nodes; i++, j++) {
+      for (i = 0, j = 0; i < no_of_nodes; i++, j++) {
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
         if (item == 0) { Py_DECREF(list); return -1; }
@@ -436,7 +444,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       igraph_vector_int_destroy(&vs);
       return -1;
     }
-    no_of_nodes = (long)igraph_vector_int_size(&vs);
+    no_of_nodes = igraph_vector_int_size(&vs);
     if (n == 0 && no_of_nodes > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
       igraph_vector_int_destroy(&vs);
@@ -454,7 +462,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
           return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        if (PyList_SetItem(list, (long)VECTOR(vs)[i], item)) {
+        if (PyList_SetItem(list, VECTOR(vs)[i], item)) {
           Py_DECREF(item);
           igraph_vector_int_destroy(&vs);
           return -1;
@@ -465,7 +473,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      long n2 = igraph_vcount(&gr->g);
+      igraph_integer_t n2 = igraph_vcount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
         igraph_vector_int_destroy(&vs);
@@ -483,7 +491,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, (long)VECTOR(vs)[i], item);
+        PyList_SET_ITEM(list, VECTOR(vs)[i], item);
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       igraph_vector_int_destroy(&vs);
@@ -591,8 +599,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   PyObject *args) {
   igraphmodule_VertexSeqObject *result;
   igraphmodule_GraphObject *gr;
-  igraph_integer_t igraph_idx;
-  long i, j, n, m;
+  igraph_integer_t igraph_idx, i, j, n, m;
 
   gr=self->gref;
   result=igraphmodule_VertexSeq_copy(self);
@@ -681,15 +688,14 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
-        long idx;
-        if (!PyLong_Check(item2)) {
+        igraph_integer_t idx;
+        if (igraphmodule_PyObject_to_integer_t(item2, &idx)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "vertex indices expected");
           igraph_vector_int_destroy(&v);
           igraph_vector_int_destroy(&v2);
           return NULL;
         }
-        idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "vertex index out of range");
           igraph_vector_int_destroy(&v);
@@ -794,7 +800,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
             igraph_vector_int_destroy(&v2);
             return NULL;
           }
-          if (igraph_vector_int_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_int_push_back(&v, VECTOR(v2)[igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();

From 499642686e65feb7aec063bb5f5cb5bac01a3b60 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 10:11:12 +0200
Subject: [PATCH 0355/1681] fix: invalidate cached C core if it is updated

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d0354422..7ea5de7b5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -75,7 +75,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}
+          key: C-core-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python

From 2e5bb504cf8c718149b5e356b2cce4adbef82127 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 10:15:06 +0200
Subject: [PATCH 0356/1681] fix: another attempt at cache invalidaiton

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ea5de7b5..250fecafc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -75,7 +75,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v2-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python

From 144876c5a39000819e64bb3ab5114074476e90d8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 14:49:18 +0200
Subject: [PATCH 0357/1681] fix: yet another attempt at cache invalidation

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 250fecafc..e8c785feb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -75,7 +75,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v2-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v1-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -126,7 +126,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-build-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.gitmodules') }}-
+          key: C-core-build-v1-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - name: Cache VCPKG
         uses: actions/cache@v2
@@ -176,7 +176,7 @@ jobs:
           path: |
             vendor/build
             vendor/install
-          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}-4
+          key: C-core-v1-${{ runner.os }}-${{ hashFiles('.gitmodules') }}-4
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core

From 49e2dbf157e8bc3b3b15dd8e9a3f66736d105fe6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 14:59:11 +0200
Subject: [PATCH 0358/1681] fix: fall back to earlier versions of test
 dependencies so they support Python 3.6

---
 setup.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index ced505305..25fce3f4d 100644
--- a/setup.py
+++ b/setup.py
@@ -827,10 +827,10 @@ def use_educated_guess(self):
     extras_require={
         "plotting": ["cairocffi>=1.2.0"],
         "test": [
-            "networkx>=2.6.2",
-            "numpy>=1.21.2",
-            "pandas>=1.3.2",
-            "scipy>=1.7.1",
+            "networkx>=2.5",
+            "numpy>=1.19.0",
+            "pandas>=1.1.0",
+            "scipy>=1.5.0",
             "pytest>=6.2.5",
         ],
     },

From 8d4a3cf2ca6ad4622559323806fde72793cf3794 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 15:18:22 +0200
Subject: [PATCH 0359/1681] chore: updated vendored igraph to fix a compilation
 problem with PRId32 / PRId64

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fb17862e3..6f154c7ac 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fb17862e3c8096171449b1680581a3b1e55e8a29
+Subproject commit 6f154c7ac0946f7a0baf1ce403c520cacf6035d7

From 6fad0780bb33c7d550296c3839a2cff828819b9c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 15:53:40 +0200
Subject: [PATCH 0360/1681] test: don't attempt to install complicated test
 dependencies on PyPy

---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index 25fce3f4d..3f79ddb63 100644
--- a/setup.py
+++ b/setup.py
@@ -828,10 +828,10 @@ def use_educated_guess(self):
         "plotting": ["cairocffi>=1.2.0"],
         "test": [
             "networkx>=2.5",
-            "numpy>=1.19.0",
-            "pandas>=1.1.0",
-            "scipy>=1.5.0",
             "pytest>=6.2.5",
+            'numpy>=1.19.0 ; platform_python_implementation != "pypy"',
+            'pandas>=1.1.0 ; platform_python_implementation != "pypy"',
+            'scipy>=1.5.0 ; platform_python_implementation != "pypy"',
         ],
     },
     headers=headers,

From 75db285ce2d521788ac034961b0d4ddb58c5c4f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 21:34:50 +0200
Subject: [PATCH 0361/1681] chore: make it clear in setup.py that we don't
 support Python <3.6

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 3f79ddb63..ac341ad21 100644
--- a/setup.py
+++ b/setup.py
@@ -834,6 +834,7 @@ def use_educated_guess(self):
             'scipy>=1.5.0 ; platform_python_implementation != "pypy"',
         ],
     },
+    python_requires=">=3.6",
     headers=headers,
     platforms="ALL",
     keywords=[

From 0ce1d508be3f420fb014ca404224dc70f44194b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 21:36:56 +0200
Subject: [PATCH 0362/1681] fix: fix PyPy detection in test dependencies in
 setup.py

---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index ac341ad21..573ef7ae6 100644
--- a/setup.py
+++ b/setup.py
@@ -829,9 +829,9 @@ def use_educated_guess(self):
         "test": [
             "networkx>=2.5",
             "pytest>=6.2.5",
-            'numpy>=1.19.0 ; platform_python_implementation != "pypy"',
-            'pandas>=1.1.0 ; platform_python_implementation != "pypy"',
-            'scipy>=1.5.0 ; platform_python_implementation != "pypy"',
+            'numpy>=1.19.0 ; platform_python_implementation != "PyPy"',
+            'pandas>=1.1.0 ; platform_python_implementation != "PyPy"',
+            'scipy>=1.5.0 ; platform_python_implementation != "PyPy"',
         ],
     },
     python_requires=">=3.6",

From ae8bc40e9ecba0e2cca2e4b063b32eaaa3867114 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Sep 2021 23:33:34 +0200
Subject: [PATCH 0363/1681] fix: trying alternative format for PyPy detection
 in setup.py extras

---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index 573ef7ae6..b97a8904a 100644
--- a/setup.py
+++ b/setup.py
@@ -829,9 +829,9 @@ def use_educated_guess(self):
         "test": [
             "networkx>=2.5",
             "pytest>=6.2.5",
-            'numpy>=1.19.0 ; platform_python_implementation != "PyPy"',
-            'pandas>=1.1.0 ; platform_python_implementation != "PyPy"',
-            'scipy>=1.5.0 ; platform_python_implementation != "PyPy"',
+            "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
+            "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
+            "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
         ],
     },
     python_requires=">=3.6",

From 3f65848ff5e40a1e9496c7a977757513bc362c55 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 4 Sep 2021 00:30:12 +0200
Subject: [PATCH 0364/1681] fix: restrict Pandas version in unit tests to
 ensure that we have wheels for all CPython versions

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index b97a8904a..3ed791065 100644
--- a/setup.py
+++ b/setup.py
@@ -830,7 +830,7 @@ def use_educated_guess(self):
             "networkx>=2.5",
             "pytest>=6.2.5",
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
-            "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
+            "pandas>=1.1.0,<1.3.1; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
         ],
     },

From 98d6b47edd500d16e78fbcafd7649b00712ed750 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 4 Sep 2021 10:13:45 +0200
Subject: [PATCH 0365/1681] fix: numpy_to_contiguous_memoryview() now works for
 64-bit and 32-bit igraph as well

---
 src/_igraph/igraphmodule.c |  2 ++
 src/igraph/utils.py        | 11 ++++++-----
 2 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 31946354e..e8639c366 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -904,6 +904,8 @@ PyObject* PyInit__igraph(void)
   PyModule_AddIntConstant(m, "LOOPS_SW", IGRAPH_LOOPS_SW);
   PyModule_AddIntConstant(m, "MULTI_SW", IGRAPH_MULTI_SW);
 
+  PyModule_AddIntConstant(m, "INTEGER_SIZE", IGRAPH_INTEGER_SIZE);
+
   /* More useful constants */
   {
     const char* version;
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 8cc381cb4..e1bce6541 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -60,19 +60,20 @@ def numpy_to_contiguous_memoryview(obj):
     """
     # Deferred import to prevent a hard dependency on NumPy
     from numpy import int32, int64, require
+    from igraph._igraph import INTEGER_SIZE
 
     # TODO: we used to export to double, which is only dependent on the
     # architecture. Now with integers and a compile-time flag, we have
     # to figure out what is the integer bitness of the underlying C core.
     # Think of how to do that, for now default to 64 bit ints!
-    size = 8
-    #size = sizeof(c_double)
-    if size == 8:
+    if INTEGER_SIZE == 64:
         dtype = int64
-    elif size == 4:
+    elif INTEGER_SIZE == 32:
         dtype = int32
     else:
-        raise TypeError("size of C double (%d bytes) is not supported" % size)
+        raise TypeError(
+            f"size of igraph_integer_t in the C layer ({INTEGER_SIZE} bits) is not supported"
+        )
 
     return memoryview(require(obj, dtype=dtype, requirements="AC"))
 

From 8a796015c0ec1ebfb480e509f590b02f62e2efc6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 4 Sep 2021 10:19:18 +0200
Subject: [PATCH 0366/1681] fix: conversion from memoryview to edge list needs
 to rely on the size of igraph_integer_t now

---
 src/_igraph/convert.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index ad261fccf..f50fb313a 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1516,9 +1516,9 @@ int igraphmodule_PyObject_to_edgelist(
   if (PyMemoryView_Check(list)) {
     buffer = PyMemoryView_GET_BUFFER(list);
 
-    if (buffer->itemsize != sizeof(igraph_real_t)) {
+    if (buffer->itemsize != sizeof(igraph_integer_t)) {
       PyErr_SetString(
-        PyExc_TypeError, "item size of buffer must match the size of igraph_real_t"
+        PyExc_TypeError, "item size of buffer must match the size of igraph_integer_t"
       );
       return 1;
     }

From 426b43d715917138e2d835550fe7bb4adef1e3a3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 4 Sep 2021 23:30:46 +0200
Subject: [PATCH 0367/1681] fix: conversion improvements, slowly getting rid of
 (long) casts

---
 src/_igraph/convert.c     | 218 +++++++++++++++++++++++++-------------
 src/_igraph/convert.h     |   8 +-
 src/_igraph/graphobject.c |   2 +-
 3 files changed, 150 insertions(+), 78 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index f50fb313a..46080a8d0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1258,6 +1258,48 @@ int igraphmodule_PyObject_to_vector_bool_t(PyObject *list,
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_integer_t to a Python integer
+ *
+ * \param value the \c igraph_integer_t value to be converted
+ * \return the Python integer as a \c PyObject*, or \c NULL if an
+ * error occurred
+ */
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
+#if IGRAPH_INTEGER_SIZE == 32
+  /* minimum size of a long is 32 bits so we are okay */
+  return PyLong_FromLong(value);
+#elif IGRAPH_INTEGER_SIZE == 64
+  /* minimum size of a long long is 64 bits so we are okay */
+  return PyLong_FromLongLong(value);
+#else
+#  error "Unknown igraph_integer_t size"
+#endif
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_real_t to a Python float or integer
+ *
+ * \param value the \c igraph_real_t value to be converted
+ * \return the Python float or integer as a \c PyObject*, or \c NULL if an
+ * error occurred
+ */
+PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type) {
+  if (type == IGRAPHMODULE_TYPE_INT) {
+    if (!igraph_finite(value)) {
+      return PyFloat_FromDouble(value);
+    } else {
+      return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
+    }
+  } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
+    return PyFloat_FromDouble(value);
+  } else {
+    Py_RETURN_NONE;
+  }
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_bool_t to a Python boolean list
@@ -1291,28 +1333,22 @@ PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v) {
  * \param v the \c igraph_vector_t containing the vector to be converted
  * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
-    igraphmodule_conv_t type) {
+PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v, igraphmodule_conv_t type) {
   PyObject *list, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_size(v);
-  if (n<0) return igraphmodule_handle_igraph_error();
+  n = igraph_vector_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
-    if (type == IGRAPHMODULE_TYPE_INT) {
-      if (!igraph_finite(VECTOR(*v)[i])) {
-        item = PyFloat_FromDouble((double)VECTOR(*v)[i]);
-      } else {
-        item = PyLong_FromLong((long)VECTOR(*v)[i]);
-      }
-    } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
-      item=PyFloat_FromDouble((double)VECTOR(*v)[i]);
-    } else {
-      item=Py_None;
-      Py_INCREF(item);
-    }
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_real_t_to_PyObject(VECTOR(*v)[i], type);
     if (!item) {
       Py_DECREF(list);
       return NULL;
@@ -1335,13 +1371,17 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
   Py_ssize_t n, i;
 
   n = igraph_vector_int_size(v);
-  if (n<0)
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
-    /* TODO: what if igraph_integer_t is larger than a long? */
-    item = PyLong_FromLong((long)VECTOR(*v)[i]);
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(list);
       return NULL;
@@ -1356,6 +1396,9 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_int_t to a Python integer list, with nan
  *
+ * This function works like \ref igraphmodyle_vector_int_t_to_PyList but it maps
+ * one distinguished value in the vector to NaN.
+ *
  * \param v the \c igraph_vector_int_t containing the vector to be converted
  * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
  */
@@ -1365,16 +1408,21 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
   igraph_integer_t val;
 
   n = igraph_vector_int_size(v);
-  if (n<0)
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
     val = VECTOR(*v)[i];
     if (val == nanvalue) {
       item = Py_BuildValue("d", NAN);
     } else {
-      item = PyLong_FromLong((long)val);
+      item = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[i]);
     }
     if (!item) {
       Py_DECREF(list);
@@ -1391,22 +1439,31 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
  * \brief Converts an igraph \c igraph_vector_t to a Python integer tuple
  *
  * \param v the \c igraph_vector_t containing the vector to be converted
- * \return the Python integer tuple as a \c PyObject*, or \c NULL if an error occurred
+ * \param type the type of conversion. If equals to IGRAPHMODULE_TYPE_INT,
+ *        returns an integer tuple, else returns a float tuple.
+ * \return the Python integer or float tuple as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
-  PyObject* tuple;
+PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v, igraphmodule_conv_t type) {
+  PyObject *tuple, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_size(v);
-  if (n<0) return igraphmodule_handle_igraph_error();
+  n = igraph_vector_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
 
-  tuple=PyTuple_New(n);
-  for (i=0; i<n; i++) {
-    PyObject *item=PyLong_FromLong((long)VECTOR(*v)[i]);
+  tuple = PyTuple_New(n);
+  if (!tuple) {
+    return NULL;
+  }
+  
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_real_t_to_PyObject(VECTOR(*v)[i], type);
     if (!item) {
       Py_DECREF(tuple);
       return NULL;
     }
+
     PyTuple_SET_ITEM(tuple, i, item);
   }
 
@@ -1421,15 +1478,21 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v) {
  * \return the Python integer tuple as a \c PyObject*, or \c NULL if an error occurred
  */
 PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
-  PyObject* tuple;
+  PyObject *tuple, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_int_size(v);
-  if (n<0) return igraphmodule_handle_igraph_error();
+  n = igraph_vector_int_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
 
-  tuple=PyTuple_New(n);
-  for (i=0; i<n; i++) {
-    PyObject *item=PyLong_FromLong((long)VECTOR(*v)[i]);
+  tuple = PyTuple_New(n);
+  if (!tuple) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[i]);
     if (!item) {
       Py_DECREF(tuple);
       return NULL;
@@ -1967,27 +2030,27 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
 
    nr = igraph_matrix_nrow(m);
    nc = igraph_matrix_ncol(m);
-   if (nr<0 || nc<0)
+   if (nc < 0 || nc < 0) {
      return igraphmodule_handle_igraph_error();
+   }
 
    // create a new Python list
-   list=PyList_New(nr);
+   list = PyList_New(nr);
+   if (!list) {
+     return NULL;
+   }
+
    // populate the list with data
-   for (i=0; i<nr; i++) {
-    row=PyList_New(nc);
-    for (j=0; j<nc; j++) {
-      if (type==IGRAPHMODULE_TYPE_INT) {
-        // FIXME: something is not right here I think
-        // convert to integers except nan or infinity
-        if (!igraph_finite(MATRIX(*m, i, j)))
-          item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
-        else
-          item=PyLong_FromLong((long)MATRIX(*m, i, j));
-      } else
-        // convert to floats
-        item=PyFloat_FromDouble(MATRIX(*m, i, j));
-
-      if (PyList_SetItem(row, j, item)) {
+   for (i = 0; i < nr; i++) {
+    row = PyList_New(nc);
+    if (!row) {
+      Py_DECREF(list);
+      return NULL;
+    }
+  
+    for (j = 0; j < nc; j++) {
+      item = igraphmodule_real_t_to_PyObject(MATRIX(*m, i, j), type);
+      if (!item || PyList_SetItem(row, j, item)) {
         // error occurred while populating the list, return immediately
         Py_DECREF(row);
         Py_DECREF(list);
@@ -2000,6 +2063,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
       return NULL;
     }
   }
+
   // return the list
   return list;
 }
@@ -2017,22 +2081,29 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
 
    nr = igraph_matrix_int_nrow(m);
    nc = igraph_matrix_int_ncol(m);
-   if (nr<0 || nc<0)
+   if (nr < 0 || nc < 0) {
      return igraphmodule_handle_igraph_error();
+   }
 
    // create a new Python list
-   list=PyList_New(nr);
+   list = PyList_New(nr);
+   if (!list) {
+     return NULL;
+   }
+  
    // populate the list with data
-   for (i=0; i<nr; i++) {
-    row=PyList_New(nc);
-    for (j=0; j<nc; j++) {
+   for (i = 0; i < nr; i++) {
+    row = PyList_New(nc);
+    if (!row) {
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    for (j = 0; j < nc; j++) {
       // convert to integers except nan or infinity
-      if (!igraph_finite(MATRIX(*m, i, j)))
-        item=PyFloat_FromDouble((double)MATRIX(*m, i, j));
-      else
-        item=PyLong_FromLong((long)MATRIX(*m, i, j));
+      item = igraphmodule_integer_t_to_PyObject(MATRIX(*m, i, j));
 
-      if (PyList_SetItem(row, j, item)) {
+      if (!item || PyList_SetItem(row, j, item)) {
         // error occurred while populating the list, return immediately
         Py_DECREF(row);
         Py_DECREF(list);
@@ -2045,6 +2116,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
       return NULL;
     }
   }
+
   // return the list
   return list;
 }
@@ -2570,9 +2642,8 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     *vid = 0;
   } else if (PyLong_Check(o)) {
     /* Single vertex ID */
-    if (PyLong_AsInt(o, &tmp))
+    if (igraphmodule_PyObject_to_integer_t(o, vid)) 
       return 1;
-    *vid = tmp;
   } else if (graph != 0 && PyBaseString_Check(o)) {
     /* Single vertex ID from vertex name */
     if (igraphmodule_get_vertex_id_by_name(graph, o, vid))
@@ -2606,7 +2677,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
   }
 
   if (*vid < 0) {
-    PyErr_Format(PyExc_ValueError, "vertex IDs must be positive, got: %ld", (long)(*vid));
+    PyErr_Format(PyExc_ValueError, "vertex IDs must be non-negative, got: %" IGRAPH_PRId, *vid);
     return 1;
   }
 
@@ -2787,9 +2858,8 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     *eid = 0;
   } else if (PyLong_Check(o)) {
     /* Single edge ID */
-    if (PyLong_AsInt(o, &tmp))
+    if (igraphmodule_PyObject_to_integer_t(o, eid)) 
       return 1;
-    *eid = tmp;
   } else if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_EdgeType)) {
     /* Single edge ID from Edge object */
     igraphmodule_EdgeObject *eo = (igraphmodule_EdgeObject*)o;
@@ -2852,7 +2922,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
   }
 
   if (*eid < 0) {
-    PyErr_Format(PyExc_ValueError, "edge IDs must be positive, got: %ld", (long)(*eid));
+    PyErr_Format(PyExc_ValueError, "edge IDs must be non-negative, got: %" IGRAPH_PRId, *eid);
     return 1;
   }
 
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 033030c5c..f18be5347 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -143,10 +143,12 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
 /* Conversion from igraph types to PyObjects */
 
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value);
+PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type);
+
 PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
-PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v,
-        igraphmodule_conv_t type);
-PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v);
+PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v, igraphmodule_conv_t type);
+PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v,  igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
         const igraph_vector_int_t *v2);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f5d46e09e..23d4d7152 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6564,7 +6564,7 @@ PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyTuple(&result);
+  list = igraphmodule_vector_t_to_PyTuple(&result, IGRAPHMODULE_TYPE_INT);
   igraph_vector_destroy(&result);
 
   return list;

From 73f6bbb58451c98ca38d67f898a533bba77b4f98 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 5 Sep 2021 14:46:23 +0200
Subject: [PATCH 0368/1681] fix: more conversion improvements

---
 src/_igraph/convert.c | 258 ++++++++++++++++++++++++++----------------
 1 file changed, 161 insertions(+), 97 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 46080a8d0..b51aa2211 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1312,12 +1312,17 @@ PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v) {
   PyObject *list, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_bool_size(v);
-  if (n<0)
+  n = igraph_vector_bool_size(v);
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
     item = VECTOR(*v)[i] ? Py_True : Py_False;
     Py_INCREF(item);
     PyList_SET_ITEM(list, i, item);
@@ -1511,29 +1516,52 @@ PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
  * \return the Python integer pair list as a \c PyObject*, or \c NULL if an error occurred
  */
 PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v) {
-   PyObject *list, *pair;
-   long n, i, j;
-
-   n=igraph_vector_int_size(v);
-   if (n<0) return igraphmodule_handle_igraph_error();
-   if (n%2) return igraphmodule_handle_igraph_error();
-
-   /* create a new Python list */
-   n>>=1;
-   list=PyList_New(n);
-
-   /* populate the list with data */
-   for (i=0, j=0; i<n; i++, j+=2) {
-     pair=Py_BuildValue("(ll)", (long)VECTOR(*v)[j], (long)VECTOR(*v)[j+1]);
-     if (pair==NULL || PyList_SetItem(list, i, pair)) {
-       /* error occurred while populating the list, return immediately */
-       Py_DECREF(pair);
-       Py_DECREF(list);
-       return NULL;
-     }
-   }
+   PyObject *list, *pair, *first, *second;
+  Py_ssize_t n, i, j;
+
+  n = igraph_vector_int_size(v);
+  if (n < 0 || n % 2 != 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  /* create a new Python list */
+  n >>= 1;
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  /* populate the list with data */
+  for (i = 0, j = 0; i < n; i++, j += 2) {
+    first = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[j]);
+    if (!first) {
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    second = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[j + 1]);
+    if (!second) {
+      Py_DECREF(first);
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    pair = PyTuple_Pack(2, first, second);
+    if (pair == NULL) {
+      Py_DECREF(second);
+      Py_DECREF(first);
+      Py_DECREF(list);
+      return NULL;
+    }
 
-   return list;
+    Py_DECREF(first);
+    Py_DECREF(second);
+    first = second = 0;
+
+    PyList_SET_ITEM(list, i, pair);
+  }
+
+  return list;
 }
 
 /**
@@ -1982,7 +2010,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts two igraph \c igraph_vector_t vectors to a Python list of integer pairs
+ * \brief Converts two igraph \c igraph_vector_int_t vectors to a Python list of integer pairs
  *
  * \param v1 the \c igraph_vector_int_t containing the 1st vector to be converted
  * \param v2 the \c igraph_vector_int_t containing the 2nd vector to be converted
@@ -1990,28 +2018,51 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
  */
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
     const igraph_vector_int_t *v2) {
-   PyObject *list, *pair;
-   long n, i;
-
-   n=igraph_vector_int_size(v1);
-   if (n<0) return igraphmodule_handle_igraph_error();
-   if (igraph_vector_int_size(v2) != n) return igraphmodule_handle_igraph_error();
-
-   /* create a new Python list */
-   list=PyList_New(n);
-
-   /* populate the list with data */
-   for (i=0; i<n; i++) {
-     pair=Py_BuildValue("(ll)", (long)VECTOR(*v1)[i], (long)VECTOR(*v2)[i]);
-     if (pair==NULL || PyList_SetItem(list, i, pair)) {
-       /* error occurred while populating the list, return immediately */
-       Py_DECREF(pair);
-       Py_DECREF(list);
-       return NULL;
-     }
-   }
+  PyObject *list, *pair, *first, *second;
+  Py_ssize_t i, n;
+
+  n = igraph_vector_int_size(v1);
+  if (n < 0 || igraph_vector_int_size(v2) != n) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  /* create a new Python list */
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  /* populate the list with data */
+  for (i = 0; i < n; i++) {
+    first = igraphmodule_integer_t_to_PyObject(VECTOR(*v1)[i]);
+    if (!first) {
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    second = igraphmodule_integer_t_to_PyObject(VECTOR(*v2)[i]);
+    if (!second) {
+      Py_DECREF(first);
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    pair = PyTuple_Pack(2, first, second);
+    if (pair == NULL) {
+      Py_DECREF(second);
+      Py_DECREF(first);
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    Py_DECREF(first);
+    Py_DECREF(second);
+    first = second = 0;
 
-   return list;
+    PyList_SET_ITEM(list, i, pair);
+  }
+
+  return list;
 }
 
 /**
@@ -2025,23 +2076,23 @@ PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1
  */
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
     igraphmodule_conv_t type) {
-   PyObject *list, *row, *item;
-   Py_ssize_t nr, nc, i, j;
+  PyObject *list, *row, *item;
+  Py_ssize_t nr, nc, i, j;
 
-   nr = igraph_matrix_nrow(m);
-   nc = igraph_matrix_ncol(m);
-   if (nc < 0 || nc < 0) {
-     return igraphmodule_handle_igraph_error();
-   }
+  nr = igraph_matrix_nrow(m);
+  nc = igraph_matrix_ncol(m);
+  if (nc < 0 || nc < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
 
-   // create a new Python list
-   list = PyList_New(nr);
-   if (!list) {
-     return NULL;
-   }
+  // create a new Python list
+  list = PyList_New(nr);
+  if (!list) {
+    return NULL;
+  }
 
-   // populate the list with data
-   for (i = 0; i < nr; i++) {
+  // populate the list with data
+  for (i = 0; i < nr; i++) {
     row = PyList_New(nc);
     if (!row) {
       Py_DECREF(list);
@@ -2050,18 +2101,16 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
   
     for (j = 0; j < nc; j++) {
       item = igraphmodule_real_t_to_PyObject(MATRIX(*m, i, j), type);
-      if (!item || PyList_SetItem(row, j, item)) {
-        // error occurred while populating the list, return immediately
+      if (!item) {
         Py_DECREF(row);
         Py_DECREF(list);
         return NULL;
       }
+
+      PyList_SET_ITEM(row, j, item);
     }
-    if (PyList_SetItem(list, i, row)) {
-      Py_DECREF(row);
-      Py_DECREF(list);
-      return NULL;
-    }
+
+    PyList_SET_ITEM(list, i, row);   
   }
 
   // return the list
@@ -2102,19 +2151,16 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
     for (j = 0; j < nc; j++) {
       // convert to integers except nan or infinity
       item = igraphmodule_integer_t_to_PyObject(MATRIX(*m, i, j));
-
-      if (!item || PyList_SetItem(row, j, item)) {
-        // error occurred while populating the list, return immediately
+      if (!item) {
         Py_DECREF(row);
         Py_DECREF(list);
         return NULL;
       }
+
+      PyList_SET_ITEM(row, j, item);
     }
-    if (PyList_SetItem(list, i, row)) {
-      Py_DECREF(row);
-      Py_DECREF(list);
-      return NULL;
-    }
+
+    PyList_SET_ITEM(list, i, row);   
   }
 
   // return the list
@@ -2133,13 +2179,18 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
   PyObject *list, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_ptr_size(v);
-  if (n<0)
+  n = igraph_vector_ptr_size(v);
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
-    item=igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_vector_t_to_PyList((igraph_vector_t*)VECTOR(*v)[i], type);
     if (item == NULL) {
       Py_DECREF(list);
       return NULL;
@@ -2161,13 +2212,18 @@ PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v)
   PyObject *list, *item;
   Py_ssize_t n, i;
 
-  n=igraph_vector_ptr_size(v);
-  if (n<0)
+  n = igraph_vector_ptr_size(v);
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  list=PyList_New(n);
-  for (i=0; i<n; i++) {
-    item=igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(*v)[i]);
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(*v)[i]);
     if (item == NULL) {
       Py_DECREF(list);
       return NULL;
@@ -2471,28 +2527,36 @@ int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_
  * \return the Python string list as a \c PyObject*, or \c NULL if an error occurred
  */
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
-  PyObject* list;
+  PyObject *list, *item;
   Py_ssize_t n, i;
   char* ptr;
 
-  n=igraph_strvector_size(v);
-  if (n<0)
+  n = igraph_strvector_size(v);
+  if (n < 0) {
     return igraphmodule_handle_igraph_error();
+  }
+
+  /* create a new Python list */
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
 
-  // create a new Python list
-  list=PyList_New(n);
   /* populate the list with data */
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     igraph_strvector_get(v, i, &ptr);
-    if (PyList_SetItem(list, i, PyUnicode_FromString(ptr))) {
-      /* error occurred while populating the list, return immediately */
+
+    item = PyUnicode_FromString(ptr);
+    if (!item) {
       Py_DECREF(list);
       return NULL;
     }
+
+    PyList_SET_ITEM(list, i, item);
   }
 
-   /* return the list */
-   return list;
+  /* return the list */
+  return list;
 }
 
 /**

From afb95955c57fb7b779579efeb652e744b62c31be Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 5 Sep 2021 16:16:39 +0200
Subject: [PATCH 0369/1681] refactor: edgeobject.* is now free of unnecessary
 long int casts

---
 src/_igraph/convert.c       | 16 +++++---
 src/_igraph/edgeobject.c    | 77 ++++++++++++++++++++++---------------
 src/_igraph/edgeobject.h    |  3 +-
 src/_igraph/edgeseqobject.c |  2 +-
 4 files changed, 60 insertions(+), 38 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b51aa2211..c84f66dfa 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2927,7 +2927,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
   } else if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_EdgeType)) {
     /* Single edge ID from Edge object */
     igraphmodule_EdgeObject *eo = (igraphmodule_EdgeObject*)o;
-    *eid = igraphmodule_Edge_get_index_igraph_integer(eo);
+    *eid = igraphmodule_Edge_get_index_as_igraph_integer(eo);
   } else if (PyIndex_Check(o)) {
     /* Other numeric type that can be converted to an index */
     PyObject* num = PyNumber_Index(o);
@@ -2965,8 +2965,11 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
 
     retval = igraph_get_eid(graph, eid, vid1, vid2, 1, 0);
     if (retval == IGRAPH_EINVVID) {
-      PyErr_Format(PyExc_ValueError, "no edge from vertex #%ld to #%ld; no such vertex ID",
-          (long int)vid1, (long int)vid2);
+      PyErr_Format(
+        PyExc_ValueError,
+        "no edge from vertex #%" IGRAPH_PRId " to #%" IGRAPH_PRId "; no such vertex ID",
+        vid1, vid2
+      );
       return 1;
     } else if (retval) {
       igraphmodule_handle_igraph_error();
@@ -2974,8 +2977,11 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     }
 
     if (*eid < 0) {
-      PyErr_Format(PyExc_ValueError, "no edge from vertex #%ld to #%ld",
-          (long int)vid1, (long int)vid2);
+      PyErr_Format(
+        PyExc_ValueError,
+        "no edge from vertex #%" IGRAPH_PRId " to #%" IGRAPH_PRId,
+        vid1, vid2
+      );
       return 1;
     }
   } else {
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 6f3010ee4..491ebe1cb 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -23,6 +23,7 @@
 */
 
 #include "attributes.h"
+#include "convert.h"
 #include "edgeobject.h"
 #include "error.h"
 #include "graphobject.h"
@@ -150,8 +151,8 @@ PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
   if (attrs == 0)
     return NULL;
 
-  s = PyUnicode_FromFormat("igraph.Edge(%R, %ld, %R)",
-      (PyObject*)self->gref, (long int)self->idx, attrs);
+  s = PyUnicode_FromFormat("igraph.Edge(%R, %" IGRAPH_PRId ", %R)",
+      (PyObject*)self->gref, self->idx, attrs);
   Py_DECREF(attrs);
 
   return s;
@@ -169,7 +170,7 @@ long igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
   if (self->hash != -1)
     return self->hash;
 
-  index_o = PyLong_FromLong((long int)self->idx);
+  index_o = igraphmodule_integer_t_to_PyObject(self->idx);
   if (index_o == 0)
     return -1;
 
@@ -260,23 +261,25 @@ PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self) {
 PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self) {
   igraphmodule_GraphObject *o = self->gref;
   PyObject *names, *dict;
-  long int i, n;
+  Py_ssize_t i, n;
 
-  if (!igraphmodule_Edge_Validate((PyObject*)self))
-    return 0;
+  if (!igraphmodule_Edge_Validate((PyObject*)self)) {
+    return NULL;
+  }
 
-  dict=PyDict_New();
-  if (!dict)
+  dict = PyDict_New();
+  if (!dict) {
     return NULL;
+  }
 
-  names=igraphmodule_Graph_edge_attributes(o);
+  names = igraphmodule_Graph_edge_attributes(o);
   if (!names) {
     Py_DECREF(dict);
     return NULL;
   }
 
   n = PyList_Size(names);
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *name = PyList_GetItem(names, i);
     if (name) {
       PyObject *dictit;
@@ -423,13 +426,15 @@ PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closur
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
 
-  if (!igraphmodule_Edge_Validate((PyObject*)self))
+  if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
+  }
 
   if (igraph_edge(&o->g, self->idx, &from, &to)) {
-    igraphmodule_handle_igraph_error(); return NULL;
+    return igraphmodule_handle_igraph_error();
   }
-  return PyLong_FromLong((long int)from);
+
+  return igraphmodule_integer_t_to_PyObject(from);
 }
 
 /**
@@ -458,13 +463,15 @@ PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure)
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
   
-  if (!igraphmodule_Edge_Validate((PyObject*)self))
+  if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
+  }
 
   if (igraph_edge(&o->g, self->idx, &from, &to)) {
-    igraphmodule_handle_igraph_error(); return NULL;
+    return igraphmodule_handle_igraph_error();
   }
-  return PyLong_FromLong((long)to);
+
+  return igraphmodule_integer_t_to_PyObject(to);
 }
 
 /**
@@ -490,25 +497,17 @@ PyObject* igraphmodule_Edge_get_target_vertex(igraphmodule_EdgeObject* self, voi
  * Returns the edge index
  */
 PyObject* igraphmodule_Edge_get_index(igraphmodule_EdgeObject* self, void* closure) {
-  return PyLong_FromLong((long int)self->idx);
+  return igraphmodule_integer_t_to_PyObject(self->idx);
 }
 
 /**
  * \ingroup python_interface_edge
  * Returns the edge index as an igraph_integer_t
  */
-igraph_integer_t igraphmodule_Edge_get_index_igraph_integer(igraphmodule_EdgeObject* self) {
+igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self) {
   return self->idx;
 }
 
-/**
- * \ingroup python_interface_edge
- * Returns the edge index as an ordinary C long
- */
-long igraphmodule_Edge_get_index_long(igraphmodule_EdgeObject* self) {
-  return (long)self->idx;
-}
-
 /**
  * \ingroup python_interface_edge
  * Returns the source and target vertex index of an edge
@@ -516,14 +515,32 @@ long igraphmodule_Edge_get_index_long(igraphmodule_EdgeObject* self) {
 PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
+  PyObject *from_o, *to_o, *result;
   
-  if (!igraphmodule_Edge_Validate((PyObject*)self))
+  if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
+  }
 
   if (igraph_edge(&o->g, self->idx, &from, &to)) {
-    igraphmodule_handle_igraph_error(); return NULL;
+    return igraphmodule_handle_igraph_error();
+  }
+
+  from_o = igraphmodule_integer_t_to_PyObject(from);
+  if (!from_o) {
+    return NULL;
   }
-  return Py_BuildValue("(ii)", (long)from, (long)to);
+
+  to_o = igraphmodule_integer_t_to_PyObject(to);
+  if (!to_o) {
+    Py_DECREF(from_o);
+    return NULL;
+  }
+
+  result = PyTuple_Pack(2, from_o, to_o);
+  Py_DECREF(to_o);
+  Py_DECREF(from_o);
+
+  return result;
 }
 
 /**
@@ -567,7 +584,7 @@ PyObject* igraphmodule_Edge_get_graph(igraphmodule_EdgeObject* self, void* closu
 #define GRAPH_PROXY_METHOD(FUNC, METHODNAME) \
     PyObject* igraphmodule_Edge_##FUNC(igraphmodule_EdgeObject* self, PyObject* args, PyObject* kwds) { \
       PyObject *new_args, *item, *result;                     \
-      long int i, num_args = args ? PyTuple_Size(args)+1 : 1; \
+      Py_ssize_t i, num_args = args ? PyTuple_Size(args)+1 : 1; \
                                                               \
       /* Prepend ourselves to args */                         \
       new_args = PyTuple_New(num_args);                       \
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 2d7f3a259..3c0f146f3 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -47,8 +47,7 @@ PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t
 PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self);
 PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self);
 PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self);
-igraph_integer_t igraphmodule_Edge_get_index_igraph_integer(igraphmodule_EdgeObject* self);
-long igraphmodule_Edge_get_index_long(igraphmodule_EdgeObject* self);
+igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
 PyObject* igraphmodule_Edge_update_attributes(PyObject* self, PyObject* args,
     PyObject* kwds);
 
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 1e6c58bc0..bb575b461 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -612,7 +612,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         }
         if (PyObject_IsTrue(call_result))
           igraph_vector_int_push_back(&v,
-            igraphmodule_Edge_get_index_long((igraphmodule_EdgeObject*)edge));
+            igraphmodule_Edge_get_index_as_igraph_integer((igraphmodule_EdgeObject*)edge));
         else was_excluded=1;
         Py_DECREF(call_result);
         Py_DECREF(edge);

From 66662b6f99c849fcf23956a06d2d59c62f6a6edf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 5 Sep 2021 22:12:40 +0200
Subject: [PATCH 0370/1681] refactor: removed some unnecessary casts from
 edgeseqobject.c

---
 src/_igraph/edgeseqobject.c   | 157 ++++++++++++++++++++++------------
 src/_igraph/edgeseqobject.h   |   2 +-
 src/_igraph/vertexseqobject.c |  13 ++-
 src/_igraph/vertexseqobject.h |   2 +-
 4 files changed, 114 insertions(+), 60 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index bb575b461..86de684ed 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -117,12 +117,18 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
     igraph_es_all(&es, IGRAPH_EDGEORDER_ID);
   } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
-    long int idx = PyLong_AsLong(esobj);
+    igraph_integer_t idx;
+    
+    if (igraphmodule_PyObject_to_integer_t(esobj, &idx)) {
+      return -1;
+    }
+
     if (idx < 0 || idx >= igraph_ecount(&((igraphmodule_GraphObject*)g)->g)) {
       PyErr_SetString(PyExc_ValueError, "edge index out of range");
       return -1;
     }
-    igraph_es_1(&es, (igraph_integer_t)idx);
+
+    igraph_es_1(&es, idx);
   } else {
   /* We selected multiple edges */
     igraph_vector_int_t v;
@@ -170,7 +176,7 @@ void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
  * \ingroup python_interface_edgeseq
  * \brief Returns the length of the sequence (i.e. the number of edges in the graph)
  */
-int igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
+Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
   igraph_t *g;
   igraph_integer_t result;
 
@@ -179,7 +185,7 @@ int igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
     igraphmodule_handle_igraph_error();
     return -1;
   }
-  return (int)result;
+  return result;
 }
 
 /**
@@ -199,7 +205,7 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
         i = igraph_ecount(g) + i;
       }
       if (i >= 0 && i < igraph_ecount(g)) {
-        idx = (igraph_integer_t)i;
+        idx = i;
       }
       break;
 
@@ -209,7 +215,7 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
         i = igraph_vector_int_size(self->es.data.vecptr) + i;
       }
       if (i >= 0 && i < igraph_vector_int_size(self->es.data.vecptr)) {
-        idx = (igraph_integer_t)VECTOR(*self->es.data.vecptr)[i];
+        idx = VECTOR(*self->es.data.vecptr)[i];
       }
       break;
 
@@ -224,7 +230,7 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
         i = self->es.data.seq.to - self->es.data.seq.from + i;
       }
       if (i >= 0 && i < self->es.data.seq.to - self->es.data.seq.from) {
-        idx = self->es.data.seq.from + (igraph_integer_t)i;
+        idx = self->es.data.seq.from + i;
       }
       break;
 
@@ -261,33 +267,40 @@ PyObject* igraphmodule_EdgeSeq_attribute_names(igraphmodule_EdgeSeqObject* self)
 PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject* self, PyObject* o) {
   igraphmodule_GraphObject *gr = self->gref;
   PyObject *result=0, *values, *item;
-  long int i, n;
+  Py_ssize_t i, n;
 
   if (!igraphmodule_attribute_name_check(o))
     return 0;
 
   PyErr_Clear();
-  values=PyDict_GetItem(ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE], o);
+  values = PyDict_GetItem(ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE], o);
   if (!values) {
     PyErr_SetString(PyExc_KeyError, "Attribute does not exist");
     return NULL;
-  } else if (PyErr_Occurred()) return NULL;
+  } else if (PyErr_Occurred()) {
+    return NULL;
+  }
 
   switch (igraph_es_type(&self->es)) {
     case IGRAPH_ES_NONE:
       n = 0;
       result = PyList_New(0);
+      if (!result) {
+        return 0;
+      }
       break;
 
     case IGRAPH_ES_ALL:
       n = PyList_Size(values);
       result = PyList_New(n);
-      if (!result) return 0;
+      if (!result) {
+        return 0;
+      }
 
-      for (i=0; i<n; i++) {
-          item = PyList_GET_ITEM(values, i);
-          Py_INCREF(item);
-          PyList_SET_ITEM(result, i, item);
+      for (i = 0; i < n; i++) {
+        item = PyList_GET_ITEM(values, i);
+        Py_INCREF(item);
+        PyList_SET_ITEM(result, i, item);
       }
       break;
 
@@ -295,10 +308,12 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
     case IGRAPH_ES_VECTORPTR:
       n = igraph_vector_int_size(self->es.data.vecptr);
       result = PyList_New(n);
-      if (!result) return 0;
+      if (!result) {
+        return 0;
+      }
 
-      for (i=0; i<n; i++) {
-        item = PyList_GET_ITEM(values, (long)VECTOR(*self->es.data.vecptr)[i]);
+      for (i = 0; i < n; i++) {
+        item = PyList_GET_ITEM(values, VECTOR(*self->es.data.vecptr)[i]);
         Py_INCREF(item);
         PyList_SET_ITEM(result, i, item);
       }
@@ -307,10 +322,12 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
     case IGRAPH_ES_SEQ:
       n = self->es.data.seq.to - self->es.data.seq.from;
       result = PyList_New(n);
-      if (!result) return 0;
+      if (!result) {
+        return 0;
+      }
 
-      for (i=0; i<n; i++) {
-        item = PyList_GET_ITEM(values, (long)self->es.data.seq.from+i);
+      for (i = 0; i < n; i++) {
+        item = PyList_GET_ITEM(values, self->es.data.seq.from + i);
         Py_INCREF(item);
         PyList_SET_ITEM(result, i, item);
       }
@@ -364,7 +381,8 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t es;
-  long i, j, n, no_of_edges;
+  Py_ssize_t i, j, n;
+  igraph_integer_t no_of_edges;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE];
@@ -384,7 +402,9 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
      * single element (the value itself) and then call ourselves again */
     int result;
     PyObject *newList = PyList_New(1);
-    if (newList == 0) return -1;
+    if (newList == 0) {
+      return -1;
+    }
     Py_INCREF(values);
     PyList_SET_ITEM(newList, 0, values);    /* reference stolen here */
     result = igraphmodule_EdgeSeq_set_attribute_values_mapping(self, attrname, newList);
@@ -392,11 +412,13 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
     return result;
   }
 
-  n=PySequence_Size(values);
-  if (n<0) return -1;
+  n = PySequence_Size(values);
+  if (n < 0) {
+    return -1;
+  }
 
   if (igraph_es_type(&self->es) == IGRAPH_ES_ALL) {
-    no_of_edges = (long)igraph_ecount(&gr->g);
+    no_of_edges = igraph_ecount(&gr->g);
     if (n == 0 && no_of_edges > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
       return -1;
@@ -406,10 +428,14 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
     list = PyDict_GetItem(dict, attrname);
     if (list != 0) {
       /* Yes, we have. Modify its items to the items found in values */
-      for (i=0, j=0; i<no_of_edges; i++, j++) {
-        if (j == n) j = 0;
+      for (i = 0, j = 0; i < no_of_edges; i++, j++) {
+        if (j == n) {
+          j = 0;
+        }
         item = PySequence_GetItem(values, j);
-        if (item == 0) return -1;
+        if (item == 0) {
+          return -1;
+        }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         if (PyList_SetItem(list, i, item)) {
           Py_DECREF(item);
@@ -420,11 +446,17 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list and copy everything */
       list = PyList_New(no_of_edges);
-      if (list == 0) return -1;
-      for (i=0, j=0; i<no_of_edges; i++, j++) {
-        if (j == n) j = 0;
+      if (list == 0) {
+        return -1;
+      }
+      for (i = 0, j = 0; i < no_of_edges; i++, j++) {
+        if (j == n) {
+          j = 0;
+        }
         item = PySequence_GetItem(values, j);
-        if (item == 0) { Py_DECREF(list); return -1; }
+        if (item == 0) {
+          Py_DECREF(list); return -1;
+        }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
         PyList_SET_ITEM(list, i, item);
         /* PyList_SET_ITEM stole a reference to the item automatically */
@@ -447,7 +479,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       igraph_vector_int_destroy(&es);
       return -1;
     }
-    no_of_edges = (long)igraph_vector_int_size(&es);
+    no_of_edges = igraph_vector_int_size(&es);
     if (n == 0 && no_of_edges > 0) {
       PyErr_SetString(PyExc_ValueError, "sequence must not be empty");
       igraph_vector_int_destroy(&es);
@@ -457,12 +489,16 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
     list = PyDict_GetItem(dict, attrname);
     if (list != 0) {
       /* Yes, we have. Modify its items to the items found in values */
-      for (i=0, j=0; i<no_of_edges; i++, j++) {
-        if (j == n) j = 0;
+      for (i = 0, j = 0; i < no_of_edges; i++, j++) {
+        if (j == n) {
+          j = 0;
+        }
         item = PySequence_GetItem(values, j);
-        if (item == 0) { igraph_vector_int_destroy(&es); return -1; }
+        if (item == 0) {
+          igraph_vector_int_destroy(&es); return -1;
+        }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        if (PyList_SetItem(list, (long)VECTOR(es)[i], item)) {
+        if (PyList_SetItem(list, VECTOR(es)[i], item)) {
           Py_DECREF(item);
           igraph_vector_int_destroy(&es);
           return -1;
@@ -473,22 +509,26 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      long n2 = igraph_ecount(&gr->g);
+      igraph_integer_t n2 = igraph_ecount(&gr->g);
       list = PyList_New(n2);
-      if (list == 0) { igraph_vector_int_destroy(&es); return -1; }
-      for (i=0; i<n2; i++) {
+      if (list == 0) {
+        igraph_vector_int_destroy(&es); return -1;
+      }
+      for (i = 0; i < n2; i++) {
         Py_INCREF(Py_None);
         PyList_SET_ITEM(list, i, Py_None);
       }
-      for (i=0, j=0; i<no_of_edges; i++, j++) {
-        if (j == n) j = 0;
+      for (i = 0, j = 0; i < no_of_edges; i++, j++) {
+        if (j == n) {
+          j = 0;
+        }
         item = PySequence_GetItem(values, j);
         if (item == 0) {
           igraph_vector_int_destroy(&es);
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, (long)VECTOR(es)[i], item);
+        PyList_SET_ITEM(list, VECTOR(es)[i], item);
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       igraph_vector_int_destroy(&es);
@@ -523,7 +563,7 @@ PyObject* igraphmodule_EdgeSeq_set_attribute_values(igraphmodule_EdgeSeqObject *
  */
 PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *args) {
   PyObject *item;
-  long int i, n;
+  Py_ssize_t i, n;
 
   if (!PyArg_ParseTuple(args, "O", &item))
     return NULL;
@@ -532,7 +572,7 @@ PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *
     /* Call the callable for every edge in the current sequence and return
      * the first one for which it evaluates to True */
     n = PySequence_Size((PyObject*)self);
-    for (i=0; i<n; i++) {
+    for (i = 0; i < n; i++) {
       PyObject *edge = PySequence_GetItem((PyObject*)self, i);
       PyObject *call_result;
       if (edge == 0)
@@ -552,7 +592,12 @@ PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *
   } else if (PyLong_Check(item)) {
     /* Integers are interpreted as indices on the edge set and NOT on the
      * original, untouched edge sequence of the graph */
-    return PySequence_GetItem((PyObject*)self, PyLong_AsLong(item));
+    Py_ssize_t index = PyLong_AsSsize_t(item);
+    if (PyErr_Occurred()) {
+      return NULL;
+    } else {
+      return PySequence_GetItem((PyObject*)self, index);
+    }
   }
 
   PyErr_SetString(PyExc_IndexError, "no such edge");
@@ -567,7 +612,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
   igraphmodule_EdgeSeqObject *result;
   igraphmodule_GraphObject *gr;
   igraph_integer_t igraph_idx;
-  long i, j, n, m;
+  Py_ssize_t i, j, n, m;
 
   gr=self->gref;
   result=igraphmodule_EdgeSeq_copy(self);
@@ -576,7 +621,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 
   /* First, filter by positional arguments */
   n = PyTuple_Size(args);
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *item = PyTuple_GET_ITEM(args, i);
     if (item == Py_None) {
       /* None means: select nothing */
@@ -596,7 +641,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       }
 
       m = PySequence_Size((PyObject*)result);
-      for (j=0; j<m; j++) {
+      for (j = 0; j < m; j++) {
         PyObject *edge = PySequence_GetItem((PyObject*)result, j);
         PyObject *call_result;
         if (edge == 0) {
@@ -654,7 +699,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
-        long idx;
+        igraph_integer_t idx;
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "edge indices expected");
@@ -662,8 +707,12 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
           igraph_vector_int_destroy(&v2);
           return NULL;
         }
-        idx = PyLong_AsLong(item2);
+        if (igraphmodule_PyObject_to_integer_t(item2, &idx)) {
+          Py_DECREF(result);
+          return NULL;
+        }
         if (idx >= m || idx < 0) {
+          Py_DECREF(result);
           PyErr_SetString(PyExc_ValueError, "edge index out of range");
           igraph_vector_int_destroy(&v);
           igraph_vector_int_destroy(&v2);
@@ -748,7 +797,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         return 0;
       }
       /* Do the iteration */
-      while ((item2=PyIter_Next(iter)) != 0) {
+      while ((item2 = PyIter_Next(iter)) != 0) {
         if (igraphmodule_PyObject_to_integer_t(item2, &igraph_idx)) {
           /* We simply ignore elements that we don't know */
           Py_DECREF(item2);
@@ -762,7 +811,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
             igraph_vector_int_destroy(&v2);
             return NULL;
           }
-          if (igraph_vector_int_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_int_push_back(&v, VECTOR(v2)[igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index 7a410b9e1..ffca889fc 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -46,7 +46,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
   PyObject *args, PyObject *kwds);
 void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self);
 
-int igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject *self);
+Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject *self);
 
 PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self,
   PyObject *args);
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 3c015a3ba..15a826419 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -173,16 +173,21 @@ void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
  * \ingroup python_interface_vertexseq
  * \brief Returns the length of the sequence
  */
-int igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self) {
+Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self) {
   igraph_t *g;
   igraph_integer_t result;
-  if (!self->gref) return -1;
-  g=&GET_GRAPH(self);
+
+  if (!self->gref) {
+    return -1;
+  }
+
+  g = &GET_GRAPH(self);
   if (igraph_vs_size(g, &self->vs, &result)) {
     igraphmodule_handle_igraph_error();
     return -1;
   }
-  return (int)result;
+  
+  return result;
 }
 
 /**
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index 708889a97..95cbf416b 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -43,7 +43,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject* self,
   PyObject* args, PyObject* kwds);
 void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self);
 
-int igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject *self);
+Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject *self);
 
 PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self,
   PyObject *args);

From 759cd5727953e69bdb2c7ebae32bf407b7336694 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 5 Sep 2021 23:06:05 +0200
Subject: [PATCH 0371/1681] refactor: BFSIter now uses dqueue_int

---
 src/_igraph/bfsiter.c | 70 ++++++++++++++++++++++++-------------------
 src/_igraph/bfsiter.h |  2 +-
 2 files changed, 41 insertions(+), 31 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index c86c90702..2108b19a1 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -22,6 +22,7 @@
 
 #include "bfsiter.h"
 #include "common.h"
+#include "convert.h"
 #include "error.h"
 #include "vertexobject.h"
 
@@ -42,9 +43,9 @@ PyTypeObject igraphmodule_BFSIterType;
  */
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_BFSIterObject* o;
-  long int no_of_nodes, r;
+  igraph_integer_t no_of_nodes, r;
   
-  o=PyObject_GC_New(igraphmodule_BFSIterObject, &igraphmodule_BFSIterType);
+  o = PyObject_GC_New(igraphmodule_BFSIterObject, &igraphmodule_BFSIterType);
   Py_INCREF(g);
   o->gref=g;
   o->graph=&g->g;
@@ -54,39 +55,47 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   
-  no_of_nodes=igraph_vcount(&g->g);
+  no_of_nodes = igraph_vcount(&g->g);
   o->visited=(char*)calloc(no_of_nodes, sizeof(char));
   if (o->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   
-  if (igraph_dqueue_init(&o->queue, 100)) {
+  if (igraph_dqueue_int_init(&o->queue, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
+
   if (igraph_vector_int_init(&o->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
-    igraph_dqueue_destroy(&o->queue);
+    igraph_dqueue_int_destroy(&o->queue);
     return NULL;
   }
   
   if (PyLong_Check(root)) {
-    r=PyLong_AsLong(root);
+    if (igraphmodule_PyObject_to_integer_t(root, &r)) {
+      igraph_dqueue_int_destroy(&o->queue);
+      return NULL;
+    }
   } else {
-    r=((igraphmodule_VertexObject*)root)->idx;
+    r = ((igraphmodule_VertexObject*)root)->idx;
   }
-  if (igraph_dqueue_push(&o->queue, r) ||
-      igraph_dqueue_push(&o->queue, 0) ||
-      igraph_dqueue_push(&o->queue, -1)) {
-    igraph_dqueue_destroy(&o->queue);
+
+  if (igraph_dqueue_int_push(&o->queue, r) ||
+      igraph_dqueue_int_push(&o->queue, 0) ||
+      igraph_dqueue_int_push(&o->queue, -1)) {
+    igraph_dqueue_int_destroy(&o->queue);
     igraph_vector_int_destroy(&o->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   o->visited[r]=1;
   
-  if (!igraph_is_directed(&g->g)) mode=IGRAPH_ALL;
+  if (!igraph_is_directed(&g->g)) {
+    mode=IGRAPH_ALL;
+  }
+
   o->mode=mode;
   o->advanced=advanced;
   
@@ -131,7 +140,7 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
   self->gref=NULL;
   Py_XDECREF(tmp);
 
-  igraph_dqueue_destroy(&self->queue);
+  igraph_dqueue_int_destroy(&self->queue);
   igraph_vector_int_destroy(&self->neis);
   free(self->visited);
   self->visited=0;
@@ -157,27 +166,28 @@ PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
 }
 
 PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
-  if (!igraph_dqueue_empty(&self->queue)) {
-    igraph_integer_t vid = (igraph_integer_t)igraph_dqueue_pop(&self->queue);
-    igraph_integer_t dist = (igraph_integer_t)igraph_dqueue_pop(&self->queue);
-    igraph_integer_t parent = (igraph_integer_t)igraph_dqueue_pop(&self->queue);
-    long int i;
+  if (!igraph_dqueue_int_empty(&self->queue)) {
+    igraph_integer_t vid = igraph_dqueue_int_pop(&self->queue);
+    igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
+    igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
+    igraph_integer_t i, n;
     
     if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-	
-    for (i=0; i<igraph_vector_int_size(&self->neis); i++) {
-      igraph_integer_t neighbor = (igraph_integer_t)VECTOR(self->neis)[i];
-      if (self->visited[neighbor]==0) {
-	self->visited[neighbor]=1;
-	if (igraph_dqueue_push(&self->queue, neighbor) ||
-	    igraph_dqueue_push(&self->queue, dist+1) ||
-	    igraph_dqueue_push(&self->queue, vid)) {
-	  igraphmodule_handle_igraph_error();
-	  return NULL;
-	}
+
+    n = igraph_vector_int_size(&self->neis);
+    for (i = 0; i < n; i++) {
+      igraph_integer_t neighbor = VECTOR(self->neis)[i];
+      if (self->visited[neighbor] == 0) {
+        self->visited[neighbor] = 1;
+        if (igraph_dqueue_int_push(&self->queue, neighbor) ||
+            igraph_dqueue_int_push(&self->queue, dist+1) ||
+            igraph_dqueue_int_push(&self->queue, vid)) {
+          igraphmodule_handle_igraph_error();
+          return NULL;
+        }
       }
     }
 
@@ -194,7 +204,7 @@ PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
         Py_INCREF(Py_None);
         parentobj=Py_None;
       }
-      return Py_BuildValue("NlN", vertexobj, (long int)dist, parentobj);
+      return Py_BuildValue("NnN", vertexobj, (Py_ssize_t)dist, parentobj);
     } else {
       return igraphmodule_Vertex_New(self->gref, vid);
     }
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index e36f03069..f713ba4ee 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -34,7 +34,7 @@ typedef struct
 {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_dqueue_t queue;
+  igraph_dqueue_int_t queue;
   igraph_vector_int_t neis;
   igraph_t *graph;
   char *visited;

From 1d3a2926e87a4284ba09ce415d54b8936db6cc83 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 5 Sep 2021 23:06:20 +0200
Subject: [PATCH 0372/1681] refactor: more type casting cleanup

---
 src/_igraph/igraphmodule.c    |  9 ++++--
 src/_igraph/operators.c       | 52 +++++++++++++++++++----------------
 src/_igraph/vertexobject.c    | 10 +------
 src/_igraph/vertexobject.h    |  1 -
 src/_igraph/vertexseqobject.c |  4 +--
 5 files changed, 39 insertions(+), 37 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index e8639c366..9dbd3afa0 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -577,8 +577,10 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
       &comm1_o, &comm2_o))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1))
+  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1)) {
     return NULL;
+  }
+
   if (igraphmodule_PyObject_to_vector_int_t(comm2_o, &comm2)) {
     igraph_vector_int_destroy(&comm1);
     return NULL;
@@ -590,10 +592,13 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
     igraph_vector_int_destroy(&comm2);
     return NULL;
   }
+
   igraph_vector_int_destroy(&comm1);
   igraph_vector_int_destroy(&comm2);
 
-  return Py_BuildValue("ll", (long)distance12, (long)distance21);
+  /* sizeof(Py_ssize_t) is most likely the same as sizeof(igraph_integer_t),
+   * but even if it isn't, we cast explicitly so we are safe */
+  return Py_BuildValue("nn", (Py_ssize_t)distance12, (Py_ssize_t)distance21);
 }
 
 /** \ingroup python_interface
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 7d8db55bb..0ad5a0293 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -34,7 +34,7 @@ PyObject *igraphmodule__disjoint_union(PyObject *self,
 {
   static char* kwlist[] = { "graphs", NULL };
   PyObject *it, *graphs;
-  long int no_of_graphs;
+  Py_ssize_t no_of_graphs;
   igraph_vector_ptr_t gs;
   PyObject *result;
   PyTypeObject *result_type;
@@ -62,7 +62,7 @@ PyObject *igraphmodule__disjoint_union(PyObject *self,
     return NULL;
   }
   Py_DECREF(it);
-  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+  no_of_graphs = igraph_vector_ptr_size(&gs);
 
   /* Create disjoint union */
   if (igraph_disjoint_union_many(&g, &gs)) {
@@ -98,7 +98,7 @@ PyObject *igraphmodule__union(PyObject *self,
   static char* kwlist[] = { "graphs", "edgemaps", NULL };
   PyObject *it, *em_list = 0, *graphs, *with_edgemaps_o;
   int with_edgemaps = 0;
-  long int no_of_graphs;
+  Py_ssize_t i, j, no_of_graphs;
   igraph_vector_ptr_t gs;
   igraphmodule_GraphObject *o;
   PyObject *result;
@@ -130,7 +130,8 @@ PyObject *igraphmodule__union(PyObject *self,
     return NULL;
   }
   Py_DECREF(it);
-  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+
+  no_of_graphs = igraph_vector_ptr_size(&gs);
 
   if (with_edgemaps) {
     /* prepare edgemaps */
@@ -148,22 +149,24 @@ PyObject *igraphmodule__union(PyObject *self,
     }
 
     /* extract edgemaps */
-    long int i;
-    em_list = PyList_New((Py_ssize_t) no_of_graphs);
+    em_list = PyList_New(no_of_graphs);
     for (i = 0; i < no_of_graphs; i++) {
-      long int j;
-      long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
+      Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
       igraph_vector_int_t *map = VECTOR(edgemaps)[i];
-      PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
+      PyObject *emi = PyList_New(no_of_edges);
       for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = PyLong_FromLong((long)VECTOR(*map)[j]);
-        PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+        PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
+        if (!dest) {
+          Py_DECREF(emi);
+          Py_DECREF(em_list);
+          return NULL;
+        }
+        PyList_SET_ITEM(emi, j, dest);
       }
-      PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      PyList_SET_ITEM(em_list, i, emi);
     }
     igraph_vector_ptr_destroy(&edgemaps);
-  }
-  else {
+  } else {
     /* Create union */
     if (igraph_union_many(&g, &gs, /* edgemaps */ 0)) {
       igraph_vector_ptr_destroy(&gs);
@@ -209,7 +212,7 @@ PyObject *igraphmodule__intersection(PyObject *self,
   static char* kwlist[] = { "graphs", "edgemaps", NULL };
   PyObject *it, *em_list = 0, *graphs, *with_edgemaps_o;
   int with_edgemaps = 0;
-  long int no_of_graphs;
+  Py_ssize_t i, j, no_of_graphs;
   igraph_vector_ptr_t gs;
   igraphmodule_GraphObject *o;
   PyObject *result;
@@ -241,7 +244,7 @@ PyObject *igraphmodule__intersection(PyObject *self,
     return NULL;
   }
   Py_DECREF(it);
-  no_of_graphs = (long int) igraph_vector_ptr_size(&gs);
+  no_of_graphs = igraph_vector_ptr_size(&gs);
 
   if (with_edgemaps) {
     /* prepare edgemaps */
@@ -258,18 +261,21 @@ PyObject *igraphmodule__intersection(PyObject *self,
       return NULL;
     }
 
-    long int i;
     em_list = PyList_New((Py_ssize_t) no_of_graphs);
     for (i = 0; i < no_of_graphs; i++) {
-      long int j;
-      long int no_of_edges = (long int) igraph_ecount(VECTOR(gs)[i]);
+      Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
       igraph_vector_int_t *map = VECTOR(edgemaps)[i];
-      PyObject *emi = PyList_New((Py_ssize_t) no_of_edges);
+      PyObject *emi = PyList_New(no_of_edges);
       for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = PyLong_FromLong((long)VECTOR(*map)[j]);
-        PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+        PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
+        if (!dest) {
+          Py_DECREF(emi);
+          Py_DECREF(em_list);
+          return NULL;
+        }
+        PyList_SET_ITEM(emi, j, dest);
       }
-      PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      PyList_SET_ITEM(em_list, i, emi);
     }
     igraph_vector_ptr_destroy(&edgemaps);
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 287ecba0e..bcef9561e 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -550,7 +550,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
  * Returns the vertex index
  */
 PyObject* igraphmodule_Vertex_get_index(igraphmodule_VertexObject* self, void* closure) {
-  return PyLong_FromLong((long int)self->idx);
+  return igraphmodule_integer_t_to_PyObject(self->idx);
 }
 
 /**
@@ -561,14 +561,6 @@ igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_Verte
   return self->idx;
 }
 
-/**
- * \ingroup python_interface_vertex
- * Returns the vertex index as an ordinary C long
- */
-long igraphmodule_Vertex_get_index_long(igraphmodule_VertexObject* self) {
-  return (long)self->idx;
-}
-
 /**
  * \ingroup python_interface_vertexseq
  * Returns the graph where the vertex belongs
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index f33d640eb..a50a6adf8 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -49,7 +49,6 @@ PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self);
 PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self);
 PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self);
 igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
-long igraphmodule_Vertex_get_index_long(igraphmodule_VertexObject* self);
 PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
     PyObject* kwds);
 
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 15a826419..403f01a90 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -186,7 +186,7 @@ Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self)
     igraphmodule_handle_igraph_error();
     return -1;
   }
-  
+
   return result;
 }
 
@@ -651,7 +651,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         }
         if (PyObject_IsTrue(call_result))
           igraph_vector_int_push_back(&v,
-            igraphmodule_Vertex_get_index_long((igraphmodule_VertexObject*)vertex));
+            igraphmodule_Vertex_get_index_igraph_integer((igraphmodule_VertexObject*)vertex));
         else was_excluded=1;
         Py_DECREF(call_result);
         Py_DECREF(vertex);

From 1bb7f39a26036e668c7bfcc9d48d83ed885455de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 6 Sep 2021 22:52:39 +0200
Subject: [PATCH 0373/1681] refactor: DFSIter now uses igraph_integer_t
 properly

---
 src/_igraph/bfsiter.c      |   1 +
 src/_igraph/dfsiter.c      | 101 +++++++++++++++++++++----------------
 src/_igraph/dfsiter.h      |   2 +-
 src/_igraph/vertexobject.c |   6 +--
 4 files changed, 63 insertions(+), 47 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 2108b19a1..03615ceb9 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -76,6 +76,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
       igraph_dqueue_int_destroy(&o->queue);
+      igraph_vector_int_destroy(&o->neis);
       return NULL;
     }
   } else {
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 97793aca0..dbbf1c546 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -20,6 +20,7 @@
 
 */
 
+#include "convert.h"
 #include "dfsiter.h"
 #include "common.h"
 #include "error.h"
@@ -42,7 +43,7 @@ PyTypeObject igraphmodule_DFSIterType;
  */
 PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_DFSIterObject* o;
-  long int no_of_nodes, r;
+  igraph_integer_t no_of_nodes, r;
 
   o=PyObject_GC_New(igraphmodule_DFSIterObject, &igraphmodule_DFSIterType);
   Py_INCREF(g);
@@ -54,42 +55,51 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   
-  no_of_nodes=igraph_vcount(&g->g);
-  o->visited=(char*)calloc(no_of_nodes, sizeof(char));
+  no_of_nodes = igraph_vcount(&g->g);
+  o->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (o->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   
-  if (igraph_stack_init(&o->stack, 100)) {
+  if (igraph_stack_int_init(&o->stack, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
+
   if (igraph_vector_int_init(&o->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
-    igraph_stack_destroy(&o->stack);
+    igraph_stack_int_destroy(&o->stack);
     return NULL;
   }
   
   if (PyLong_Check(root)) {
-    r=PyLong_AsLong(root);
+    if (igraphmodule_PyObject_to_integer_t(root, &r)) {
+      igraph_stack_int_destroy(&o->stack);
+      igraph_vector_int_destroy(&o->neis);
+      return NULL;
+    }
   } else {
     r = ((igraphmodule_VertexObject*)root)->idx;
   }
+
   /* push the root onto the stack */
-  if (igraph_stack_push(&o->stack, r) ||
-      igraph_stack_push(&o->stack, 0) ||
-      igraph_stack_push(&o->stack, -1)) {
-    igraph_stack_destroy(&o->stack);
+  if (igraph_stack_int_push(&o->stack, r) ||
+      igraph_stack_int_push(&o->stack, 0) ||
+      igraph_stack_int_push(&o->stack, -1)) {
+    igraph_stack_int_destroy(&o->stack);
     igraph_vector_int_destroy(&o->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   o->visited[r] = 1;
   
-  if (!igraph_is_directed(&g->g)) mode=IGRAPH_ALL;
-  o->mode=mode;
-  o->advanced=advanced;
+  if (!igraph_is_directed(&g->g)) {
+    mode = IGRAPH_ALL;
+  }
+
+  o->mode = mode;
+  o->advanced = advanced;
   
   PyObject_GC_Track(o);
   
@@ -112,8 +122,10 @@ int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
   RC_TRAVERSE("DFSIter", self);
   
   if (self->gref) {
-    vret=visit((PyObject*)self->gref, arg);
-    if (vret != 0) return vret;
+    vret = visit((PyObject*)self->gref, arg);
+    if (vret != 0) {
+      return vret;
+    }
   }
   
   return 0;
@@ -128,11 +140,11 @@ int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
 
   PyObject_GC_UnTrack(self);
   
-  tmp=(PyObject*)self->gref;
+  tmp = (PyObject*)self->gref;
   self->gref = NULL;
   Py_XDECREF(tmp);
 
-  igraph_stack_destroy(&self->stack);
+  igraph_stack_int_destroy(&self->stack);
   igraph_vector_int_destroy(&self->neis);
   free(self->visited);
   self->visited = 0;
@@ -164,28 +176,29 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
   igraph_bool_t any = 0;
 
   /* nothing on the stack, end of iterator */
-  if(igraph_stack_empty(&self->stack)) {
+  if (igraph_stack_int_empty(&self->stack)) {
     return NULL;
   }
 
   /* peek at the top element on the stack
    * because we save three things, pop 3 in inverse order and push them back */
-  parent_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
-  dist_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
-  vid_out = (igraph_integer_t)igraph_stack_pop(&self->stack);
-  igraph_stack_push(&self->stack, (long int) vid_out);
-  igraph_stack_push(&self->stack, (long int) dist_out);
-  igraph_stack_push(&self->stack, (long int) parent_out);
+  parent_out = igraph_stack_int_pop(&self->stack);
+  dist_out = igraph_stack_int_pop(&self->stack);
+  vid_out = igraph_stack_int_pop(&self->stack);
+  igraph_stack_int_push(&self->stack, vid_out);
+  igraph_stack_int_push(&self->stack, dist_out);
+  igraph_stack_int_push(&self->stack, parent_out);
+
+  /* look for neighbors until we find one or until we have exhausted the graph */
+  while (!any && !igraph_stack_int_empty(&self->stack)) {
+    igraph_integer_t parent = igraph_stack_int_pop(&self->stack);
+    igraph_integer_t dist = igraph_stack_int_pop(&self->stack);
+    igraph_integer_t vid = igraph_stack_int_pop(&self->stack);
+    igraph_stack_int_push(&self->stack, vid);
+    igraph_stack_int_push(&self->stack, dist);
+    igraph_stack_int_push(&self->stack, parent);
+    igraph_integer_t i, n;
 
-  /* look for neighbors until you found one or until you have exausted the graph */
-  while (!any && !igraph_stack_empty(&self->stack)) {
-    igraph_integer_t parent = (igraph_integer_t)igraph_stack_pop(&self->stack);
-    igraph_integer_t dist = (igraph_integer_t)igraph_stack_pop(&self->stack);
-    igraph_integer_t vid = (igraph_integer_t)igraph_stack_pop(&self->stack);
-    igraph_stack_push(&self->stack, (long int) vid);
-    igraph_stack_push(&self->stack, (long int) dist);
-    igraph_stack_push(&self->stack, (long int) parent);
-    long int i;
     /* the values above are returned at at this stage. However, we must
      * prepare for the next iteration by putting the next unvisited
      * neighbor onto the stack */
@@ -193,15 +206,17 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    for (i=0; i<igraph_vector_int_size(&self->neis); i++) {
-      igraph_integer_t neighbor = (igraph_integer_t)VECTOR(self->neis)[i];
+
+    n = igraph_vector_int_size(&self->neis);
+    for (i = 0; i < n; i++) {
+      igraph_integer_t neighbor = VECTOR(self->neis)[i];
       /* new neighbor, push the next item onto the stack */
       if (self->visited[neighbor] == 0) {
         any = 1;
         self->visited[neighbor]=1;
-        if (igraph_stack_push(&self->stack, neighbor) ||
-            igraph_stack_push(&self->stack, dist+1) ||
-            igraph_stack_push(&self->stack, vid)) {
+        if (igraph_stack_int_push(&self->stack, neighbor) ||
+            igraph_stack_int_push(&self->stack, dist+1) ||
+            igraph_stack_int_push(&self->stack, vid)) {
           igraphmodule_handle_igraph_error();
           return NULL;
         }
@@ -210,9 +225,9 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
     }
     /* no new neighbors, end of subtree */
     if (!any) {
-       igraph_stack_pop(&self->stack);
-       igraph_stack_pop(&self->stack);
-       igraph_stack_pop(&self->stack);
+       igraph_stack_int_pop(&self->stack);
+       igraph_stack_int_pop(&self->stack);
+       igraph_stack_int_pop(&self->stack);
     }
   }
 
@@ -229,9 +244,9 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
           return NULL;
     } else {
       Py_INCREF(Py_None);
-      parentobj=Py_None;
+      parentobj = Py_None;
     }
-    return Py_BuildValue("NlN", vertexobj, (long int)dist_out, parentobj);
+    return Py_BuildValue("NnN", vertexobj, (Py_ssize_t) dist_out, parentobj);
   } else {
     return vertexobj;
   }
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 757caf798..18236196d 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -34,7 +34,7 @@ typedef struct
 {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_stack_t stack;
+  igraph_stack_int_t stack;
   igraph_vector_int_t neis;
   igraph_t *graph;
   char *visited;
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index bcef9561e..9a470d66c 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -151,8 +151,8 @@ PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
   if (attrs == 0)
     return NULL;
 
-  s = PyUnicode_FromFormat("igraph.Vertex(%R, %ld, %R)",
-      (PyObject*)self->gref, (long int)self->idx, attrs);
+  s = PyUnicode_FromFormat("igraph.Vertex(%R, %" IGRAPH_PRId ", %R)",
+      (PyObject*)self->gref, self->idx, attrs);
   Py_DECREF(attrs);
 
   return s;
@@ -170,7 +170,7 @@ long igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
   if (self->hash != -1)
     return self->hash;
 
-  index_o = PyLong_FromLong((long int)self->idx);
+  index_o = igraphmodule_integer_t_to_PyObject(self->idx);
   if (index_o == 0)
     return -1;
 

From 41d649b1f450fae718d82bec8481e367dc0a0a4e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 6 Sep 2021 23:47:10 +0200
Subject: [PATCH 0374/1681] refactor: (long) casts eliminated from
 graphobject.c

---
 src/_igraph/convert.c     |  12 ++-
 src/_igraph/convert.h     |   7 +-
 src/_igraph/graphobject.c | 189 +++++++++++++++++++-------------------
 3 files changed, 108 insertions(+), 100 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c84f66dfa..dd4f9e3ef 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1287,14 +1287,20 @@ PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
  * error occurred
  */
 PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type) {
+  if (!igraph_finite(value)) {
+    return PyFloat_FromDouble(value);
+  }
+
   if (type == IGRAPHMODULE_TYPE_INT) {
-    if (!igraph_finite(value)) {
+    return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
+  } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
+    return PyFloat_FromDouble(value);
+  } else if (type == IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT) {
+    if (ceil(value) != value) {
       return PyFloat_FromDouble(value);
     } else {
       return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
     }
-  } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
-    return PyFloat_FromDouble(value);
   } else {
     Py_RETURN_NONE;
   }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index f18be5347..12139427a 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -33,8 +33,11 @@
 #include <igraph_types.h>
 #include "graphobject.h"
 
-typedef enum { IGRAPHMODULE_TYPE_INT=0, IGRAPHMODULE_TYPE_FLOAT }
-igraphmodule_conv_t;
+typedef enum {
+  IGRAPHMODULE_TYPE_INT = 0,
+  IGRAPHMODULE_TYPE_FLOAT = 1,
+  IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT = 2
+} igraphmodule_conv_t;
 
 typedef struct {
   const char* name;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 23d4d7152..fd4c44d86 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -345,14 +345,17 @@ PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph) {
  */
 PyObject *igraphmodule_Graph_str(igraphmodule_GraphObject * self)
 {
-  if (igraph_is_directed(&self->g))
-    return PyUnicode_FromFormat("Directed graph (|V| = %ld, |E| = %ld)",
-                               (long)igraph_vcount(&self->g),
-                               (long)igraph_ecount(&self->g));
-  else
-    return PyUnicode_FromFormat("Undirected graph (|V| = %ld, |E| = %ld)",
-                               (long)igraph_vcount(&self->g),
-                               (long)igraph_ecount(&self->g));
+  if (igraph_is_directed(&self->g)) {
+    return PyUnicode_FromFormat(
+      "Directed graph (|V| = %" IGRAPH_PRId ", |E| = %" IGRAPH_PRId ")",
+      igraph_vcount(&self->g), igraph_ecount(&self->g)
+    );
+  } else {
+    return PyUnicode_FromFormat(
+      "Undirected graph (|V| = %" IGRAPH_PRId ", |E| = %" IGRAPH_PRId ")",
+      igraph_vcount(&self->g), igraph_ecount(&self->g)
+    );
+  }
 }
 
 /** \ingroup python_interface_copy
@@ -385,9 +388,7 @@ PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
  */
 PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
 {
-  PyObject *result;
-  result = Py_BuildValue("l", (long)igraph_vcount(&self->g));
-  return result;
+  return igraphmodule_integer_t_to_PyObject(igraph_vcount(&self->g));
 }
 
 /** \ingroup python_interface_graph
@@ -397,9 +398,7 @@ PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
  */
 PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject * self)
 {
-  PyObject *result;
-  result = Py_BuildValue("l", (long)igraph_ecount(&self->g));
-  return result;
+  return igraphmodule_integer_t_to_PyObject(igraph_ecount(&self->g));
 }
 
 /** \ingroup python_interface_graph
@@ -985,7 +984,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  return PyLong_FromLong((long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -1483,7 +1482,7 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
         PyObject_IsTrue(directed), PyObject_IsTrue(error)))
     return igraphmodule_handle_igraph_error();
 
-  return Py_BuildValue("l", (long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -1595,7 +1594,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
       return NULL;
     }
     igraph_vector_destroy(weights); free(weights);
-    return PyFloat_FromDouble((double)diameter);
+    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT);
   } else {
     if (igraph_diameter(&self->g, &diameter,
           /* from, to, vertex_path, edge_path */
@@ -1607,11 +1606,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
 
     /* The diameter is integer in this case, except if igraph_diameter()
      * returned NaN or infinity for some reason */
-    if (ceilf(diameter) == diameter && isfinite(diameter)) {
-      return PyLong_FromLong((long)diameter);
-    } else {
-      return PyFloat_FromDouble((double)diameter);
-    }
+    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
   }
 }
 
@@ -1698,7 +1693,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
     }
     igraph_vector_destroy(weights); free(weights);
     if (from >= 0) {
-      return Py_BuildValue("lld", (long)from, (long)to, (double)len);
+      return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
     } else {
       return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
     }
@@ -1714,15 +1709,15 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
     /* if len is finite and integer (which it typically is, unless it's
      * infinite), then return a Python int as the third value; otherwise
      * return a float */
-    if (ceilf(len) == len && isfinite(len)) {
+    if (ceil(len) == len && isfinite(len)) {
       if (from >= 0) {
-        return Py_BuildValue("lll", (long)from, (long)to, (long)len);
+        return Py_BuildValue("nnn", (Py_ssize_t)from, (Py_ssize_t)to, (Py_ssize_t)len);
       } else {
-        return Py_BuildValue("OOl", Py_None, Py_None, (long)len);
+        return Py_BuildValue("OOn", Py_None, Py_None, (Py_ssize_t)len);
       }
     } else {
       if (from >= 0) {
-        return Py_BuildValue("lld", (long)from, (long)to, (double)len);
+        return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
       } else {
         return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
       }
@@ -1742,10 +1737,15 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
   igraph_integer_t girth;
   igraph_vector_int_t vids;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &sc))
-  return NULL;
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &sc)) {
+    return NULL;
+  }
+
+  if (igraph_vector_int_init(&vids, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
 
-  igraph_vector_int_init(&vids, 0);
   if (igraph_girth(&self->g, &girth, &vids)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&vids);
@@ -1754,11 +1754,12 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
 
   if (PyObject_IsTrue(sc)) {
     PyObject* o;
-    o=igraphmodule_vector_int_t_to_PyList(&vids);
+    o = igraphmodule_vector_int_t_to_PyList(&vids);
     igraph_vector_int_destroy(&vids);
     return o;
   }
-  return PyLong_FromLong((long)girth);
+
+  return igraphmodule_integer_t_to_PyObject(girth);
 }
 
 /**
@@ -4173,7 +4174,7 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
 
   if (types) { igraph_vector_bool_destroy(types); free(types); }
 
-  return Py_BuildValue("llll", (long)vcount1, (long)ecount1, (long)vcount2, (long)ecount2);
+  return Py_BuildValue("nnnn", (Py_ssize_t)vcount1, (Py_ssize_t)ecount1, (Py_ssize_t)vcount2, (Py_ssize_t)ecount2);
 }
 
 /** \ingroup python_interface_graph
@@ -5321,10 +5322,11 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
 
   igraph_vs_destroy(&vs);
 
-  if (!return_single)
+  if (!return_single) {
     result = igraphmodule_vector_int_t_to_PyList(&res);
-  else
-    result = PyLong_FromLong((long)VECTOR(res)[0]);
+  } else {
+    result = igraphmodule_integer_t_to_PyObject(VECTOR(res)[0]);
+  }
 
   igraph_vector_int_destroy(&res);
 
@@ -6235,7 +6237,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", "neighbors", NULL };
   PyObject *checks = Py_True, *neis = Py_None;
-  long int source = -1, target = -1, result;
+  long int source = -1, target = -1;
   igraph_integer_t res;
   igraph_vconn_nei_t neighbors = IGRAPH_VCONN_NEI_ERROR;
 
@@ -6261,10 +6263,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (!IGRAPH_FINITE(res)) return Py_BuildValue("d", (double)res);
-
-  result = (long)res;
-  return Py_BuildValue("l", result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /**********************************************************************
@@ -6337,14 +6336,12 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
  */
 PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
   igraph_integer_t mut, asym, nul;
-  PyObject *list;
 
   if (igraph_dyad_census(&self->g, &mut, &asym, &nul)) {
     return igraphmodule_handle_igraph_error();
   }
 
-  list = Py_BuildValue("lll", (long)mut, (long)asym, (long)nul);
-  return list;
+  return Py_BuildValue("nnn", (Py_ssize_t)mut, (Py_ssize_t)asym, (Py_ssize_t)nul);
 }
 
 typedef struct {
@@ -6479,7 +6476,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   }
   igraph_vector_destroy(&cut_prob);
 
-  return PyLong_FromLong((long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -6543,7 +6540,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   }
   igraph_vector_destroy(&cut_prob);
 
-  return PyLong_FromLong((long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -7950,8 +7947,8 @@ PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
-  return Py_BuildValue("NiiN", (PyObject *) self, (long)source,
-                       (long)target, capacity_obj);
+  return Py_BuildValue("NnnN", (PyObject *) self, (Py_ssize_t)source,
+                       (Py_ssize_t)target, capacity_obj);
 }
 
 /** \ingroup python_interface_graph
@@ -8676,7 +8673,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
     }
   }
 
-  return PyLong_FromLong((long)isoclass);
+  return igraphmodule_integer_t_to_PyObject(isoclass);
 }
 
 /** \ingroup python_interface_graph
@@ -8858,8 +8855,8 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
   igraph_bool_t retval;
   PyObject *result;
 
-  result = PyObject_CallFunction(data->node_compat_fn, "OOll",
-      data->graph1, data->graph2, (long)cand1, (long)cand2);
+  result = PyObject_CallFunction(data->node_compat_fn, "OOnn",
+      data->graph1, data->graph2, (Py_ssize_t)cand1, (Py_ssize_t)cand2);
 
   if (result == NULL) {
     /* Error in callback, return 0 */
@@ -8882,8 +8879,8 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
   igraph_bool_t retval;
   PyObject *result;
 
-  result = PyObject_CallFunction(data->edge_compat_fn, "OOll",
-      data->graph1, data->graph2, (long)cand1, (long)cand2);
+  result = PyObject_CallFunction(data->edge_compat_fn, "OOnn",
+      data->graph1, data->graph2, (Py_ssize_t)cand1, (Py_ssize_t)cand2);
 
   if (result == NULL) {
     /* Error in callback, return 0 */
@@ -9129,7 +9126,7 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return Py_BuildValue("l", (long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -9466,7 +9463,7 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return Py_BuildValue("l", (long)result);
+  return igraphmodule_integer_t_to_PyObject(result);
 }
 
 /** \ingroup python_interface_graph
@@ -10888,7 +10885,7 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "min", "max", NULL };
   PyObject *list, *item;
   long int min_size = 0, max_size = 0;
-  long int i, j, n;
+  igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ll", kwlist,
@@ -10906,22 +10903,23 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     return igraphmodule_handle_igraph_error();
   }
 
-  n = (long)igraph_vector_ptr_size(&result);
+  n = igraph_vector_ptr_size(&result);
   list = PyList_New(n);
-  if (!list)
+  if (!list) {
     return NULL;
+  }
 
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
-      for (j = i; j < n; j++)
+      for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+      }
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
-    }
-    else {
+    } else {
       PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
@@ -10937,7 +10935,7 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
 {
   PyObject *list, *item;
-  long int i, j, n;
+  igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
   if (igraph_vector_ptr_init(&result, 0)) {
@@ -10950,22 +10948,23 @@ PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
     return igraphmodule_handle_igraph_error();
   }
 
-  n = (long)igraph_vector_ptr_size(&result);
+  n = igraph_vector_ptr_size(&result);
   list = PyList_New(n);
-  if (!list)
+  if (!list) {
     return NULL;
+  }
 
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
-      for (j = i; j < n; j++)
+      for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+      }
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
-    }
-    else {
+    } else {
       PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
@@ -11065,13 +11064,13 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
       item = igraphmodule_vector_int_t_to_PyTuple(vec);
       if (!item) {
-        for (j = i; j < n; j++)
+        for (j = i; j < n; j++) {
           igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+        }
         igraph_vector_ptr_destroy_all(&result);
         Py_DECREF(list);
         return NULL;
-      }
-      else {
+      } else {
         PyList_SET_ITEM(list, i, item);
       }
       igraph_vector_int_destroy(vec);
@@ -11098,14 +11097,13 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject * self)
 {
-  PyObject *result;
   igraph_integer_t i;
 
-  if (igraph_clique_number(&self->g, &i))
+  if (igraph_clique_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  result = PyLong_FromLong((long)i);
-  return result;
+  return igraphmodule_integer_t_to_PyObject(i);
 }
 
 /** \ingroup python_interface_graph
@@ -11118,7 +11116,7 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
   static char *kwlist[] = { "min", "max", NULL };
   PyObject *list, *item;
   long int min_size = 0, max_size = 0;
-  long int i, j, n;
+  igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ll", kwlist,
@@ -11136,22 +11134,23 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     return igraphmodule_handle_igraph_error();
   }
 
-  n = (long)igraph_vector_ptr_size(&result);
+  n = igraph_vector_ptr_size(&result);
   list = PyList_New(n);
-  if (!list)
+  if (!list) {
     return NULL;
+  }
 
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
-      for (j = i; j < n; j++)
+      for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+      }
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
-    }
-    else {
+    } else {
       PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
@@ -11169,7 +11168,7 @@ PyObject
                                                       * self)
 {
   PyObject *list, *item;
-  long int i, j, n;
+  igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
   if (igraph_vector_ptr_init(&result, 0)) {
@@ -11182,7 +11181,7 @@ PyObject
     return igraphmodule_handle_igraph_error();
   }
 
-  n = (long)igraph_vector_ptr_size(&result);
+  n = igraph_vector_ptr_size(&result);
   list = PyList_New(n);
   if (!list)
     return NULL;
@@ -11191,13 +11190,13 @@ PyObject
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
-      for (j = i; j < n; j++)
+      for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+      }
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
-    }
-    else {
+    } else {
       PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
@@ -11215,7 +11214,7 @@ PyObject
                                                       * self)
 {
   PyObject *list, *item;
-  long int i, j, n;
+  igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
   if (igraph_vector_ptr_init(&result, 0)) {
@@ -11228,22 +11227,23 @@ PyObject
     return igraphmodule_handle_igraph_error();
   }
 
-  n = (long)igraph_vector_ptr_size(&result);
+  n = igraph_vector_ptr_size(&result);
   list = PyList_New(n);
-  if (!list)
+  if (!list) {
     return NULL;
+  }
 
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
     if (!item) {
-      for (j = i; j < n; j++)
+      for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
+      }
       igraph_vector_ptr_destroy_all(&result);
       Py_DECREF(list);
       return NULL;
-    }
-    else {
+    } else {
       PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
@@ -11259,14 +11259,13 @@ PyObject
 PyObject *igraphmodule_Graph_independence_number(igraphmodule_GraphObject *
                                                  self)
 {
-  PyObject *result;
   igraph_integer_t i;
 
-  if (igraph_independence_number(&self->g, &i))
+  if (igraph_independence_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
+  }
 
-  result = PyLong_FromLong((long)i);
-  return result;
+  return igraphmodule_integer_t_to_PyObject(i);
 }
 
 /**********************************************************************

From 197b8736b8f7f2ad86c966af354e459b96704121 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Sep 2021 00:02:18 +0200
Subject: [PATCH 0375/1681] refactor: explicit (long int) casts also eliminated

---
 src/_igraph/attributes.c  |  8 +++++---
 src/_igraph/graphobject.c | 16 +++++++++-------
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7ffa56e73..4b9406d11 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -976,7 +976,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_random(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item, *num;
   PyObject *random_module = PyImport_ImportModule("random");
   PyObject *random_func;
@@ -993,7 +993,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_int_size(v);
+    igraph_integer_t n = igraph_vector_int_size(v);
 
     if (n > 0) {
       num = PyObject_CallObject(random_func, 0);
@@ -1002,7 +1002,9 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
         Py_DECREF(res);
         return 0;
       }
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[(long int)(n*PyFloat_AsDouble(num))]);
+      item = PyList_GET_ITEM(
+        values, VECTOR(*v)[(igraph_integer_t)(n * PyFloat_AsDouble(num))]
+      );
       Py_DECREF(num);
     } else {
       item = Py_None;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fd4c44d86..35c147c78 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -757,10 +757,11 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (!return_single)
+  if (!return_single) {
     list = igraphmodule_vector_int_t_to_PyList(&result);
-  else
-    list = PyLong_FromLong((long int)VECTOR(result)[0]);
+  } else {
+    list = igraphmodule_integer_t_to_PyObject(VECTOR(result)[0]);
+  }
 
   igraph_vector_int_destroy(&result);
   igraph_vs_destroy(&vs);
@@ -1183,10 +1184,11 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (!return_single)
+  if (!return_single) {
     list = igraphmodule_vector_int_t_to_PyList(&result);
-  else
-    list = PyLong_FromLong((long int)VECTOR(result)[0]);
+  } else {
+    list = igraphmodule_integer_t_to_PyObject(VECTOR(result)[0]);
+  }
 
   igraph_vector_int_destroy(&result);
   igraph_es_destroy(&es);
@@ -12116,7 +12118,7 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
  * module without any additional conversions.
  */
 PyObject *igraphmodule_Graph__raw_pointer(igraphmodule_GraphObject *self) {
-  return PyLong_FromLong((long int)&self->g);
+  return PyLong_FromVoidPtr(&self->g);
 }
 
 /** \ingroup python_interface_internal

From 2794f983fba516d1db4bbd02252a79a83cd68166 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Sep 2021 00:07:52 +0200
Subject: [PATCH 0376/1681] refactor: igraph_*_size functions return an
 igraph_integer_t so use that

---
 src/_igraph/attributes.c   | 28 ++++++++++++++--------------
 src/_igraph/vertexobject.c |  2 +-
 2 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 4b9406d11..1bd7aa831 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -816,14 +816,14 @@ static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
  */
 static PyObject* igraphmodule_i_ac_func(PyObject* values,
     const igraph_vector_ptr_t *merges, PyObject* func) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
-    long int j, n = igraph_vector_int_size(v);
+    igraph_integer_t j, n = igraph_vector_int_size(v);
 
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
@@ -884,14 +884,14 @@ static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_sum(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 0.0, sum = 0.0;
-    long int j, n = igraph_vector_int_size(v);
+    igraph_integer_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -918,14 +918,14 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_prod(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 1.0, prod = 1.0;
-    long int j, n = igraph_vector_int_size(v);
+    igraph_integer_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -952,13 +952,13 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_first(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_int_size(v);
+    igraph_integer_t n = igraph_vector_int_size(v);
 
     item = n > 0 ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
     Py_INCREF(item);
@@ -1027,13 +1027,13 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_last(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
-    long int n = igraph_vector_int_size(v);
+    igraph_integer_t n = igraph_vector_int_size(v);
 
     item = (n > 0) ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
     Py_INCREF(item);
@@ -1051,14 +1051,14 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_mean(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
     igraph_real_t num = 0.0, mean = 0.0;
-    long int j, n = igraph_vector_int_size(v);
+    igraph_integer_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; ) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1087,13 +1087,13 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_median(PyObject* values,
     const igraph_vector_ptr_t *merges) {
-  long int i, len = igraph_vector_ptr_size(merges);
+  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
-    long int j, n = igraph_vector_int_size(v);
+    igraph_integer_t j, n = igraph_vector_int_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
       item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 9a470d66c..6da7cb720 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -654,7 +654,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
 #define GRAPH_PROXY_METHOD_PP(FUNC, METHODNAME, POSTPROCESS) \
     PyObject* igraphmodule_Vertex_##FUNC(igraphmodule_VertexObject* self, PyObject* args, PyObject* kwds) { \
       PyObject *new_args, *item, *result;                     \
-      long int i, num_args = args ? PyTuple_Size(args)+1 : 1; \
+      Py_ssize_t i, num_args = args ? PyTuple_Size(args)+1 : 1; \
                                                               \
       /* Prepend ourselves to args */                         \
       new_args = PyTuple_New(num_args);                       \

From a72ee5d807a1883792f3a3cecc1f039b918d5d26 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 8 Sep 2021 20:38:04 +0200
Subject: [PATCH 0377/1681] refactor: removed a few more casts

---
 src/_igraph/arpackobject.c |  2 +-
 src/_igraph/graphobject.c  | 43 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c | 23 ++++++++++++--------
 3 files changed, 37 insertions(+), 31 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 7f31f506c..d10cc8d9d 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -78,7 +78,7 @@ PyObject* igraphmodule_ARPACKOptions_getattr(
   } else if (strcmp(attrname, "nev") == 0) {
     result=PyLong_FromLong(self->params.nev);
   } else if (strcmp(attrname, "tol") == 0) {
-    result=PyFloat_FromDouble((double)self->params.tol);
+    result=PyFloat_FromDouble(self->params.tol);
   } else if (strcmp(attrname, "ncv") == 0) {
     result=PyLong_FromLong(self->params.ncv);
   } else if (strcmp(attrname, "ldv") == 0) {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 35c147c78..983230934 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -938,7 +938,7 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)result);
+  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -1320,7 +1320,7 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)result);
+  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -1914,7 +1914,7 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  return PyFloat_FromDouble((double)radius);
+  return igraphmodule_real_t_to_PyObject(radius, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -3713,7 +3713,7 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -3748,7 +3748,7 @@ PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObj
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -3769,7 +3769,7 @@ PyObject *igraphmodule_Graph_assortativity_degree(igraphmodule_GraphObject *self
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -3814,7 +3814,7 @@ PyObject *igraphmodule_Graph_authority_score(
   if (res_o == NULL) return igraphmodule_handle_igraph_error();
 
   if (PyObject_IsTrue(return_eigenvalue)) {
-    PyObject *ev_o = PyFloat_FromDouble((double)value);
+    PyObject *ev_o = igraphmodule_real_t_to_PyObject(value, IGRAPHMODULE_TYPE_FLOAT);
     if (ev_o == NULL) {
       Py_DECREF(res_o);
       return igraphmodule_handle_igraph_error();
@@ -4445,10 +4445,11 @@ PyObject *igraphmodule_Graph_constraint(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (!return_single)
+  if (!return_single) {
     list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
-  else
-    list = PyFloat_FromDouble((double)VECTOR(result)[0]);
+  } else {
+    list = igraphmodule_real_t_to_PyObject(VECTOR(result)[0], IGRAPHMODULE_TYPE_FLOAT);
+  }
 
   igraph_vs_destroy(&vids);
   igraph_vector_destroy(&result);
@@ -4833,7 +4834,7 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
   if (res_o == NULL) return igraphmodule_handle_igraph_error();
 
   if (PyObject_IsTrue(return_eigenvalue)) {
-    PyObject *ev_o = PyFloat_FromDouble((double)value);
+    PyObject *ev_o = igraphmodule_real_t_to_PyObject(value, IGRAPHMODULE_TYPE_FLOAT);
     if (ev_o == NULL) {
       Py_DECREF(res_o);
       return igraphmodule_handle_igraph_error();
@@ -5196,7 +5197,7 @@ PyObject *igraphmodule_Graph_hub_score(
   if (res_o == NULL) return igraphmodule_handle_igraph_error();
 
   if (PyObject_IsTrue(return_eigenvalue)) {
-    PyObject *ev_o = PyFloat_FromDouble((double)value);
+    PyObject *ev_o = igraphmodule_real_t_to_PyObject(value, IGRAPHMODULE_TYPE_FLOAT);
     if (ev_o == NULL) {
       Py_DECREF(res_o);
       return igraphmodule_handle_igraph_error();
@@ -6065,7 +6066,7 @@ PyObject *igraphmodule_Graph_transitivity_undirected(igraphmodule_GraphObject
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_real_t res;
-  PyObject *r, *mode_o = Py_None;
+  PyObject *mode_o = Py_None;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -6080,8 +6081,7 @@ PyObject *igraphmodule_Graph_transitivity_undirected(igraphmodule_GraphObject
     return NULL;
   }
 
-  r = Py_BuildValue("d", (double)(res));
-  return r;
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -6094,7 +6094,7 @@ PyObject *igraphmodule_Graph_transitivity_avglocal_undirected(igraphmodule_Graph
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_real_t res;
-  PyObject *r, *mode_o = Py_None;
+  PyObject *mode_o = Py_None;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -6108,8 +6108,7 @@ PyObject *igraphmodule_Graph_transitivity_avglocal_undirected(igraphmodule_Graph
     return NULL;
   }
 
-  r = Py_BuildValue("d", (double)(res));
-  return r;
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -10162,7 +10161,8 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
   }
 
   igraph_vector_destroy(&capacity_vector);
-  return Py_BuildValue("d", (double)result);
+
+  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -10443,7 +10443,8 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
   }
 
   igraph_vector_destroy(&capacity_vector);
-  return Py_BuildValue("d", (double)result);
+
+  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -11346,7 +11347,7 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
     igraph_vector_destroy(weights); free(weights);
   }
 
-  return Py_BuildValue("d", (double)modularity);
+  return igraphmodule_real_t_to_PyObject(modularity, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /**
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 9dbd3afa0..bdc0eda59 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -152,16 +152,16 @@ static int igraphmodule_igraph_interrupt_hook(void* data) {
 int igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent,
 				       void* data) {
   PyObject* progress_handler = GETSTATE(0)->progress_handler;
+  PyObject *result;
 
   if (progress_handler) {
-    PyObject *result;
     if (PyCallable_Check(progress_handler)) {
-      result=PyObject_CallFunction(progress_handler,
-				   "sd", message, (double)percent);
-      if (result)
+      result = PyObject_CallFunction(progress_handler, "sd", message, (double)percent);
+      if (result) {
         Py_DECREF(result);
-      else
+      } else {
         return IGRAPH_INTERRUPTED;
+      }
     }
   }
   
@@ -383,14 +383,18 @@ PyObject* igraphmodule_compare_communities(PyObject *self,
   igraph_real_t result;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|O", kwlist,
-      &comm1_o, &comm2_o, &method_o))
+      &comm1_o, &comm2_o, &method_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_community_comparison_t(method_o, &method))
+  if (igraphmodule_PyObject_to_community_comparison_t(method_o, &method)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1))
+  if (igraphmodule_PyObject_to_vector_int_t(comm1_o, &comm1)) {
     return NULL;
+  }
+
   if (igraphmodule_PyObject_to_vector_int_t(comm2_o, &comm2)) {
     igraph_vector_int_destroy(&comm1);
     return NULL;
@@ -402,10 +406,11 @@ PyObject* igraphmodule_compare_communities(PyObject *self,
     igraph_vector_int_destroy(&comm2);
     return NULL;
   }
+
   igraph_vector_int_destroy(&comm1);
   igraph_vector_int_destroy(&comm2);
 
-  return PyFloat_FromDouble((double)result);
+  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 

From e7e9ff9e9739c248f84260a607a939f3236ee9b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 14:28:34 +0200
Subject: [PATCH 0378/1681] refactor: gotten rid of PyLong_AsInt() where the
 result could be larger than an int

---
 src/_igraph/attributes.c   |  6 ++---
 src/_igraph/convert.c      | 51 +++++++++++++++++++++++---------------
 src/_igraph/convert.h      |  2 --
 src/_igraph/vertexobject.c | 18 +++++++++++---
 4 files changed, 47 insertions(+), 30 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 1bd7aa831..e74a296c4 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -136,7 +136,6 @@ int igraphmodule_PyObject_matches_attribute_record(PyObject* object, igraph_attr
 int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* vid) {
   igraphmodule_i_attribute_struct* attrs = ATTR_STRUCT(graph);
   PyObject* o_vid = NULL;
-  int tmp;
 
   if (graph) {
     attrs = ATTR_STRUCT(graph);
@@ -155,10 +154,9 @@ int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_inte
     return 1;
   }
   
-  if (PyLong_AsInt(o_vid, &tmp))
+  if (igraphmodule_PyObject_to_integer_t(o_vid, vid)) {
     return 1;
-  
-  *vid = tmp;
+  }
 
   return 0;
 }
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index dd4f9e3ef..0571cc706 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -43,7 +43,8 @@
  * \brief Converts a Python long to a C int
  *
  * This is similar to PyLong_AsLong, but it checks for overflow first and
- * throws an exception if necessary.
+ * throws an exception if necessary. This variant is needed for enum conversions
+ * because we assume that enums fit into an int.
  *
  * Returns -1 if there was an error, 0 otherwise.
  */
@@ -799,11 +800,21 @@ int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
     /* here the assumption is that sizeof(long long) == 64 bits; anyhow, this
      * is the widest integer type that we can convert a PyLong to so we cannot
      * do any better than this */
-    *v = PyLong_AsLongLong(obj);
+    long long int dummy = PyLong_AsLongLong(obj);
+    if (PyErr_Occurred()) {
+      return 1;
+    }
+    *v = dummy;
   } else {
-    int dummy;
-    PyLong_AsInt(obj, &dummy);
-    *v = (igraph_integer_t)dummy;
+    /* this is either 32-bit igraph, or some weird, officially not-yet-supported
+     * igraph flavour. Let's try to be on the safe side and assume 32-bit. long
+     * ints are at least 32 bits so we will fit, otherwise Python will raise
+     * an OverflowError on its own */
+    long int dummy = PyLong_AsLong(obj);
+    if (PyErr_Occurred()) {
+      return 1;
+    }
+    *v = dummy;
   }
   return 0;
 }
@@ -2706,8 +2717,6 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
-  int retval, tmp;
-
   if (o == Py_None || o == 0) {
     *vid = 0;
   } else if (PyLong_Check(o)) {
@@ -2727,20 +2736,19 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     PyObject* num = PyNumber_Index(o);
     if (num) {
       if (PyLong_Check(num)) {
-        retval = PyLong_AsInt(num, &tmp);
-        if (retval) {
+        if (igraphmodule_PyObject_to_integer_t(num, vid)) {
           Py_DECREF(num);
           return 1;
         }
-        *vid = tmp;
       } else {
         PyErr_SetString(PyExc_TypeError, "PyNumber_Index returned invalid type");
         Py_DECREF(num);
         return 1;
       }
       Py_DECREF(num);
-    } else
+    } else {
       return 1;
+    }
   } else {
     PyErr_SetString(PyExc_TypeError, "only numbers, strings or igraph.Vertex objects can be converted to vertex IDs");
     return 1;
@@ -2921,7 +2929,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph) {
-  int retval, tmp;
+  int retval;
   igraph_integer_t vid1, vid2;
 
   if (o == Py_None || o == 0) {
@@ -2939,35 +2947,38 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     PyObject* num = PyNumber_Index(o);
     if (num) {
       if (PyLong_Check(num)) {
-        retval = PyLong_AsInt(num, &tmp);
-        if (retval) {
+        if (igraphmodule_PyObject_to_integer_t(num, eid)) {
           Py_DECREF(num);
           return 1;
         }
-        *eid = tmp;
       } else {
         PyErr_SetString(PyExc_TypeError, "PyNumber_Index returned invalid type");
         Py_DECREF(num);
         return 1;
       }
       Py_DECREF(num);
-    } else
+    } else {
       return 1;
+    }
   } else if (graph != 0 && PyTuple_Check(o)) {
     PyObject *o1, *o2;
 
     o1 = PyTuple_GetItem(o, 0);
-    if (!o1)
+    if (!o1) {
       return 1;
+    }
 
-    o2 = PyTuple_GetItem(o, 1);
+    o2 = PyTuple_GetItem(o, 1); {
     if (!o2)
       return 1;
+    }
 
-    if (igraphmodule_PyObject_to_vid(o1, &vid1, graph))
+    if (igraphmodule_PyObject_to_vid(o1, &vid1, graph)) {
       return 1;
-    if (igraphmodule_PyObject_to_vid(o2, &vid2, graph))
+    }
+    if (igraphmodule_PyObject_to_vid(o2, &vid2, graph)) {
       return 1;
+    }
 
     retval = igraph_get_eid(graph, eid, vid1, vid2, 1, 0);
     if (retval == IGRAPH_EINVVID) {
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 12139427a..0bbcdd2fa 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -44,8 +44,6 @@ typedef struct {
   int value;
 } igraphmodule_enum_translation_table_entry_t;
 
-int PyLong_AsInt(PyObject* obj, int* result);
-
 /* Conversion from PyObject to enum types */
 
 int igraphmodule_PyObject_to_enum(PyObject *o,
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 6da7cb720..ba3d50186 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -601,17 +601,22 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GET_ITEM(obj, i);
     PyObject* v;
-    int idx_int;
+    igraph_integer_t idx_int;
 
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_edge_list expected list of integers");
       return NULL;
     }
 
-    if (PyLong_AsInt(idx, &idx_int))
+    if (igraphmodule_PyObject_to_integer_t(idx, &idx_int)) {
       return NULL;
+    }
 
     v = igraphmodule_Edge_New(vertex->gref, idx_int);
+    if (!v) {
+      return NULL;
+    }
+
     PyList_SetItem(obj, i, v);   /* reference to v stolen, reference to idx discarded */
   }
 
@@ -633,17 +638,22 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GET_ITEM(obj, i);
     PyObject* v;
-    int idx_int;
+    igraph_integer_t idx_int;
 
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_vertex_list expected list of integers");
       return NULL;
     }
 
-    if (PyLong_AsInt(idx, &idx_int))
+    if (igraphmodule_PyObject_to_integer_t(idx, &idx_int)) {
       return NULL;
+    }
 
     v = igraphmodule_Vertex_New(vertex->gref, idx_int);
+    if (!v) {
+      return NULL;
+    }
+
     PyList_SetItem(obj, i, v);   /* reference to v stolen, reference to idx discarded */
   }
 

From 73686f07fde7f38ba33be89e10ab3de5157dcdc4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 15:01:04 +0200
Subject: [PATCH 0379/1681] refactor: eliminating PyLong_AsLong() in a few
 places

---
 src/_igraph/arpackobject.c    | 19 ++++++++++++++-----
 src/_igraph/graphobject.c     | 33 ++++++++++++++++++++-------------
 src/_igraph/indexing.c        |  2 +-
 src/_igraph/vertexseqobject.c |  9 +++++++--
 4 files changed, 42 insertions(+), 21 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index d10cc8d9d..5fa78d6f7 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -21,6 +21,7 @@
 */
 
 #include "arpackobject.h"
+#include "convert.h"
 #include "graphobject.h"
 #include "error.h"
 
@@ -120,6 +121,8 @@ PyObject* igraphmodule_ARPACKOptions_getattr(
 int igraphmodule_ARPACKOptions_setattr(
   igraphmodule_ARPACKOptionsObject* self, char* attrname,
   PyObject* value) {
+  igraph_integer_t igraph_int;
+
   if (value == 0) {
     PyErr_SetString(PyExc_TypeError, "attribute can not be deleted");
     return -1;
@@ -127,10 +130,13 @@ int igraphmodule_ARPACKOptions_setattr(
   if (strcmp(attrname, "maxiter") == 0 ||
       strcmp(attrname, "mxiter") == 0) {
     if (PyLong_Check(value)) {
-      long int n=PyLong_AsLong(value);
-      if (n>0)
-          self->params.mxiter=(igraph_integer_t)n;
-      else {
+      if (igraphmodule_PyObject_to_integer_t(value, &igraph_int)) {
+        return -1;
+      }
+
+      if (igraph_int > 0) {
+        self->params.mxiter = igraph_int;
+      } else {
         PyErr_SetString(PyExc_ValueError, "maxiter must be positive");
         return -1;
       }
@@ -140,7 +146,10 @@ int igraphmodule_ARPACKOptions_setattr(
     }
   } else if (strcmp(attrname, "tol") == 0) {
     if (PyLong_Check(value)) {
-      self->params.tol = (igraph_real_t) PyLong_AsLong(value);
+      if (igraphmodule_PyObject_to_integer_t(value, &igraph_int)) {
+        return -1;
+      }
+      self->params.tol = igraph_int;
     } else if (PyFloat_Check(value)) {
       self->params.tol = (igraph_real_t) PyFloat_AsDouble(value);
     } else {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 983230934..50b7d20ca 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2025,8 +2025,9 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, m = 1;
+  long n;
   float power = 1.0f, zero_appeal = 1.0f;
+  igraph_integer_t m = 1;
   igraph_vector_int_t outseq;
   igraph_t *start_from = 0;
   igraph_barabasi_algorithm_t algo = IGRAPH_BARABASI_PSUMTREE;
@@ -2044,8 +2045,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
                                    &start_from_o))
     return NULL;
 
-  if (igraphmodule_PyObject_to_barabasi_algorithm_t(implementation_o,
-        &algo))
+  if (igraphmodule_PyObject_to_barabasi_algorithm_t(implementation_o, &algo))
     return NULL;
 
   if (igraphmodule_PyObject_to_igraph_t(start_from_o, &start_from))
@@ -2062,12 +2062,13 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   } else if (m_obj != 0) {
     /* let's check whether we have a constant out-degree or a list */
     if (PyLong_Check(m_obj)) {
-      m = PyLong_AsLong(m_obj);
+      if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
+        return NULL;
+      }
       igraph_vector_int_init(&outseq, 0);
     } else if (PyList_Check(m_obj)) {
       if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
-        /* something bad happened during conversion */
-       return NULL;
+        return NULL;
       }
     } else {
       PyErr_SetString(PyExc_TypeError, "m must be an integer or a list of integers");
@@ -2077,7 +2078,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
 
   if (igraph_barabasi_game(&g, (igraph_integer_t) n,
                            (igraph_real_t) power,
-                           (igraph_integer_t) m,
+                           m,
                            &outseq, PyObject_IsTrue(outpref),
                            (igraph_real_t) zero_appeal,
                            PyObject_IsTrue(directed), algo,
@@ -3174,8 +3175,9 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, m = 0, window = 0;
+  long n, window = 0;
   float power = 0.0f, zero_appeal = 0.0f;
+  igraph_integer_t m = 0;
   igraph_vector_int_t outseq;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
 
@@ -3195,7 +3197,9 @@ NULL };
 
   // let's check whether we have a constant out-degree or a list
   if (PyLong_Check(m_obj)) {
-    m = PyLong_AsLong(m_obj);
+    if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
+      return NULL;
+    }
     igraph_vector_int_init(&outseq, 0);
   }
   else if (PyList_Check(m_obj)) {
@@ -3208,7 +3212,7 @@ NULL };
   if (igraph_recent_degree_game(&g, (igraph_integer_t) n,
                                 (igraph_real_t) power,
                                 (igraph_integer_t) window,
-                                (igraph_integer_t) m, &outseq,
+                                m, &outseq,
                                 PyObject_IsTrue(outpref),
                                 (igraph_real_t) zero_appeal,
                                 PyObject_IsTrue(directed))) {
@@ -6516,9 +6520,12 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
 
   if (PyLong_Check(sample)) {
     /* samples chosen randomly */
-    long int ns = PyLong_AsLong(sample);
-    if (igraph_motifs_randesu_estimate(&self->g, &result, (igraph_integer_t) size,
-          &cut_prob, (igraph_integer_t) ns, 0)) {
+    igraph_integer_t ns;
+    if (igraphmodule_PyObject_to_integer_t(sample, &ns)) {
+      igraph_vector_destroy(&cut_prob);
+      return NULL;
+    }
+    if (igraph_motifs_randesu_estimate(&self->g, &result, size, &cut_prob, ns, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&cut_prob);
       return NULL;
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 08cd04d95..3c05cb0f8 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -220,7 +220,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
  */
 static INLINE igraph_bool_t deleting_edge(PyObject* value) {
   return value == Py_None || value == Py_False ||
-      (PyLong_Check(value) && PyLong_AsLong(value) == 0);
+      (PyLong_Check(value) && PyLong_AsLongLong(value) == 0);
 }
 
 /**
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 403f01a90..2299eb074 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -542,7 +542,7 @@ PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self, PyObje
     /* Call the callable for every vertex in the current sequence and return
      * the first one for which it evaluates to True */
     n = PySequence_Size((PyObject*)self);
-    for (i=0; i<n; i++) {
+    for (i = 0; i < n; i++) {
       PyObject *vertex = PySequence_GetItem((PyObject*)self, i);
       PyObject *call_result;
       if (vertex == 0)
@@ -562,7 +562,12 @@ PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self, PyObje
   } else if (PyLong_Check(item)) {
     /* Integers are interpreted as indices on the vertex set and NOT on the
      * original, untouched vertex sequence of the graph */
-    return PySequence_GetItem((PyObject*)self, PyLong_AsLong(item));
+    Py_ssize_t index = PyLong_AsSsize_t(item);
+    if (PyErr_Occurred()) {
+      return NULL;
+    } else {
+      return PySequence_GetItem((PyObject*)self, index);
+    }
   } else if (PyBaseString_Check(item)) {
     /* Strings are interpreted as vertex names */
     if (igraphmodule_get_vertex_id_by_name(&self->gref->g, item, &i))

From 2df8ecabcf8a4d278dd7c6af891bc81af1dd97e7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 15:38:37 +0200
Subject: [PATCH 0380/1681] refactor: replaced long int with igraph_integer_t
 in attributes.c

---
 src/_igraph/attributes.c | 471 +++++++++++++++++++++------------------
 1 file changed, 250 insertions(+), 221 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index e74a296c4..d6e6a3440 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -287,44 +287,42 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
 /* Initialization */ 
 static int igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
   igraphmodule_i_attribute_struct* attrs;
-  long int i, n;
+  igraph_integer_t i, n;
   
-  attrs=(igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
-  if (!attrs)
+  attrs = (igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
+  if (!attrs) {
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
+  }
   if (igraphmodule_i_attribute_struct_init(attrs)) {
     PyErr_PrintEx(0);
     free(attrs);
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
   }
-  graph->attr=(void*)attrs;
+  graph->attr = (void*)attrs;
 
   /* See if we have graph attributes */
   if (attr) {
-    PyObject *dict=attrs->attrs[0], *value;
+    PyObject *dict = attrs->attrs[0], *value;
     char *s;
     n = igraph_vector_ptr_size(attr);
-    for (i=0; i<n; i++) {
+    for (i = 0; i < n; i++) {
       igraph_attribute_record_t *attr_rec;
       attr_rec = VECTOR(*attr)[i];
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        value=PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
+        value = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
         igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0, &s);
-        if (s == 0)
-          value=PyUnicode_FromString("");
-        else
-          value=PyUnicode_FromString(s);
+        value = PyUnicode_FromString(s ? s : "");
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        value=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
+        value = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
         Py_INCREF(value);
         break;
       default:
         IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-        value=0;
+        value = 0;
         break;
       }
       if (value) {
@@ -336,7 +334,7 @@ static int igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *a
                        IGRAPH_FAILURE);
         }
         Py_DECREF(value);
-        value=0;
+        value = 0;
       }
     }
   }
@@ -350,7 +348,7 @@ static void igraphmodule_i_attribute_destroy(igraph_t *graph) {
  
   /* printf("Destroying attribute table\n"); */
   if (graph->attr) {
-    attrs=(igraphmodule_i_attribute_struct*)graph->attr;
+    attrs = (igraphmodule_i_attribute_struct*)graph->attr;
     igraphmodule_i_attribute_struct_destroy(attrs);
     free(attrs);
   }
@@ -362,8 +360,8 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
   igraphmodule_i_attribute_struct *fromattrs, *toattrs;
   PyObject *key, *value, *newval, *o=NULL;
   igraph_bool_t copy_attrs[3] = { ga, va, ea };
-  int i, j;
-  Py_ssize_t pos = 0;
+  int i;
+  Py_ssize_t j, pos = 0;
  
   if (from->attr) {
     fromattrs=ATTR_STRUCT(from);
@@ -378,7 +376,7 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
     }
     to->attr=toattrs;
 
-    for (i=0; i<3; i++) {
+    for (i = 0; i < 3; i++) {
       if (!copy_attrs[i])
         continue;
 
@@ -391,15 +389,15 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
       pos = 0;
       while (PyDict_Next(fromattrs->attrs[i], &pos, &key, &value)) {
         /* value is only borrowed, so copy it */
-        if (i>0) {
+        if (i > 0) {
           newval=PyList_New(PyList_GET_SIZE(value));
-          for (j=0; j<PyList_GET_SIZE(value); j++) {
-            o=PyList_GetItem(value, j);
+          for (j = 0; j < PyList_GET_SIZE(value); j++) {
+            o = PyList_GetItem(value, j);
             Py_INCREF(o);
             PyList_SetItem(newval, j, o);
           }
         } else {
-          newval=value;
+          newval = value;
           Py_INCREF(newval);
         }
         PyDict_SetItem(toattrs->attrs[i], key, newval);
@@ -414,77 +412,90 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
 static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
-  long int i, j, k, l;
+  igraph_integer_t i, j, k, l;
   igraph_attribute_record_t *attr_rec;
   igraph_bool_t *added_attrs=0;
   Py_ssize_t pos = 0;
 
-  if (!graph->attr) return IGRAPH_SUCCESS;
-  if (nv<0) return IGRAPH_SUCCESS;
+  if (!graph->attr) {
+    return IGRAPH_SUCCESS;
+  }
+
+  if (nv < 0) {
+    return IGRAPH_SUCCESS;
+  }
 
   if (attr) {
     added_attrs = (igraph_bool_t*)calloc((size_t)igraph_vector_ptr_size(attr),
                                          sizeof(igraph_bool_t));
-    if (!added_attrs)
+    if (!added_attrs) {
       IGRAPH_ERROR("can't add vertex attributes", IGRAPH_ENOMEM);
+    }
     IGRAPH_FINALLY(free, added_attrs);
   }
 
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
-  if (!PyDict_Check(dict)) 
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
+  if (!PyDict_Check(dict)) {
     IGRAPH_ERROR("vertex attribute hash type mismatch", IGRAPH_EINVAL);
+  }
 
   while (PyDict_Next(dict, &pos, &key, &value)) {
-    if (!PyList_Check(value))
+    if (!PyList_Check(value)) {
       IGRAPH_ERROR("vertex attribute hash member is not a list", IGRAPH_EINVAL);
+    }
+
     /* Check if we have specific values for the given attribute */
-    attr_rec=0;
+    attr_rec = 0;
     if (attr) {
-      j=igraph_vector_ptr_size(attr);
-      for (i=0; i<j; i++) {
-        attr_rec=VECTOR(*attr)[i];
+      j = igraph_vector_ptr_size(attr);
+      for (i = 0; i < j; i++) {
+        attr_rec = VECTOR(*attr)[i];
         if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
-          added_attrs[i]=1;
+          added_attrs[i] = 1;
           break;
         }
-        attr_rec=0;
+        attr_rec = 0;
       }
     }
+
     /* If we have specific values for the given attribute, attr_rec contains
      * the appropriate vector. If not, it is null. */
     if (attr_rec) {
-      for (i=0; i<nv; i++) {
+      for (i = 0; i < nv; i++) {
         char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o=PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyUnicode_FromString(s);
+          o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o=0;
+          o = 0;
           break;
         }
         if (o) {
-          if (PyList_Append(value, o) == -1)
+          if (PyList_Append(value, o) == -1) {
             IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
-          else Py_DECREF(o);
+          } else {
+            Py_DECREF(o);
+          }
         }
       }
 
       /* Invalidate the vertex name index if needed */
-      if (!strcmp(attr_rec->name, "name"))
+      if (!strcmp(attr_rec->name, "name")) {
         igraphmodule_i_attribute_struct_invalidate_vertex_name_index(ATTR_STRUCT(graph));
+      }
     } else {
-      for (i=0; i<nv; i++) {
+      for (i = 0; i < nv; i++) {
         if (PyList_Append(value, Py_None) == -1) {
           IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
         }
@@ -495,53 +506,59 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
   if (attr) {
-    l=igraph_vector_ptr_size(attr);
-    j=igraph_vcount(graph)-nv;
+    l = igraph_vector_ptr_size(attr);
+    j = igraph_vcount(graph) - nv;
     /* j contains the number of vertices EXCLUDING the new ones! */
-    for (k=0; k<l; k++) {
-      if (added_attrs[k]) continue;
-      attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
+    for (k = 0; k < l; k++) {
+      if (added_attrs[k]) {
+        continue;
+      }
+      attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
 
-      value=PyList_New(j + nv);
+      value = PyList_New(j + nv);
       if (!value) {
         IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
       }
 
-      for (i=0; i<j; i++) {
+      for (i = 0; i < j; i++) {
         Py_INCREF(Py_None);
         PyList_SET_ITEM(value, i, Py_None);
       }
 
-      for (i=0; i<nv; i++) {
+      for (i = 0; i < nv; i++) {
         char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o=PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyUnicode_FromString(s);
+          o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o=0;
+          o = 0;
           break;
         }
-        if (o) PyList_SET_ITEM(value, i+j, o);
+        if (o) {
+          PyList_SET_ITEM(value, i + j, o);
+        }
       }
 
       /* Invalidate the vertex name index if needed */
-      if (!strcmp(attr_rec->name, "name"))
+      if (!strcmp(attr_rec->name, "name")) {
         igraphmodule_i_attribute_struct_invalidate_vertex_name_index(ATTR_STRUCT(graph));
+      }
 
       PyDict_SetItemString(dict, attr_rec->name, value);
       Py_DECREF(value);   /* compensate for PyDict_SetItemString */
     }
+
     free(added_attrs);
     IGRAPH_FINALLY_CLEAN(1);
   }
@@ -552,23 +569,27 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer
 /* Permuting vertices */
 static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
-  long int n, i;
+  igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
-  Py_ssize_t pos=0;
+  Py_ssize_t pos = 0;
   
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
-  if (!PyDict_Check(dict)) return 1;
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
+  if (!PyDict_Check(dict)) {
+    return 1;
+  }
 
-  newdict=PyDict_New();
-  if (!newdict) return 1;
+  newdict = PyDict_New();
+  if (!newdict) {
+    return 1;
+  }
 
-  n=igraph_vector_int_size(idx);
-  pos=0;
+  n = igraph_vector_int_size(idx);
+  pos = 0;
 
   while (PyDict_Next(dict, &pos, &key, &value)) {
-    newlist=PyList_New(n);
-    for (i=0; i<n; i++) {
-      o = PyList_GetItem(value, (Py_ssize_t)VECTOR(*idx)[i]);
+    newlist = PyList_New(n);
+    for (i = 0; i < n; i++) {
+      o = PyList_GetItem(value, VECTOR(*idx)[i]);
       if (!o) {
         PyErr_Clear();
         return 1;
@@ -594,74 +615,85 @@ static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
 static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
-  Py_ssize_t pos=0;
-  long int i, j, k, l, ne;
+  Py_ssize_t pos = 0;
+  igraph_integer_t i, j, k, l, ne;
   igraph_bool_t *added_attrs=0;
   igraph_attribute_record_t *attr_rec;
 
-  ne=igraph_vector_int_size(edges)/2;
-  if (!graph->attr) return IGRAPH_SUCCESS;
-  if (ne<0) return IGRAPH_SUCCESS;
-  
+  if (!graph->attr) {
+    return IGRAPH_SUCCESS;
+  }
+
+  ne = igraph_vector_int_size(edges) / 2;
+  if (ne < 0) {
+    return IGRAPH_SUCCESS;
+  }
+
   if (attr) {
     added_attrs = (igraph_bool_t*)calloc((size_t)igraph_vector_ptr_size(attr),
                                          sizeof(igraph_bool_t));
-    if (!added_attrs)
+    if (!added_attrs) {
       IGRAPH_ERROR("can't add vertex attributes", IGRAPH_ENOMEM);
+    }
     IGRAPH_FINALLY(free, added_attrs);
   }
 
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
-  if (!PyDict_Check(dict)) 
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
+  if (!PyDict_Check(dict)) {
     IGRAPH_ERROR("edge attribute hash type mismatch", IGRAPH_EINVAL);
+  }
+
   while (PyDict_Next(dict, &pos, &key, &value)) {
-    if (!PyList_Check(value))
+    if (!PyList_Check(value)) {
       IGRAPH_ERROR("edge attribute hash member is not a list", IGRAPH_EINVAL);
+    }
 
     /* Check if we have specific values for the given attribute */
-    attr_rec=0;
+    attr_rec = 0;
     if (attr) {
-      j=igraph_vector_ptr_size(attr);
-      for (i=0; i<j; i++) {
-        attr_rec=VECTOR(*attr)[i];
+      j = igraph_vector_ptr_size(attr);
+      for (i = 0; i < j; i++) {
+        attr_rec = VECTOR(*attr)[i];
         if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
-          added_attrs[i]=1;
+          added_attrs[i] = 1;
           break;
         }
-        attr_rec=0;
+        attr_rec = 0;
       }
     }
     /* If we have specific values for the given attribute, attr_rec contains
      * the appropriate vector. If not, it is null. */
     if (attr_rec) {
-      for (i=0; i<ne; i++) {
+      for (i = 0; i < ne; i++) {
         char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o=PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyUnicode_FromString(s);
+          o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o=0;
+          o = 0;
           break;
         }
         if (o) {
-          if (PyList_Append(value, o) == -1)
+          if (PyList_Append(value, o) == -1) {
             IGRAPH_ERROR("can't extend an edge attribute hash member", IGRAPH_FAILURE);
-          else Py_DECREF(o);
+          } else {
+            Py_DECREF(o);
+          }
         }
       }
     } else {
-      for (i=0; i<ne; i++) {
+      for (i = 0; i < ne; i++) {
         if (PyList_Append(value, Py_None) == -1) {
           IGRAPH_ERROR("can't extend an edge attribute hash member", IGRAPH_FAILURE);
         }
@@ -678,44 +710,48 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
   if (attr) {
-    l=igraph_vector_ptr_size(attr);
-    j=igraph_ecount(graph)-ne;
+    l = igraph_vector_ptr_size(attr);
+    j = igraph_ecount(graph) - ne;
     /* j contains the number of edges EXCLUDING the new ones! */
-    for (k=0; k<l; k++) {
-      if (added_attrs[k]) continue;
+    for (k = 0; k < l; k++) {
+      if (added_attrs[k]) {
+        continue;
+      }
       attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
 
-      value=PyList_New(j+ne);
+      value = PyList_New(j + ne);
       if (!value) {
         IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
       }
 
-      for (i=0; i<j; i++) {
+      for (i = 0; i < j; i++) {
         Py_INCREF(Py_None);
         PyList_SET_ITEM(value, i, Py_None);
       }
 
-      for (i=0; i<ne; i++) {
+      for (i = 0; i < ne; i++) {
         char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o=PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
           igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
-          o=PyUnicode_FromString(s);
+          o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o=VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o=0;
+          o = 0;
           break;
         }
-        if (o) PyList_SET_ITEM(value, i+j, o);
+        if (o) {
+          PyList_SET_ITEM(value, i + j, o);
+        }
       }
 
       PyDict_SetItemString(dict, attr_rec->name, value);
@@ -728,65 +764,30 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
   return IGRAPH_SUCCESS;
 }
 
-/* Deleting edges, currently unused */
-/*
-static void igraphmodule_i_attribute_delete_edges(igraph_t *graph, const igraph_vector_t *idx) {
-  long int n, i, ndeleted=0;
-  PyObject *key, *value, *dict, *o;
-  Py_ssize_t pos=0;
-  
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
-  if (!PyDict_Check(dict)) return;
-
-  n=igraph_vector_size(idx);
-  for (i=0; i<n; i++) {
-    if (!VECTOR(*idx)[i]) {
-      ndeleted++;
-      continue;
-    }
-
-    pos=0;
-    while (PyDict_Next(dict, &pos, &key, &value)) {
-      o=PyList_GetItem(value, i);
-      if (!o) {
-        PyErr_Clear();
-        return;
-      }
-      Py_INCREF(o);
-      PyList_SetItem(value, VECTOR(*idx)[i]-1, o);
-    }
-  }
-  
-  pos=0;
-  while (PyDict_Next(dict, &pos, &key, &value)) {
-    n=PySequence_Size(value);
-    if (PySequence_DelSlice(value, n-ndeleted, n) == -1) return;
-  }
-  
-  return;
-}
-*/
-
 /* Permuting edges */
 static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) { 
-  long int n, i;
+  igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
 
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
-  if (!PyDict_Check(dict)) return 1;
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
+  if (!PyDict_Check(dict)) {
+    return 1;
+  }
 
-  newdict=PyDict_New();
-  if (!newdict) return 1;
+  newdict = PyDict_New();
+  if (!newdict) {
+    return 1;
+  }
 
-  n=igraph_vector_int_size(idx);
-  pos=0;
+  n = igraph_vector_int_size(idx);
+  pos = 0;
 
   while (PyDict_Next(dict, &pos, &key, &value)) {
-    newlist=PyList_New(n);
-    for (i=0; i<n; i++) {
-      o=PyList_GetItem(value, (Py_ssize_t)VECTOR(*idx)[i]);
+    newlist = PyList_New(n);
+    for (i = 0; i < n; i++) {
+      o=PyList_GetItem(value, VECTOR(*idx)[i]);
       if (!o) {
         PyErr_Clear();
         return 1;
@@ -806,7 +807,7 @@ static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
 }
 
 /* Auxiliary function for combining vertices/edges. Given a merge list
- * (which specifies the vertex/edge IDs that were merged, the source
+ * (which specifies the vertex/edge IDs that were merged), the source
  * attribute values and a Python callable to be called for every merge,
  * returns a new list with the new attribute values. Each new attribute
  * is derived by calling func with the old attributes of the set of
@@ -1324,8 +1325,8 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
                                              igraph_vector_int_t *etypes) {
   igraph_strvector_t *names[3] = { gnames, vnames, enames };
   igraph_vector_int_t *types[3] = { gtypes, vtypes, etypes };
-  int retval;
-  long int i, j, k, l, m;
+  int i, retval;
+  Py_ssize_t j, k, l, m;
   
   for (i=0; i<3; i++) {
     igraph_strvector_t *n = names[i];
@@ -1333,56 +1334,68 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
     PyObject *dict = ATTR_STRUCT_DICT(graph)[i];
     PyObject *keys;
     PyObject *values;
-    PyObject *o=0;
-    keys=PyDict_Keys(dict);
-    if (!keys) IGRAPH_ERROR("Internal error in PyDict_Keys", IGRAPH_FAILURE);
- 
+    PyObject *o = 0;
+
+    keys = PyDict_Keys(dict);
+    if (!keys) {
+      IGRAPH_ERROR("Internal error in PyDict_Keys", IGRAPH_FAILURE);
+    }
+
     if (n) {
       retval = igraphmodule_PyList_to_strvector_t(keys, n);
-      if (retval)
+      if (retval) {
         return retval;
+      }
     }
+
     if (t) {
-      k=PyList_Size(keys);
+      k = PyList_Size(keys);
       igraph_vector_int_resize(t, k);
-      for (j=0; j<k; j++) {
+      for (j = 0; j < k; j++) {
         int is_numeric = 1;
         int is_string = 1;
         int is_boolean = 1;
-        values=PyDict_GetItem(dict, PyList_GetItem(keys, j));
+        values = PyDict_GetItem(dict, PyList_GetItem(keys, j));
         if (PyList_Check(values)) {
-          m=PyList_Size(values);
-          for (l=0; l<m && is_numeric; l++) {
-            o=PyList_GetItem(values, l);
-            if (o != Py_None && !PyNumber_Check(o))
+          m = PyList_Size(values);
+          for (l = 0; l < m && is_numeric; l++) {
+            o = PyList_GetItem(values, l);
+            if (o != Py_None && !PyNumber_Check(o)) {
               is_numeric=0;
+            }
           }
-          for (l=0; l<m && is_string; l++) {
-            o=PyList_GetItem(values, l);
-            if (o != Py_None && !PyBaseString_Check(o))
-              is_string=0;
+          for (l = 0; l < m && is_string; l++) {
+            o = PyList_GetItem(values, l);
+            if (o != Py_None && !PyBaseString_Check(o)) {
+              is_string = 0;
+            }
           }
-          for (l=0; l<m && is_boolean; l++) {
-            o=PyList_GetItem(values, l);
-            if (o != Py_None && o != Py_False && o != Py_True)
-              is_boolean=0;
+          for (l = 0; l < m && is_boolean; l++) {
+            o = PyList_GetItem(values, l);
+            if (o != Py_None && o != Py_False && o != Py_True) {
+              is_boolean = 0;
+            }
           }
         } else {
-          if (values != Py_None && !PyNumber_Check(values))
-            is_numeric=0;
-          if (values != Py_None && !PyBaseString_Check(values))
-            is_string=0;
-          if (values != Py_None && values != Py_False && values != Py_True)
-            is_boolean=0;
+          if (values != Py_None && !PyNumber_Check(values)) {
+            is_numeric = 0;
+          }
+          if (values != Py_None && !PyBaseString_Check(values)) {
+            is_string = 0;
+          }
+          if (values != Py_None && values != Py_False && values != Py_True) {
+            is_boolean = 0;
+          }
         }
-        if (is_boolean)
+        if (is_boolean) {
           VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_BOOLEAN;
-        else if (is_numeric)
+        } else if (is_numeric) {
           VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_NUMERIC;
-        else if (is_string)
+        } else if (is_string) {
           VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_STRING;
-        else
+        } else {
           VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_PY_OBJECT;
+        }
       }
     }
     
@@ -1413,14 +1426,15 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
                                       igraph_attribute_type_t *type,
                                       igraph_attribute_elemtype_t elemtype,
                                       const char *name) {
-  long int attrnum, i, j;
+  int attrnum;
   int is_numeric, is_string, is_boolean;
+  Py_ssize_t i, j;
   PyObject *o, *dict;
 
   switch (elemtype) {
-  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum=ATTRHASH_IDX_GRAPH;  break;
-  case IGRAPH_ATTRIBUTE_VERTEX: attrnum=ATTRHASH_IDX_VERTEX; break;
-  case IGRAPH_ATTRIBUTE_EDGE:   attrnum=ATTRHASH_IDX_EDGE;   break;
+  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  break;
+  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; break;
+  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   break;
   default: IGRAPH_ERROR("No such attribute type", IGRAPH_EINVAL); break;
   }
 
@@ -1429,10 +1443,15 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
 
   /* Check whether the attribute exists */
   o = PyDict_GetItemString(dict, name);
-  if (o == 0) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (o == 0) {
+    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  }
 
   /* Basic type check */
-  if (!PyList_Check(o)) IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+  if (!PyList_Check(o)) {
+    IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+  }
+
   j = PyList_Size(o);
   if (j == 0) {
     *type = IGRAPH_ATTRIBUTE_NUMERIC;
@@ -1441,38 +1460,46 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
 
   /* Go on with the checks */
   is_numeric = is_string = is_boolean = 1;
-  if (attrnum>0) {
+  if (attrnum > 0) {
 
-    for (i=0; i<j && is_numeric; i++) {
+    for (i = 0; i < j && is_numeric; i++) {
       PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && !PyNumber_Check(item)) is_numeric=0;
+      if (item != Py_None && !PyNumber_Check(item)) {
+        is_numeric = 0;
+      }
     }
-    for (i=0; i<j && is_string; i++) {
+    for (i = 0; i < j && is_string; i++) {
       PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && !PyBaseString_Check(item))
-        is_string=0;
+      if (item != Py_None && !PyBaseString_Check(item)) {
+        is_string = 0;
+      }
     }
-    for (i=0; i<j && is_boolean; i++) {
+    for (i = 0; i < j && is_boolean; i++) {
       PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && item != Py_True && item != Py_False)
-        is_boolean=0;
+      if (item != Py_None && item != Py_True && item != Py_False) {
+        is_boolean = 0;
+      }
     }
   } else {
-    if (o != Py_None && !PyNumber_Check(o))
-      is_numeric=0;
-    if (o != Py_None && !PyBaseString_Check(o))
-      is_string=0;
-    if (o != Py_None && o != Py_True && o != Py_False)
-      is_boolean=0;
-  }
-  if (is_boolean)
+    if (o != Py_None && !PyNumber_Check(o)) {
+      is_numeric = 0;
+    }
+    if (o != Py_None && !PyBaseString_Check(o)) {
+      is_string = 0;
+    }
+    if (o != Py_None && o != Py_True && o != Py_False) {
+      is_boolean = 0;
+    }
+  }
+  if (is_boolean) {
     *type = IGRAPH_ATTRIBUTE_BOOLEAN;
-  else if (is_numeric)
+  } else if (is_numeric) {
     *type = IGRAPH_ATTRIBUTE_NUMERIC;
-  else if (is_string)
+  } else if (is_string) {
     *type = IGRAPH_ATTRIBUTE_STRING;
-  else
+  } else {
     *type = IGRAPH_ATTRIBUTE_PY_OBJECT;
+  }
   return 0;
 }
 
@@ -1572,7 +1599,7 @@ int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    long int i=0;
+    igraph_integer_t i = 0;
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_VIT_SIZE(it)));
@@ -1582,7 +1609,9 @@ int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
         result = PyNumber_Float(o);
         VECTOR(*value)[i] = PyFloat_AsDouble(result);
         Py_XDECREF(result);
-      } else VECTOR(*value)[i] = IGRAPH_NAN;
+      } else {
+        VECTOR(*value)[i] = IGRAPH_NAN;
+      }
       IGRAPH_VIT_NEXT(it);
       i++;
     }
@@ -1613,12 +1642,12 @@ int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
     *value=newvalue;
   } else {
     igraph_vit_t it;
-    long int i=0;
+    igraph_integer_t i = 0;
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
-      int v=(int)IGRAPH_VIT_GET(it);
+      igraph_integer_t v = IGRAPH_VIT_GET(it);
       char* str;
 
       result = PyList_GetItem(list, v);
@@ -1666,7 +1695,7 @@ int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    long int i=0;
+    igraph_integer_t i = 0;
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_VIT_SIZE(it)));
@@ -1702,7 +1731,7 @@ int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    long int i=0;
+    igraph_integer_t i = 0;
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -1742,7 +1771,7 @@ int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
     *value=newvalue;
   } else {
     igraph_eit_t it;
-    long int i=0;
+    igraph_integer_t i = 0;
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -1794,7 +1823,7 @@ int igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    long int i=0;
+    igraph_integer_t i=0;
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_EIT_SIZE(it)));

From 72a593b6ac0fe6b926954d445f81ada46b2e09b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 16:02:59 +0200
Subject: [PATCH 0381/1681] refactor: centralized the code that determines what
 is acceptable in an igraph bool/numeric/string attribute

---
 src/_igraph/attributes.c | 45 ++++++++++++++++++++++------------------
 1 file changed, 25 insertions(+), 20 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index d6e6a3440..8da624063 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -26,6 +26,18 @@
 #include "convert.h"
 #include "pyhelpers.h"
 
+static inline int PyObject_allowed_in_boolean_attribute(PyObject* o) {
+  return o == Py_None || o == Py_False || o == Py_True;
+}
+
+static inline int PyObject_allowed_in_numeric_attribute(PyObject* o) {
+  return o == Py_None || PyNumber_Check(o);
+}
+
+static inline int PyObject_allowed_in_string_attribute(PyObject* o) {
+  return o == Py_None || PyBaseString_Check(o);
+}
+
 int igraphmodule_i_attribute_struct_init(igraphmodule_i_attribute_struct *attrs) {
   int i;
   for (i=0; i<3; i++) {
@@ -1359,31 +1371,28 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
         if (PyList_Check(values)) {
           m = PyList_Size(values);
           for (l = 0; l < m && is_numeric; l++) {
-            o = PyList_GetItem(values, l);
-            if (o != Py_None && !PyNumber_Check(o)) {
-              is_numeric=0;
+            if (!PyObject_allowed_in_numeric_attribute(PyList_GetItem(values, l))) {
+              is_numeric = 0;
             }
           }
           for (l = 0; l < m && is_string; l++) {
-            o = PyList_GetItem(values, l);
-            if (o != Py_None && !PyBaseString_Check(o)) {
+            if (!PyObject_allowed_in_string_attribute(PyList_GetItem(values, l))) {
               is_string = 0;
             }
           }
           for (l = 0; l < m && is_boolean; l++) {
-            o = PyList_GetItem(values, l);
-            if (o != Py_None && o != Py_False && o != Py_True) {
+            if (!PyObject_allowed_in_boolean_attribute(PyList_GetItem(values, l))) {
               is_boolean = 0;
             }
           }
         } else {
-          if (values != Py_None && !PyNumber_Check(values)) {
+          if (!PyObject_allowed_in_numeric_attribute(values)) {
             is_numeric = 0;
           }
-          if (values != Py_None && !PyBaseString_Check(values)) {
+          if (!PyObject_allowed_in_string_attribute(values)) {
             is_string = 0;
           }
-          if (values != Py_None && values != Py_False && values != Py_True) {
+          if (!PyObject_allowed_in_boolean_attribute(values)) {
             is_boolean = 0;
           }
         }
@@ -1461,33 +1470,29 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
   /* Go on with the checks */
   is_numeric = is_string = is_boolean = 1;
   if (attrnum > 0) {
-
     for (i = 0; i < j && is_numeric; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && !PyNumber_Check(item)) {
+      if (!PyObject_allowed_in_numeric_attribute(PyList_GET_ITEM(o, i))) {
         is_numeric = 0;
       }
     }
     for (i = 0; i < j && is_string; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && !PyBaseString_Check(item)) {
+      if (!PyObject_allowed_in_string_attribute(PyList_GET_ITEM(o, i))) {
         is_string = 0;
       }
     }
     for (i = 0; i < j && is_boolean; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
-      if (item != Py_None && item != Py_True && item != Py_False) {
+      if (!PyObject_allowed_in_boolean_attribute(PyList_GET_ITEM(o, i))) {
         is_boolean = 0;
       }
     }
   } else {
-    if (o != Py_None && !PyNumber_Check(o)) {
+    if (!PyObject_allowed_in_numeric_attribute(o)) {
       is_numeric = 0;
     }
-    if (o != Py_None && !PyBaseString_Check(o)) {
+    if (!PyObject_allowed_in_string_attribute(o)) {
       is_string = 0;
     }
-    if (o != Py_None && o != Py_True && o != Py_False) {
+    if (!PyObject_allowed_in_boolean_attribute(o)) {
       is_boolean = 0;
     }
   }

From 46e379fa22b79a1591dc3396904fa2b4db5478c1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 16:16:08 +0200
Subject: [PATCH 0382/1681] fix: use platform-independent inline declaration

---
 src/_igraph/attributes.c | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 8da624063..d005993aa 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -24,17 +24,18 @@
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
+#include "platform.h"
 #include "pyhelpers.h"
 
-static inline int PyObject_allowed_in_boolean_attribute(PyObject* o) {
+static INLINE int PyObject_allowed_in_boolean_attribute(PyObject* o) {
   return o == Py_None || o == Py_False || o == Py_True;
 }
 
-static inline int PyObject_allowed_in_numeric_attribute(PyObject* o) {
+static INLINE int PyObject_allowed_in_numeric_attribute(PyObject* o) {
   return o == Py_None || PyNumber_Check(o);
 }
 
-static inline int PyObject_allowed_in_string_attribute(PyObject* o) {
+static INLINE int PyObject_allowed_in_string_attribute(PyObject* o) {
   return o == Py_None || PyBaseString_Check(o);
 }
 

From cbb0f9a249f766134ed471c39f585c857e5b97ea Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 16:16:32 +0200
Subject: [PATCH 0383/1681] refactor: getting rid of (int) casts

---
 src/_igraph/convert.c      | 49 ++++++++++++++++++++++++++++----------
 src/_igraph/edgeobject.c   | 32 ++++++++++++-------------
 src/_igraph/graphobject.c  |  4 ++--
 src/_igraph/vertexobject.c | 32 ++++++++++++-------------
 4 files changed, 70 insertions(+), 47 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 0571cc706..38b994356 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -58,7 +58,7 @@ int PyLong_AsInt(PyObject* obj, int* result) {
     PyErr_SetString(PyExc_OverflowError, "long integer too large for conversion to C int");
     return -1;
   }
-  *result = (int)dummy;
+  *result = dummy;
   return 0;
 }
 
@@ -379,17 +379,25 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
         igraphmodule_PyObject_to_enum(value, eigen_which_position_tt,
                                       (int*) &w->pos);
       } else if (!strcasecmp(kv, "howmany")) {
-        w->howmany = (int) PyLong_AsLong(value);
+        if (PyLong_AsInt(value, &w->howmany)) {
+          return -1;
+        }
       } else if (!strcasecmp(kv, "il")) {
-        w->il = (int) PyLong_AsLong(value);
+        if (PyLong_AsInt(value, &w->il)) {
+          return -1;
+        }
       } else if (!strcasecmp(kv, "iu")) {
-        w->iu = (int) PyLong_AsLong(value);
+        if (PyLong_AsInt(value, &w->iu)) {
+          return -1;
+        }
       } else if (!strcasecmp(kv, "vl")) {
         w->vl = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        w->vestimate = (int) PyLong_AsLong(value);
+        if (PyLong_AsInt(value, &w->vestimate)) {
+          return -1;
+        }
       } else if (!strcasecmp(kv, "balance")) {
         igraphmodule_PyObject_to_enum(value, lapack_dgeevc_balance_tt,
                                       (int*) &w->balance);
@@ -1843,43 +1851,58 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
 
   if (PyUnicode_Check(o)) {
     igraph_vector_t* dummy = 0;
-    long int i, n;
+    igraph_integer_t i, n;
 
-    if (igraphmodule_attrib_to_vector_t(o, self, &dummy, attr_type))
+    if (igraphmodule_attrib_to_vector_t(o, self, &dummy, attr_type)) {
       return 1;
+    }
 
-    if (dummy == 0)
+    if (dummy == 0) {
       return 0;
+    }
 
     n = igraph_vector_size(dummy);
 
     result = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
-    igraph_vector_int_init(result, n);
-    if (result==0) {
+    if (result == 0) {
       igraph_vector_destroy(dummy); free(dummy);
       PyErr_NoMemory();
       return 1;
     }
-    for (i=0; i<n; i++)
-      VECTOR(*result)[i] = (int)VECTOR(*dummy)[i];
+
+    if (igraph_vector_int_init(result, n)) {
+      igraphmodule_handle_igraph_error();
+      igraph_vector_destroy(dummy);
+      free(dummy);
+      free(result);
+      return 1;
+    }
+
+    for (i = 0; i < n; i++) {
+      VECTOR(*result)[i] = (igraph_integer_t) VECTOR(*dummy)[i];
+    }
+
     igraph_vector_destroy(dummy); free(dummy);
     *vptr = result;
   } else if (PySequence_Check(o)) {
     result = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
-    if (result==0) {
+    if (result == 0) {
       PyErr_NoMemory();
       return 1;
     }
+
     if (igraphmodule_PyObject_to_vector_int_t(o, result)) {
       igraph_vector_int_destroy(result);
       free(result);
       return 1;
     }
+
     *vptr = result;
   } else {
     PyErr_SetString(PyExc_TypeError, "unhandled type");
     return 1;
   }
+
   return 0;
 }
 
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 491ebe1cb..7410412a6 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -387,24 +387,24 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    int n=(int)igraph_ecount(&o->g), i;
-    result=PyList_New(n);
-    for (i=0; i<n; i++) {
+    igraph_integer_t i, n = igraph_ecount(&o->g);
+    result = PyList_New(n);
+    for (i = 0; i < n; i++) {
       if (i != self->idx) {
-    Py_INCREF(Py_None);
-    if (PyList_SetItem(result, i, Py_None) == -1) {
-      Py_DECREF(Py_None);
-      Py_DECREF(result);
-      return -1;
-    }
+        Py_INCREF(Py_None);
+        if (PyList_SetItem(result, i, Py_None) == -1) {
+          Py_DECREF(Py_None);
+          Py_DECREF(result);
+          return -1;
+        }
       } else {
-    /* Same game with the reference count here */
-    Py_INCREF(v);
-    if (PyList_SetItem(result, i, v) == -1) {
-      Py_DECREF(v);
-      Py_DECREF(result);
-      return -1;
-    }
+        /* Same game with the reference count here */
+        Py_INCREF(v);
+        if (PyList_SetItem(result, i, v) == -1) {
+          Py_DECREF(v);
+          Py_DECREF(result);
+          return -1;
+        }
       }
     }
     if (PyDict_SetItem(((PyObject**)o->g.attr)[2], k, result) == -1) {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 50b7d20ca..e507d2e78 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9619,7 +9619,7 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &result,
-        map, 0, PyObject_IsTrue(induced), (int)time_limit)) {
+        map, 0, PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
     if (p_domains)
       igraph_vector_ptr_destroy_all(p_domains);
     igraphmodule_handle_igraph_error();
@@ -9681,7 +9681,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, 0, 0, &mappings,
-        PyObject_IsTrue(induced), (int)time_limit)) {
+        PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_ptr_destroy_all(&mappings);
     if (p_domains)
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index ba3d50186..041761634 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -514,24 +514,24 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    int n=(int)igraph_vcount(&o->g), i;
-    result=PyList_New(n);
-    for (i=0; i<n; i++) {
+    igraph_integer_t i, n = igraph_vcount(&o->g);
+    result = PyList_New(n);
+    for (i = 0; i < n; i++) {
       if (i != self->idx) {
-    Py_INCREF(Py_None);
-    if (PyList_SetItem(result, i, Py_None) == -1) {
-      Py_DECREF(Py_None);
-      Py_DECREF(result);
-      return -1;
-    }
+        Py_INCREF(Py_None);
+        if (PyList_SetItem(result, i, Py_None) == -1) {
+          Py_DECREF(Py_None);
+          Py_DECREF(result);
+          return -1;
+        }
       } else {
-    /* Same game with the reference count here */
-    Py_INCREF(v);
-    if (PyList_SetItem(result, i, v) == -1) {
-      Py_DECREF(v);
-      Py_DECREF(result);
-      return -1;
-    }
+        /* Same game with the reference count here */
+        Py_INCREF(v);
+        if (PyList_SetItem(result, i, v) == -1) {
+          Py_DECREF(v);
+          Py_DECREF(result);
+          return -1;
+        }
       }
     }
     if (PyDict_SetItem(((PyObject**)o->g.attr)[1], k, result) == -1) {

From 2d2f97a63e00b3682251030e1225be124ca40a15 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 16:16:48 +0200
Subject: [PATCH 0384/1681] fix: make sure that the user cannot link a 64-bit
 igraph to a 32-bit Python instance

---
 src/_igraph/igraphmodule.c | 4 ++++
 src/_igraph/pyhelpers.h    | 2 ++
 2 files changed, 6 insertions(+)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index bdc0eda59..7e3c2b0c2 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -33,6 +33,7 @@
 #include "edgeseqobject.h"
 #include "error.h"
 #include "graphobject.h"
+#include "pyhelpers.h"
 #include "random.h"
 #include "vertexobject.h"
 #include "vertexseqobject.h"
@@ -808,6 +809,9 @@ PyObject* PyInit__igraph(void)
   static void *PyIGraph_API[PyIGraph_API_pointers];
   PyObject *c_api_object;
 
+  /* Prevent linking 64-bit igraph to 32-bit Python */
+  PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_integer_t) >= sizeof(Py_ssize_t));
+
   /* Check if the module is already initialized (possibly in another Python
    * interpreter. If so, bail out as we don't support this. */
   if (igraphmodule_initialized) {
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 00bff1d86..2bb848834 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -40,6 +40,8 @@ long igraphmodule_Py_HashPointer(void *p);
         (PyUnicode_CompareWithASCIIString(uni, string) == 0)
 char* PyUnicode_CopyAsString(PyObject* string);
 
+#define PY_IGRAPH_ASSERT_AT_BUILD_TIME(condition) \
+  ((void)sizeof(char[1 - 2*!(condition)]))
 #define PY_IGRAPH_DEPRECATED(msg) \
   PyErr_WarnEx(PyExc_DeprecationWarning, (msg), 1)
 #define PY_IGRAPH_WARN(msg) \

From 935ff19461ccbb7d10665095c0c9d41007390711 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 21:29:39 +0200
Subject: [PATCH 0385/1681] refactor: long int to Py_ssize_t replacements

---
 src/_igraph/attributes.c      |   3 +-
 src/_igraph/convert.c         |  18 ++--
 src/_igraph/graphobject.c     | 180 +++++++++++++++++-----------------
 src/_igraph/igraphmodule.c    |  10 +-
 src/_igraph/indexing.c        |  11 +--
 src/_igraph/pyhelpers.h       |  22 +++++
 src/_igraph/vertexseqobject.c |  16 +--
 tests/test_generators.py      |   2 +-
 8 files changed, 146 insertions(+), 116 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index d005993aa..ac6b0f717 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1341,13 +1341,12 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
   int i, retval;
   Py_ssize_t j, k, l, m;
   
-  for (i=0; i<3; i++) {
+  for (i = 0; i < 3; i++) {
     igraph_strvector_t *n = names[i];
     igraph_vector_int_t *t = types[i];
     PyObject *dict = ATTR_STRUCT_DICT(graph)[i];
     PyObject *keys;
     PyObject *values;
-    PyObject *o = 0;
 
     keys = PyDict_Keys(dict);
     if (!keys) {
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 38b994356..176f8a23f 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2373,7 +2373,7 @@ int igraphmodule_PyList_to_matrix_int_t(PyObject* o, igraph_matrix_int_t *m) {
 int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  int was_warned = 0;
+  int ok, was_warned = 0;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
@@ -2403,16 +2403,22 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      ok = 1;
       if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_integer_t)PyLong_AsLong(item);
-      } else if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_integer_t)PyLong_AsLong(item);
+        if (igraphmodule_PyObject_to_integer_t(item, &MATRIX(*m, i, j))) {
+          ok = 0;
+        }
       } else if (PyFloat_Check(item)) {
         MATRIX(*m, i, j) = (igraph_integer_t)PyFloat_AsDouble(item);
-      } else if (!was_warned) {
+      } else {
+        ok = 0;
+      }
+      
+      if (!ok && !was_warned) {
         PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
-        was_warned=1;
+        was_warned = 1;
       }
+      
       Py_DECREF(item);
     }
     Py_DECREF(row);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e507d2e78..ac8f89b5c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -201,13 +201,13 @@ void igraphmodule_Graph_dealloc(igraphmodule_GraphObject * self)
 int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
                             PyObject * args, PyObject * kwds) {
   static char *kwlist[] = { "n", "edges", "directed", "__ptr", NULL };
-  long int n = 0;
   PyObject *edges = NULL, *dir = Py_False, *ptr_o = 0;
   void* ptr = 0;
+  Py_ssize_t n = 0;
   igraph_vector_int_t edges_vector;
   igraph_bool_t edges_vector_owned = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOOO!", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nOOO!", kwlist,
                                    &n, &edges, &dir,
                                    &PyCapsule_Type, &ptr_o))
     return -1;
@@ -222,6 +222,15 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
     return -1;
   }
 
+  if (n < 0) {
+    PyErr_SetString(PyExc_OverflowError, "vertex count must be non-negative");
+    return -1;
+  }
+  if (n > IGRAPH_INTEGER_MAX) {
+    PyErr_SetString(PyExc_OverflowError, "vertex count too large");
+    return -1;
+  }
+
   if (ptr_o) {
     /* We must take ownership of an igraph graph */
     ptr = PyCapsule_GetPointer(ptr_o, "__igraph_t");
@@ -238,8 +247,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
       return -1;
     }
 
-    if (igraph_create
-        (&self->g, &edges_vector, (igraph_integer_t) n, PyObject_IsTrue(dir))) {
+    if (igraph_create(&self->g, &edges_vector, n, PyObject_IsTrue(dir))) {
       igraphmodule_handle_igraph_error();
       if (edges_vector_owned) {
         igraph_vector_int_destroy(&edges_vector);
@@ -253,7 +261,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   } else {
     /* No edge list was specified, and no previously initialized graph object
      * was fed into our object, so let's use igraph_empty */
-    if (igraph_empty(&self->g, (igraph_integer_t) n, PyObject_IsTrue(dir))) {
+    if (igraph_empty(&self->g, n, PyObject_IsTrue(dir))) {
       igraphmodule_handle_igraph_error();
       return -1;
     }
@@ -575,12 +583,15 @@ PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_add_vertices(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds) {
-  long n;
+  Py_ssize_t n;
 
-  if (!PyArg_ParseTuple(args, "l", &n))
+  if (!PyArg_ParseTuple(args, "n", &n)) {
     return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraph_add_vertices(&self->g, (igraph_integer_t) n, 0)) {
+  if (igraph_add_vertices(&self->g, n, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -605,15 +616,16 @@ PyObject *igraphmodule_Graph_delete_vertices(igraphmodule_GraphObject * self,
 
   /* no arguments means delete all. */
 
-  /*Py_None also means all for now, but it is deprecated */
+  /* Py_None used to mean 'all', but not any more */
   if (list == Py_None) {
-    PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
-               "deprecated since igraph 0.8.3, please use "
-               "Graph.delete_vertices() instead");
+    PyErr_SetString(PyExc_ValueError, "expected number of vertices to delete, got None");
+    return NULL;
   }
 
-  /* this already converts no arguments and Py_None to all vertices */
-  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, 0, 0)) return NULL;
+  /* this already converts no arguments to all vertices */
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, 0, 0)) {
+    return NULL;
+  }
 
   if (igraph_delete_vertices(&self->g, vs)) {
     igraphmodule_handle_igraph_error();
@@ -1994,14 +2006,15 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
  */
 PyObject *igraphmodule_Graph_Atlas(PyTypeObject * type, PyObject * args)
 {
-  long n;
+  Py_ssize_t n;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  if (!PyArg_ParseTuple(args, "l", &n))
+  if (!PyArg_ParseTuple(args, "n", &n)) {
     return NULL;
+  }
 
-  if (igraph_atlas(&g, (igraph_integer_t) n)) {
+  if (igraph_atlas(&g, n)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2025,7 +2038,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n;
+  Py_ssize_t n;
   float power = 1.0f, zero_appeal = 1.0f;
   igraph_integer_t m = 1;
   igraph_vector_int_t outseq;
@@ -2039,7 +2052,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
     { "n", "m", "outpref", "directed", "power", "zero_appeal",
       "implementation", "start_from", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|OOOffOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOffOO", kwlist,
                                    &n, &m_obj, &outpref, &directed, &power,
                                    &zero_appeal, &implementation_o,
                                    &start_from_o))
@@ -2051,10 +2064,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   if (igraphmodule_PyObject_to_igraph_t(start_from_o, &start_from))
     return NULL;
 
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
 
   if (m_obj == 0) {
     igraph_vector_int_init(&outseq, 0);
@@ -2076,11 +2086,9 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
     }
   }
 
-  if (igraph_barabasi_game(&g, (igraph_integer_t) n,
-                           (igraph_real_t) power,
-                           m,
+  if (igraph_barabasi_game(&g, n, power, m,
                            &outseq, PyObject_IsTrue(outpref),
-                           (igraph_real_t) zero_appeal,
+                           zero_appeal,
                            PyObject_IsTrue(directed), algo,
                            start_from)) {
     igraphmodule_handle_igraph_error();
@@ -2149,15 +2157,18 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
  */
 PyObject *igraphmodule_Graph_De_Bruijn(PyTypeObject *type, PyObject *args,
   PyObject *kwds) {
-  long int m, n;
+  Py_ssize_t m, n;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = {"m", "n", NULL};
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll", kwlist, &m, &n))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn", kwlist, &m, &n))
     return NULL;
 
-  if (igraph_de_bruijn(&g, (igraph_integer_t) m, (igraph_integer_t) n)) {
+  CHECK_SSIZE_T_RANGE(m, "alphabet size (m)");
+  CHECK_SSIZE_T_RANGE(n, "label length (n)");
+
+  if (igraph_de_bruijn(&g, m, n)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2231,19 +2242,22 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, m = -1;
+  Py_ssize_t n, m = -1;
   double p = -1.0;
   igraph_erdos_renyi_t t;
   PyObject *loops = Py_False, *directed = Py_False;
 
   static char *kwlist[] = { "n", "p", "m", "directed", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|dlOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|dnOO", kwlist,
                                    &n, &p, &m,
                                    &directed,
                                    &loops))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE((m < 0 ? 0 : m), "edge count");
+
   if (m == -1 && p == -1.0) {
     /* no density parameters were given, throw exception */
     PyErr_SetString(PyExc_TypeError, "Either m or p must be given.");
@@ -2257,8 +2271,7 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
 
   t = (m == -1) ? IGRAPH_ERDOS_RENYI_GNP : IGRAPH_ERDOS_RENYI_GNM;
 
-  if (igraph_erdos_renyi_game(&g, t, (igraph_integer_t) n,
-                              (igraph_real_t) (m == -1 ? p : m),
+  if (igraph_erdos_renyi_game(&g, t, n, (m == -1 ? p : m),
                               PyObject_IsTrue(directed),
                               PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
@@ -2280,7 +2293,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, types, k;
+  Py_ssize_t n, types, k;
   PyObject *type_dist, *pref_matrix;
   PyObject *directed = Py_False;
   igraph_matrix_t pm;
@@ -2288,7 +2301,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   char *kwlist[] = { "n", "k", "type_dist", "pref_matrix", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "llO!O!|O", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnO!O!|O", kwlist,
                                    &n, &k, &PyList_Type, &type_dist,
                                    &PyList_Type, &pref_matrix, &directed))
     return NULL;
@@ -2298,6 +2311,10 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
                     "Number of vertices and the amount of connection trials per step must be positive.");
     return NULL;
   }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(k, "connection trials per set");
+
   types = PyList_Size(type_dist);
 
   if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) {
@@ -2319,10 +2336,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_establishment_game(&g, (igraph_integer_t) n,
-                                (igraph_integer_t) types,
-                                (igraph_integer_t) k, &td, &pm,
-                                PyObject_IsTrue(directed), 0)) {
+  if (igraph_establishment_game(&g, n, types, k, &td, &pm, PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
@@ -2374,20 +2388,20 @@ PyObject *igraphmodule_Graph_Forest_Fire(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, ambs=1;
+  Py_ssize_t n, ambs = 1;
   double fw_prob, bw_factor=0.0;
   PyObject *directed = Py_False;
 
   static char *kwlist[] = {"n", "fw_prob", "bw_factor", "ambs", "directed", NULL};
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ld|dlO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nd|dnO", kwlist,
                                    &n, &fw_prob, &bw_factor, &ambs, &directed))
     return NULL;
 
-  if (igraph_forest_fire_game(&g, (igraph_integer_t)n,
-                              (igraph_real_t)fw_prob, (igraph_real_t)bw_factor,
-                              (igraph_integer_t)ambs,
-                              (igraph_bool_t)(PyObject_IsTrue(directed)))) {
+  CHECK_SSIZE_T_RANGE(n, "number of nodes");
+  CHECK_SSIZE_T_RANGE(n, "number of ambassadors");
+
+  if (igraph_forest_fire_game(&g, n, fw_prob, bw_factor, ambs, PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2408,22 +2422,17 @@ PyObject *igraphmodule_Graph_Full(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n;
+  Py_ssize_t n;
   PyObject *loops = Py_False, *directed = Py_False;
 
   char *kwlist[] = { "n", "directed", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|OO", kwlist, &n,
-                                   &directed, &loops))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OO", kwlist, &n, &directed, &loops))
     return NULL;
 
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "number of nodes");
 
-  if (igraph_full(&g, (igraph_integer_t) n, PyObject_IsTrue(directed),
-                  PyObject_IsTrue(loops))) {
+  if (igraph_full(&g, n, PyObject_IsTrue(directed), PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2444,31 +2453,28 @@ PyObject *igraphmodule_Graph_Full_Bipartite(PyTypeObject * type,
   igraph_t g;
   igraph_vector_bool_t vertex_types;
   igraph_neimode_t mode = IGRAPH_ALL;
-  long int n1, n2;
+  Py_ssize_t n1, n2;
   PyObject *mode_o = Py_None, *directed = Py_False, *vertex_types_o = 0;
 
   static char *kwlist[] = { "n1", "n2", "directed", "mode", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|OO", kwlist, &n1, &n2,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|OO", kwlist, &n1, &n2,
                                    &directed, &mode_o))
     return NULL;
 
-  if (n1 < 0 || n2 < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
+  CHECK_SSIZE_T_RANGE(n1, "number of vertices in first partition");
+  CHECK_SSIZE_T_RANGE(n2, "number of vertices in second partition");
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
   }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
-      return NULL;
-
   if (igraph_vector_bool_init(&vertex_types, n1+n2)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_full_bipartite(&g, &vertex_types,
-        (igraph_integer_t) n1, (igraph_integer_t) n2,
-        PyObject_IsTrue(directed), mode)) {
+  if (igraph_full_bipartite(&g, &vertex_types, n1, n2, PyObject_IsTrue(directed), mode)) {
     igraph_vector_bool_destroy(&vertex_types);
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -2492,16 +2498,17 @@ PyObject *igraphmodule_Graph_Full_Citation(PyTypeObject *type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n;
+  Py_ssize_t n;
   PyObject *directed = Py_False;
 
   char *kwlist[] = { "n", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|O", kwlist, &n, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|O", kwlist, &n, &directed))
     return NULL;
 
-  if (igraph_full_citation(&g, (igraph_integer_t) n,
-                           (igraph_bool_t) PyObject_IsTrue(directed))) {
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  if (igraph_full_citation(&g, n, PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2521,7 +2528,7 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n;
+  Py_ssize_t n;
   double r;
   PyObject *torus = Py_False;
   PyObject *o_xs, *o_ys;
@@ -2529,7 +2536,7 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
 
   static char *kwlist[] = { "n", "radius", "torus", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ld|O", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nd|O", kwlist,
                                    &n, &r, &torus))
     return NULL;
 
@@ -2542,8 +2549,9 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_grg_game(&g, (igraph_integer_t) n, (igraph_real_t) r,
-                      PyObject_IsTrue(torus), &xs, &ys)) {
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  if (igraph_grg_game(&g, n, r, PyObject_IsTrue(torus), &xs, &ys)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&xs);
     igraph_vector_destroy(&ys);
@@ -2557,6 +2565,7 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
     igraph_vector_destroy(&ys);
     return NULL;
   }
+
   o_ys = igraphmodule_vector_t_to_PyList(&ys, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&ys);
   if (!o_ys) {
@@ -2566,6 +2575,7 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+
   return Py_BuildValue("NNN", (PyObject*)self, o_xs, o_ys);
 }
 
@@ -2577,33 +2587,21 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Growing_Random(PyTypeObject * type,
                                             PyObject * args, PyObject * kwds)
 {
-  long n, m;
-  PyObject *directed = NULL, *citation = NULL;
+  Py_ssize_t n, m;
+  PyObject *directed = Py_False, *citation = Py_False;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "m", "directed", "citation", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O!O!", kwlist, &n, &m,
-                                   &PyBool_Type, &directed,
-                                   &PyBool_Type, &citation))
-    return NULL;
-
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|OO", kwlist, &n, &m, &directed, &citation)) {
     return NULL;
   }
 
-  if (m < 0) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Number of new edges per iteration must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE_POSITIVE(m, "number of new edges per iteration");
 
-  if (igraph_growing_random_game(&g, (igraph_integer_t) n,
-                                 (igraph_integer_t) m,
-                                 (directed == Py_True),
-                                 (citation == Py_True))) {
+  if (igraph_growing_random_game(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(citation))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 7e3c2b0c2..8c08de894 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -332,13 +332,16 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   PyObject *merges_o, *return_csize = Py_False, *result_o;
   igraph_matrix_int_t merges;
   igraph_vector_int_t result, csize, *csize_p = 0;
-  long int nodes, steps;
+  Py_ssize_t nodes, steps;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!ll|O", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
       &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
   if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2)) return NULL;
 
+  CHECK_SSIZE_T_RANGE(nodes, "number of nodes");
+  CHECK_SSIZE_T_RANGE(steps, "number of steps");
+
   if (igraph_vector_int_init(&result, nodes)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_int_destroy(&merges);
@@ -350,8 +353,7 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
     csize_p = &csize;
   }
 
-  if (igraph_community_to_membership(&merges, (igraph_integer_t)nodes,
-        (igraph_integer_t)steps, &result, csize_p)) {
+  if (igraph_community_to_membership(&merges, nodes, steps, &result, csize_p)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&result);
     if (csize_p) igraph_vector_int_destroy(csize_p);
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 3c05cb0f8..70b76ef94 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -134,11 +134,9 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
   igraph_vector_int_t eids;
-  igraph_integer_t eid;
+  igraph_integer_t eid, i, n, v;
   igraph_vit_t vit;
   PyObject *result = 0, *item;
-  long int i, n;
-  igraph_integer_t v;
 
   if (igraph_vs_is_all(to)) {
     /* Simple case: all edges */
@@ -154,12 +152,13 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     }
 
     for (i = 0; i < n; i++) {
-      eid = (igraph_integer_t)VECTOR(eids)[i];
+      eid = VECTOR(eids)[i];
       v = IGRAPH_OTHER(graph, eid, from);
-      if (values)
+      if (values) {
         item = PyList_GetItem(values, eid);
-      else
+      } else {
         item = PyLong_FromLong(1);
+      }
       Py_INCREF(item);
       PyList_SetItem(result, v, item);   /* reference stolen here */
     }
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 2bb848834..01cc689eb 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -47,4 +47,26 @@ char* PyUnicode_CopyAsString(PyObject* string);
 #define PY_IGRAPH_WARN(msg) \
   PyErr_WarnEx(PyExc_RuntimeWarning, (msg), 1)
 
+#define CHECK_SSIZE_T_RANGE(value, message) {   \
+  if ((value) < 0) {                             \
+    PyErr_SetString(PyExc_ValueError, message " must be non-negative"); \
+    return NULL;                                 \
+  }                                              \
+  if ((value) > IGRAPH_INTEGER_MAX) {            \
+    PyErr_SetString(PyExc_OverflowError, message " too large"); \
+    return NULL;                                 \
+  } \
+}
+
+#define CHECK_SSIZE_T_RANGE_POSITIVE(value, message) {   \
+  if ((value) <= 0) {                             \
+    PyErr_SetString(PyExc_ValueError, message " must be positive"); \
+    return NULL;                                 \
+  }                                              \
+  if ((value) > IGRAPH_INTEGER_MAX) {            \
+    PyErr_SetString(PyExc_OverflowError, message " too large"); \
+    return NULL;                                 \
+  } \
+}
+
 #endif
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 2299eb074..717b080c7 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -127,7 +127,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
       return -1;
     }
 
-    igraph_vs_1(&vs, (igraph_integer_t)idx);
+    igraph_vs_1(&vs, idx);
   } else {
     igraph_vector_int_t v;
     igraph_integer_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
@@ -199,15 +199,19 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
   igraph_t *g;
   igraph_integer_t idx = -1;
 
-  if (!self->gref) return NULL;
-  g=&GET_GRAPH(self);
+  if (!self->gref) {
+    return NULL;
+  }
+
+  g = &GET_GRAPH(self);
+
   switch (igraph_vs_type(&self->vs)) {
     case IGRAPH_VS_ALL:
       if (i < 0) {
         i = igraph_vcount(g) + i;
       }
       if (i >= 0 && i < igraph_vcount(g)) {
-        idx = (igraph_integer_t)i;
+        idx = i;
       }
       break;
     case IGRAPH_VS_VECTOR:
@@ -216,7 +220,7 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
         i = igraph_vector_int_size(self->vs.data.vecptr) + i;
       }
       if (i >= 0 && i < igraph_vector_int_size(self->vs.data.vecptr)) {
-        idx = (igraph_integer_t)VECTOR(*self->vs.data.vecptr)[i];
+        idx = VECTOR(*self->vs.data.vecptr)[i];
       }
       break;
     case IGRAPH_VS_1:
@@ -231,7 +235,7 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
         i = self->vs.data.seq.to - self->vs.data.seq.from + i;
       }
       if (i >= 0 && i < self->vs.data.seq.to - self->vs.data.seq.from) {
-        idx = self->vs.data.seq.from + (igraph_integer_t)i;
+        idx = self->vs.data.seq.from + i;
       }
       break;
     /* TODO: IGRAPH_VS_ADJ, IGRAPH_VS_NONADJ - someday :) They are unused
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 576ca5b98..ac55a3b78 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -127,7 +127,7 @@ def testFullCitation(self):
         self.assertTrue(g.is_directed())
         self.assertTrue(el == [(x, y) for x in range(1, 20) for y in range(x)])
 
-        self.assertRaises(InternalError, Graph.Full_Citation, -2)
+        self.assertRaises(ValueError, Graph.Full_Citation, -2)
 
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)

From d0e70d421f08a5280d12e2081196a7e09a2a62e4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 22:05:52 +0200
Subject: [PATCH 0386/1681] refactor: getting rid of more (igraph_integer_t)
 conversions

---
 src/_igraph/arpackobject.c |   2 +-
 src/_igraph/convert.c      |  22 ++--
 src/_igraph/graphobject.c  | 245 +++++++++++++++++++------------------
 src/_igraph/igraphmodule.c |   4 +-
 4 files changed, 138 insertions(+), 135 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 5fa78d6f7..738362b50 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -151,7 +151,7 @@ int igraphmodule_ARPACKOptions_setattr(
       }
       self->params.tol = igraph_int;
     } else if (PyFloat_Check(value)) {
-      self->params.tol = (igraph_real_t) PyFloat_AsDouble(value);
+      self->params.tol = PyFloat_AsDouble(value);
     } else {
       PyErr_SetString(PyExc_ValueError, "integer or float expected");
       return -1;
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 176f8a23f..5b75dac96 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -883,20 +883,18 @@ int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v) {
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
-    double d = PyLong_AsDouble(object);
-    *v=(igraph_real_t)d;
+    *v = PyLong_AsDouble(object);
     return 0;
   } else if (PyFloat_Check(object)) {
-    double d = PyFloat_AS_DOUBLE((PyFloatObject*)object);
-    *v=(igraph_real_t)d;
+    *v = PyFloat_AS_DOUBLE((PyFloatObject*)object);
     return 0;
   } else if (PyNumber_Check(object)) {
     PyObject *i = PyNumber_Float(object);
-    double d;
-    if (i == NULL) return 1;
-    d = PyFloat_AS_DOUBLE((PyFloatObject*)i);
+    if (i == NULL) {
+      return 1;
+    }
+    *v = PyFloat_AS_DOUBLE((PyFloatObject*)i);
     Py_DECREF(i);
-    *v = (igraph_real_t)d;
     return 0;
   }
   PyErr_BadArgument();
@@ -2331,11 +2329,11 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
       if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_real_t)PyLong_AsLong(item);
+        MATRIX(*m, i, j) = PyLong_AsLong(item);
       } else if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_real_t)PyLong_AsLong(item);
+        MATRIX(*m, i, j) = PyLong_AsLong(item);
       } else if (PyFloat_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_real_t)PyFloat_AsDouble(item);
+        MATRIX(*m, i, j) = PyFloat_AsDouble(item);
       } else if (!was_warned) {
         PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
         was_warned=1;
@@ -2418,7 +2416,7 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
         PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
         was_warned = 1;
       }
-      
+
       Py_DECREF(item);
     }
     Py_DECREF(row);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ac8f89b5c..4ef1dce6e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2398,7 +2398,7 @@ PyObject *igraphmodule_Graph_Forest_Fire(PyTypeObject * type,
                                    &n, &fw_prob, &bw_factor, &ambs, &directed))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "number of nodes");
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(n, "number of ambassadors");
 
   if (igraph_forest_fire_game(&g, n, fw_prob, bw_factor, ambs, PyObject_IsTrue(directed))) {
@@ -2430,7 +2430,7 @@ PyObject *igraphmodule_Graph_Full(PyTypeObject * type,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OO", kwlist, &n, &directed, &loops))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "number of nodes");
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
 
   if (igraph_full(&g, n, PyObject_IsTrue(directed), PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
@@ -2675,14 +2675,14 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Isoclass(PyTypeObject * type,
                                       PyObject * args, PyObject * kwds)
 {
-  long int n, isoclass;
+  Py_ssize_t n, isoclass;
   PyObject *directed = Py_False;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "cls", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|O", kwlist,
                                    &n, &isoclass, &directed))
     return NULL;
 
@@ -2692,8 +2692,7 @@ PyObject *igraphmodule_Graph_Isoclass(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_isoclass_create(&g, (igraph_integer_t) n,
-        (igraph_integer_t) isoclass, PyObject_IsTrue(directed))) {
+  if (igraph_isoclass_create(&g, n, isoclass, PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2709,15 +2708,19 @@ PyObject *igraphmodule_Graph_Isoclass(PyTypeObject * type,
  */
 PyObject *igraphmodule_Graph_Kautz(PyTypeObject *type, PyObject *args,
   PyObject *kwds) {
-  long int m, n;
+  Py_ssize_t m, n;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = {"m", "n", NULL};
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll", kwlist, &m, &n))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn", kwlist, &m, &n)) {
     return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(m, "m");
+  CHECK_SSIZE_T_RANGE(n, "n");
 
-  if (igraph_kautz(&g, (igraph_integer_t) m, (igraph_integer_t) n)) {
+  if (igraph_kautz(&g, m, n)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2737,17 +2740,19 @@ PyObject *igraphmodule_Graph_K_Regular(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long int n, k;
+  Py_ssize_t n, k;
   PyObject *directed_o = Py_False, *multiple_o = Py_False;
 
   static char *kwlist[] = { "n", "k", "directed", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|OO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|OO", kwlist,
                                    &n, &k, &directed_o, &multiple_o))
     return NULL;
 
-  if (igraph_k_regular_game(&g, (igraph_integer_t) n, (igraph_integer_t) k,
-                      PyObject_IsTrue(directed_o), PyObject_IsTrue(multiple_o))) {
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(k, "degree");
+
+  if (igraph_k_regular_game(&g, n, k, PyObject_IsTrue(directed_o), PyObject_IsTrue(multiple_o))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2766,7 +2771,7 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
                                      PyObject * args, PyObject * kwds)
 {
   igraph_vector_int_t dimvector;
-  long int nei = 1;
+  Py_ssize_t nei = 1;
   igraph_bool_t directed;
   igraph_bool_t mutual;
   igraph_bool_t circular;
@@ -2777,7 +2782,7 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
 
   static char *kwlist[] = { "dim", "nei", "directed", "mutual", "circular", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|lOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|nOOO", kwlist,
                                    &PyList_Type, &o_dimvector,
                                    &nei, &o_directed, &o_mutual, &o_circular))
     return NULL;
@@ -2789,8 +2794,9 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
   if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
     return NULL;
 
-  if (igraph_lattice(&g, &dimvector, (igraph_integer_t) nei,
-        directed, mutual, circular)) {
+  CHECK_SSIZE_T_RANGE_POSITIVE(nei, "number of neighbors");
+
+  if (igraph_lattice(&g, &dimvector, nei, directed, mutual, circular)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&dimvector);
     return NULL;
@@ -2811,21 +2817,24 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
 PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
                                  PyObject *args, PyObject *kwds) {
   igraph_vector_int_t shifts;
-  long int repeats, n;
-  PyObject *o_shifts;
+  Py_ssize_t repeats, n;
+  PyObject *shifts_o;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "shifts", "repeats", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lOl", kwlist,
-                                   &n, &o_shifts, &repeats))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOn", kwlist,
+                                   &n, &shifts_o, &repeats))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vector_int_t(o_shifts, &shifts))
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(repeats, "repeat count");
+
+  if (igraphmodule_PyObject_to_vector_int_t(shifts_o, &shifts))
     return NULL;
 
-  if (igraph_lcf_vector(&g, (igraph_integer_t) n, &shifts, (igraph_integer_t) repeats)) {
+  if (igraph_lcf_vector(&g, n, &shifts, repeats)) {
     igraph_vector_int_destroy(&shifts);
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -2910,7 +2919,7 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, types;
+  Py_ssize_t n, types;
   PyObject *type_dist, *pref_matrix;
   PyObject *directed = Py_False;
   PyObject *loops = Py_False;
@@ -2925,12 +2934,13 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
     { "n", "type_dist", "pref_matrix", "attribute", "directed", "loops",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lO!O!|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OOO", kwlist,
                                    &n, &PyList_Type, &type_dist,
                                    &PyList_Type, &pref_matrix,
                                    &attribute_key, &directed, &loops))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
   if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) return NULL;
@@ -2940,15 +2950,14 @@ NULL };
   }
 
   store_attribs = (attribute_key && attribute_key != Py_None);
-  if (store_attribs && igraph_vector_int_init(&type_vec, (igraph_integer_t) n)) {
+  if (store_attribs && igraph_vector_int_init(&type_vec, n)) {
     igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_preference_game(&g, (igraph_integer_t) n,
-                             (igraph_integer_t) types, &td, 0, &pm,
+  if (igraph_preference_game(&g, n, types, &td, 0, &pm,
                              store_attribs ? &type_vec : 0,
                              PyObject_IsTrue(directed),
                              PyObject_IsTrue(loops))) {
@@ -3003,7 +3012,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, in_types, out_types;
+  Py_ssize_t n, in_types, out_types;
   PyObject *type_dist_matrix, *pref_matrix;
   PyObject *loops = Py_False;
   igraph_matrix_t pm;
@@ -3016,12 +3025,14 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   char *kwlist[] =
     { "n", "type_dist_matrix", "pref_matrix", "attribute", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lO!O!|OO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
                                    &n, &PyList_Type, &type_dist_matrix,
                                    &PyList_Type, &pref_matrix,
                                    &attribute_key, &loops))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
   if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) return NULL;
   if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td)) {
     igraph_matrix_destroy(&pm);
@@ -3033,13 +3044,13 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
   store_attribs = (attribute_key && attribute_key != Py_None);
   if (store_attribs) {
-    if (igraph_vector_int_init(&in_type_vec, (igraph_integer_t) n)) {
+    if (igraph_vector_int_init(&in_type_vec, n)) {
       igraph_matrix_destroy(&pm);
       igraph_matrix_destroy(&td);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    if (igraph_vector_int_init(&out_type_vec, (igraph_integer_t) n)) {
+    if (igraph_vector_int_init(&out_type_vec, n)) {
       igraph_matrix_destroy(&pm);
       igraph_matrix_destroy(&td);
       igraph_vector_int_destroy(&in_type_vec);
@@ -3048,10 +3059,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
     }
   }
 
-  if (igraph_asymmetric_preference_game(&g, (igraph_integer_t) n,
-                                        (igraph_integer_t) in_types,
-                                        (igraph_integer_t) out_types,
-                                        &td, &pm,
+  if (igraph_asymmetric_preference_game(&g, n, in_types, out_types, &td, &pm,
                                         store_attribs ? &in_type_vec : 0,
                                         store_attribs ? &out_type_vec : 0,
                                         PyObject_IsTrue(loops))) {
@@ -3109,7 +3117,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long int n1, n2, m = -1;
+  Py_ssize_t n1, n2, m = -1;
   double p = -1.0;
   igraph_erdos_renyi_t t;
   igraph_neimode_t neimode = IGRAPH_ALL;
@@ -3119,10 +3127,13 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 
   static char *kwlist[] = { "n1", "n2", "p", "m", "directed", "neimode", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|dlOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|dnOO", kwlist,
                                    &n1, &n2, &p, &m, &directed_o, &neimode_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n1, "number of vertices in first partition");
+  CHECK_SSIZE_T_RANGE(n2, "number of vertices in second partition");
+
   if (m == -1 && p == -1.0) {
     /* no density parameters were given, throw exception */
     PyErr_SetString(PyExc_TypeError, "Either m or p must be given.");
@@ -3144,10 +3155,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_bipartite_game(&g, &vertex_types, t,
-        (igraph_integer_t) n1, (igraph_integer_t) n2,
-        (igraph_real_t) p, (igraph_integer_t) m,
-        PyObject_IsTrue(directed_o), neimode)) {
+  if (igraph_bipartite_game(&g, &vertex_types, t, n1, n2, p, m, PyObject_IsTrue(directed_o), neimode)) {
     igraph_vector_bool_destroy(&vertex_types);
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3173,7 +3181,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long n, window = 0;
+  Py_ssize_t n, window = 0;
   float power = 0.0f, zero_appeal = 0.0f;
   igraph_integer_t m = 0;
   igraph_vector_int_t outseq;
@@ -3183,15 +3191,13 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
     { "n", "m", "window", "outpref", "directed", "power", "zero_appeal",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lOl|OOff", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOn|OOff", kwlist,
                                    &n, &m_obj, &window, &outpref, &directed,
                                    &power, &zero_appeal))
     return NULL;
 
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(window, "window size");
 
   // let's check whether we have a constant out-degree or a list
   if (PyLong_Check(m_obj)) {
@@ -3199,20 +3205,16 @@ NULL };
       return NULL;
     }
     igraph_vector_int_init(&outseq, 0);
-  }
-  else if (PyList_Check(m_obj)) {
+  } else if (PyList_Check(m_obj)) {
     if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
       // something bad happened during conversion
       return NULL;
     }
   }
 
-  if (igraph_recent_degree_game(&g, (igraph_integer_t) n,
-                                (igraph_real_t) power,
-                                (igraph_integer_t) window,
-                                m, &outseq,
+  if (igraph_recent_degree_game(&g, n, power, window, m, &outseq,
                                 PyObject_IsTrue(outpref),
-                                (igraph_real_t) zero_appeal,
+                                zero_appeal,
                                 PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&outseq);
@@ -3234,26 +3236,20 @@ NULL };
 PyObject *igraphmodule_Graph_Ring(PyTypeObject * type,
                                   PyObject * args, PyObject * kwds)
 {
-  long n;
+  Py_ssize_t n;
   PyObject *directed = Py_False, *mutual = Py_False, *circular = Py_True;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "directed", "mutual", "circular", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|O!O!O!", kwlist, &n,
-                                   &PyBool_Type, &directed,
-                                   &PyBool_Type, &mutual,
-                                   &PyBool_Type, &circular))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOO", kwlist, &n,
+                                   &directed, &mutual, &circular))
     return NULL;
 
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraph_ring(&g, (igraph_integer_t) n, (directed == Py_True),
-                  (mutual == Py_True), (circular == Py_True))) {
+  if (igraph_ring(&g, n, PyObject_IsTrue(directed), PyObject_IsTrue(mutual), PyObject_IsTrue(circular))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -3273,7 +3269,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long int n;
+  Py_ssize_t n;
   PyObject *block_sizes_o, *pref_matrix_o;
   PyObject *directed_o = Py_False;
   PyObject *loops_o = Py_False;
@@ -3283,20 +3279,24 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
     "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "lO!O!|OO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
                                    &n, &PyList_Type, &pref_matrix_o,
                                    &PyList_Type, &block_sizes_o,
                                    &directed_o, &loops_o))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix)) return NULL;
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix)) {
+    return NULL;
+  }
+
   if (igraphmodule_PyObject_to_vector_int_t(block_sizes_o, &block_sizes)) {
     igraph_matrix_destroy(&pref_matrix);
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, (igraph_integer_t) n, &pref_matrix, &block_sizes,
-                      PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
+  if (igraph_sbm_game(&g, n, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -3307,6 +3307,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   igraph_vector_int_destroy(&block_sizes);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+
   return (PyObject *) self;
 }
 
@@ -3837,17 +3838,14 @@ PyObject *igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *
                                                  self, PyObject * args,
                                                  PyObject * kwds)
 {
-  char *kwlist[] = { "directed", "unconn", NULL };
+  static char *kwlist[] = { "directed", "unconn", NULL };
   PyObject *directed = Py_True, *unconn = Py_True;
   igraph_real_t res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O!O!", kwlist,
-                                   &PyBool_Type, &directed,
-                                   &PyBool_Type, &unconn))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed,  &unconn))
     return NULL;
 
-  if (igraph_average_path_length(&self->g, &res, 0, (directed == Py_True),
-                                 (unconn == Py_True))) {
+  if (igraph_average_path_length(&self->g, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -3914,7 +3912,7 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
     if (igraph_betweenness_cutoff(&self->g, &res, vs, PyObject_IsTrue(directed),
-        weights, (igraph_real_t)PyFloat_AsDouble(cutoff_num))) {
+        weights, PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4263,7 +4261,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
       return NULL;
     }
     if (igraph_closeness_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4343,7 +4341,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
-        (igraph_real_t)PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -4728,7 +4726,7 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
       igraph_vector_destroy(&res); return NULL;
     }
     if (igraph_edge_betweenness_cutoff(&self->g, &res, PyObject_IsTrue(directed),
-        weights, (igraph_real_t)PyFloat_AsDouble(cutoff_num))) {
+        weights, PyFloat_AsDouble(cutoff_num))) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -10140,25 +10138,27 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  PyObject *capacity_object = Py_None;
+  PyObject *capacity_object = Py_None, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t result;
-  long int vid1 = -1, vid2 = -1;
   igraph_integer_t v1, v2;
   igraph_maxflow_stats_t stats;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O", kwlist,
-                                   &vid1, &vid2, &capacity_object))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|O", kwlist,
+                                   &v1_o, &v2_o, &capacity_object))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(v1_o, &v1, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(v2_o, &v2, &self->g))
     return NULL;
 
-  v1 = (igraph_integer_t) vid1;
-  v2 = (igraph_integer_t) vid2;
   if (igraphmodule_PyObject_to_attribute_values(capacity_object,
                                                 &capacity_vector,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
     return igraphmodule_handle_igraph_error();
 
-
   if (igraph_maxflow_value(&self->g, &result, v1, v2, &capacity_vector,
                &stats)) {
     igraph_vector_destroy(&capacity_vector);
@@ -10177,21 +10177,24 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  PyObject *capacity_object = Py_None, *flow_o, *cut_o, *partition_o;
+  PyObject *capacity_object = Py_None, *flow_o, *cut_o, *partition_o, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t result;
-  long int vid1 = -1, vid2 = -1;
   igraph_integer_t v1, v2;
   igraph_vector_t flow;
   igraph_vector_int_t cut, partition;
   igraph_maxflow_stats_t stats;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|O", kwlist,
-                                   &vid1, &vid2, &capacity_object))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|O", kwlist,
+                                   &v1_o, &v2_o, &capacity_object))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(v1_o, &v1, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(v2_o, &v2, &self->g))
     return NULL;
 
-  v1 = (igraph_integer_t) vid1;
-  v2 = (igraph_integer_t) vid2;
   if (igraphmodule_PyObject_to_attribute_values(capacity_object,
                                                 &capacity_vector,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
@@ -10384,15 +10387,13 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  PyObject *capacity_object = Py_None;
+  PyObject *capacity_object = Py_None, *v1_o = Py_None, *v2_o = Py_None;
   igraph_vector_t capacity_vector;
   igraph_real_t result, mincut;
-  igraph_integer_t v1, v2;
-  long vid1 = -1, vid2 = -1;
-  long n;
+  igraph_integer_t n, v1 = -1, v2 = -1;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|llO", kwlist,
-                                   &vid1, &vid2, &capacity_object))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
+                                   &v1_o, &v2_o, &capacity_object))
     return NULL;
 
   if (igraphmodule_PyObject_to_attribute_values(capacity_object,
@@ -10400,20 +10401,24 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
     return igraphmodule_handle_igraph_error();
 
-  v1 = (igraph_integer_t) vid1;
-  v2 = (igraph_integer_t) vid2;
+  if (v1_o != Py_None && igraphmodule_PyObject_to_vid(v1_o, &v1, &self->g))
+    return NULL;
+
+  if (v2_o != Py_None && igraphmodule_PyObject_to_vid(v2_o, &v2, &self->g))
+    return NULL;
+
   if (v1 == -1 && v2 == -1) {
     if (igraph_mincut_value(&self->g, &result, &capacity_vector)) {
       igraph_vector_destroy(&capacity_vector);
       return igraphmodule_handle_igraph_error();
     }
-  }
-  else if (v1 == -1) {
+  } else if (v1 == -1) {
     n = igraph_vcount(&self->g);
     result = -1;
     for (v1 = 0; v1 < n; v1++) {
-      if (v2 == v1)
+      if (v2 == v1) {
         continue;
+      }
       if (igraph_st_mincut_value(&self->g, &mincut, v1, v2, &capacity_vector)) {
         igraph_vector_destroy(&capacity_vector);
         return igraphmodule_handle_igraph_error();
@@ -10421,26 +10426,27 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
       if (result < 0 || result > mincut)
         result = mincut;
     }
-    if (result < 0)
+    if (result < 0) {
       result = 0.0;
-  }
-  else if (v2 == -1) {
+    }
+  } else if (v2 == -1) {
     n = igraph_vcount(&self->g);
     result = -1;
     for (v2 = 0; v2 < n; v2++) {
-      if (v2 == v1)
+      if (v2 == v1) {
         continue;
+      }
       if (igraph_st_mincut_value(&self->g, &mincut, v1, v2, &capacity_vector)) {
         igraph_vector_destroy(&capacity_vector);
         return igraphmodule_handle_igraph_error();
       }
-      if (result < 0.0 || result > mincut)
+      if (result < 0.0 || result > mincut) {
         result = mincut;
+      }
     }
     if (result < 0)
       result = 0.0;
-  }
-  else {
+  } else {
     if (igraph_st_mincut_value(&self->g, &result, v1, v2, &capacity_vector)) {
       igraph_vector_destroy(&capacity_vector);
       return igraphmodule_handle_igraph_error();
@@ -11040,17 +11046,15 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
     PyObject* args, PyObject* kwds) {
   static char* kwlist[] = { "min", "max", "file", NULL };
   PyObject *list, *item, *file = Py_None;
-  long int i = 0, j = 0;
-  igraph_integer_t min, max;
-  Py_ssize_t n;
+  Py_ssize_t min = 0, max = 0, i, j, n;
   igraph_vector_ptr_t result;
   igraphmodule_filehandle_t filehandle;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|llO", kwlist, &i, &j, &file))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min, &max, &file))
     return NULL;
 
-  min = (igraph_integer_t) i;
-  max = (igraph_integer_t) j;
+  CHECK_SSIZE_T_RANGE(min, "minimum clique size");
+  CHECK_SSIZE_T_RANGE(max, "maximum clique size");
 
   if (file == Py_None) {
     if (igraph_vector_ptr_init(&result, 0)) {
@@ -11063,10 +11067,11 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       return igraphmodule_handle_igraph_error();
     }
 
-    n = (Py_ssize_t)igraph_vector_ptr_size(&result);
+    n = igraph_vector_ptr_size(&result);
     list = PyList_New(n);
-    if (!list)
+    if (!list) {
       return NULL;
+    }
 
     for (i = 0; i < n; i++) {
       igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 8c08de894..f25b82be1 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -284,8 +284,8 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    MATRIX(mtrx, i, 0)=(igraph_real_t)PyFloat_AsDouble(o1);
-    MATRIX(mtrx, i, 1)=(igraph_real_t)PyFloat_AsDouble(o2);
+    MATRIX(mtrx, i, 0) = PyFloat_AsDouble(o1);
+    MATRIX(mtrx, i, 1) = PyFloat_AsDouble(o2);
     Py_DECREF(o1);
     Py_DECREF(o2);
   }

From 4195609e6ac7f0bce3f8d41774b7ce563eb7505b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 22:16:01 +0200
Subject: [PATCH 0387/1681] refactor: getting rid of even more
 (igraph_integer_t) conversions

---
 src/_igraph/graphobject.c | 94 ++++++++++++++++++---------------------
 tests/test_generators.py  |  4 +-
 2 files changed, 45 insertions(+), 53 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4ef1dce6e..8d0d2e416 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3319,7 +3319,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Star(PyTypeObject * type,
                                   PyObject * args, PyObject * kwds)
 {
-  long n, center = 0;
+  Py_ssize_t n, center = 0;
   igraph_star_mode_t mode = IGRAPH_STAR_UNDIRECTED;
   PyObject* mode_o = Py_None;
   igraphmodule_GraphObject *self;
@@ -3327,28 +3327,22 @@ PyObject *igraphmodule_Graph_Star(PyTypeObject * type,
 
   static char *kwlist[] = { "n", "mode", "center", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|Ol", kwlist,
-                                   &n, &mode_o, &center))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|On", kwlist, &n, &mode_o, &center))
     return NULL;
 
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
-    return NULL;
-  }
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(center, "central vertex ID");
 
-  if (center >= n || center < 0) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Central vertex ID should be between 0 and n-1");
+  if (center >= n) {
+    PyErr_SetString(PyExc_ValueError, "central vertex ID should be between 0 and n-1");
     return NULL;
   }
 
   if (igraphmodule_PyObject_to_star_mode_t(mode_o, &mode)) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Mode should be either \"in\", \"out\", \"mutual\" or \"undirected\"");
     return NULL;
   }
 
-  if (igraph_star(&g, (igraph_integer_t) n, mode, (igraph_integer_t) center)) {
+  if (igraph_star(&g, n, mode, center)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -3368,7 +3362,7 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
     PyObject* args, PyObject* kwds) {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long int m;
+  Py_ssize_t m;
   PyObject *fitness_out_o = Py_None, *fitness_in_o = Py_None;
   PyObject *fitness_o = Py_None;
   PyObject *multiple = Py_False, *loops = Py_False;
@@ -3377,11 +3371,13 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
   static char *kwlist[] = { "m", "fitness_out", "fitness_in",
     "loops", "multiple", "fitness", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|OOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOOO", kwlist,
                                    &m, &fitness_out_o, &fitness_in_o,
                                    &loops, &multiple, &fitness_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(m, "edge count");
+
   /* This trickery allows us to use "fitness" or "fitness_out" as
    * keyword argument, with "fitness_out" taking precedence over
    * "fitness" */
@@ -3403,7 +3399,7 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
     }
   }
 
-  if (igraph_static_fitness_game(&g, (igraph_integer_t) m, &fitness_out,
+  if (igraph_static_fitness_game(&g, m, &fitness_out,
         fitness_in_o == Py_None ? 0 : &fitness_in,
         PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
     igraph_vector_destroy(&fitness_out);
@@ -3431,7 +3427,7 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
     PyObject* args, PyObject* kwds) {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  long int n, m;
+  Py_ssize_t n, m;
   float exponent_out = -1.0f, exponent_in = -1.0f, exponent = -1.0f;
   PyObject *multiple = Py_False, *loops = Py_False;
   PyObject *finite_size_correction = Py_True;
@@ -3439,12 +3435,15 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   static char *kwlist[] = { "n", "m", "exponent_out", "exponent_in",
     "loops", "multiple", "finite_size_correction", "exponent", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|ffOOOf", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|ffOOOf", kwlist,
                                    &n, &m, &exponent_out, &exponent_in,
                                    &loops, &multiple, &finite_size_correction,
                                    &exponent))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(m, "edge count");
+
   /* This trickery allows us to use "exponent" or "exponent_out" as
    * keyword argument, with "exponent_out" taking precedence over
    * "exponent" */
@@ -3456,8 +3455,7 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
     return NULL;
   }
 
-  if (igraph_static_power_law_game(&g, (igraph_integer_t) n, (igraph_integer_t) m,
-        exponent_out, exponent_in,
+  if (igraph_static_power_law_game(&g, n, m, exponent_out, exponent_in,
         PyObject_IsTrue(loops), PyObject_IsTrue(multiple),
         PyObject_IsTrue(finite_size_correction))) {
     igraphmodule_handle_igraph_error();
@@ -3465,6 +3463,7 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+
   return (PyObject *) self;
 }
 
@@ -3476,34 +3475,31 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
 PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
                                   PyObject * args, PyObject * kwds)
 {
-  long int n, children;
-  PyObject *tree_mode_o = Py_None, *tree_type_o = Py_None;
+  Py_ssize_t n, children;
+  PyObject *tree_mode_o = Py_None;
   igraph_tree_mode_t mode = IGRAPH_TREE_UNDIRECTED;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  static char *kwlist[] = { "n", "children", "mode", "type", NULL };
+  static char *kwlist[] = { "n", "children", "mode", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "ll|OO", kwlist,
-                                   &n, &children,
-                                   &tree_mode_o, &tree_type_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|O", kwlist,
+                                   &n, &children, &tree_mode_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+  CHECK_SSIZE_T_RANGE(children, "number of children per vertex");
+
   if (n < 0) {
     PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
     return NULL;
   }
 
-  if (tree_mode_o == Py_None && tree_type_o != Py_None) {
-    tree_mode_o = tree_type_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
-  }
-
   if (igraphmodule_PyObject_to_tree_mode_t(tree_mode_o, &mode)) {
     return NULL;
   }
 
-  if (igraph_tree(&g, (igraph_integer_t) n, (igraph_integer_t) children, mode)) {
+  if (igraph_tree(&g, n, children, mode)) {
       igraphmodule_handle_igraph_error();
       return NULL;
   }
@@ -3531,31 +3527,25 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
                                        PyObject * args, PyObject * kwds)
 {
-  long int n;
-  PyObject *directed_o = Py_False, *tree_method_o = Py_None;
-  igraph_bool_t directed;
+  Py_ssize_t n;
+  PyObject *directed = Py_False, *tree_method_o = Py_None;
   igraph_random_tree_t tree_method = IGRAPH_RANDOM_TREE_LERW;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
   static char *kwlist[] = { "n", "directed", "method", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|OO", kwlist,
-                                   &n, &directed_o, &tree_method_o))
-    return NULL;
-
-  if (n < 0) {
-    PyErr_SetString(PyExc_ValueError, "Number of vertices must be positive.");
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OO", kwlist,
+                                   &n, &directed, &tree_method_o))
     return NULL;
-  }
 
-  directed = PyObject_IsTrue(directed_o);
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyObject_to_random_tree_t(tree_method_o, &tree_method))
+  if (igraphmodule_PyObject_to_random_tree_t(tree_method_o, &tree_method)) {
     return NULL;
+  }
 
-  if (igraph_tree_game(&g, (igraph_integer_t) n, directed,
-        tree_method)) {
+  if (igraph_tree_game(&g, n, PyObject_IsTrue(directed), tree_method)) {
       igraphmodule_handle_igraph_error();
       return NULL;
   }
@@ -3573,7 +3563,7 @@ PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
 PyObject *igraphmodule_Graph_Watts_Strogatz(PyTypeObject * type,
                                             PyObject * args, PyObject * kwds)
 {
-  long int nei = 1, dim, size;
+  Py_ssize_t dim, size, nei;
   double p;
   PyObject* loops = Py_False;
   PyObject* multiple = Py_False;
@@ -3582,13 +3572,15 @@ PyObject *igraphmodule_Graph_Watts_Strogatz(PyTypeObject * type,
 
   static char *kwlist[] = { "dim", "size", "nei", "p", "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "llld|OO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnnd|OO", kwlist,
                                    &dim, &size, &nei, &p, &loops, &multiple))
     return NULL;
 
-  if (igraph_watts_strogatz_game(&g, (igraph_integer_t) dim,
-        (igraph_integer_t) size, (igraph_integer_t) nei, p,
-        PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
+  CHECK_SSIZE_T_RANGE(dim, "dimensionality");
+  CHECK_SSIZE_T_RANGE(size, "size");
+  CHECK_SSIZE_T_RANGE(nei, "number of neighbors");
+
+  if (igraph_watts_strogatz_game(&g, dim, size, nei, p, PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
diff --git a/tests/test_generators.py b/tests/test_generators.py
index ac55a3b78..c7963a4b5 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -133,7 +133,7 @@ def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")
         self.assertTrue(g1.isomorphic(g2))
-        self.assertRaises(InternalError, Graph.LCF, 12, (5, -5), -3)
+        self.assertRaises(ValueError, Graph.LCF, 12, (5, -5), -3)
 
     def testRealizeDegreeSequence(self):
         # Test case insensitivity of options too
@@ -229,7 +229,7 @@ def testSBM(self):
         self.assertTrue(sum(g.is_loop()) == 0)
 
         # Check error conditions
-        self.assertRaises(InternalError, Graph.SBM, -1, pref_matrix, types)
+        self.assertRaises(ValueError, Graph.SBM, -1, pref_matrix, types)
         self.assertRaises(InternalError, Graph.SBM, 61, pref_matrix, types)
         pref_matrix[0][1] = 0.7
         self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)

From 1eeb41fed06ec883b0aff03bdc57e02d23a7eb48 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Sep 2021 22:24:32 +0200
Subject: [PATCH 0388/1681] refactor: igraphmodule_convex_hull does not use
 long any more

---
 src/_igraph/igraphmodule.c      | 78 +++++++++++++++++++--------------
 test.sh                         | 20 +++++++++
 warnings_converted_to_errors.py | 11 +++++
 3 files changed, 77 insertions(+), 32 deletions(-)
 create mode 100755 test.sh
 create mode 100644 warnings_converted_to_errors.py

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index f25b82be1..34557347f 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -230,64 +230,78 @@ PyObject* igraphmodule_set_status_handler(PyObject* self, PyObject* o) {
 
 PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwds) {
   static char* kwlist[] = {"vs", "coords", NULL};
-  PyObject *vs, *o, *o1=0, *o2=0, *coords = Py_False;
+  PyObject *vs, *o, *o1, *o2, *o1_float, *o2_float, *coords = Py_False;
   igraph_matrix_t mtrx;
   igraph_vector_int_t result;
   igraph_matrix_t resmat;
-  long no_of_nodes, i;
+  Py_ssize_t no_of_nodes, i;
   
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist, &PyList_Type, &vs, &coords))
     return NULL;
   
-  no_of_nodes=PyList_Size(vs);
+  no_of_nodes = PyList_Size(vs);
   if (igraph_matrix_init(&mtrx, no_of_nodes, 2)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  for (i=0; i<no_of_nodes; i++) {
-    o=PyList_GetItem(vs, i);
-    if (PyList_Check(o)) {
-      if (PyList_Size(o) >= 2) {
-        o1=PyList_GetItem(o, 0);
-        o2=PyList_GetItem(o, 1);
-        if (PyList_Size(o) > 2)
+
+  for (i = 0; i < no_of_nodes; i++) {
+    o = PyList_GetItem(vs, i);
+
+    if (PySequence_Check(o)) {
+      if (PySequence_Size(o) >= 2) {
+        o1 = PySequence_GetItem(o, 0);
+        if (!o1) {
+          igraph_matrix_destroy(&mtrx);
+          return NULL;
+        }
+
+        o2 = PySequence_GetItem(o, 1);
+        if (!o2) {
+          Py_DECREF(o1);
+          igraph_matrix_destroy(&mtrx);
+          return NULL;
+        }
+
+        if (PySequence_Size(o) > 2) {
           PyErr_Warn(PyExc_Warning, "vertex with more than 2 coordinates found, considering only the first 2");
+        }
       } else {
         PyErr_SetString(PyExc_TypeError, "vertex with less than 2 coordinates found");
         igraph_matrix_destroy(&mtrx);
-	    return NULL;
-      }
-    } else if (PyTuple_Check(o)) {
-      if (PyTuple_Size(o) >= 2) {
-	    o1=PyTuple_GetItem(o, 0);
-	    o2=PyTuple_GetItem(o, 1);
-	    if (PyTuple_Size(o) > 2)
-	      PyErr_Warn(PyExc_Warning, "vertex with more than 2 coordinates found, considering only the first 2");
-       } else {
-	      PyErr_SetString(PyExc_TypeError, "vertex with less than 2 coordinates found");
-	    igraph_matrix_destroy(&mtrx);
-	    return NULL;
+        return NULL;
       }
     }
     
     if (!PyNumber_Check(o1) || !PyNumber_Check(o2)) {
       PyErr_SetString(PyExc_TypeError, "vertex coordinates must be numeric");
+      Py_DECREF(o2);
+      Py_DECREF(o1);
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    /* o, o1 and o2 were borrowed, but now o1 and o2 are actual references! */
-    o1=PyNumber_Float(o1); o2=PyNumber_Float(o2);
-    if (!o1 || !o2) {
-      PyErr_SetString(PyExc_TypeError, "vertex coordinate conversion to float failed");
-      Py_XDECREF(o1);
-      Py_XDECREF(o2);
+
+    o1_float = PyNumber_Float(o1);
+    if (!o1_float) {
+      Py_DECREF(o2);
+      Py_DECREF(o1);
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    MATRIX(mtrx, i, 0) = PyFloat_AsDouble(o1);
-    MATRIX(mtrx, i, 1) = PyFloat_AsDouble(o2);
     Py_DECREF(o1);
+
+    o2_float = PyNumber_Float(o2);
+    if (!o2_float) {
+      Py_DECREF(o2);
+      igraph_matrix_destroy(&mtrx);
+      return NULL;
+    }
     Py_DECREF(o2);
+
+    MATRIX(mtrx, i, 0) = PyFloat_AsDouble(o1_float);
+    MATRIX(mtrx, i, 1) = PyFloat_AsDouble(o2_float);
+    Py_DECREF(o1_float);
+    Py_DECREF(o2_float);
   }
 
   if (!PyObject_IsTrue(coords)) {
@@ -302,7 +316,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_vector_int_destroy(&result);
       return NULL;
     }    
-    o=igraphmodule_vector_int_t_to_PyList(&result);
+    o = igraphmodule_vector_int_t_to_PyList(&result);
     igraph_vector_int_destroy(&result);
   } else {
     if (igraph_matrix_init(&resmat, 0, 0)) {
@@ -316,7 +330,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&resmat);
       return NULL;
     }        
-    o=igraphmodule_matrix_t_to_PyList(&resmat, IGRAPHMODULE_TYPE_FLOAT);
+    o = igraphmodule_matrix_t_to_PyList(&resmat, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&resmat);
   }
   
diff --git a/test.sh b/test.sh
new file mode 100755
index 000000000..007cc8cef
--- /dev/null
+++ b/test.sh
@@ -0,0 +1,20 @@
+#!/bin/bash
+
+VENV_DIR=.venv
+PYTHON=python3
+
+###############################################################################
+
+set -e
+
+if [ ! -d $VENV_DIR ]; then
+	$PYTHON -m venv $VENV_DIR
+    $VENV_DIR/bin/pip install -U pip wheel
+fi
+
+rm -rf build/
+$VENV_DIR/bin/python setup.py build
+$VENV_DIR/bin/pip install --use-feature=in-tree-build .[plotting,test]
+$VENV_DIR/bin/pytest tests
+
+
diff --git a/warnings_converted_to_errors.py b/warnings_converted_to_errors.py
new file mode 100644
index 000000000..76ee5230b
--- /dev/null
+++ b/warnings_converted_to_errors.py
@@ -0,0 +1,11 @@
+from igraph import Graph
+import warnings
+
+warnings.simplefilter('error', 'Cannot shuffle graph')
+degseq = [1,2,2,3]
+try:
+    testgraph = Graph.Degree_Sequence(degseq,method = "vl")
+except RuntimeWarning:
+    print(degseq)
+else:
+    print("go on")

From 2b4f56f060ff35a9e290792da67c51355b29398f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 00:41:49 +0200
Subject: [PATCH 0389/1681] refactor: all conversions from Python objects to
 long int are replaced with Py_ssize_t now

---
 src/_igraph/convert.c     |   6 +-
 src/_igraph/graphobject.c | 481 ++++++++++++++++++++++++--------------
 2 files changed, 304 insertions(+), 183 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5b75dac96..ca14f4e24 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2748,12 +2748,14 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     *vid = 0;
   } else if (PyLong_Check(o)) {
     /* Single vertex ID */
-    if (igraphmodule_PyObject_to_integer_t(o, vid)) 
+    if (igraphmodule_PyObject_to_integer_t(o, vid)) {
       return 1;
+    }
   } else if (graph != 0 && PyBaseString_Check(o)) {
     /* Single vertex ID from vertex name */
-    if (igraphmodule_get_vertex_id_by_name(graph, o, vid))
+    if (igraphmodule_get_vertex_id_by_name(graph, o, vid)) {
       return 1;
+    }
   } else if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_VertexType)) {
     /* Single vertex ID from Vertex object */
     igraphmodule_VertexObject *vo = (igraphmodule_VertexObject*)o;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8d0d2e416..58eab13b2 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3688,7 +3688,7 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
   static char *kwlist[] = { "types", "directed", NULL };
   PyObject *types_o = Py_None, *directed = Py_True;
   igraph_real_t res;
-  int ret;
+  igraph_error_t ret;
   igraph_vector_int_t *types = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &types_o, &directed))
@@ -3720,7 +3720,7 @@ PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObj
   static char *kwlist[] = { "types1", "types2", "directed", NULL };
   PyObject *types1_o = Py_None, *types2_o = Py_None, *directed = Py_True;
   igraph_real_t res;
-  int ret;
+  igraph_error_t ret;
   igraph_vector_t *types1 = 0, *types2 = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types1_o, &types2_o, &directed))
@@ -4041,18 +4041,28 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
   igraph_vector_int_t multiplicities[2];
   igraph_t g1, g2;
   igraph_t *p_g1 = &g1, *p_g2 = &g2;
-  long int probe1 = -1;
-  long int which = -1;
+  Py_ssize_t probe1 = -1, which = -1;
 
   static char* kwlist[] = {"types", "multiplicity", "probe1", "which", NULL};
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|Oll", kwlist, &types_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|Onn", kwlist, &types_o,
         &multiplicity_o, &probe1, &which))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_bool_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
+  if (which >= 0) {
+    CHECK_SSIZE_T_RANGE(which, "'which'");
+  } else {
+    which = -1;
+  }
+  if (probe1 >= 0) {
+    CHECK_SSIZE_T_RANGE(probe1, "'probe1'");
+  } else {
+    probe1 = -1;
+  }
+
   if (which == 0) {
     p_g2 = 0;
   } else if (which == 1) {
@@ -4076,7 +4086,7 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
     if (igraph_bipartite_projection(&self->g, types, p_g1, p_g2,
         p_g1 ? &multiplicities[0] : 0,
         p_g2 ? &multiplicities[1] : 0,
-        (igraph_integer_t) probe1)) {
+        probe1)) {
       igraph_vector_int_destroy(&multiplicities[0]);
       igraph_vector_int_destroy(&multiplicities[1]);
       if (types) { igraph_vector_bool_destroy(types); free(types); }
@@ -4084,8 +4094,7 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
       return NULL;
     }
   } else {
-    if (igraph_bipartite_projection(&self->g, types, p_g1, p_g2, 0, 0,
-          (igraph_integer_t) probe1)) {
+    if (igraph_bipartite_projection(&self->g, types, p_g1, p_g2, 0, 0, probe1)) {
       if (types) { igraph_vector_bool_destroy(types); free(types); }
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -4542,14 +4551,27 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
   igraph_connectedness_t mode = IGRAPH_STRONG;
   PyObject *list, *mode_o = Py_None;
   igraphmodule_GraphObject *o;
-  long maxcompno = -1, minelements = -1, n, i;
+  Py_ssize_t maxcompno = -1, minelements = -1;
+  igraph_integer_t i, n;
   igraph_vector_ptr_t components;
   igraph_t *g;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Oll", kwlist, &mode_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Onn", kwlist, &mode_o,
                                    &maxcompno, &minelements))
     return NULL;
 
+  if (maxcompno >= 0) {
+    CHECK_SSIZE_T_RANGE(maxcompno, "maximum number of components");
+  } else {
+    maxcompno = -1;
+  }
+
+  if (minelements >= 0) {
+    CHECK_SSIZE_T_RANGE(minelements, "minimum number of vertices per component");
+  } else {
+    minelements = -1;
+  }
+
   if (igraphmodule_PyObject_to_connectedness_t(mode_o, &mode))
     return NULL;
 
@@ -4747,33 +4769,37 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", NULL };
-  PyObject *checks = Py_True;
-  long int source = -1, target = -1, result;
+  PyObject *checks = Py_True, *source_o = Py_None, *target_o = Py_None;
+  igraph_integer_t source = -1, target = -1;
   igraph_integer_t res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|llO", kwlist,
-      &source, &target, &checks))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &source_o, &target_o, &checks))
+    return NULL;
+
+  if (source_o != Py_None && igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
+    return NULL;
+  }
+
+  if (target_o != Py_None && igraphmodule_PyObject_to_vid(target_o, &target, &self->g)) {
     return NULL;
+  }
 
   if (source < 0 && target < 0) {
     if (igraph_edge_connectivity(&self->g, &res, PyObject_IsTrue(checks))) {
       igraphmodule_handle_igraph_error();
-    return NULL;
+      return NULL;
     }
   } else if (source >= 0 && target >= 0) {
-    if (igraph_st_edge_connectivity(&self->g, &res, (igraph_integer_t) source,
-          (igraph_integer_t) target)) {
+    if (igraph_st_edge_connectivity(&self->g, &res, source, target)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
   } else {
-  PyErr_SetString(PyExc_ValueError, "if source or target is given, the other one must also be specified");
-  return NULL;
+    PyErr_SetString(PyExc_ValueError, "if source or target is given, the other one must also be specified");
+    return NULL;
   }
 
-  result = res;
-
-  return Py_BuildValue("l", result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -5232,19 +5258,22 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   PyObject *vobj = Py_None;
   PyObject *mode_o = 0;
   PyObject *result;
-  long int order = 1;
-  int mindist = 0;
+  Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
   igraph_vector_ptr_t res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlOi", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOn", kwlist,
         &vobj, &order, &mode_o, &mindist))
     return NULL;
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  CHECK_SSIZE_T_RANGE(order, "neighborhood order");
+  CHECK_SSIZE_T_RANGE(mindist, "minimum distance");
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
     return igraphmodule_handle_igraph_error();
@@ -5255,18 +5284,18 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_neighborhood(&self->g, &res, vs, (igraph_integer_t) order, mode,
-        mindist)) {
+  if (igraph_neighborhood(&self->g, &res, vs, order, mode, mindist)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
 
   igraph_vs_destroy(&vs);
 
-  if (!return_single)
+  if (!return_single) {
     result = igraphmodule_vector_int_ptr_t_to_PyList(&res);
-  else
+  } else {
     result = igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(res)[0]);
+  }
 
   IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_int_destroy);
   igraph_vector_ptr_destroy_all(&res);
@@ -5286,19 +5315,22 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   PyObject *vobj = Py_None;
   PyObject *mode_o = 0;
   PyObject *result;
-  long int order = 1;
-  int mindist = 0;
+  Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
   igraph_vector_int_t res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlOi", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOn", kwlist,
         &vobj, &order, &mode_o, &mindist))
     return NULL;
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  CHECK_SSIZE_T_RANGE(order, "neighborhood order");
+  CHECK_SSIZE_T_RANGE(mindist, "minimum distance");
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
     return igraphmodule_handle_igraph_error();
@@ -5309,8 +5341,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_neighborhood_size(&self->g, &res, vs, (igraph_integer_t) order, mode,
-        mindist)) {
+  if (igraph_neighborhood_size(&self->g, &res, vs, order, mode, mindist)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -5352,20 +5383,22 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   igraph_vs_t vs, reset_vs;
   igraph_pagerank_algo_t algo=IGRAPH_PAGERANK_ALGO_PRPACK;
   PyObject *algo_o = Py_None;
-  long niter=1000;
+  Py_ssize_t niter = 1000;
   float eps=0.001f;
   void *opts;
-  int retval;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!Olf", kwlist, &vobj,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!Onf", kwlist, &vobj,
                                    &directed, &damping, &robj,
-                   &rvsobj, &wobj,
+                                   &rvsobj, &wobj,
                                    &igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &algo_o, &niter, &eps))
 
 
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
+
   if (robj != Py_None && rvsobj != Py_None) {
     PyErr_SetString(PyExc_ValueError, "only reset or reset_vs can be defined, not both");
     return NULL;
@@ -5516,17 +5549,20 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "n", "mode", NULL };
-  long int n = 1000;
+  Py_ssize_t n = 1000;
   PyObject *mode_o = Py_None;
   igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lO", kwlist, &n, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &n, &mode_o))
     return NULL;
 
-  if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode))
+  CHECK_SSIZE_T_RANGE(n, "number of rewiring attempts");
+
+  if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
     return NULL;
+  }
 
-  if (igraph_rewire(&self->g, (igraph_integer_t) n, mode)) {
+  if (igraph_rewire(&self->g, n, mode)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -6121,7 +6157,7 @@ PyObject
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
-  int retval;
+  igraph_error_t retval;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &vobj, &mode_o, &weights_o))
     return NULL;
@@ -6188,7 +6224,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_int_t result;
   igraph_warning_handler_t* old_handler = 0;
-  int retval;
+  igraph_error_t retval;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &warnings_o))
     return NULL;
@@ -6229,25 +6265,32 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
 PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", "neighbors", NULL };
-  PyObject *checks = Py_True, *neis = Py_None;
-  long int source = -1, target = -1;
-  igraph_integer_t res;
+  PyObject *checks = Py_True, *neis = Py_None, *source_o = Py_None, *target_o = Py_None;
+  igraph_integer_t source = -1, target = -1, res;
   igraph_vconn_nei_t neighbors = IGRAPH_VCONN_NEI_ERROR;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|llOO", kwlist,
-      &source, &target, &checks, &neis))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
+      &source_o, &target_o, &checks, &neis))
     return NULL;
 
+  if (source_o != Py_None && igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
+    return NULL;
+  }
+
+  if (target_o != Py_None && igraphmodule_PyObject_to_vid(target_o, &target, &self->g)) {
+    return NULL;
+  }
+
   if (source < 0 && target < 0) {
     if (igraph_vertex_connectivity(&self->g, &res, PyObject_IsTrue(checks))) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
   } else if (source >= 0 && target >= 0) {
-    if (igraphmodule_PyObject_to_vconn_nei_t(neis, &neighbors))
+    if (igraphmodule_PyObject_to_vconn_nei_t(neis, &neighbors)) {
       return NULL;
-    if (igraph_st_vertex_connectivity(&self->g, &res,
-          (igraph_integer_t) source, (igraph_integer_t) target, neighbors)) {
+    }
+    if (igraph_st_vertex_connectivity(&self->g, &res, source, target, neighbors)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -6378,16 +6421,18 @@ igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *grap
 PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t result, cut_prob;
-  long int size=3;
+  Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject* callback=Py_None;
   PyObject *list;
   static char* kwlist[] = {"size", "cut_prob", "callback", NULL};
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOO", kwlist, &size,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nOO", kwlist, &size,
         &cut_prob_list, &callback))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(size, "motif size");
+
   if (cut_prob_list == Py_None) {
     if (igraph_vector_init(&cut_prob, size)) {
       return igraphmodule_handle_igraph_error();
@@ -6403,7 +6448,7 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
       igraph_vector_destroy(&cut_prob);
       return igraphmodule_handle_igraph_error();
     }
-    if (igraph_motifs_randesu(&self->g, &result, (igraph_integer_t) size, &cut_prob)) {
+    if (igraph_motifs_randesu(&self->g, &result, size, &cut_prob)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&result);
       igraph_vector_destroy(&cut_prob);
@@ -6419,7 +6464,7 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
     igraphmodule_i_Graph_motifs_randesu_callback_data_t data;
     data.graph = (PyObject*)self;
     data.func = callback;
-    if (igraph_motifs_randesu_callback(&self->g, (igraph_integer_t) size, &cut_prob,
+    if (igraph_motifs_randesu_callback(&self->g, size, &cut_prob,
           igraphmodule_i_Graph_motifs_randesu_callback, &data)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&cut_prob);
@@ -6445,13 +6490,15 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
   igraph_integer_t result;
-  long int size=3;
+  Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   static char* kwlist[] = {"size", "cut_prob", NULL};
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lO", kwlist, &size, &cut_prob_list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &size, &cut_prob_list))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(size, "motif size");
+  
   if (cut_prob_list == Py_None) {
     if (igraph_vector_init(&cut_prob, size)) {
       return igraphmodule_handle_igraph_error();
@@ -6462,7 +6509,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
       return NULL;
     }
   }
-  if (igraph_motifs_randesu_no(&self->g, &result, (igraph_integer_t) size, &cut_prob)) {
+  if (igraph_motifs_randesu_no(&self->g, &result, size, &cut_prob)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&cut_prob);
     return NULL;
@@ -6481,15 +6528,17 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
   igraph_integer_t result;
-  long size=3;
+  Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject *sample=Py_None;
   static char* kwlist[] = {"size", "cut_prob", "sample", NULL};
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nOO", kwlist,
       &size, &cut_prob_list, &sample))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(size, "motif size");
+  
   if (sample == Py_None) {
     PyErr_SetString(PyExc_TypeError, "sample size must be given");
     return NULL;
@@ -6525,7 +6574,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
-    if (igraph_motifs_randesu_estimate(&self->g, &result, (igraph_integer_t) size,
+    if (igraph_motifs_randesu_estimate(&self->g, &result, size,
           &cut_prob, 0, &samp)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_int_destroy(&samp);
@@ -6576,16 +6625,17 @@ PyObject *igraphmodule_Graph_layout_circle(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
   igraph_matrix_t m;
-  int ret;
-  long dim = 2;
+  igraph_error_t ret;
+  Py_ssize_t dim = 2;
   PyObject *result;
   PyObject *order_o = Py_None;
   igraph_vs_t order;
   static char *kwlist[] = { "dim", "order", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lO", kwlist, &dim, &order_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &dim, &order_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
@@ -6636,14 +6686,15 @@ PyObject *igraphmodule_Graph_layout_random(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
   igraph_matrix_t m;
-  int ret;
-  long dim = 2;
+  igraph_error_t ret;
+  Py_ssize_t dim = 2;
   PyObject *result;
   static char *kwlist[] = { "dim", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|l", kwlist, &dim))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|n", kwlist, &dim))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
@@ -6680,32 +6731,39 @@ PyObject *igraphmodule_Graph_layout_grid(igraphmodule_GraphObject* self,
 
   igraph_matrix_t m;
   PyObject *result;
-  long int width = 0, height = 0, dim = 2;
-  int ret;
+  Py_ssize_t width = 0, height = 0, dim = 2;
+  igraph_error_t ret;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lll", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnn", kwlist,
         &width, &height, &dim))
     return NULL;
 
-  if (dim == 2 && height > 0) {
-    PyErr_SetString(PyExc_ValueError, "height must not be given if dim=2");
-    return NULL;
-  }
-
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
   }
 
+  CHECK_SSIZE_T_RANGE(width, "width");
+  if (dim == 2) {
+    if (height > 0) {
+      PyErr_SetString(PyExc_ValueError, "height must not be given if dim=2");
+      return NULL;
+    }
+  } else {
+    CHECK_SSIZE_T_RANGE(height, "height");
+  }
+
   if (igraph_matrix_init(&m, 1, 1)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (dim == 2)
+  if (dim == 2) {
     ret = igraph_layout_grid(&self->g, &m, width);
-  else
+  } else {
     ret = igraph_layout_grid_3d(&self->g, &m, width, height);
+  }
 
   if (ret != IGRAPH_SUCCESS) {
     igraphmodule_handle_igraph_error();
@@ -6788,8 +6846,8 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
       "miny", "maxy", "minz", "maxz", "dim", NULL };
   igraph_matrix_t m;
   igraph_bool_t use_seed=0;
-  int ret;
-  long int niter = 1000, dim = 2;
+  igraph_error_t ret;
+  Py_ssize_t niter = 1000, dim = 2;
   double kkconst, epsilon = 0.0;
   PyObject *result, *seed_o=Py_None;
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
@@ -6810,7 +6868,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
 
   kkconst = igraph_vcount(&self->g);
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lddOOOOOOOl", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nddOOOOOOOn", kwlist,
                                    &niter, &epsilon,
                                    &kkconst, &seed_o,
                                    &minx_o, &maxx_o,
@@ -6818,11 +6876,14 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
                                    &minz_o, &maxz_o, &dim))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
   }
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
+
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
       igraphmodule_handle_igraph_error();
@@ -6874,11 +6935,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   }
   if (dim == 2)
     ret = igraph_layout_kamada_kawai
-      (&self->g, &m, use_seed, (igraph_integer_t) niter, epsilon, kkconst,
+      (&self->g, &m, use_seed, niter, epsilon, kkconst,
        /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy);
   else
     ret = igraph_layout_kamada_kawai_3d
-      (&self->g, &m, use_seed, (igraph_integer_t) niter, epsilon, kkconst,
+      (&self->g, &m, use_seed, niter, epsilon, kkconst,
        /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
 
   DESTROY_VECTORS;
@@ -6910,8 +6971,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       "weight_node_edge_dist", NULL };
   igraph_matrix_t m;
   igraph_bool_t use_seed=0;
-  long int maxiter=10;
-  long int fineiter=-1;
+  Py_ssize_t maxiter = 10, fineiter = -1;
   double cool_fact=0.75;
   double weight_node_dist=1.0;
   double weight_border=0.0;
@@ -6921,9 +6981,9 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
   igraph_real_t density;
   PyObject *result;
   PyObject *seed_o=Py_None;
-  int retval;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Olldddddd", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Onndddddd", kwlist,
                                    &seed_o, &maxiter, &fineiter, &cool_fact,
                                    &weight_node_dist, &weight_border,
                                    &weight_edge_lengths, &weight_edge_crossings,
@@ -6974,7 +7034,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
   }
 
   retval = igraph_layout_davidson_harel(&self->g, &m, use_seed,
-      (igraph_integer_t) maxiter, (igraph_integer_t) fineiter, cool_fact,
+      maxiter, fineiter, cool_fact,
       weight_node_dist, weight_border, weight_edge_lengths, weight_edge_crossings,
       weight_node_edge_dist);
   if (retval) {
@@ -7005,13 +7065,14 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   igraph_layout_drl_options_t options;
   PyObject *result;
   PyObject *wobj=Py_None, *fixed_o=Py_None, *seed_o=Py_None, *options_o=Py_None;
-  long dim = 2;
-  int retval;
+  Py_ssize_t dim = 2;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOl", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOn", kwlist,
                                    &wobj, &seed_o, &fixed_o, &options_o, &dim))
       return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
@@ -7102,8 +7163,8 @@ PyObject
   igraph_vector_t *miny=0, *maxy=0;
   igraph_vector_t *minz=0, *maxz=0;
   igraph_layout_grid_t grid = IGRAPH_LAYOUT_AUTOGRID;
-  int ret;
-  long int niter = 500, dim = 2;
+  igraph_error_t ret;
+  Py_ssize_t niter = 500, dim = 2;
   double start_temp;
   PyObject *result;
   PyObject *wobj=Py_None, *seed_o=Py_None;
@@ -7124,13 +7185,15 @@ PyObject
 
   start_temp = sqrt(igraph_vcount(&self->g)) / 10.0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OldOOOOOOOlO", kwlist, &wobj,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OndOOOOOOOnO", kwlist, &wobj,
                                    &niter, &start_temp,
                                    &seed_o, &minx_o, &maxx_o,
                                    &miny_o, &maxy_o, &minz_o, &maxz_o, &dim,
                                    &grid_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
+
   if (dim != 2 && dim != 3) {
     PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
     return NULL;
@@ -7198,11 +7261,11 @@ PyObject
 
   if (dim == 2) {
     ret = igraph_layout_fruchterman_reingold
-      (&self->g, &m, use_seed, (igraph_integer_t) niter,
+      (&self->g, &m, use_seed, niter,
        start_temp, grid, weights, minx, maxx, miny, maxy);
   } else {
     ret = igraph_layout_fruchterman_reingold_3d
-      (&self->g, &m, use_seed, (igraph_integer_t) niter,
+      (&self->g, &m, use_seed, niter,
        start_temp, weights, minx, maxx, miny, maxy, minz, maxz);
   }
 
@@ -7234,31 +7297,32 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     { "niter", "node_charge", "node_mass", "spring_length", "spring_constant",
       "max_sa_movement", "seed", NULL };
   igraph_matrix_t m;
-  long int niter = 500;
+  Py_ssize_t niter = 500;
   double node_charge = 0.001, node_mass = 30;
-  long spring_length = 0;
-  double spring_constant = 1, max_sa_movement = 5;
+  double spring_constant = 1, max_sa_movement = 5, spring_length = 0;
   PyObject *result, *seed_o = Py_None;
   igraph_bool_t use_seed=0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lddlddO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ndddddO", kwlist,
                                    &niter, &node_charge, &node_mass,
                                    &spring_length, &spring_constant,
                                    &max_sa_movement, &seed_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
+
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
   } else {
-    use_seed=1;
+    use_seed = 1;
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m))
             return NULL;
   }
 
-  if (igraph_layout_graphopt(&self->g, &m, (igraph_integer_t) niter,
+  if (igraph_layout_graphopt(&self->g, &m, niter,
         node_charge, node_mass, spring_length, spring_constant,
         max_sa_movement, use_seed)) {
     igraph_matrix_destroy(&m);
@@ -7284,7 +7348,7 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     NULL };
   igraph_matrix_t m;
   PyObject *result, *root_o = Py_None;
-  long int maxiter = 150;
+  Py_ssize_t maxiter = 150;
   igraph_integer_t proot = -1;
   double maxdelta, area, coolexp, repulserad, cellsize;
 
@@ -7294,11 +7358,13 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
   repulserad = -1;
   cellsize = -1;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ldddddO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ndddddO", kwlist,
                                    &maxiter, &maxdelta, &area, &coolexp,
                                    &repulserad, &cellsize, &root_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "maximum number of iterations");
+
   if (area <= 0)
     area = igraph_vcount(&self->g)*igraph_vcount(&self->g);
   if (repulserad <= 0)
@@ -7314,7 +7380,7 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_layout_lgl(&self->g, &m, (igraph_integer_t) maxiter, maxdelta,
+  if (igraph_layout_lgl(&self->g, &m, maxiter, maxdelta,
                         area, coolexp, repulserad, cellsize, proot)) {
     igraph_matrix_destroy(&m);
     igraphmodule_handle_igraph_error();
@@ -7338,7 +7404,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     { "dist", "dim", "arpack_options", NULL };
   igraph_matrix_t m;
   igraph_matrix_t *dist = 0;
-  long int dim = 2;
+  Py_ssiez_t dim = 2;
   PyObject *dist_o = Py_None;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
   PyObject *result;
@@ -7346,11 +7412,13 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
   /* arpack_options_o is now unused but we kept here for sake of backwards
    * compatibility */
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlO!", kwlist, &dist_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnO!", kwlist, &dist_o,
                                    &dim, &igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
+
   if (dist_o != Py_None) {
     dist = (igraph_matrix_t*)malloc(sizeof(igraph_matrix_t));
     if (!dist) {
@@ -7522,16 +7590,18 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   igraph_vector_t *weights = 0;
   igraph_vector_int_t *layers = 0;
   double hgap = 1, vgap = 1;
-  long int maxiter = 100;
+  Py_ssize_t maxiter = 100;
   PyObject *layers_o = Py_None, *weights_o = Py_None, *extd_to_orig_eids_o = Py_None;
   PyObject *return_extended_graph = Py_False;
   PyObject *result;
   igraphmodule_GraphObject *graph_o;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddlO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddnO", kwlist,
     &layers_o, &weights_o, &hgap, &vgap, &maxiter, &return_extended_graph))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "maximum number of iterations");
+
   if (igraph_vector_int_init(&extd_to_orig_eids, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -7599,14 +7669,16 @@ PyObject *igraphmodule_Graph_layout_bipartite(
   igraph_matrix_t m;
   igraph_vector_bool_t *types = 0;
   double hgap = 1, vgap = 1;
-  long int maxiter = 100;
+  Py_ssize_t maxiter = 100;
   PyObject *types_o = Py_None;
   PyObject *result;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Oddl", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Oddn", kwlist,
     &types_o, &hgap, &vgap, &maxiter))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "maximum number of iterations");
+
   if (igraph_matrix_init(&m, 1, 1)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -8215,20 +8287,22 @@ PyObject *igraphmodule_Graph_Read_GraphML(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   PyObject *fname = NULL;
-  long int index = 0;
+  Py_ssize_t index = 0;
   igraph_t g;
   igraphmodule_filehandle_t fobj;
 
   static char *kwlist[] = { "f", "index", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|l", kwlist, &fname, &index))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|n", kwlist, &fname, &index))
     return NULL;
 
-  if (igraphmodule_filehandle_init(&fobj, fname, "r"))
+  CHECK_SSIZE_T_RANGE(index, "graph index");
+
+  if (igraphmodule_filehandle_init(&fobj, fname, "r")) {
     return NULL;
+  }
 
-  if (igraph_read_graph_graphml(&g, igraphmodule_filehandle_get(&fobj),
-        (igraph_integer_t) index)) {
+  if (igraph_read_graph_graphml(&g, igraphmodule_filehandle_get(&fobj), index)) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -8248,8 +8322,8 @@ PyObject *igraphmodule_Graph_Read_GraphML(PyTypeObject * type,
 PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
-  long source = 0, target = 0;
-  PyObject *capacity_obj = Py_None, *fname = NULL;
+  PyObject *capacity_obj = Py_None, *fname = NULL, *source_o, *target_o;
+  igraph_integer_t source, target;
   igraphmodule_filehandle_t fobj;
   igraph_vector_t* capacity = 0;
 
@@ -8257,12 +8331,21 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
     "f", "source", "target", "capacity", NULL
   };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "Oll|O", kwlist, &fname,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOO|O", kwlist, &fname,
                                    &source, &target, &capacity_obj))
     return NULL;
 
-  if (igraphmodule_filehandle_init(&fobj, fname, "w"))
+  if (igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vid(target_o, &target, &self->g)) {
+    return NULL;
+  }
+
+  if (igraphmodule_filehandle_init(&fobj, fname, "w")) {
     return NULL;
+  }
 
   if (capacity_obj == Py_None) {
     capacity_obj = PyUnicode_FromString("capacity");
@@ -8594,7 +8677,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   PyObject *list;
   igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
   igraph_vector_int_t labeling, *color = 0;
-  int retval;
+  igraph_error_t retval;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
     return NULL;
@@ -8719,7 +8802,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   igraph_vector_int_t mapping_12, mapping_21, *map12=0, *map21=0;
   igraph_bliss_sh_t sh1=IGRAPH_BLISS_FL, sh2=IGRAPH_BLISS_FL;
   igraph_vector_int_t *color1=0, *color2=0;
-  int retval;
+  igraph_error_t retval;
 
   static char *kwlist[] = { "other", "return_mapping_12",
                 "return_mapping_21", "sh1", "sh2", "color1", "color2", NULL };
@@ -8913,7 +8996,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t callback_data;
-  int retval;
+  igraph_error_t retval;
 
   static char *kwlist[] = {
     "other", "color1", "color2", "edge_color1", "edge_color2",
@@ -9252,7 +9335,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t callback_data;
-  int retval;
+  igraph_error_t retval;
 
   static char *kwlist[] = { "other", "color1", "color2", "edge_color1", "edge_color2",
     "return_mapping_12", "return_mapping_21",
@@ -9935,33 +10018,42 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
                                  PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vid", "mode", NULL };
-  long vid;
-  PyObject *l1, *l2, *l3, *result, *mode_o=Py_None;
+  PyObject *l1, *l2, *l3, *result, *mode_o = Py_None, *vid_o;
+  igraph_integer_t vid;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_int_t vids;
   igraph_vector_int_t layers;
   igraph_vector_int_t parents;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|O", kwlist, &vid, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &vid_o, &mode_o))
     return NULL;
+  
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_int_init(&vids, igraph_vcount(&self->g)))
+  if (igraphmodule_PyObject_to_vid(vid_o, &vid, &self->g)) {
+    return NULL;
+  }
+
+  if (igraph_vector_int_init(&vids, igraph_vcount(&self->g))) {
     return igraphmodule_handle_igraph_error();
+  }
+
   if (igraph_vector_int_init(&layers, igraph_vcount(&self->g))) {
     igraph_vector_int_destroy(&vids);
     return igraphmodule_handle_igraph_error();
   }
+
   if (igraph_vector_int_init(&parents, igraph_vcount(&self->g))) {
     igraph_vector_int_destroy(&vids);
     igraph_vector_int_destroy(&parents);
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_bfs_simple
-      (&self->g, (igraph_integer_t) vid, mode, &vids, &layers, &parents)) {
+
+  if (igraph_bfs_simple(&self->g, vid, mode, &vids, &layers, &parents)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
+
   l1 = igraphmodule_vector_int_t_to_PyList(&vids);
   l2 = igraphmodule_vector_int_t_to_PyList(&layers);
   l3 = igraphmodule_vector_int_t_to_PyList(&parents);
@@ -9973,9 +10065,11 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
     if (l3) { Py_DECREF(l3); }
     result = NULL;
   }
+
   igraph_vector_int_destroy(&vids);
   igraph_vector_int_destroy(&layers);
   igraph_vector_int_destroy(&parents);
+
   return result;
 }
 
@@ -10086,20 +10180,24 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vid", "mode", NULL };
-  PyObject *list = Py_None;
-  PyObject *mode_o = Py_None;
-  long int root = -1;
+  PyObject *list = Py_None, *mode_o = Py_None, *root_o;
+  igraph_integer_t root;
   igraph_vector_int_t dom;
   igraph_neimode_t mode = IGRAPH_OUT;
-  int res ;
+  igraph_error_t res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "l|O", kwlist, &root, &mode_o)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &root_o, &mode_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vid(root_o, &root, &self->g)) {
     return NULL;
   }
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
   }
+
   if (mode == IGRAPH_ALL) {
     mode = IGRAPH_OUT;
   }
@@ -10107,15 +10205,19 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
   if (igraph_vector_int_init(&dom, 0)) {
     return NULL;
   }
+
   res = igraph_dominator_tree(&self->g, root, &dom, NULL, NULL, mode);
-  if(res) {
+
+  if (res) {
     igraph_vector_int_destroy(&dom);
     return NULL;
   }
+
   /* The igraph API uses -2 for vertices that are not reachable from the root,
    * but the Python API seems to be using nan judging from the unit tests */
   list = igraphmodule_vector_int_t_to_PyList_with_nan(&dom, -2);
   igraph_vector_int_destroy(&dom);
+
   return list;
 }
 
@@ -10459,7 +10561,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   PyObject *capacity_object = Py_None, *cut_o, *part_o, *part2_o, *result;
   PyObject *source_o = Py_None, *target_o = Py_None;
-  int retval;
+  igraph_error_t retval;
   igraph_vector_t capacity_vector;
   igraph_real_t value;
   igraph_vector_int_t partition, partition2, cut;
@@ -10890,21 +10992,23 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "min", "max", NULL };
   PyObject *list, *item;
-  long int min_size = 0, max_size = 0;
+  Py_ssize_t min_size = 0, max_size = 0;
   igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ll", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
                                    &min_size, &max_size))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+
   if (igraph_vector_ptr_init(&result, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_cliques(&self->g, &result, (igraph_integer_t) min_size,
-        (igraph_integer_t) max_size)) {
+  if (igraph_cliques(&self->g, &result, min_size, max_size)) {
     igraph_vector_ptr_destroy(&result);
     return igraphmodule_handle_igraph_error();
   }
@@ -11120,21 +11224,23 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
 {
   static char *kwlist[] = { "min", "max", NULL };
   PyObject *list, *item;
-  long int min_size = 0, max_size = 0;
+  Py_ssize_t min_size = 0, max_size = 0;
   igraph_integer_t i, j, n;
   igraph_vector_ptr_t result;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ll", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
                                    &min_size, &max_size))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+
   if (igraph_vector_ptr_init(&result, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_independent_vertex_sets(&self->g, &result,
-        (igraph_integer_t) min_size, (igraph_integer_t) max_size)) {
+  if (igraph_independent_vertex_sets(&self->g, &result, min_size, max_size)) {
     igraph_vector_ptr_destroy(&result);
     return igraphmodule_handle_igraph_error();
   }
@@ -11439,7 +11545,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
  */
 PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "n", "weights", "arpack_options", NULL };
-  long int n=-1;
+  Py_ssizeE_t n = -1;
   PyObject *cl, *res, *merges, *weights_obj = Py_None;
   igraph_vector_int_t membership;
   igraph_vector_t *weights = 0;
@@ -11448,13 +11554,21 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   igraphmodule_ARPACKOptionsObject *arpack_options;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOO!", kwlist, &n, &weights_obj,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nOO!", kwlist, &n, &weights_obj,
         &igraphmodule_ARPACKOptionsType, &arpack_options_o)) {
     return NULL;
   }
 
-  if (igraph_vector_int_init(&membership, 0))
+  if (n < 0) {
+    n = igraph_vcount(&self->g);
+  } else {
+    CHECK_SSIZE_T_RANGE(n, "number of communities");
+    n -= 1;
+  }
+
+  if (igraph_vector_int_init(&membership, 0)) {
     return igraphmodule_handle_igraph_error();
+  }
 
   if (igraph_matrix_int_init(&m, 0, 0)) {
     igraphmodule_handle_igraph_error();
@@ -11462,20 +11576,14 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
     return 0;
   }
 
-  if (n<0)
-    n = igraph_vcount(&self->g);
-  else
-    n -= 1;
-
-  if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights,
-      ATTRIBUTE_TYPE_EDGE)) {
+  if (igraphmodule_attrib_to_vector_t(weights_obj, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
     igraph_matrix_int_destroy(&m);
     igraph_vector_int_destroy(&membership);
     return NULL;
   }
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_community_leading_eigenvector(&self->g, weights, &m, &membership, (igraph_integer_t) n,
+  if (igraph_community_leading_eigenvector(&self->g, weights, &m, &membership, n,
       igraphmodule_ARPACKOptions_get(arpack_options), &q, 0, 0, 0, 0, 0, 0)){
     igraph_matrix_int_destroy(&m);
     igraph_vector_int_destroy(&membership);
@@ -11566,7 +11674,7 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "edge_weights", "vertex_weights", "trials", NULL };
   PyObject *e_weights = Py_None, *v_weights = Py_None;
-  unsigned int nb_trials = 10;
+  Py_ssize_t nb_trials = 10;
   igraph_vector_t *e_ws = 0, *v_ws = 0;
 
   igraph_vector_int_t membership;
@@ -11574,11 +11682,13 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
   igraph_real_t codelength;
 
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOI", kwlist, &e_weights,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOn", kwlist, &e_weights,
         &v_weights, &nb_trials)) {
     return NULL;
   }
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(nb_trials, "number of trials");
+
   if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -11814,7 +11924,7 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
   PyObject *impl_o = Py_None;
   PyObject *res;
 
-  long int spins = 25;
+  Py_ssize_t spins = 25;
   double start_temp = 1.0;
   double stop_temp = 0.01;
   double cool_fact = 0.99;
@@ -11825,11 +11935,13 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
   igraph_vector_t *weights = 0;
   igraph_vector_int_t membership;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlOdddOdOd", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdddOdOd", kwlist,
         &weights_o, &spins, &parupdate_o, &start_temp, &stop_temp,
         &cool_fact, &update_rule_o, &gamma, &impl_o, &lambda))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(spins, "number of spins");
+
   if (igraphmodule_PyObject_to_spincomm_update_t(update_rule_o, &update_rule)) {
     return NULL;
   }
@@ -11850,7 +11962,7 @@ PyObject *igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject *self,
   }
 
   if (igraph_community_spinglass(&self->g, weights,
-              0, 0, &membership, 0, (igraph_integer_t) spins,
+              0, 0, &membership, 0, spins,
               PyObject_IsTrue(parupdate_o),
               start_temp, stop_temp, cool_fact,
               update_rule, gamma, impl, lambda)) {
@@ -11882,15 +11994,17 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "weights", "steps", NULL };
   PyObject *ms, *qs, *res, *weights = Py_None;
   igraph_matrix_int_t merges;
-  int steps=4;
+  Py_ssize_t steps = 4;
   igraph_vector_t q, *ws=0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Oi", kwlist, &weights,
-      &steps))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|On", kwlist, &weights, &steps))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_t(weights, self, &ws, ATTRIBUTE_TYPE_EDGE))
+  CHECK_SSIZE_T_RANGE_POSITIVE(steps, "number of steps");
+
+  if (igraphmodule_attrib_to_vector_t(weights, self, &ws, ATTRIBUTE_TYPE_EDGE)) {
     return NULL;
+  }
 
   igraph_matrix_int_init(&merges, 0, 0);
   igraph_vector_init(&q, 0);
@@ -11939,23 +12053,25 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   PyObject *edge_weights_o = Py_None;
   PyObject *node_weights_o = Py_None;
   PyObject *initial_membership_o = Py_None;
+  PyObject *normalize_resolution = Py_False;
   PyObject *res = Py_None;
 
   int error = 0, i;
-  long int n_iterations = 2;
+  Py_ssize_t n_iterations = 2;
   double resolution_parameter = 1.0;
   double beta = 0.01;
   igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = 1;
-  igraph_bool_t normalize_resolution = 0;
   igraph_integer_t nb_clusters = 0;
   igraph_real_t quality = 0.0, prev_quality = -IGRAPH_INFINITY;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdidOl", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOdOn", kwlist,
         &edge_weights_o, &node_weights_o, &resolution_parameter, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
     return NULL;
 
+  CHECK_SSIZE_T_RANGE_POSITIVE(n_iterations, "number of iterations");
+
   /* Get edge weights */
   if (igraphmodule_attrib_to_vector_t(edge_weights_o, self, &edge_weights,
     ATTRIBUTE_TYPE_EDGE)) {
@@ -11988,7 +12104,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     }
   }
 
-  if (normalize_resolution)
+  if (PyObject_IsTrue(normalize_resolution))
   {
     /* If we need to normalize the resolution parameter,
      * we will need to have node weights. */
@@ -12051,10 +12167,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     free(membership);
   }
 
-  if (!error)
-  {  return res; }
-  else
-  {  return NULL; }
+  return error ? NULL : res;
 }
 
 /**********************************************************************
@@ -12069,26 +12182,32 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "start", "steps", "mode", "stuck", NULL };
   PyObject *start_o, *mode_o = Py_None, *stuck_o = Py_None, *res;
   igraph_integer_t start;
-  int steps=10;
+  Py_ssize_t steps = 10;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_random_walk_stuck_t stuck = IGRAPH_RANDOM_WALK_STUCK_RETURN;
   igraph_vector_int_t walk;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OiOO", kwlist, &start_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOO", kwlist, &start_o,
         &steps, &mode_o, &stuck_o))
     return NULL;
 
-  if (igraphmodule_PyObject_to_vid(start_o, &start, &self->g))
+  CHECK_SSIZE_T_RANGE(steps, "number of steps");
+
+  if (igraphmodule_PyObject_to_vid(start_o, &start, &self->g)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_random_walk_stuck_t(stuck_o, &stuck))
+  if (igraphmodule_PyObject_to_random_walk_stuck_t(stuck_o, &stuck)) {
     return NULL;
+  }
 
-  if (igraph_vector_int_init(&walk, steps))
+  if (igraph_vector_int_init(&walk, steps)) {
     return igraphmodule_handle_igraph_error();
+  }
 
   if (igraph_random_walk(&self->g, &walk, start, mode, steps, stuck)) {
     igraph_vector_int_destroy(&walk);

From c7a17adaaffb23829993b96c87a4a32d4493ddfd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 00:47:22 +0200
Subject: [PATCH 0390/1681] fix: fix typos and failing tests introduced by the
 previous commit

---
 src/_igraph/graphobject.c | 42 +++++++++++++++++++++++++++++----------
 1 file changed, 32 insertions(+), 10 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 58eab13b2..82057dece 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7404,7 +7404,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     { "dist", "dim", "arpack_options", NULL };
   igraph_matrix_t m;
   igraph_matrix_t *dist = 0;
-  Py_ssiez_t dim = 2;
+  Py_ssize_t dim = 2;
   PyObject *dist_o = Py_None;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
   PyObject *result;
@@ -8332,7 +8332,7 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
   };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOO|O", kwlist, &fname,
-                                   &source, &target, &capacity_obj))
+                                   &source_o, &target_o, &capacity_obj))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
@@ -11000,8 +11000,17 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
                                    &min_size, &max_size))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(min_size, "minimum size");
-  CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  if (min_size >= 0) {
+    CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  } else {
+    min_size = -1;
+  }
+
+  if (max_size >= 0) {
+    CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  } else {
+    max_size = -1;
+  }
 
   if (igraph_vector_ptr_init(&result, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
@@ -11149,8 +11158,8 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min, &max, &file))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(min, "minimum clique size");
-  CHECK_SSIZE_T_RANGE(max, "maximum clique size");
+  CHECK_SSIZE_T_RANGE(min, "minimum size");
+  CHECK_SSIZE_T_RANGE(max, "maximum size");
 
   if (file == Py_None) {
     if (igraph_vector_ptr_init(&result, 0)) {
@@ -11232,8 +11241,17 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
                                    &min_size, &max_size))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(min_size, "minimum size");
-  CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  if (min_size >= 0) {
+    CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  } else {
+    min_size = -1;
+  }
+
+  if (max_size >= 0) {
+    CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  } else {
+    max_size = -1;
+  }
 
   if (igraph_vector_ptr_init(&result, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
@@ -11545,7 +11563,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
  */
 PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "n", "weights", "arpack_options", NULL };
-  Py_ssizeE_t n = -1;
+  Py_ssize_t n = -1;
   PyObject *cl, *res, *merges, *weights_obj = Py_None;
   igraph_vector_int_t membership;
   igraph_vector_t *weights = 0;
@@ -12070,7 +12088,11 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         &edge_weights_o, &node_weights_o, &resolution_parameter, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE_POSITIVE(n_iterations, "number of iterations");
+  if (n_iterations >= 0) {
+    CHECK_SSIZE_T_RANGE(n_iterations, "number of iterations");
+  } else {
+    n_iterations = -1;
+  }
 
   /* Get edge weights */
   if (igraphmodule_attrib_to_vector_t(edge_weights_o, self, &edge_weights,

From 16d4737fe6e583d3b863141c5bacc042e523e245 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 00:55:06 +0200
Subject: [PATCH 0391/1681] refactor: removed last remaining instances of "long
 int"; Python interface should be fully 64-bit compatible now

---
 src/_igraph/convert.c      | 67 +++++++++++++++++++++++---------------
 src/_igraph/graphobject.c  |  6 ++--
 src/_igraph/vertexobject.c | 14 ++++----
 3 files changed, 51 insertions(+), 36 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index ca14f4e24..715afc7eb 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1741,14 +1741,19 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
   igraph_vector_t *result;
 
   *vptr = 0;
-  if (attr_type != ATTRIBUTE_TYPE_EDGE && attr_type != ATTRIBUTE_TYPE_VERTEX)
+  if (attr_type != ATTRIBUTE_TYPE_EDGE && attr_type != ATTRIBUTE_TYPE_VERTEX) {
     return 1;
-  if (o == Py_None) return 0;
+  }
+
+  if (o == Py_None) {
+    return 0;
+  }
+
   if (PyUnicode_Check(o)) {
     /* Check whether the attribute exists and is numeric */
     igraph_attribute_type_t at;
     igraph_attribute_elemtype_t et;
-    long int n;
+    igraph_integer_t n;
     char *name = PyUnicode_CopyAsString(o);
 
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
@@ -1772,7 +1777,7 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
     /* Now that the attribute type has been checked, allocate the target
      * vector */
     result = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
-    if (result==0) {
+    if (result == 0) {
       PyErr_NoMemory();
       free(name);
       return 1;
@@ -1801,7 +1806,7 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
     *vptr = result;
   } else if (PySequence_Check(o)) {
     result = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
-    if (result==0) {
+    if (result == 0) {
       PyErr_NoMemory();
       return 1;
     }
@@ -1942,7 +1947,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
     return 0;
 
   if (PyUnicode_Check(o)) {
-    long int i, n;
+    igraph_integer_t i, n;
 
     /* First, check if the attribute is a "real" boolean */
     igraph_attribute_type_t at;
@@ -1967,7 +1972,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
       /* The attribute is a real Boolean attribute. Allocate the target
        * vector */
       result = (igraph_vector_bool_t*)calloc(1, sizeof(igraph_vector_bool_t));
-      if (result==0) {
+      if (result == 0) {
         PyErr_NoMemory();
         free(name);
         return 1;
@@ -2009,12 +2014,12 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
       n = igraph_vector_size(dummy);
       result = (igraph_vector_bool_t*)calloc(1, sizeof(igraph_vector_bool_t));
       igraph_vector_bool_init(result, n);
-      if (result==0) {
+      if (result == 0) {
         igraph_vector_destroy(dummy); free(dummy);
         PyErr_NoMemory();
         return 1;
       }
-      for (i=0; i<n; i++) {
+      for (i = 0; i < n; i++) {
         VECTOR(*result)[i] = (VECTOR(*dummy)[i] != 0 &&
             VECTOR(*dummy)[i] == VECTOR(*dummy)[i]);
       }
@@ -2029,7 +2034,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
   } else if (PySequence_Check(o)) {
     result = (igraph_vector_bool_t*)calloc(1, sizeof(igraph_vector_bool_t));
-    if (result==0) {
+    if (result == 0) {
       PyErr_NoMemory();
       return 1;
     }
@@ -3181,17 +3186,26 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
                           igraphmodule_GraphObject* g,
                           int type, igraph_real_t def) {
   PyObject* list = o;
-  long i, n;
-
-  if (o==NULL) return 1;
+  Py_ssize_t i, n;
 
+  if (o == NULL) {
+    return 1;
+  }
+  
   if (o == Py_None) {
-    if (type == ATTRHASH_IDX_VERTEX) n=igraph_vcount(&g->g);
-    else if (type == ATTRHASH_IDX_EDGE) n=igraph_ecount(&g->g);
-    else n=1;
+    if (type == ATTRHASH_IDX_VERTEX) {
+      n = igraph_vcount(&g->g);
+    } else if (type == ATTRHASH_IDX_EDGE) {
+      n = igraph_ecount(&g->g);
+    } else {
+      n = 1;
+    }
+
+    if (igraph_vector_init(v, n)) {
+      return 1;
+    }
 
-    if (igraph_vector_init(v, n)) return 1;
-    for (i=0; i<n; i++) VECTOR(*v)[i] = def;
+    igraph_vector_fill(v, def);
     return 0;
   }
 
@@ -3204,24 +3218,25 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
     }
   }
 
-  n=PyList_Size(list);
-  if (igraph_vector_init(v, n)) return 1;
+  n = PyList_Size(list);
+  if (igraph_vector_init(v, n)) {
+    return 1;
+  }
 
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *item = PyList_GetItem(list, i);
     if (!item) {
       igraph_vector_destroy(v);
       return 1;
     }
 
-    if (PyLong_Check(item))
+    if (PyLong_Check(item)) {
       VECTOR(*v)[i] = PyLong_AsLong(item);
-    else if (PyLong_Check(item))
-      VECTOR(*v)[i] = PyLong_AsLong(item);
-    else if (PyFloat_Check(item))
+    } else if (PyFloat_Check(item)) {
       VECTOR(*v)[i] = PyFloat_AsDouble(item);
-    else
+    } else {
       VECTOR(*v)[i] = def;
+    }
   }
 
   return 0;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 82057dece..97ac5307f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4918,8 +4918,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_t *weights=0;
   igraph_vector_int_t *res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  long int i, j;
-  igraph_integer_t from, no_of_target_nodes;
+  igraph_integer_t from, i, j, no_of_target_nodes;
   igraph_vs_t to;
   PyObject *list, *item, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
@@ -5043,8 +5042,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_ptr_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  long int i, j;
-  igraph_integer_t from;
+  igraph_integer_t from, i, j;
   igraph_vs_t to;
   PyObject *list, *item, *from_o, *mode_o=Py_None, *to_o=Py_None, *weights_o=Py_None;
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 041761634..71dc24c9b 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -261,22 +261,24 @@ PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self) {
 PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self) {
   igraphmodule_GraphObject *o = self->gref;
   PyObject *names, *dict;
-  long i, n;
+  Py_ssize_t i, n;
 
   if (!igraphmodule_Vertex_Validate((PyObject*)self))
     return 0;
 
-  dict=PyDict_New();
-  if (!dict) return NULL;
+  dict = PyDict_New();
+  if (!dict) {
+    return NULL;
+  }
 
-  names=igraphmodule_Graph_vertex_attributes(o);
+  names = igraphmodule_Graph_vertex_attributes(o);
   if (!names) {
     Py_DECREF(dict);
     return NULL;
   }
 
-  n=PyList_Size(names);
-  for (i=0; i<n; i++) {
+  n = PyList_Size(names);
+  for (i = 0; i < n; i++) {
     PyObject *name = PyList_GetItem(names, i);
     if (name) {
       PyObject *dictit;

From 6638a9578f6d41d4aadbd8702db996fafeddffda Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 11:40:13 +0200
Subject: [PATCH 0392/1681] chore: setup.py cleanup + added typing to setup.py

---
 setup.py | 248 +++++++++++++++++++++++++++----------------------------
 tox.ini  |   5 +-
 2 files changed, 126 insertions(+), 127 deletions(-)

diff --git a/setup.py b/setup.py
index 3ed791065..4d2a7ffcf 100644
--- a/setup.py
+++ b/setup.py
@@ -11,12 +11,6 @@
     print("This module requires Python >= 3.6")
     sys.exit(0)
 
-# Check whether we are compiling for PyPy. Headers will not be installed
-# for PyPy.
-SKIP_HEADER_INSTALL = (platform.python_implementation() == "PyPy") or (
-    "SKIP_HEADER_INSTALL" in os.environ
-)
-
 ###########################################################################
 
 from setuptools import setup, Command, Extension
@@ -28,10 +22,12 @@
 import sys
 import sysconfig
 
+from contextlib import contextmanager
 from pathlib import Path
 from select import select
 from shutil import which
 from time import sleep
+from typing import List, Iterable, Iterator, Optional, Tuple, TypeVar, Union
 
 ###########################################################################
 
@@ -39,25 +35,31 @@
 LIBIGRAPH_FALLBACK_LIBRARIES = ["igraph"]
 LIBIGRAPH_FALLBACK_LIBRARY_DIRS = []
 
+# Check whether we are compiling for PyPy. Headers will not be installed
+# for PyPy.
+SKIP_HEADER_INSTALL = (platform.python_implementation() == "PyPy") or (
+    "SKIP_HEADER_INSTALL" in os.environ
+)
+
 ###########################################################################
 
 
-is_windows = platform.system() == "windows"
+T = TypeVar("T")
 
 
-def building_on_windows_msvc():
+def building_on_windows_msvc() -> bool:
     """Returns True when using the non-MinGW CPython interpreter on Windows"""
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
-def exclude_from_list(items, items_to_exclude):
+def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
     itemset = set(items_to_exclude)
     return [item for item in items if item not in itemset]
 
 
-def find_static_library(library_name, library_path):
+def find_static_library(library_name: str, library_path: List[str]) -> Optional[str]:
     """Given the raw name of a library in `library_name`, tries to find a
     static library with this name in the given `library_path`. `library_path`
     is automatically extended with common library directories on Linux and Mac
@@ -88,15 +90,17 @@ def find_static_library(library_name, library_path):
                 return full_path
 
 
-def first(iterable):
+def first(iterable: Iterable[T]) -> T:
     """Returns the first element from the given iterable."""
     for item in iterable:
         return item
     raise ValueError("iterable is empty")
 
 
-def get_output(args, encoding="utf-8"):
-    """Returns the output of a command returning a single line of output."""
+def get_output(args, encoding: str = "utf-8") -> Tuple[str, int]:
+    """Returns the output of a command returning a single line of output, and
+    the exit code of the command.
+    """
     PIPE = subprocess.PIPE
     try:
         p = subprocess.Popen(args, shell=False, stdin=PIPE, stdout=PIPE, stderr=PIPE)
@@ -105,25 +109,23 @@ def get_output(args, encoding="utf-8"):
     except OSError:
         stdout, stderr = None, None
         returncode = 77
-    if encoding and type(stdout).__name__ == "bytes":
+    if isinstance(stdout, bytes):
         stdout = str(stdout, encoding=encoding)
-    if encoding and type(stderr).__name__ == "bytes":
+    if isinstance(stderr, bytes):
         stderr = str(stderr, encoding=encoding)
-    return stdout, returncode
+    return (stdout or ""), returncode
 
 
-def get_output_single_line(args, encoding="utf-8"):
-    """Returns the output of a command returning a single line of output,
-    stripped from any trailing newlines."""
+def get_output_single_line(args, encoding: str = "utf-8") -> Tuple[str, int]:
+    """Returns the first line of the output of a command, stripped from any
+    trailing newlines, and the exit code of the command.
+    """
     stdout, returncode = get_output(args, encoding=encoding)
-    if stdout is not None:
-        line, _, _ = stdout.partition("\n")
-    else:
-        line = None
+    line, _, _ = stdout.partition("\n")
     return line, returncode
 
 
-def is_unix_like(platform=None):
+def is_unix_like(platform: str = sys.platform) -> bool:
     """Returns whether the given platform is a Unix-like platform with the usual
     Unix filesystem. When the parameter is omitted, it defaults to ``sys.platform``
     """
@@ -136,12 +138,10 @@ def is_unix_like(platform=None):
     )
 
 
-def wait_for_keypress(seconds):
+def wait_for_keypress(seconds: float) -> None:
     """Wait for a keypress or until the given number of seconds have passed,
     whichever happens first.
     """
-    global is_windows
-
     while seconds > 0:
         if seconds > 1:
             plural = "s"
@@ -154,10 +154,10 @@ def wait_for_keypress(seconds):
         )
         sys.stdout.flush()
 
-        if is_windows:
-            from msvcrt import kbhit
+        if platform.system() == "Windows":
+            from msvcrt import kbhit  # type: ignore
 
-            for i in range(10):
+            for _ in range(10):
                 if kbhit():
                     seconds = 0
                     break
@@ -174,62 +174,48 @@ def wait_for_keypress(seconds):
     sys.stdout.write("\r" + " " * 65 + "\r")
 
 
-###########################################################################
-
-
-class IgraphCCoreBuilder:
-    """Superclass for classes responsible for downloading and building the
-    C core of igraph if it is not installed yet.
-    """
-
-    def create_build_config_file(self, install_folder, libraries):
-        with (install_folder / "build.cfg").open("w") as fp:
-            fp.write(repr(libraries))
-
-    def parse_pkgconfig_file(self, filename):
-        building_on_windows = building_on_windows_msvc()
-
-        if building_on_windows:
-            libraries = ["igraph"]
-        else:
-            libraries = []
-            with filename.open("r") as fp:
-                for line in fp:
-                    if line.startswith("Libs: ") or line.startswith("Libs.private: "):
-                        words = line.strip().split()
-                        libraries.extend(
-                            word[2:] for word in words if word.startswith("-l")
-                        )
-
-            if not libraries:
-                # Educated guess
-                libraries = ["igraph"]
-
-        return libraries
+@contextmanager
+def working_directory(dir: Union[str, Path]) -> Iterator[None]:
+    cwd = os.getcwd()
+    os.chdir(dir)
+    try:
+        yield
+    finally:
+        os.chdir(cwd)
 
 
 ###########################################################################
 
 
-class IgraphCCoreCMakeBuilder(IgraphCCoreBuilder):
+class IgraphCCoreCMakeBuilder:
     """Class responsible for downloading and building the C core of igraph
     if it is not installed yet, assuming that the C core uses CMake as the
     build tool. This is the case from igraph 0.9.
-
-    Returns:
-        False if the build failed or the list of libraries to link to when
-        linking the Python interface to igraph
     """
 
-    def compile_in(self, source_folder, build_folder, install_folder):
+    def compile_in(
+        self, source_folder: Path, build_folder: Path, install_folder: Path
+    ) -> Union[bool, List[str]]:
         """Compiles igraph from its source code in the given folder.
 
-        source_folder is the name of the folder that contains igraph's source
-        files. build_folder is the name of the folder where the build should
-        be executed. Both must be absolute paths.
+        Parameters:
+            source_folder: absolute path to the folder that contains igraph's
+                source files
+            build_folder: absolute path to the folder where the build should be
+                executed
+            install_folder: absolute path to the folder where the built library
+                should be installed
+
+        Returns:
+            False if the build failed or the list of libraries to link to when
+            linking the Python interface to igraph
         """
-        global is_windows
+        with working_directory(build_folder):
+            return self._compile_in(source_folder, build_folder, install_folder)
 
+    def _compile_in(
+        self, source_folder: Path, build_folder: Path, install_folder: Path
+    ) -> Union[bool, List[str]]:
         cmake = which("cmake")
         if not cmake:
             print(
@@ -239,7 +225,6 @@ def compile_in(self, source_folder, build_folder, install_folder):
             return False
 
         build_to_source_folder = os.path.relpath(source_folder, build_folder)
-        os.chdir(build_folder)
 
         print("Configuring build...")
         args = [cmake]
@@ -290,12 +275,39 @@ def compile_in(self, source_folder, build_folder, install_folder):
         ]
         for candidate in pkgconfig_candidates:
             if candidate.exists():
-                return self.parse_pkgconfig_file(candidate)
+                return self._parse_pkgconfig_file(candidate)
 
         raise RuntimeError(
             "no igraph.pc was found in the installation folder of igraph"
         )
 
+    def create_build_config_file(
+        self, install_folder: Path, libraries: List[str]
+    ) -> None:
+        with (install_folder / "build.cfg").open("w") as fp:
+            fp.write(repr(libraries))
+
+    def _parse_pkgconfig_file(self, filename: Path) -> List[str]:
+        building_on_windows = building_on_windows_msvc()
+
+        if building_on_windows:
+            libraries = ["igraph"]
+        else:
+            libraries = []
+            with filename.open("r") as fp:
+                for line in fp:
+                    if line.startswith("Libs: ") or line.startswith("Libs.private: "):
+                        words = line.strip().split()
+                        libraries.extend(
+                            word[2:] for word in words if word.startswith("-l")
+                        )
+
+            if not libraries:
+                # Educated guess
+                libraries = ["igraph"]
+
+        return libraries
+
 
 ###########################################################################
 
@@ -312,25 +324,26 @@ def __init__(self):
         self.extra_objects = []
         self.static_extension = False
         self.use_pkgconfig = False
+        self.c_core_built = False
         self._has_pkgconfig = None
         self.excluded_include_dirs = []
         self.excluded_library_dirs = []
         self.wait = platform.system() != "Windows"
 
     @property
-    def has_pkgconfig(self):
+    def has_pkgconfig(self) -> bool:
         """Returns whether ``pkg-config`` is available on the current system
         and it knows about igraph or not."""
         if self._has_pkgconfig is None:
             if self.use_pkgconfig:
-                line, exit_code = get_output_single_line(["pkg-config", "igraph"])
+                _, exit_code = get_output_single_line(["pkg-config", "igraph"])
                 self._has_pkgconfig = exit_code == 0
             else:
                 self._has_pkgconfig = False
         return self._has_pkgconfig
 
     @property
-    def build_c_core(self):
+    def build_c_core(self) -> Command:
         """Returns a class representing a custom setup.py command that builds
         the C core of igraph.
 
@@ -359,7 +372,7 @@ def run(self):
         return build_c_core
 
     @property
-    def build_ext(self):
+    def build_ext(self) -> Command:
         """Returns a class that can be used as a replacement for the
         ``build_ext`` command in ``setuptools`` and that will compile the C core
         of igraph before compiling the Python extension.
@@ -467,60 +480,48 @@ def sdist(self):
         """
         from setuptools.command.sdist import sdist
 
-        def is_git_repo(folder):
-            return os.path.exists(os.path.join(folder, ".git"))
+        def is_git_repo(folder) -> bool:
+            return (Path(folder) / ".git").exists()
 
-        def cleanup_git_repo(folder):
-            folder = str(folder)
-            cwd = os.getcwd()
-            try:
-                os.chdir(folder)
+        def cleanup_git_repo(folder) -> None:
+            with working_directory(folder):
                 if os.path.exists(".git"):
                     retcode = subprocess.call("git clean -dfx", shell=True)
                     if retcode:
                         raise RuntimeError(f"Failed to clean {folder} with git")
-            finally:
-                os.chdir(cwd)
 
         class custom_sdist(sdist):
             def run(self):
-                igraph_source_repo = os.path.join("vendor", "source", "igraph")
-                igraph_build_dir = os.path.join("vendor", "build", "igraph")
-                version_file = os.path.join(igraph_source_repo, "IGRAPH_VERSION")
+                igraph_source_repo = Path("vendor", "source", "igraph")
+                igraph_build_dir = Path("vendor", "build", "igraph")
+                version_file = igraph_source_repo / "IGRAPH_VERSION"
                 version = None
 
                 # Check whether the source repo contains an IGRAPH_VERSION file,
                 # and extract the version number from that
-                if os.path.exists(version_file):
-                    with open(version_file, "r") as fp:
-                        version = fp.read().strip().split("\n")[0]
+                if version_file.exists():
+                    version = version_file.read_text().strip().split("\n")[0]
 
                 # If no IGRAPH_VERSION file exists, but we have a git repo, try
                 # git describe
                 if not version and is_git_repo(igraph_source_repo):
-                    cwd = os.getcwd()
-                    try:
-                        os.chdir(igraph_source_repo)
+                    with working_directory(igraph_source_repo):
                         version = (
                             subprocess.check_output("git describe", shell=True)
                             .decode("utf-8")
                             .strip()
                         )
-                    finally:
-                        os.chdir(cwd)
 
                 # If we still don't have a version number, try to parse it from
                 # include/igraph_version.h
                 if not version:
-                    version_header = os.path.join(
-                        igraph_build_dir, "include", "igraph_version.h"
-                    )
-                    if not os.path.exists(version_header):
+                    version_header = igraph_build_dir / "include" / "igraph_version.h"
+                    if not version_header.exists():
                         raise RuntimeError(
                             "You need to build the C core of igraph first before generating a source tarball of python-igraph"
                         )
 
-                    with open(version_header, "r") as fp:
+                    with version_header.open("r") as fp:
                         lines = [
                             line.strip()
                             for line in fp
@@ -543,20 +544,20 @@ def run(self):
                     cleanup_git_repo(igraph_source_repo)
 
                     # Copy the generated parser sources from the build folder
-                    parser_dir = os.path.join(igraph_build_dir, "src", "io", "parsers")
-                    if os.path.isdir(parser_dir):
+                    parser_dir = igraph_build_dir / "src" / "io" / "parsers"
+                    if parser_dir.is_dir():
                         shutil.copytree(
                             parser_dir,
-                            os.path.join(igraph_source_repo, "src", "io", "parsers"),
+                            igraph_source_repo / "src" / "io" / "parsers"
                         )
                     else:
                         raise RuntimeError(
-                            f"You need to build the C core of igraph first before generating a source tarball of python-igraph"
+                            "You need to build the C core of igraph first before "
+                            "generating a source tarball of python-igraph"
                         )
 
                     # Add a version file to the tarball
-                    with open(version_file, "w") as fp:
-                        fp.write(version)
+                    version_file.write_text(version)
 
                     # Run the original sdist command
                     retval = sdist.run(self)
@@ -568,7 +569,7 @@ def run(self):
 
         return custom_sdist
 
-    def compile_igraph_from_vendor_source(self):
+    def compile_igraph_from_vendor_source(self) -> bool:
         """Compiles igraph from the vendored source code inside `vendor/source/igraph`.
         This folder typically comes from a git submodule.
         """
@@ -601,27 +602,25 @@ def compile_igraph_from_vendor_source(self):
 
         Path(build_folder).mkdir(parents=True, exist_ok=True)
 
-        cwd = os.getcwd()
-        try:
-            libraries = igraph_builder.compile_in(
-                source_folder=source_folder,
-                build_folder=build_folder,
-                install_folder=install_folder,
-            )
-        finally:
-            os.chdir(cwd)
+        libraries = igraph_builder.compile_in(
+            source_folder=source_folder,
+            build_folder=build_folder,
+            install_folder=install_folder,
+        )
 
         if libraries is False:
             print("Build failed for the C core of igraph.")
             print("")
             sys.exit(1)
 
+        assert not isinstance(libraries, bool)
+
         igraph_builder.create_build_config_file(install_folder, libraries)
 
         self.use_vendored_igraph()
         return True
 
-    def configure(self, ext):
+    def configure(self, ext) -> None:
         """Configures the given Extension object using this build configuration."""
         ext.include_dirs = exclude_from_list(
             self.include_dirs, self.excluded_include_dirs
@@ -636,7 +635,7 @@ def configure(self, ext):
         ext.extra_objects = self.extra_objects
         ext.define_macros = self.define_macros
 
-    def detect_from_pkgconfig(self):
+    def detect_from_pkgconfig(self) -> bool:
         """Detects the igraph include directory, library directory and the
         list of libraries to link to using ``pkg-config``."""
         if not buildcfg.has_pkgconfig:
@@ -655,7 +654,7 @@ def detect_from_pkgconfig(self):
         self.include_dirs = [opt[2:] for opt in opts if opt.startswith("-I")]
         return True
 
-    def print_build_info(self):
+    def print_build_info(self) -> None:
         """Prints the include and library path being used for debugging purposes."""
         if self.static_extension == "only_igraph":
             build_type = "dynamic extension with vendored igraph source"
@@ -719,7 +718,7 @@ def replace_static_libraries(self, only=None, exclusions=None):
             else:
                 print(f"Warning: could not find static library of {library_name}.")
 
-    def use_vendored_igraph(self):
+    def use_vendored_igraph(self) -> None:
         """Assumes that igraph is installed already in ``vendor/install/igraph`` and sets up
         the include and library paths and the library names accordingly."""
         building_on_windows = building_on_windows_msvc()
@@ -748,7 +747,7 @@ def use_vendored_igraph(self):
         if buildcfg_file.exists():
             buildcfg.libraries = eval(buildcfg_file.open("r").read())
 
-    def use_educated_guess(self):
+    def use_educated_guess(self) -> None:
         """Tries to guess the proper library names, include and library paths
         if everything else failed."""
 
@@ -790,7 +789,6 @@ def use_educated_guess(self):
 buildcfg = BuildConfiguration()
 buildcfg.process_args_from_command_line()
 
-
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
 sources.append(os.path.join("src", "_igraph", "force_cpp_linker.cpp"))
diff --git a/tox.ini b/tox.ini
index d144c3963..c51b45b25 100644
--- a/tox.ini
+++ b/tox.ini
@@ -27,6 +27,7 @@ setenv =
     TESTING_IN_TOX=1
 
 [flake8]
-max-line-length = 88
-extend-ignore = E203, W503
+max-line-length = 80
+select = C,E,F,W,B,B950
+ignore = E203,E501,W503
 

From 93d540f42a2255f3d6a4680e50afbdf5ec277ae2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 11:41:15 +0200
Subject: [PATCH 0393/1681] fix: IGRAPH_USE_INTERNAL_CXSPARSE is not an option
 any more in igraph's C core

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 4d2a7ffcf..c7dbb458c 100644
--- a/setup.py
+++ b/setup.py
@@ -230,7 +230,7 @@ def _compile_in(
         args = [cmake]
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS CXSPARSE GLPK GMP LAPACK".split():
+        for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # -fPIC is needed on Linux so we can link to a static igraph lib from a

From 449ac36e800b5c52a080f5bd150fc49538d4b73b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 11:41:15 +0200
Subject: [PATCH 0394/1681] fix: IGRAPH_USE_INTERNAL_CXSPARSE is not an option
 any more in igraph's C core

---
 warnings_converted_to_errors.py | 11 -----------
 1 file changed, 11 deletions(-)
 delete mode 100644 warnings_converted_to_errors.py

diff --git a/warnings_converted_to_errors.py b/warnings_converted_to_errors.py
deleted file mode 100644
index 76ee5230b..000000000
--- a/warnings_converted_to_errors.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from igraph import Graph
-import warnings
-
-warnings.simplefilter('error', 'Cannot shuffle graph')
-degseq = [1,2,2,3]
-try:
-    testgraph = Graph.Degree_Sequence(degseq,method = "vl")
-except RuntimeWarning:
-    print(degseq)
-else:
-    print("go on")

From 90536171a36a5e2ab4ca74c69d3cd1adc071b738 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 13:47:18 +0200
Subject: [PATCH 0395/1681] refactor: centralized inclusion of Python.h,
 started migrating to Python's limited API

---
 src/_igraph/arpackobject.c    | 126 ++++++++++------------------------
 src/_igraph/arpackobject.h    |  12 ++--
 src/_igraph/attributes.c      |   1 -
 src/_igraph/attributes.h      |   3 +-
 src/_igraph/bfsiter.h         |   3 +-
 src/_igraph/common.h          |   2 +-
 src/_igraph/convert.c         |   1 -
 src/_igraph/convert.h         |   3 +-
 src/_igraph/dfsiter.h         |   3 +-
 src/_igraph/edgeobject.h      |   3 +-
 src/_igraph/edgeseqobject.h   |   3 +-
 src/_igraph/error.h           |   3 +-
 src/_igraph/filehandle.h      |   3 +-
 src/_igraph/graphobject.c     |  16 ++---
 src/_igraph/graphobject.h     |   3 +-
 src/_igraph/igraphmodule.c    |  10 +--
 src/_igraph/indexing.h        |   3 +-
 src/_igraph/operators.h       |   2 +-
 src/_igraph/preamble.h        |  29 ++++++++
 src/_igraph/pyhelpers.h       |   2 +-
 src/_igraph/random.h          |   2 +-
 src/_igraph/vertexobject.h    |   3 +-
 src/_igraph/vertexseqobject.c |   1 -
 src/_igraph/vertexseqobject.h |   3 +-
 24 files changed, 112 insertions(+), 128 deletions(-)
 create mode 100644 src/_igraph/preamble.h

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 7f31f506c..142f0a074 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -24,25 +24,16 @@
 #include "graphobject.h"
 #include "error.h"
 
+PyTypeObject* igraphmodule_ARPACKOptionsType;
 PyObject* igraphmodule_arpack_options_default;
 
-/**
- * \ingroup python_interface_arpack
- * \brief Checks if the object is an ARPACK parameter object
- */
-int igraphmodule_ARPACKOptions_Check(PyObject *ob) {
-  if (ob) return PyType_IsSubtype(ob->ob_type, &igraphmodule_ARPACKOptionsType);
-  return 0;
-}
-
 /**
  * \ingroup python_interface_arpack
  * \brief Allocates a new ARPACK parameters object
  */
 PyObject* igraphmodule_ARPACKOptions_new() {
   igraphmodule_ARPACKOptionsObject* self;
-  self=PyObject_New(igraphmodule_ARPACKOptionsObject,
-    &igraphmodule_ARPACKOptionsType);
+  self = PyObject_New(igraphmodule_ARPACKOptionsObject, igraphmodule_ARPACKOptionsType);
   if (self) {
     igraph_arpack_options_init(&self->params);
     igraph_arpack_options_init(&self->params_out);
@@ -54,16 +45,16 @@ PyObject* igraphmodule_ARPACKOptions_new() {
  * \ingroup python_interface_arpack
  * \brief Deallocates a Python representation of a given ARPACK parameters object
  */
-void igraphmodule_ARPACKOptions_dealloc(
-  igraphmodule_ARPACKOptionsObject* self) {
-  /*igraph_arpack_options_destroy(&self->params);*/
+static void igraphmodule_ARPACKOptions_dealloc(igraphmodule_ARPACKOptionsObject* self) {
+  PyTypeObject *tp = Py_TYPE(self);
   PyObject_Del((PyObject*)self);
+  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
 /** \ingroup python_interface_arpack
  * \brief Returns one of the attributes of a given ARPACK parameters object
  */
-PyObject* igraphmodule_ARPACKOptions_getattr(
+static PyObject* igraphmodule_ARPACKOptions_getattr(
   igraphmodule_ARPACKOptionsObject* self, char* attrname) {
   PyObject *result = NULL;
 
@@ -117,7 +108,7 @@ PyObject* igraphmodule_ARPACKOptions_getattr(
 /** \ingroup python_interface_arpack
  * \brief Sets one of the attributes of a given ARPACK parameters object
  */
-int igraphmodule_ARPACKOptions_setattr(
+static int igraphmodule_ARPACKOptions_setattr(
   igraphmodule_ARPACKOptionsObject* self, char* attrname,
   PyObject* value) {
   if (value == 0) {
@@ -175,63 +166,12 @@ igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(
  * 
  * \return the formatted textual representation as a \c PyObject
  */
-PyObject* igraphmodule_ARPACKOptions_str(
-  igraphmodule_ARPACKOptionsObject *self) {
-  PyObject *s;
-  
-  s=PyUnicode_FromFormat("ARPACK parameters");
-  return s;
+PyObject* igraphmodule_ARPACKOptions_str(igraphmodule_ARPACKOptionsObject *self) {
+  return PyUnicode_FromString("ARPACK parameters");
 }
 
-/**
- * \ingroup python_interface_arpack
- * Method table for the \c igraph.ARPACKOptions object
- */
-PyMethodDef igraphmodule_ARPACKOptions_methods[] = {
-  /*{"attributes", (PyCFunction)igraphmodule_Edge_attributes,
-      METH_NOARGS,
-      "attributes()\n--\n\n"
-      "Returns the attribute list of the graph's edges\n"
-  },*/
-  {NULL}
-};
-
-/**
- * \ingroup python_interface_edge
- * Getter/setter table for the \c igraph.ARPACKOptions object
- */
-PyGetSetDef igraphmodule_ARPACKOptions_getseters[] = {
-  /*{"tuple", (getter)igraphmodule_Edge_get_tuple, NULL,
-      "Source and target node index of this edge as a tuple", NULL
-  },*/
-  {NULL}
-};
-
-/** \ingroup python_interface_edge
- * Python type object referencing the methods Python calls when it performs
- * various operations on an ARPACK parameters object
- */
-PyTypeObject igraphmodule_ARPACKOptionsType = {
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph.ARPACKOptions",                     /* tp_name */
-  sizeof(igraphmodule_ARPACKOptionsObject),   /* tp_basicsize */
-  0,                                          /* tp_itemsize */
-  (destructor)igraphmodule_ARPACKOptions_dealloc,      /* tp_dealloc */
-  0,                                          /* tp_print */
-  (getattrfunc)igraphmodule_ARPACKOptions_getattr,     /* tp_getattr */
-  (setattrfunc)igraphmodule_ARPACKOptions_setattr,     /* tp_setattr */
-  0,                                          /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                                          /* tp_repr */
-  0,                                          /* tp_as_number */
-  0,                                          /* tp_as_sequence */
-  0,                                          /* tp_as_mapping */
-  0,                                          /* tp_hash */
-  0,                                          /* tp_call */
-  (reprfunc)igraphmodule_ARPACKOptions_str,   /* tp_str */
-  0,                                          /* tp_getattro */
-  0,                                          /* tp_setattro */
-  0,                                          /* tp_as_buffer */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* tp_flags */
+PyDoc_STRVAR(
+  igraphmodule_ARPACKOptions_doc,
   "Class representing the parameters of the ARPACK module.\n\n"
   "ARPACK is a Fortran implementation of the implicitly restarted\n"
   "Arnoldi method, an algorithm for calculating some of the\n"
@@ -257,24 +197,30 @@ PyTypeObject igraphmodule_ARPACKOptionsType = {
   " - C{numop}: total number of OP*x operations\n\n"
   " - C{numopb}: total number of B*x operations if C{bmat} is C{'G'}\n\n"
   " - C{numreo}: total number of steps of re-orthogonalization\n\n"
-  "",                              /* tp_doc */
-  0,                                          /* tp_traverse */
-  0,                                          /* tp_clear */
-  0,                                          /* tp_richcompare */
-  0,                                          /* tp_weaklistoffset */
-  0,                                          /* tp_iter */
-  0,                                          /* tp_iternext */
-  igraphmodule_ARPACKOptions_methods,         /* tp_methods */
-  0,                                          /* tp_members */
-  igraphmodule_ARPACKOptions_getseters,       /* tp_getset */
-  0,                                          /* tp_base */
-  0,                                          /* tp_dict */
-  0,                                          /* tp_descr_get */
-  0,                                          /* tp_descr_set */
-  0,                                          /* tp_dictoffset */
-  0,                                          /* tp_init */
-  0,                                          /* tp_alloc */
-  (newfunc)igraphmodule_ARPACKOptions_new,    /* tp_new */
-  0,                                          /* tp_free */
+);
+
+PyType_Slot igraphmodule_ARPACKOptions_slots[] = {
+  { Py_tp_new, igraphmodule_ARPACKOptions_new },
+  { Py_tp_dealloc, igraphmodule_ARPACKOptions_dealloc },
+  { Py_tp_getattr, igraphmodule_ARPACKOptions_getattr },
+  { Py_tp_setattr, igraphmodule_ARPACKOptions_setattr },
+  { Py_tp_str, igraphmodule_ARPACKOptions_str },
+  { Py_tp_doc, (void*) igraphmodule_ARPACKOptions_doc },
+  { 0 }
 };
 
+/** \ingroup python_interface_arpack
+ * Python type specification for \c igraph.ARPACKOptions
+ */
+PyType_Spec igraphmodule_ARPACKOptions_spec = {
+  "igraph.ARPACKOptions",                     /* name */
+  sizeof(igraphmodule_ARPACKOptionsObject),   /* basicsize */
+  0,                                          /* itemsize */
+  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+  igraphmodule_ARPACKOptions_slots,           /* slots */
+};
+
+int igraphmodule_ARPACKOptions_register_type() {
+  igraphmodule_ARPACKOptionsType = (PyTypeObject*) PyType_FromSpec(&igraphmodule_ARPACKOptions_spec);
+  return igraphmodule_ARPACKOptionsType == 0;
+}
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index b9d663d30..5d5fd31d0 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -23,7 +23,9 @@
 #ifndef PYTHON_ARPACKOBJECT_H
 #define PYTHON_ARPACKOBJECT_H
 
-#include <Python.h>
+#define Py_LIMITED_API 0x03060000
+#include "preamble.h"
+
 #include <igraph_arpack.h>
 #include "graphobject.h"
 
@@ -31,7 +33,6 @@
  * \ingroup python_interface
  * \defgroup python_interface_arpack ARPACK parameters object
  */
-extern PyTypeObject igraphmodule_ARPACKOptionsType;
 
 /**
  * \ingroup python_interface_arpack
@@ -43,13 +44,12 @@ typedef struct {
   igraph_arpack_options_t params_out;
 } igraphmodule_ARPACKOptionsObject;
 
+extern PyTypeObject* igraphmodule_ARPACKOptionsType;
 extern PyObject* igraphmodule_arpack_options_default;
 
-void igraphmodule_ARPACKOptions_dealloc(igraphmodule_ARPACKOptionsObject* self);
+int igraphmodule_ARPACKOptions_register_type();
 
 PyObject* igraphmodule_ARPACKOptions_new(void);
-PyObject* igraphmodule_ARPACKOptions_str(igraphmodule_ARPACKOptionsObject *self);
-#define igraphmodule_ARPACKOptions_CheckExact(ob) ((ob)->ob_type == &igraphmodule_ARPACKOptionsType)
 igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(igraphmodule_ARPACKOptionsObject *self);
-int igraphmodule_ARPACKOptions_Check(PyObject *ob);
+
 #endif
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7c4eb8749..95375559a 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -20,7 +20,6 @@
 
 */
 
-#include <Python.h>
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 5e68f2a2b..c3faa95ac 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -23,7 +23,8 @@
 #ifndef PY_IGRAPH_ATTRIBUTES_H
 #define PY_IGRAPH_ATTRIBUTES_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <igraph_attributes.h>
 #include <igraph_datatype.h>
 #include <igraph_iterators.h>
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 94ddb6113..4fa665462 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_BFSITER_H
 #define PYTHON_BFSITER_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index e74a6fa67..31a434353 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -23,7 +23,7 @@
 #ifndef PYTHON_COMMON_H
 #define PYTHON_COMMON_H
 
-#include <Python.h>
+#include "preamble.h"
 
 #ifdef RC_DEBUG
 #  define RC_ALLOC(T, P) fprintf(stderr, "[ alloc ] " T " @ %p\n", P)
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 717158136..8b2330b57 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -22,7 +22,6 @@
 
 /************************ Miscellaneous functions *************************/
 
-#include <Python.h>
 #include <limits.h>
 #include "attributes.h"
 #include "convert.h"
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index bff912b83..4c50219a2 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -28,7 +28,8 @@
 #ifndef PYTHON_CONVERT_H
 #define PYTHON_CONVERT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <igraph_constants.h>
 #include <igraph_types.h>
 #include "graphobject.h"
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 0a094c592..880965fcd 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_DFSITER_H
 #define PYTHON_DFSITER_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 2d7f3a259..ac0a93668 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_EDGEOBJECT_H
 #define PYTHON_EDGEOBJECT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index 7a410b9e1..b8fd2f127 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_EDGESEQOBJECT_H
 #define PYTHON_EDGESEQOBJECT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 8d54e728c..03c50ab10 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_ERROR_H
 #define PYTHON_ERROR_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <igraph_error.h>
 
 /** \defgroup python_interface_errors Error handling
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 68bf3c3be..6f3c5acf7 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_FILEHANDLE_H
 #define PYTHON_FILEHANDLE_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <stdio.h>
 
 /**
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31ffe0caf..2bb48112b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3774,7 +3774,7 @@ PyObject *igraphmodule_Graph_authority_score(
   igraph_vector_t res, *weights = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
-                                   &scale_o, &igraphmodule_ARPACKOptionsType,
+                                   &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &return_eigenvalue))
     return NULL;
 
@@ -4634,7 +4634,7 @@ PyObject* igraphmodule_Graph_eigen_adjacency(igraphmodule_GraphObject *self,
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!", kwlist,
                                    &algorithm_o, &which_o,
-                                   &igraphmodule_ARPACKOptionsType,
+                                   igraphmodule_ARPACKOptionsType,
                                    &arpack_options)) {
     return NULL;
   }
@@ -4789,7 +4789,7 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO!O", kwlist,
                                    &directed_o, &scale_o, &weights_o,
-                                   &igraphmodule_ARPACKOptionsType,
+                                   igraphmodule_ARPACKOptionsType,
                                    &arpack_options, &return_eigenvalue))
     return NULL;
 
@@ -5154,7 +5154,7 @@ PyObject *igraphmodule_Graph_hub_score(
   igraph_vector_t res, *weights = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
-                                   &scale_o, &igraphmodule_ARPACKOptionsType,
+                                   &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options, &return_eigenvalue))
     return NULL;
 
@@ -5349,8 +5349,8 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!Olf", kwlist, &vobj,
                                    &directed, &damping, &robj,
-                   &rvsobj, &wobj,
-                                   &igraphmodule_ARPACKOptionsType,
+                                   &rvsobj, &wobj,
+                                   igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &algo_o, &niter, &eps))
 
 
@@ -7339,7 +7339,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
    * compatibility */
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OlO!", kwlist, &dist_o,
-                                   &dim, &igraphmodule_ARPACKOptionsType,
+                                   &dim, igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o))
     return NULL;
 
@@ -11428,7 +11428,7 @@ PyObject *igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObj
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOO!", kwlist, &n, &weights_obj,
-        &igraphmodule_ARPACKOptionsType, &arpack_options_o)) {
+        igraphmodule_ARPACKOptionsType, &arpack_options_o)) {
     return NULL;
   }
 
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 8ee6e4fab..949b990bb 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_GRAPHOBJECT_H
 #define PYTHON_GRAPHOBJECT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <igraph.h>
 #include "structmember.h"
 #include "common.h"
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index ea3661c3f..f35a102bd 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -20,8 +20,8 @@
 
 */
 
-#include <Python.h>
-#include <pythonrun.h>
+#include "preamble.h"
+
 #include <igraph.h>
 #include "arpackobject.h"
 #include "attributes.h"
@@ -822,14 +822,14 @@ PyObject* PyInit__igraph(void)
     INITERROR;
 
   /* Initialize Graph, BFSIter, ARPACKOptions etc */
+  if (igraphmodule_ARPACKOptions_register_type())
+    INITERROR;
   if (PyType_Ready(&igraphmodule_GraphType) < 0)
     INITERROR;
   if (PyType_Ready(&igraphmodule_BFSIterType) < 0)
     INITERROR;
   if (PyType_Ready(&igraphmodule_DFSIterType) < 0)
     INITERROR;
-  if (PyType_Ready(&igraphmodule_ARPACKOptionsType) < 0)
-    INITERROR;
 
   /* Initialize the core module */
   m = PyModule_Create(&moduledef);
@@ -843,7 +843,7 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "GraphBase", (PyObject*)&igraphmodule_GraphType);
   PyModule_AddObject(m, "BFSIter", (PyObject*)&igraphmodule_BFSIterType);
   PyModule_AddObject(m, "DFSIter", (PyObject*)&igraphmodule_DFSIterType);
-  PyModule_AddObject(m, "ARPACKOptions", (PyObject*)&igraphmodule_ARPACKOptionsType);
+  PyModule_AddObject(m, "ARPACKOptions", (PyObject*)igraphmodule_ARPACKOptionsType);
   PyModule_AddObject(m, "Edge", (PyObject*)&igraphmodule_EdgeType);
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)&igraphmodule_EdgeSeqType);
   PyModule_AddObject(m, "Vertex", (PyObject*)&igraphmodule_VertexType);
diff --git a/src/_igraph/indexing.h b/src/_igraph/indexing.h
index 105a64f00..6b34ff09c 100644
--- a/src/_igraph/indexing.h
+++ b/src/_igraph/indexing.h
@@ -24,7 +24,8 @@
 #ifndef PYTHON_INDEXING_H
 #define PYTHON_INDEXING_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include <igraph_datatype.h>
 
 PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
index 3823a55ae..e90dd88e1 100644
--- a/src/_igraph/operators.h
+++ b/src/_igraph/operators.h
@@ -23,7 +23,7 @@
 #ifndef PYTHON_OPERATORS_H
 #define PYTHON_OPERATORS_H
 
-#include <Python.h>
+#include "preamble.h"
 
 PyObject* igraphmodule__disjoint_union(PyObject* self, PyObject* args, PyObject* kwds);
 PyObject* igraphmodule__union(PyObject* self, PyObject* args, PyObject* kwds);
diff --git a/src/_igraph/preamble.h b/src/_igraph/preamble.h
new file mode 100644
index 000000000..218b304ca
--- /dev/null
+++ b/src/_igraph/preamble.h
@@ -0,0 +1,29 @@
+/* -*- mode: C -*-  */
+/*
+   IGraph library.
+   Copyright (C) 2006-2021  The igraph development team
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#ifndef PYTHON_IGRAPH_PREAMBLE_H
+#define PYTHON_IGRAPH_PREAMBLE_H
+
+#define PY_SSIZE_T_CLEAN
+#include <Python.h>
+
+#endif /* PYTHON_IGRAPH_PREAMBLE_H */
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 00bff1d86..9c1f2d876 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -24,7 +24,7 @@
 #ifndef PYTHON_HELPERS_H
 #define PYTHON_HELPERS_H
 
-#include <Python.h>
+#include "preamble.h"
 
 int igraphmodule_PyFile_Close(PyObject* fileObj);
 PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode);
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 5fca144e9..4902e8697 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -23,7 +23,7 @@
 #ifndef PYTHON_RANDOM_H
 #define PYTHON_RANDOM_H
 
-#include <Python.h>
+#include "preamble.h"
 
 void igraphmodule_init_rng(PyObject*);
 PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object);
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index f33d640eb..abc2d88b6 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_VERTEXOBJECT_H
 #define PYTHON_VERTEXOBJECT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 17c157945..32709b64d 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -22,7 +22,6 @@
 
 */
 
-#include <Python.h>
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index 987f1f768..38739ff2c 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -23,7 +23,8 @@
 #ifndef PYTHON_VERTEXSEQOBJECT_H
 #define PYTHON_VERTEXSEQOBJECT_H
 
-#include <Python.h>
+#include "preamble.h"
+
 #include "graphobject.h"
 
 /**

From 50d419b36d9e40ccb6d95296683972a77919c622 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 14:22:54 +0200
Subject: [PATCH 0396/1681] refactor: attributes.c now uses the limited Python
 API only

---
 src/_igraph/attributes.c | 219 ++++++++++++++++++++++++++++++++-------
 1 file changed, 182 insertions(+), 37 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 95375559a..371162cfb 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -20,6 +20,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060000
+
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
@@ -73,10 +75,15 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
 
   n = PyList_Size(name_list) - 1;
   while (n >= 0) {
-    key = PyList_GET_ITEM(name_list, n);    /* we don't own a reference to key */
+    key = PyList_GetItem(name_list, n);      /* we don't own a reference to key */
+    if (key == 0) {
+      return 1;
+    }
+
     value = PyLong_FromLong(n);              /* we do own a reference to value */
-    if (value == 0)
+    if (value == 0) {
       return 1;
+    }
 
     if (PyDict_SetItem(attrs->vertex_name_index, key, value)) {
       /* probably unhashable vertex name. If the error is a TypeError, convert
@@ -227,7 +234,11 @@ PyObject* igraphmodule_create_edge_attribute(const igraph_t* graph,
 
   for (i = 0; i < n; i++) {
     Py_INCREF(Py_None);
-    PyList_SET_ITEM(values, i, Py_None);   /* reference stolen */
+    if (PyList_SetItem(values, i, Py_None)) {  /* reference stolen */
+      Py_DECREF(values);
+      Py_DECREF(Py_None);
+      return 0;
+    }
   }
 
   if (PyDict_SetItemString(dict, name, values)) {
@@ -393,8 +404,8 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
       while (PyDict_Next(fromattrs->attrs[i], &pos, &key, &value)) {
         /* value is only borrowed, so copy it */
         if (i>0) {
-          newval=PyList_New(PyList_GET_SIZE(value));
-          for (j=0; j<PyList_GET_SIZE(value); j++) {
+          newval=PyList_New(PyList_Size(value));
+          for (j=0; j < PyList_Size(value); j++) {
             o=PyList_GetItem(value, j);
             Py_INCREF(o);
             PyList_SetItem(newval, j, o);
@@ -510,7 +521,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, i
 
       for (i=0; i<j; i++) {
         Py_INCREF(Py_None);
-        PyList_SET_ITEM(value, i, Py_None);
+        PyList_SetItem(value, i, Py_None);
       }
 
       for (i=0; i<nv; i++) {
@@ -533,7 +544,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, long int nv, i
           o=0;
           break;
         }
-        if (o) PyList_SET_ITEM(value, i+j, o);
+        if (o) PyList_SetItem(value, i+j, o);
       }
 
       /* Invalidate the vertex name index if needed */
@@ -571,11 +582,18 @@ static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
     for (i=0; i<n; i++) {
       o = PyList_GetItem(value, (Py_ssize_t)VECTOR(*idx)[i]);
       if (!o) {
+        Py_DECREF(newlist);
+        Py_DECREF(newdict);
         PyErr_Clear();
         return 1;
       }
       Py_INCREF(o);
-      PyList_SET_ITEM(newlist, i, o);
+      if (PyList_SetItem(newlist, i, o)) {
+        Py_DECREF(o);
+        Py_DECREF(newlist);
+        Py_DECREF(newdict);
+        return 1;
+      }
     }
     PyDict_SetItem(newdict, key, newlist);
     Py_DECREF(newlist);
@@ -693,7 +711,7 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
 
       for (i=0; i<j; i++) {
         Py_INCREF(Py_None);
-        PyList_SET_ITEM(value, i, Py_None);
+        PyList_SetItem(value, i, Py_None);
       }
 
       for (i=0; i<ne; i++) {
@@ -716,7 +734,9 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
           o=0;
           break;
         }
-        if (o) PyList_SET_ITEM(value, i+j, o);
+        if (o) {
+          PyList_SetItem(value, i+j, o);
+        }
       }
 
       PyDict_SetItemString(dict, attr_rec->name, value);
@@ -789,11 +809,18 @@ static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
     for (i=0; i<n; i++) {
       o=PyList_GetItem(value, (Py_ssize_t)VECTOR(*idx)[i]);
       if (!o) {
+        Py_DECREF(newlist);
+        Py_DECREF(newdict);
         PyErr_Clear();
         return 1;
       }
       Py_INCREF(o);
-      PyList_SET_ITEM(newlist, i, o);
+      if (PyList_SetItem(newlist, i, o)) {
+        Py_DECREF(o);
+        Py_DECREF(newlist);
+        Py_DECREF(newdict);
+        return 1;
+      }
     }
     PyDict_SetItem(newdict, key, newlist);
     Py_DECREF(newlist);
@@ -826,9 +853,20 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
 
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
+      if (item == 0) {
+        Py_DECREF(list);
+        Py_DECREF(res);
+        return 0;
+      }
+
       Py_INCREF(item);
-      PyList_SET_ITEM(list, j, item);   /* reference to item stolen */
+
+      if (PyList_SetItem(list, j, item)) {   /* reference to item stolen */
+        Py_DECREF(item);
+        Py_DECREF(res);
+        return 0;
+      }
     }
     item = PyObject_CallFunctionObjArgs(func, list, 0);
     Py_DECREF(list);
@@ -838,7 +876,11 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
       return 0;
     }
 
-    PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
+    if (PyList_SetItem(res, i, item)) {   /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -893,7 +935,12 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
     long int j, n = igraph_vector_size(v);
 
     for (j = 0; j < n; j++) {
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
+      if (item == 0) {
+        Py_DECREF(res);
+        return 0;
+      }
+
       if (igraphmodule_PyObject_to_real_t(item, &num)) {
         PyErr_SetString(PyExc_TypeError, "product can only be invoked on numeric attributes");
         Py_DECREF(res);
@@ -902,8 +949,12 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
       sum += num;
     }
 
-    /* reference to new float stolen */
-    PyList_SET_ITEM(res, i, PyFloat_FromDouble((double)sum));
+    item = PyFloat_FromDouble(sum);
+    if (PyList_SetItem(res, i, item)) {   /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -927,7 +978,12 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
     long int j, n = igraph_vector_size(v);
 
     for (j = 0; j < n; j++) {
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
+      if (item == 0) {
+        Py_DECREF(res);
+        return 0;
+      }
+
       if (igraphmodule_PyObject_to_real_t(item, &num)) {
         PyErr_SetString(PyExc_TypeError, "product can only be invoked on numeric attributes");
         Py_DECREF(res);
@@ -937,7 +993,12 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
     }
 
     /* reference to new float stolen */
-    PyList_SET_ITEM(res, i, PyFloat_FromDouble((double)prod));
+    item = PyFloat_FromDouble((double)prod);
+    if (PyList_SetItem(res, i, item)) {   /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -959,9 +1020,18 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    item = n > 0 ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
+    item = n > 0 ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
+    if (item == 0) {
+      Py_DECREF(res);
+      return 0;
+    }
+    
     Py_INCREF(item);
-    PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
+    if (PyList_SetItem(res, i, item)) {  /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -1001,14 +1071,26 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
         Py_DECREF(res);
         return 0;
       }
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[(long int)(n*PyFloat_AsDouble(num))]);
+
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[(long int)(n*PyFloat_AsDouble(num))]);
+      if (item == 0) {
+        Py_DECREF(random_func);
+        Py_DECREF(res);
+        return 0;
+      }
+
       Py_DECREF(num);
     } else {
       item = Py_None;
     }
 
     Py_INCREF(item);
-    PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
+    if (PyList_SetItem(res, i, item)) {  /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(random_func);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   Py_DECREF(random_func);
@@ -1032,9 +1114,19 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
     igraph_vector_t *v = (igraph_vector_t*)VECTOR(*merges)[i];
     long int n = igraph_vector_size(v);
 
-    item = (n > 0) ? PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
+    item = (n > 0) ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
+    if (item == 0) {
+      Py_DECREF(res);
+      return 0;
+    }
+
     Py_INCREF(item);
-    PyList_SET_ITEM(res, i, item);   /* reference to item stolen */
+
+    if (PyList_SetItem(res, i, item)) {   /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -1058,7 +1150,12 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
     long int j, n = igraph_vector_size(v);
 
     for (j = 0; j < n; ) {
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
+      if (item == 0) {
+        Py_DECREF(res);
+        return 0;
+      }
+      
       if (igraphmodule_PyObject_to_real_t(item, &num)) {
         PyErr_SetString(PyExc_TypeError, "mean can only be invoked on numeric attributes");
         Py_DECREF(res);
@@ -1070,7 +1167,12 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
     }
 
     /* reference to new float stolen */
-    PyList_SET_ITEM(res, i, PyFloat_FromDouble((double)mean));
+    item = PyFloat_FromDouble((double)mean);
+    if (PyList_SetItem(res, i, item)) {   /* reference to item stolen */
+      Py_DECREF(item);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -1093,40 +1195,78 @@ static PyObject* igraphmodule_i_ac_median(PyObject* values,
     long int j, n = igraph_vector_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
-      item = PyList_GET_ITEM(values, (Py_ssize_t)VECTOR(*v)[j]);
+      item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
+      if (item == 0) {
+        Py_DECREF(res);
+        return 0;
+      }
+
       Py_INCREF(item);
-      PyList_SET_ITEM(list, j, item);   /* reference to item stolen */
+      if (PyList_SetItem(list, j, item)) {  /* reference to item stolen */
+        Py_DECREF(item);
+        Py_DECREF(list);
+        Py_DECREF(res);
+        return 0;
+      }
     }
+
     /* sort the list */
     if (PyList_Sort(list)) {
       Py_DECREF(list);
       Py_DECREF(res);
       return 0;
     }
+
     if (n == 0) {
       item = Py_None;
       Py_INCREF(item);
     } else if (n % 2 == 1) {
-      item = PyList_GET_ITEM(list, n / 2);
+      item = PyList_GetItem(list, n / 2);
+      if (item == 0) {
+        Py_DECREF(list);
+        Py_DECREF(res);
+        return 0;
+      }
+
       Py_INCREF(item);
     } else {
       igraph_real_t num1, num2;
-      item = PyList_GET_ITEM(list, n / 2 - 1);
+      item = PyList_GetItem(list, n / 2 - 1);
+      if (item == 0) {
+        Py_DECREF(list);
+        Py_DECREF(res);
+        return 0;
+      }
+
       if (igraphmodule_PyObject_to_real_t(item, &num1)) {
         Py_DECREF(list);
         Py_DECREF(res);
         return 0;
       }
-      item = PyList_GET_ITEM(list, n / 2);
+
+      item = PyList_GetItem(list, n / 2);
+      if (item == 0) {
+        Py_DECREF(list);
+        Py_DECREF(res);
+        return 0;
+      }
+
       if (igraphmodule_PyObject_to_real_t(item, &num2)) {
         Py_DECREF(list);
         Py_DECREF(res);
         return 0;
       }
+
       item = PyFloat_FromDouble((num1 + num2) / 2);
     }
+
     /* reference to item stolen */
-    PyList_SET_ITEM(res, i, item);
+    if (PyList_SetItem(res, i, item)) {
+      Py_DECREF(item);
+      Py_DECREF(list);
+      Py_DECREF(res);
+      return 0;
+    }
   }
 
   return res;
@@ -1443,16 +1583,16 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
   if (attrnum>0) {
 
     for (i=0; i<j && is_numeric; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
+      PyObject *item = PyList_GetItem(o, i);
       if (item != Py_None && !PyNumber_Check(item)) is_numeric=0;
     }
     for (i=0; i<j && is_string; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
+      PyObject *item = PyList_GetItem(o, i);
       if (item != Py_None && !PyBaseString_Check(item))
         is_string=0;
     }
     for (i=0; i<j && is_boolean; i++) {
-      PyObject *item = PyList_GET_ITEM(o, i);
+      PyObject *item = PyList_GetItem(o, i);
       if (item != Py_None && item != Py_True && item != Py_False)
         is_boolean=0;
     }
@@ -1545,8 +1685,13 @@ int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     IGRAPH_ERROR("Internal error in PyObject_Str", IGRAPH_EINVAL);
   }
   
-  c_str = PyBytes_AS_STRING(str);
+  c_str = PyBytes_AsString(str);
+  if (c_str == 0) {
+    IGRAPH_ERROR("Internal error in PyBytes_AsString", IGRAPH_EINVAL);
+  }
+
   IGRAPH_CHECK(igraph_strvector_set(value, 0, c_str));
+
   Py_XDECREF(str);
 
   return 0;

From b7aabb15dc728ed00a7c3c58d3a3fbb476f0dde0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 14:23:56 +0200
Subject: [PATCH 0397/1681] feat: test.sh now allows cleaning the compiled
 igraph C core

---
 test.sh | 21 +++++++++++++++++++--
 1 file changed, 19 insertions(+), 2 deletions(-)

diff --git a/test.sh b/test.sh
index 007cc8cef..d5c4193cb 100755
--- a/test.sh
+++ b/test.sh
@@ -7,14 +7,31 @@ PYTHON=python3
 
 set -e
 
+CLEAN=0
+
+while getopts ":c" OPTION; do
+    case $OPTION in
+        c)
+            CLEAN=1
+            ;;
+        \?)
+            echo "Usage: $0 [-c]"
+            ;;
+    esac
+done
+shift $((OPTIND -1))
+
 if [ ! -d $VENV_DIR ]; then
-	$PYTHON -m venv $VENV_DIR
+    $PYTHON -m venv $VENV_DIR
     $VENV_DIR/bin/pip install -U pip wheel
 fi
 
 rm -rf build/
+if [ x$CLEAN = x1 ]; then
+    rm -rf vendor/build vendor/install
+fi
+
 $VENV_DIR/bin/python setup.py build
 $VENV_DIR/bin/pip install --use-feature=in-tree-build .[plotting,test]
 $VENV_DIR/bin/pytest tests
 
-

From 3d903100d4d01fc817c3d9ee441d3bb95a84c5f8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 15:10:25 +0200
Subject: [PATCH 0398/1681] refactor: BFSIter and DFSIter now use ony the
 Python limited API

---
 src/_igraph/arpackobject.c |  41 ++++++-------
 src/_igraph/arpackobject.h |   2 +-
 src/_igraph/bfsiter.c      | 118 ++++++++++++++-----------------------
 src/_igraph/bfsiter.h      |  16 ++---
 src/_igraph/dfsiter.c      | 103 +++++++++++---------------------
 src/_igraph/dfsiter.h      |  16 ++---
 src/_igraph/graphobject.c  |  14 +----
 src/_igraph/igraphmodule.c |  15 ++---
 8 files changed, 128 insertions(+), 197 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 3e160e9f8..c4e020450 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -208,28 +208,25 @@ PyDoc_STRVAR(
   " - C{numreo}: total number of steps of re-orthogonalization\n\n"
 );
 
-PyType_Slot igraphmodule_ARPACKOptions_slots[] = {
-  { Py_tp_new, igraphmodule_ARPACKOptions_new },
-  { Py_tp_dealloc, igraphmodule_ARPACKOptions_dealloc },
-  { Py_tp_getattr, igraphmodule_ARPACKOptions_getattr },
-  { Py_tp_setattr, igraphmodule_ARPACKOptions_setattr },
-  { Py_tp_str, igraphmodule_ARPACKOptions_str },
-  { Py_tp_doc, (void*) igraphmodule_ARPACKOptions_doc },
-  { 0 }
-};
-
-/** \ingroup python_interface_arpack
- * Python type specification for \c igraph.ARPACKOptions
- */
-PyType_Spec igraphmodule_ARPACKOptions_spec = {
-  "igraph.ARPACKOptions",                     /* name */
-  sizeof(igraphmodule_ARPACKOptionsObject),   /* basicsize */
-  0,                                          /* itemsize */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
-  igraphmodule_ARPACKOptions_slots,           /* slots */
-};
-
 int igraphmodule_ARPACKOptions_register_type() {
-  igraphmodule_ARPACKOptionsType = (PyTypeObject*) PyType_FromSpec(&igraphmodule_ARPACKOptions_spec);
+  PyType_Slot slots[] = {
+    { Py_tp_new, igraphmodule_ARPACKOptions_new },
+    { Py_tp_dealloc, igraphmodule_ARPACKOptions_dealloc },
+    { Py_tp_getattr, igraphmodule_ARPACKOptions_getattr },
+    { Py_tp_setattr, igraphmodule_ARPACKOptions_setattr },
+    { Py_tp_str, igraphmodule_ARPACKOptions_str },
+    { Py_tp_doc, (void*) igraphmodule_ARPACKOptions_doc },
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph.ARPACKOptions",                     /* name */
+    sizeof(igraphmodule_ARPACKOptionsObject),   /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_ARPACKOptionsType = (PyTypeObject*) PyType_FromSpec(&spec);
   return igraphmodule_ARPACKOptionsType == 0;
 }
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 5d5fd31d0..ea482444b 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -47,7 +47,7 @@ typedef struct {
 extern PyTypeObject* igraphmodule_ARPACKOptionsType;
 extern PyObject* igraphmodule_arpack_options_default;
 
-int igraphmodule_ARPACKOptions_register_type();
+int igraphmodule_ARPACKOptions_register_type(void);
 
 PyObject* igraphmodule_ARPACKOptions_new(void);
 igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(igraphmodule_ARPACKOptionsObject *self);
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 03615ceb9..eafaa3c06 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -20,6 +20,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060000
+
 #include "bfsiter.h"
 #include "common.h"
 #include "convert.h"
@@ -31,7 +33,7 @@
  * \defgroup python_interface_bfsiter BFS iterator object
  */
 
-PyTypeObject igraphmodule_BFSIterType;
+PyTypeObject* igraphmodule_BFSIterType;
 
 /**
  * \ingroup python_interface_bfsiter
@@ -45,10 +47,10 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   igraphmodule_BFSIterObject* o;
   igraph_integer_t no_of_nodes, r;
   
-  o = PyObject_GC_New(igraphmodule_BFSIterObject, &igraphmodule_BFSIterType);
+  o = PyObject_GC_New(igraphmodule_BFSIterObject, igraphmodule_BFSIterType);
   Py_INCREF(g);
-  o->gref=g;
-  o->graph=&g->g;
+  o->gref = g;
+  o->graph = &g->g;
   
   if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
@@ -56,7 +58,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   }
   
   no_of_nodes = igraph_vcount(&g->g);
-  o->visited=(char*)calloc(no_of_nodes, sizeof(char));
+  o->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (o->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
@@ -91,14 +93,14 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  o->visited[r]=1;
+  o->visited[r] = 1;
   
   if (!igraph_is_directed(&g->g)) {
     mode=IGRAPH_ALL;
   }
 
-  o->mode=mode;
-  o->advanced=advanced;
+  o->mode = mode;
+  o->advanced = advanced;
   
   PyObject_GC_Track(o);
   
@@ -116,15 +118,9 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
  */
 int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
-  int vret;
-
   RC_TRAVERSE("BFSIter", self);
-  
-  if (self->gref) {
-    vret=visit((PyObject*)self->gref, arg);
-    if (vret != 0) return vret;
-  }
-  
+  Py_VISIT(self->gref);
+  Py_VISIT(Py_TYPE(self));   /* needed because heap-allocated types are refcounted */
   return 0;
 }
 
@@ -137,12 +133,13 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
 
   PyObject_GC_UnTrack(self);
   
-  tmp=(PyObject*)self->gref;
-  self->gref=NULL;
+  tmp = (PyObject*)self->gref;
+  self->gref = NULL;
   Py_XDECREF(tmp);
 
   igraph_dqueue_int_destroy(&self->queue);
   igraph_vector_int_destroy(&self->neis);
+
   free(self->visited);
   self->visited=0;
   
@@ -154,11 +151,14 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
  * \brief Deallocates a Python representation of a given BFS iterator object
  */
 void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
+  PyTypeObject *tp = Py_TYPE(self);
+
   igraphmodule_BFSIter_clear(self);
 
   RC_DEALLOC("BFSIter", self);
   
   PyObject_GC_Del(self);
+  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
 PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
@@ -214,58 +214,30 @@ PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
   }
 }
 
-/**
- * \ingroup python_interface_bfsiter
- * Method table for the \c igraph.BFSIter object
- */
-PyMethodDef igraphmodule_BFSIter_methods[] = {
-  {NULL}
-};
-
-/** \ingroup python_interface_bfsiter
- * Python type object referencing the methods Python calls when it performs various operations on
- * a BFS iterator of a graph
- */
-PyTypeObject igraphmodule_BFSIterType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph.BFSIter",                         // tp_name
-  sizeof(igraphmodule_BFSIterObject),       // tp_basicsize
-  0,                                        // tp_itemsize
-  (destructor)igraphmodule_BFSIter_dealloc, // tp_dealloc
-  0,                                        // tp_print
-  0,                                        // tp_getattr
-  0,                                        // tp_setattr
-  0,                                        /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                                        // tp_repr
-  0,                                        // tp_as_number
-  0,                                        // tp_as_sequence
-  0,                                        // tp_as_mapping
-  0,                                        // tp_hash
-  0,                                        // tp_call
-  0,                                        // tp_str
-  0,                                        // tp_getattro
-  0,                                        // tp_setattro
-  0,                                        // tp_as_buffer
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC, // tp_flags
-  "igraph BFS iterator object",             // tp_doc
-  (traverseproc) igraphmodule_BFSIter_traverse, /* tp_traverse */
-  (inquiry) igraphmodule_BFSIter_clear,     /* tp_clear */
-  0,                                        // tp_richcompare
-  0,                                        // tp_weaklistoffset
-  (getiterfunc)igraphmodule_BFSIter_iter,   /* tp_iter */
-  (iternextfunc)igraphmodule_BFSIter_iternext, /* tp_iternext */
-  0,                                        /* tp_methods */
-  0,                                        /* tp_members */
-  0,                                        /* tp_getset */
-  0,                                        /* tp_base */
-  0,                                        /* tp_dict */
-  0,                                        /* tp_descr_get */
-  0,                                        /* tp_descr_set */
-  0,                                        /* tp_dictoffset */
-  0,                                        /* tp_init */
-  0,                                        /* tp_alloc */
-  0,                                        /* tp_new */
-  0,                                        /* tp_free */
-};
-
+PyDoc_STRVAR(
+  igraphmodule_BFSIter_doc,
+  "igraph BFS iterator object"
+);
+
+int igraphmodule_BFSIter_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_dealloc, igraphmodule_BFSIter_dealloc },
+    { Py_tp_traverse, igraphmodule_BFSIter_traverse },
+    { Py_tp_clear, igraphmodule_BFSIter_clear },
+    { Py_tp_iter, igraphmodule_BFSIter_iter },
+    { Py_tp_iternext, igraphmodule_BFSIter_iternext },
+    { Py_tp_doc, (void*) igraphmodule_BFSIter_doc },
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph.BFSIter",                           /* name */
+    sizeof(igraphmodule_BFSIterObject),         /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_BFSIterType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_BFSIterType == 0;
+}
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 2295963a9..60469c011 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -31,8 +31,7 @@
  * \ingroup python_interface_bfsiter
  * \brief A structure representing a BFS iterator of a graph
  */
-typedef struct
-{
+typedef struct {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_dqueue_int_t queue;
@@ -43,12 +42,13 @@ typedef struct
   igraph_bool_t advanced;
 } igraphmodule_BFSIterObject;
 
-PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *o, igraph_neimode_t mode, igraph_bool_t advanced);
-int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
-				  visitproc visit, void *arg);
-int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self);
-void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self);
+extern PyTypeObject* igraphmodule_BFSIterType;
 
-extern PyTypeObject igraphmodule_BFSIterType;
+int igraphmodule_BFSIter_register_type(void);
+
+PyObject* igraphmodule_BFSIter_new(
+  igraphmodule_GraphObject *g, PyObject *o, igraph_neimode_t mode,
+  igraph_bool_t advanced
+);
 
 #endif
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index dbbf1c546..3f4ca8f06 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -20,6 +20,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060000
+
 #include "convert.h"
 #include "dfsiter.h"
 #include "common.h"
@@ -31,7 +33,7 @@
  * \defgroup python_interface_dfsiter DFS iterator object
  */
 
-PyTypeObject igraphmodule_DFSIterType;
+PyTypeObject* igraphmodule_DFSIterType;
 
 /**
  * \ingroup python_interface_dfsiter
@@ -45,10 +47,10 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   igraphmodule_DFSIterObject* o;
   igraph_integer_t no_of_nodes, r;
 
-  o=PyObject_GC_New(igraphmodule_DFSIterObject, &igraphmodule_DFSIterType);
+  o = PyObject_GC_New(igraphmodule_DFSIterObject, igraphmodule_DFSIterType);
   Py_INCREF(g);
-  o->gref=g;
-  o->graph=&g->g;
+  o->gref = g;
+  o->graph = &g->g;
   
   if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
@@ -117,17 +119,9 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
  */
 int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
-  int vret;
-
   RC_TRAVERSE("DFSIter", self);
-  
-  if (self->gref) {
-    vret = visit((PyObject*)self->gref, arg);
-    if (vret != 0) {
-      return vret;
-    }
-  }
-  
+  Py_VISIT(self->gref);
+  Py_VISIT(Py_TYPE(self));   /* needed because heap-allocated types are refcounted */
   return 0;
 }
 
@@ -157,11 +151,14 @@ int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
  * \brief Deallocates a Python representation of a given DFS iterator object
  */
 void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
+  PyTypeObject *tp = Py_TYPE(self);
+
   igraphmodule_DFSIter_clear(self);
 
   RC_DEALLOC("DFSIter", self);
   
   PyObject_GC_Del(self);
+  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
 PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
@@ -252,58 +249,30 @@ PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
   }
 }
 
-/**
- * \ingroup python_interface_dfsiter
- * Method table for the \c igraph.DFSIter object
- */
-PyMethodDef igraphmodule_DFSIter_methods[] = {
-  {NULL}
-};
+PyDoc_STRVAR(
+  igraphmodule_DFSIter_doc,
+  "igraph DFS iterator object"
+);
 
-/** \ingroup python_interface_dfsiter
- * Python type object referencing the methods Python calls when it performs various operations on
- * a DFS iterator of a graph
- */
-PyTypeObject igraphmodule_DFSIterType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph.DFSIter",                         // tp_name
-  sizeof(igraphmodule_DFSIterObject),       // tp_basicsize
-  0,                                        // tp_itemsize
-  (destructor)igraphmodule_DFSIter_dealloc, // tp_dealloc
-  0,                                        // tp_print
-  0,                                        // tp_getattr
-  0,                                        // tp_setattr
-  0,                                        /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                                        // tp_repr
-  0,                                        // tp_as_number
-  0,                                        // tp_as_sequence
-  0,                                        // tp_as_mapping
-  0,                                        // tp_hash
-  0,                                        // tp_call
-  0,                                        // tp_str
-  0,                                        // tp_getattro
-  0,                                        // tp_setattro
-  0,                                        // tp_as_buffer
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC, // tp_flags
-  "igraph DFS iterator object",             // tp_doc
-  (traverseproc) igraphmodule_DFSIter_traverse, /* tp_traverse */
-  (inquiry) igraphmodule_DFSIter_clear,     /* tp_clear */
-  0,                                        // tp_richcompare
-  0,                                        // tp_weaklistoffset
-  (getiterfunc)igraphmodule_DFSIter_iter,   /* tp_iter */
-  (iternextfunc)igraphmodule_DFSIter_iternext, /* tp_iternext */
-  0,                                        /* tp_methods */
-  0,                                        /* tp_members */
-  0,                                        /* tp_getset */
-  0,                                        /* tp_base */
-  0,                                        /* tp_dict */
-  0,                                        /* tp_descr_get */
-  0,                                        /* tp_descr_set */
-  0,                                        /* tp_dictoffset */
-  0,                                        /* tp_init */
-  0,                                        /* tp_alloc */
-  0,                                        /* tp_new */
-  0,                                        /* tp_free */
-};
+int igraphmodule_DFSIter_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_dealloc, igraphmodule_DFSIter_dealloc },
+    { Py_tp_traverse, igraphmodule_DFSIter_traverse },
+    { Py_tp_clear, igraphmodule_DFSIter_clear },
+    { Py_tp_iter, igraphmodule_DFSIter_iter },
+    { Py_tp_iternext, igraphmodule_DFSIter_iternext },
+    { Py_tp_doc, (void*) igraphmodule_DFSIter_doc },
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph.DFSIter",                           /* name */
+    sizeof(igraphmodule_DFSIterObject),         /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC,   /* flags */
+    slots,                                      /* slots */
+  };
 
+  igraphmodule_DFSIterType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_DFSIterType == 0;
+}
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 5e8c74f63..1b21c7139 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -31,8 +31,7 @@
  * \ingroup python_interface_dfsiter
  * \brief A structure representing a DFS iterator of a graph
  */
-typedef struct
-{
+typedef struct {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
   igraph_stack_int_t stack;
@@ -43,12 +42,13 @@ typedef struct
   igraph_bool_t advanced;
 } igraphmodule_DFSIterObject;
 
-PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *o, igraph_neimode_t mode, igraph_bool_t advanced);
-int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
-				  visitproc visit, void *arg);
-int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self);
-void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self);
+extern PyTypeObject* igraphmodule_DFSIterType;
 
-extern PyTypeObject igraphmodule_DFSIterType;
+int igraphmodule_DFSIter_register_type(void);
+
+PyObject* igraphmodule_DFSIter_new(
+  igraphmodule_GraphObject *g, PyObject *o, igraph_neimode_t mode,
+  igraph_bool_t advanced
+);
 
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d58d327cb..1989fabea 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -133,21 +133,13 @@ int igraphmodule_Graph_clear(igraphmodule_GraphObject * self)
 int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
                                 visitproc visit, void *arg)
 {
-  int vret, i;
-
   RC_TRAVERSE("Graph", self);
 
-  if (self->destructor) {
-    vret = visit(self->destructor, arg);
-    if (vret != 0)
-      return vret;
-  }
+  Py_VISIT(self->destructor);
 
   if (self->g.attr) {
-    for (i = 0; i < 3; i++) {
-      vret = visit(((PyObject **) (self->g.attr))[i], arg);
-      if (vret != 0)
-        return vret;
+    for (int i = 0; i < 3; i++) {
+      Py_VISIT(((PyObject**)self->g.attr)[i]);
     }
   }
 
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 374e1bd62..728601a1c 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -852,14 +852,15 @@ PyObject* PyInit__igraph(void)
     INITERROR;
 
   /* Initialize Graph, BFSIter, ARPACKOptions etc */
-  if (igraphmodule_ARPACKOptions_register_type())
+  if (
+    igraphmodule_ARPACKOptions_register_type() ||
+    igraphmodule_BFSIter_register_type() ||
+    igraphmodule_DFSIter_register_type()
+  ) {
     INITERROR;
+  }
   if (PyType_Ready(&igraphmodule_GraphType) < 0)
     INITERROR;
-  if (PyType_Ready(&igraphmodule_BFSIterType) < 0)
-    INITERROR;
-  if (PyType_Ready(&igraphmodule_DFSIterType) < 0)
-    INITERROR;
 
   /* Initialize the core module */
   m = PyModule_Create(&moduledef);
@@ -871,8 +872,8 @@ PyObject* PyInit__igraph(void)
 
   /* Add the types to the core module */
   PyModule_AddObject(m, "GraphBase", (PyObject*)&igraphmodule_GraphType);
-  PyModule_AddObject(m, "BFSIter", (PyObject*)&igraphmodule_BFSIterType);
-  PyModule_AddObject(m, "DFSIter", (PyObject*)&igraphmodule_DFSIterType);
+  PyModule_AddObject(m, "BFSIter", (PyObject*)igraphmodule_BFSIterType);
+  PyModule_AddObject(m, "DFSIter", (PyObject*)igraphmodule_DFSIterType);
   PyModule_AddObject(m, "ARPACKOptions", (PyObject*)igraphmodule_ARPACKOptionsType);
   PyModule_AddObject(m, "Edge", (PyObject*)&igraphmodule_EdgeType);
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)&igraphmodule_EdgeSeqType);

From 085bf11f1ee580e96c6fca74a7f06a181f8394a9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 15:54:37 +0200
Subject: [PATCH 0399/1681] refactor: Edge and Vertex now use the limited
 Python API only

---
 src/_igraph/bfsiter.c      |  10 +-
 src/_igraph/convert.c      |   4 +-
 src/_igraph/dfsiter.c      |  12 +--
 src/_igraph/edgeobject.c   | 149 +++++++++++++++---------------
 src/_igraph/edgeobject.h   |  14 +--
 src/_igraph/igraphmodule.c |  19 ++--
 src/_igraph/vertexobject.c | 182 +++++++++++++++++++++----------------
 src/_igraph/vertexobject.h |  15 +--
 8 files changed, 203 insertions(+), 202 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index eafaa3c06..0f8dffd40 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -52,7 +52,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   o->gref = g;
   o->graph = &g->g;
   
-  if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
+  if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
@@ -116,7 +116,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
  * This is necessary because the \c igraph.BFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
-int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
+static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
@@ -150,7 +150,7 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
  * \ingroup python_interface_bfsiter
  * \brief Deallocates a Python representation of a given BFS iterator object
  */
-void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
+static void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
   PyTypeObject *tp = Py_TYPE(self);
 
   igraphmodule_BFSIter_clear(self);
@@ -161,12 +161,12 @@ void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
   Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
-PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
+static PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
   Py_INCREF(self);
   return (PyObject*)self;
 }
 
-PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
+static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
   if (!igraph_dqueue_int_empty(&self->queue)) {
     igraph_integer_t vid = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index aa40b9115..2d9234328 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2760,7 +2760,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     if (igraphmodule_get_vertex_id_by_name(graph, o, vid)) {
       return 1;
     }
-  } else if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_VertexType)) {
+  } else if (igraphmodule_Vertex_Check(o)) {
     /* Single vertex ID from Vertex object */
     igraphmodule_VertexObject *vo = (igraphmodule_VertexObject*)o;
     *vid = igraphmodule_Vertex_get_index_igraph_integer(vo);
@@ -2971,7 +2971,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     /* Single edge ID */
     if (igraphmodule_PyObject_to_integer_t(o, eid)) 
       return 1;
-  } else if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_EdgeType)) {
+  } else if (igraphmodule_Edge_Check(o)) {
     /* Single edge ID from Edge object */
     igraphmodule_EdgeObject *eo = (igraphmodule_EdgeObject*)o;
     *eid = igraphmodule_Edge_get_index_as_igraph_integer(eo);
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 3f4ca8f06..d1e419d7c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -52,7 +52,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   o->gref = g;
   o->graph = &g->g;
   
-  if (!PyLong_Check(root) && !PyObject_IsInstance(root, (PyObject*)&igraphmodule_VertexType)) {
+  if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
@@ -117,7 +117,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
  * This is necessary because the \c igraph.DFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
-int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
+static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
@@ -129,7 +129,7 @@ int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
  * \ingroup python_interface_dfsiter
  * \brief Clears the iterator's subobject (before deallocation)
  */
-int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
+static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
   PyObject *tmp;
 
   PyObject_GC_UnTrack(self);
@@ -150,7 +150,7 @@ int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
  * \ingroup python_interface_dfsiter
  * \brief Deallocates a Python representation of a given DFS iterator object
  */
-void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
+static void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
   PyTypeObject *tp = Py_TYPE(self);
 
   igraphmodule_DFSIter_clear(self);
@@ -161,12 +161,12 @@ void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
   Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
-PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
+static PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
   Py_INCREF(self);
   return (PyObject*)self;
 }
 
-PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
+static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
   /* the design is to return the top of the stack and then proceed until
    * we have found an unvisited neighbor and push that on top */
   igraph_integer_t parent_out, dist_out, vid_out;
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 7410412a6..b0ef72d3b 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -22,6 +22,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060000
+
 #include "attributes.h"
 #include "convert.h"
 #include "edgeobject.h"
@@ -35,17 +37,16 @@
  * \defgroup python_interface_edge Edge object
  */
 
-PyTypeObject igraphmodule_EdgeType;
+PyTypeObject* igraphmodule_EdgeType;
+
+PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self);
 
 /**
  * \ingroup python_interface_edge
  * \brief Checks whether the given Python object is an edge
  */
 int igraphmodule_Edge_Check(PyObject* obj) {
-  if (!obj)
-    return 0;
-  
-  return PyObject_IsInstance(obj, (PyObject*)(&igraphmodule_EdgeType));
+  return obj ? PyObject_IsInstance(obj, (PyObject*)(igraphmodule_EdgeType)) : 0;
 }
 
 /**
@@ -101,13 +102,13 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  */
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
   igraphmodule_EdgeObject* self;
-  self=PyObject_New(igraphmodule_EdgeObject, &igraphmodule_EdgeType);
+  self = PyObject_New(igraphmodule_EdgeObject, igraphmodule_EdgeType);
   if (self) {
     RC_ALLOC("Edge", self);
     Py_INCREF(gref);
-    self->gref=gref;
-    self->idx=idx;
-    self->hash=-1;
+    self->gref = gref;
+    self->idx = idx;
+    self->hash = -1;
   }
   return (PyObject*)self;
 }
@@ -130,12 +131,15 @@ int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
  * \ingroup python_interface_edge
  * \brief Deallocates a Python representation of a given edge object
  */
-void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
+static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
+  PyTypeObject* tp = Py_TYPE(self);
+
   igraphmodule_Edge_clear(self);
 
   RC_DEALLOC("Edge", self);
 
   PyObject_Del((PyObject*)self);
+  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
 /** \ingroup python_interface_edge
@@ -143,7 +147,7 @@ void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
  * 
  * \return the formatted textual representation as a \c PyObject
  */
-PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
+static PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
   PyObject *s;
   PyObject *attrs;
 
@@ -161,7 +165,7 @@ PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
 /** \ingroup python_interface_edge
  * \brief Returns the hash code of the edge
  */
-long igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
+static long igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
   long hash_graph;
   long hash_index;
   long result;
@@ -198,7 +202,7 @@ long igraphmodule_Edge_hash(igraphmodule_EdgeObject* self) {
 /** \ingroup python_interface_edge
  * \brief Rich comparison of an edge with another
  */
-PyObject* igraphmodule_Edge_richcompare(igraphmodule_EdgeObject *a,
+static PyObject* igraphmodule_Edge_richcompare(igraphmodule_EdgeObject *a,
     PyObject *b, int op) {
 
   igraphmodule_EdgeObject* self = a;
@@ -242,17 +246,18 @@ PyObject* igraphmodule_Edge_richcompare(igraphmodule_EdgeObject *a,
 Py_ssize_t igraphmodule_Edge_attribute_count(igraphmodule_EdgeObject* self) {
   igraphmodule_GraphObject *o = self->gref;
   
-  if (!o) return 0;
-  if (!((PyObject**)o->g.attr)[1]) return 0;
-  return PyDict_Size(((PyObject**)o->g.attr)[1]);
+  if (!o || !((PyObject**)o->g.attr)[1]) {
+    return 0;
+  } else {
+    return PyDict_Size(((PyObject**)o->g.attr)[1]);
+  }
 }
 
 /** \ingroup python_interface_edge
  * \brief Returns the list of attribute names
  */
 PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self) {
-  if (!self->gref) return NULL;
-  return igraphmodule_Graph_edge_attributes(self->gref);
+  return self->gref ? igraphmodule_Graph_edge_attributes(self->gref) : 0;
 }
 
 /** \ingroup python_interface_edge
@@ -290,7 +295,15 @@ PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self) {
           /* no need to Py_INCREF, PyDict_SetItem will do that */
           PyDict_SetItem(dict, name, value);
         }
+      } else {
+        Py_DECREF(dict);
+        Py_DECREF(names);
+        return NULL;
       }
+    } else {
+      Py_DECREF(dict);
+      Py_DECREF(names);
+      return NULL;
     }
   }
 
@@ -584,18 +597,25 @@ PyObject* igraphmodule_Edge_get_graph(igraphmodule_EdgeObject* self, void* closu
 #define GRAPH_PROXY_METHOD(FUNC, METHODNAME) \
     PyObject* igraphmodule_Edge_##FUNC(igraphmodule_EdgeObject* self, PyObject* args, PyObject* kwds) { \
       PyObject *new_args, *item, *result;                     \
-      Py_ssize_t i, num_args = args ? PyTuple_Size(args)+1 : 1; \
+      Py_ssize_t i, num_args = args ? PyTuple_Size(args) + 1 : 1; \
                                                               \
       /* Prepend ourselves to args */                         \
       new_args = PyTuple_New(num_args);                       \
-      Py_INCREF(self); PyTuple_SET_ITEM(new_args, 0, (PyObject*)self);   \
+      Py_INCREF(self);                                        \
+      PyTuple_SetItem(new_args, 0, (PyObject*)self);          \
       for (i = 1; i < num_args; i++) {                        \
-        item = PyTuple_GET_ITEM(args, i-1);                   \
-        Py_INCREF(item); PyTuple_SET_ITEM(new_args, i, item); \
+        item = PyTuple_GetItem(args, i - 1);                  \
+        Py_INCREF(item);                                      \
+        PyTuple_SetItem(new_args, i, item);                   \
       }                                                       \
                                                               \
       /* Get the method instance */                           \
       item = PyObject_GetAttrString((PyObject*)(self->gref), METHODNAME);  \
+      if (item == 0) {                                        \
+        Py_DECREF(new_args);                                  \
+        return 0;                                             \
+      }                                                       \
+                                                              \
       result = PyObject_Call(item, new_args, kwds);           \
       Py_DECREF(item);                                        \
       Py_DECREF(new_args);                                    \
@@ -691,46 +711,8 @@ PyGetSetDef igraphmodule_Edge_getseters[] = {
   {NULL}
 };
 
-/** \ingroup python_interface_edge
- * This structure is the collection of functions necessary to implement
- * the edge as a mapping (i.e. to allow the retrieval and setting of
- * igraph attributes in Python as if it were of a Python mapping type)
- */
-PyMappingMethods igraphmodule_Edge_as_mapping = {
-  // returns the number of edge attributes
-  (lenfunc)igraphmodule_Edge_attribute_count,
-  // returns an attribute by name
-  (binaryfunc)igraphmodule_Edge_get_attribute,
-  // sets an attribute by name
-  (objobjargproc)igraphmodule_Edge_set_attribute
-};
-
-/** \ingroup python_interface_edge
- * Python type object referencing the methods Python calls when it performs various operations on
- * an edge of a graph
- */
-PyTypeObject igraphmodule_EdgeType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph.Edge",                              // tp_name
-  sizeof(igraphmodule_EdgeObject),            // tp_basicsize
-  0,                                          // tp_itemsize
-  (destructor)igraphmodule_Edge_dealloc,      // tp_dealloc
-  0,                                          // tp_print
-  0,                                          // tp_getattr
-  0,                                          // tp_setattr
-  0,                                          /* tp_compare (2.x) / tp_reserved (3.x) */
-  (reprfunc)igraphmodule_Edge_repr,           // tp_repr
-  0,                                          // tp_as_number
-  0,                                          // tp_as_sequence
-  &igraphmodule_Edge_as_mapping,              // tp_as_mapping
-  (hashfunc)igraphmodule_Edge_hash,           /* tp_hash */
-  0,                                          // tp_call
-  0,                                          // tp_str
-  0,                                          // tp_getattro
-  0,                                          // tp_setattro
-  0,                                          // tp_as_buffer
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   // tp_flags
+PyDoc_STRVAR(
+  igraphmodule_Edge_doc,
   "Class representing a single edge in a graph.\n\n"
   "The edge is referenced by its index, so if the underlying graph\n"
   "changes, the semantics of the edge object might change as well\n"
@@ -739,15 +721,34 @@ PyTypeObject igraphmodule_EdgeType =
   "as a hash:\n\n"
   "  >>> e[\"weight\"] = 2                  #doctest: +SKIP\n"
   "  >>> print(e[\"weight\"])               #doctest: +SKIP\n"
-  "  2\n", // tp_doc
-  0,                                          // tp_traverse
-  0,                                          // tp_clear
-  (richcmpfunc)igraphmodule_Edge_richcompare, /* tp_richcompare */
-  0,                                          // tp_weaklistoffset
-  0,                                          // tp_iter
-  0,                                          // tp_iternext
-  igraphmodule_Edge_methods,                  // tp_methods
-  0,                                          // tp_members
-  igraphmodule_Edge_getseters,                // tp_getset
-};
-
+  "  2\n"
+);
+
+int igraphmodule_Edge_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_dealloc, igraphmodule_Edge_dealloc },
+    { Py_tp_hash, igraphmodule_Edge_hash },
+    { Py_tp_repr, igraphmodule_Edge_repr },
+    { Py_tp_richcompare, igraphmodule_Edge_richcompare },
+    { Py_tp_methods, igraphmodule_Edge_methods },
+    { Py_tp_getset, igraphmodule_Edge_getseters },
+    { Py_tp_doc, (void*) igraphmodule_Edge_doc },
+
+    { Py_mp_length, igraphmodule_Edge_attribute_count },
+    { Py_mp_subscript, igraphmodule_Edge_get_attribute },
+    { Py_mp_ass_subscript, igraphmodule_Edge_set_attribute },
+  
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph.Edge",                              /* name */
+    sizeof(igraphmodule_EdgeObject),            /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_EdgeType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_EdgeType == 0;
+}
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index b2192674b..7432d22a3 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -38,20 +38,12 @@ typedef struct {
   long hash;
 } igraphmodule_EdgeObject;
 
-int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self);
-void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self);
+extern PyTypeObject* igraphmodule_EdgeType;
 
-int igraphmodule_Edge_Check(PyObject *obj);
-int igraphmodule_Edge_Validate(PyObject *obj);
+int igraphmodule_Edge_register_type(void);
 
+int igraphmodule_Edge_Check(PyObject* obj);
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self);
-PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self);
-PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self);
 igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
-PyObject* igraphmodule_Edge_update_attributes(PyObject* self, PyObject* args,
-    PyObject* kwds);
-
-extern PyTypeObject igraphmodule_EdgeType;
 
 #endif
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 728601a1c..0fad4c359 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -842,20 +842,13 @@ PyObject* PyInit__igraph(void)
   if (PyType_Ready(&igraphmodule_EdgeSeqType) < 0)
     INITERROR;
   
-  /* Initialize Vertex, Edge */
-  igraphmodule_VertexType.tp_clear = (inquiry)igraphmodule_Vertex_clear;
-  if (PyType_Ready(&igraphmodule_VertexType) < 0)
-    INITERROR;
-  
-  igraphmodule_EdgeType.tp_clear = (inquiry)igraphmodule_Edge_clear;
-  if (PyType_Ready(&igraphmodule_EdgeType) < 0)
-    INITERROR;
-
-  /* Initialize Graph, BFSIter, ARPACKOptions etc */
+  /* Initialize types */
   if (
     igraphmodule_ARPACKOptions_register_type() ||
     igraphmodule_BFSIter_register_type() ||
-    igraphmodule_DFSIter_register_type()
+    igraphmodule_DFSIter_register_type() ||
+    igraphmodule_Edge_register_type() ||
+    igraphmodule_Vertex_register_type()
   ) {
     INITERROR;
   }
@@ -875,9 +868,9 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "BFSIter", (PyObject*)igraphmodule_BFSIterType);
   PyModule_AddObject(m, "DFSIter", (PyObject*)igraphmodule_DFSIterType);
   PyModule_AddObject(m, "ARPACKOptions", (PyObject*)igraphmodule_ARPACKOptionsType);
-  PyModule_AddObject(m, "Edge", (PyObject*)&igraphmodule_EdgeType);
+  PyModule_AddObject(m, "Edge", (PyObject*)igraphmodule_EdgeType);
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)&igraphmodule_EdgeSeqType);
-  PyModule_AddObject(m, "Vertex", (PyObject*)&igraphmodule_VertexType);
+  PyModule_AddObject(m, "Vertex", (PyObject*)igraphmodule_VertexType);
   PyModule_AddObject(m, "VertexSeq", (PyObject*)&igraphmodule_VertexSeqType);
  
   /* Internal error exception type */
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 71dc24c9b..699634789 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -22,6 +22,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060000
+
 #include "attributes.h"
 #include "convert.h"
 #include "edgeobject.h"
@@ -35,7 +37,9 @@
  * \defgroup python_interface_vertex Vertex object
  */
 
-PyTypeObject igraphmodule_VertexType;
+PyTypeObject* igraphmodule_VertexType;
+
+PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self);
 
 /**
  * \ingroup python_interface_vertex
@@ -45,7 +49,7 @@ int igraphmodule_Vertex_Check(PyObject* obj) {
   if (!obj)
     return 0;
   
-  return PyObject_IsInstance(obj, (PyObject*)(&igraphmodule_VertexType));
+  return PyObject_IsInstance(obj, (PyObject*)igraphmodule_VertexType);
 }
 
 /**
@@ -101,13 +105,13 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  */
 PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
   igraphmodule_VertexObject* self;
-  self=PyObject_New(igraphmodule_VertexObject, &igraphmodule_VertexType);
+  self = PyObject_New(igraphmodule_VertexObject, igraphmodule_VertexType);
   if (self) {
     RC_ALLOC("Vertex", self);
     Py_INCREF(gref);
-    self->gref=gref;
-    self->idx=idx;
-    self->hash=-1;
+    self->gref = gref;
+    self->idx = idx;
+    self->hash = -1;
   }
   return (PyObject*)self;
 }
@@ -130,12 +134,15 @@ int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
  * \ingroup python_interface_vertex
  * \brief Deallocates a Python representation of a given vertex object
  */
-void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
+static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
+  PyTypeObject* tp = Py_TYPE(self);
+
   igraphmodule_Vertex_clear(self);
 
   RC_DEALLOC("Vertex", self);
 
   PyObject_Del((PyObject*)self);
+  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
 }
 
 /** \ingroup python_interface_vertex
@@ -143,13 +150,14 @@ void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
  * 
  * \return the formatted textual representation as a \c PyObject
  */
-PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
+static PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
   PyObject *s;
   PyObject *attrs;
 
   attrs = igraphmodule_Vertex_attributes(self);
-  if (attrs == 0)
+  if (attrs == 0) {
     return NULL;
+  }
 
   s = PyUnicode_FromFormat("igraph.Vertex(%R, %" IGRAPH_PRId ", %R)",
       (PyObject*)self->gref, self->idx, attrs);
@@ -161,7 +169,7 @@ PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
 /** \ingroup python_interface_vertex
  * \brief Returns the hash code of the vertex
  */
-long igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
+static long igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
   long hash_graph;
   long hash_index;
   long result;
@@ -198,7 +206,7 @@ long igraphmodule_Vertex_hash(igraphmodule_VertexObject* self) {
 /** \ingroup python_interface_vertex
  * \brief Rich comparison of a vertex with another
  */
-PyObject* igraphmodule_Vertex_richcompare(igraphmodule_VertexObject *a,
+static PyObject* igraphmodule_Vertex_richcompare(igraphmodule_VertexObject *a,
     PyObject *b, int op) {
 
   igraphmodule_VertexObject* self = a;
@@ -242,17 +250,18 @@ PyObject* igraphmodule_Vertex_richcompare(igraphmodule_VertexObject *a,
 Py_ssize_t igraphmodule_Vertex_attribute_count(igraphmodule_VertexObject* self) {
   igraphmodule_GraphObject *o = self->gref;
   
-  if (!o) return 0;
-  if (!((PyObject**)o->g.attr)[1]) return 0;
-  return PyDict_Size(((PyObject**)o->g.attr)[1]);
+  if (!o || !((PyObject**)o->g.attr)[1]) {
+    return 0;
+  } else {
+    return PyDict_Size(((PyObject**)o->g.attr)[1]);
+  }
 }
 
 /** \ingroup python_interface_vertex
  * \brief Returns the list of attribute names
  */
 PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self) {
-  if (!self->gref) return NULL;
-  return igraphmodule_Graph_vertex_attributes(self->gref);
+  return self->gref ? igraphmodule_Graph_vertex_attributes(self->gref) : 0;
 }
 
 /** \ingroup python_interface_vertex
@@ -263,8 +272,9 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self) {
   PyObject *names, *dict;
   Py_ssize_t i, n;
 
-  if (!igraphmodule_Vertex_Validate((PyObject*)self))
+  if (!igraphmodule_Vertex_Validate((PyObject*)self)) {
     return 0;
+  }
 
   dict = PyDict_New();
   if (!dict) {
@@ -289,7 +299,15 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self) {
           /* No need to Py_INCREF, PyDict_SetItem will do that */
           PyDict_SetItem(dict, name, value);
         }
+      } else {
+        Py_DECREF(dict);
+        Py_DECREF(names);
+        return NULL;
       }
+    } else {
+      Py_DECREF(dict);
+      Py_DECREF(names);
+      return NULL;
     }
   }
 
@@ -601,10 +619,14 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
 
   n = PyList_Size(obj);
   for (i = 0; i < n; i++) {
-    PyObject* idx = PyList_GET_ITEM(obj, i);
-    PyObject* v;
+    PyObject* idx = PyList_GetItem(obj, i);
+    PyObject* edge;
     igraph_integer_t idx_int;
 
+    if (!idx) {
+      return NULL;
+    }
+  
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_edge_list expected list of integers");
       return NULL;
@@ -614,15 +636,19 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
       return NULL;
     }
 
-    v = igraphmodule_Edge_New(vertex->gref, idx_int);
-    if (!v) {
+    edge = igraphmodule_Edge_New(vertex->gref, idx_int);
+    if (!edge) {
       return NULL;
     }
 
-    PyList_SetItem(obj, i, v);   /* reference to v stolen, reference to idx discarded */
+    if (PyList_SetItem(obj, i, edge)) {  /* reference to v stolen, reference to idx discarded */
+      Py_DECREF(edge);
+      return NULL;
+    }
   }
 
   Py_INCREF(obj);
+
   return obj;
 }
 
@@ -638,10 +664,14 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
 
   n = PyList_Size(obj);
   for (i = 0; i < n; i++) {
-    PyObject* idx = PyList_GET_ITEM(obj, i);
+    PyObject* idx = PyList_GetItem(obj, i);
     PyObject* v;
     igraph_integer_t idx_int;
 
+    if (!idx) {
+      return NULL;
+    }
+  
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_vertex_list expected list of integers");
       return NULL;
@@ -656,7 +686,10 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
       return NULL;
     }
 
-    PyList_SetItem(obj, i, v);   /* reference to v stolen, reference to idx discarded */
+    if (PyList_SetItem(obj, i, v)) {  /* reference to v stolen, reference to idx discarded */
+      Py_DECREF(v);
+      return NULL;
+    }
   }
 
   Py_INCREF(obj);
@@ -666,18 +699,25 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
 #define GRAPH_PROXY_METHOD_PP(FUNC, METHODNAME, POSTPROCESS) \
     PyObject* igraphmodule_Vertex_##FUNC(igraphmodule_VertexObject* self, PyObject* args, PyObject* kwds) { \
       PyObject *new_args, *item, *result;                     \
-      Py_ssize_t i, num_args = args ? PyTuple_Size(args)+1 : 1; \
+      Py_ssize_t i, num_args = args ? PyTuple_Size(args) + 1 : 1; \
                                                               \
       /* Prepend ourselves to args */                         \
       new_args = PyTuple_New(num_args);                       \
-      Py_INCREF(self); PyTuple_SET_ITEM(new_args, 0, (PyObject*)self);   \
+      Py_INCREF(self);                                        \
+      PyTuple_SetItem(new_args, 0, (PyObject*)self);          \
       for (i = 1; i < num_args; i++) {                        \
-        item = PyTuple_GET_ITEM(args, i-1);                   \
-        Py_INCREF(item); PyTuple_SET_ITEM(new_args, i, item); \
+        item = PyTuple_GetItem(args, i - 1);                  \
+        Py_INCREF(item);                                      \
+        PyTuple_SetItem(new_args, i, item);                   \
       }                                                       \
                                                               \
       /* Get the method instance */                           \
       item = PyObject_GetAttrString((PyObject*)(self->gref), METHODNAME);  \
+      if (item == 0) {                                        \
+        Py_DECREF(new_args);                                  \
+        return 0;                                             \
+      }                                                       \
+                                                              \
       result = PyObject_Call(item, new_args, kwds);           \
       Py_DECREF(item);                                        \
       Py_DECREF(new_args);                                    \
@@ -688,6 +728,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
         Py_DECREF(result);                                    \
         return pp_result;                                     \
       }                                                       \
+                                                              \
       return NULL;                                            \
     }
 
@@ -799,20 +840,6 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
 #undef GRAPH_PROXY_METHOD_SPEC
 #undef GRAPH_PROXY_METHOD_SPEC_2
 
-/** \ingroup python_interface_vertex
- * This structure is the collection of functions necessary to implement
- * the vertex as a mapping (i.e. to allow the retrieval and setting of
- * igraph attributes in Python as if it were of a Python mapping type)
- */
-PyMappingMethods igraphmodule_Vertex_as_mapping = {
-  // returns the number of vertex attributes
-  (lenfunc)igraphmodule_Vertex_attribute_count,
-  // returns an attribute by name
-  (binaryfunc)igraphmodule_Vertex_get_attribute,
-  // sets an attribute by name
-  (objobjargproc)igraphmodule_Vertex_set_attribute
-};
-
 /**
  * \ingroup python_interface_vertex
  * Getter/setter table for the \c igraph.Vertex object
@@ -827,32 +854,8 @@ PyGetSetDef igraphmodule_Vertex_getseters[] = {
   {NULL}
 };
 
-/** \ingroup python_interface_vertex
- * Python type object referencing the methods Python calls when it performs various operations on
- * a vertex of a graph
- */
-PyTypeObject igraphmodule_VertexType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph.Vertex",                            /* tp_name */
-  sizeof(igraphmodule_VertexObject),          /* tp_basicsize */
-  0,                                          /* tp_itemsize */
-  (destructor)igraphmodule_Vertex_dealloc,    /* tp_dealloc */
-  0,                                          /* tp_print */
-  0,                                          /* tp_getattr */
-  0,                                          /* tp_setattr */
-  0,                                          /* tp_compare (2.x) / tp_reserved (3.x) */
-  (reprfunc)igraphmodule_Vertex_repr,         /* tp_repr */
-  0,                                          /* tp_as_number */
-  0,                                          /* tp_as_sequence */
-  &igraphmodule_Vertex_as_mapping,            /* tp_as_mapping */
-  (hashfunc)igraphmodule_Vertex_hash,         /* tp_hash */
-  0,                                          /* tp_call */
-  0,                                          /* tp_str */
-  0,                                          /* tp_getattro */
-  0,                                          /* tp_setattro */
-  0,                                          /* tp_as_buffer */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* tp_flags */
+PyDoc_STRVAR(
+  igraphmodule_Vertex_doc,
   "Class representing a single vertex in a graph.\n\n"
   "The vertex is referenced by its index, so if the underlying graph\n"
   "changes, the semantics of the vertex object might change as well\n"
@@ -861,15 +864,34 @@ PyTypeObject igraphmodule_VertexType =
   "as a hash:\n\n"
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
   "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
-  "  red\n", /* tp_doc */
-  0,                                          /* tp_traverse */
-  0,                                          /* tp_clear */
-  (richcmpfunc)igraphmodule_Vertex_richcompare, /* tp_richcompare */
-  0,                                          /* tp_weaklistoffset */
-  0,                                          /* tp_iter */
-  0,                                          /* tp_iternext */
-  igraphmodule_Vertex_methods,                /* tp_methods */
-  0,                                          /* tp_members */
-  igraphmodule_Vertex_getseters,              /* tp_getset */
-};
-
+  "  red\n"
+);
+
+int igraphmodule_Vertex_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_dealloc, igraphmodule_Vertex_dealloc },
+    { Py_tp_hash, igraphmodule_Vertex_hash },
+    { Py_tp_repr, igraphmodule_Vertex_repr },
+    { Py_tp_richcompare, igraphmodule_Vertex_richcompare },
+    { Py_tp_methods, igraphmodule_Vertex_methods },
+    { Py_tp_getset, igraphmodule_Vertex_getseters },
+    { Py_tp_doc, (void*) igraphmodule_Vertex_doc },
+
+    { Py_mp_length, igraphmodule_Vertex_attribute_count },
+    { Py_mp_subscript, igraphmodule_Vertex_get_attribute },
+    { Py_mp_ass_subscript, igraphmodule_Vertex_set_attribute },
+  
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph.Vertex",                            /* name */
+    sizeof(igraphmodule_VertexObject),          /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_VertexType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_VertexType == 0;
+}
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index d1667e3b9..e16e8c37c 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -39,20 +39,13 @@ typedef struct
   long hash;
 } igraphmodule_VertexObject;
 
-int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self);
-void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self);
+extern PyTypeObject* igraphmodule_VertexType;
 
-int igraphmodule_Vertex_Check(PyObject *obj);
-int igraphmodule_Vertex_Validate(PyObject *obj);
+int igraphmodule_Vertex_register_type(void);
 
+int igraphmodule_Vertex_Check(PyObject* obj);
 PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self);
-PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self);
-PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self);
 igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
-PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
-    PyObject* kwds);
-
-extern PyTypeObject igraphmodule_VertexType;
+PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args, PyObject* kwds);
 
 #endif

From c0165da6afacc484ae3b02994daf47c2e8aceae6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 16:21:03 +0200
Subject: [PATCH 0400/1681] fix: re-added missing tp_clear slots to Edge and
 Vertex

---
 src/_igraph/edgeobject.c   | 3 ++-
 src/_igraph/vertexobject.c | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index b0ef72d3b..f0cbfb9d0 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -117,7 +117,7 @@ PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t
  * \ingroup python_interface_edge
  * \brief Clears the edge's subobject (before deallocation)
  */
-int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
+static int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
   PyObject *tmp;
 
   tmp=(PyObject*)self->gref;
@@ -727,6 +727,7 @@ PyDoc_STRVAR(
 int igraphmodule_Edge_register_type() {
   PyType_Slot slots[] = {
     { Py_tp_dealloc, igraphmodule_Edge_dealloc },
+    { Py_tp_clear, igraphmodule_Edge_clear },
     { Py_tp_hash, igraphmodule_Edge_hash },
     { Py_tp_repr, igraphmodule_Edge_repr },
     { Py_tp_richcompare, igraphmodule_Edge_richcompare },
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 699634789..0d146c39b 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -120,7 +120,7 @@ PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer
  * \ingroup python_interface_vertex
  * \brief Clears the vertex's subobject (before deallocation)
  */
-int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
+static int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
   PyObject *tmp;
 
   tmp=(PyObject*)self->gref;
@@ -869,6 +869,7 @@ PyDoc_STRVAR(
 
 int igraphmodule_Vertex_register_type() {
   PyType_Slot slots[] = {
+    { Py_tp_clear, igraphmodule_Vertex_clear },
     { Py_tp_dealloc, igraphmodule_Vertex_dealloc },
     { Py_tp_hash, igraphmodule_Vertex_hash },
     { Py_tp_repr, igraphmodule_Vertex_repr },

From 1f9b550481bfad559470ef4ae799c9d388018821 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 19:12:43 +0200
Subject: [PATCH 0401/1681] fix: fix a compiler warning about uninitialized
 variables

---
 src/_igraph/igraphmodule.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 0fad4c359..947541c54 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -230,7 +230,7 @@ PyObject* igraphmodule_set_status_handler(PyObject* self, PyObject* o) {
 
 PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwds) {
   static char* kwlist[] = {"vs", "coords", NULL};
-  PyObject *vs, *o, *o1, *o2, *o1_float, *o2_float, *coords = Py_False;
+  PyObject *vs, *o, *o1 = 0, *o2 = 0, *o1_float, *o2_float, *coords = Py_False;
   igraph_matrix_t mtrx;
   igraph_vector_int_t result;
   igraph_matrix_t resmat;

From dbae48d6264a0321eded778327f70d151c31e2db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 19:18:17 +0200
Subject: [PATCH 0402/1681] test: use pytest in all environments in CI

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e8c785feb..ed176ec2b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -154,7 +154,7 @@ jobs:
           IGRAPH_STATIC_EXTENSION: True
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest -vvv"
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -196,8 +196,8 @@ jobs:
 
       - name: Test
         run: |
-          pip install numpy scipy pandas networkx
-          python -m unittest -vvv
+          pip install numpy scipy pandas networkx pytest
+          python -m pytest tests
 
       - uses: actions/upload-artifact@v2
         with:

From ea9c651edd2d9e63b79204bd6eeb0ece9db3958e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 19:20:37 +0200
Subject: [PATCH 0403/1681] test: try skipping Python 3.6 temporarily to see if
 the build fails with newer versions

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ed176ec2b..62624ef20 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "cp27-* pp27-* cp35-*"
+  CIBW_SKIP: "cp27-* pp27-* cp35-* cp36-*"
 
 jobs:
   build_wheels:

From 1b52627bd6a13deb8d77a59a6124d10de0f74438 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 20:21:22 +0200
Subject: [PATCH 0404/1681] test: temporarily exclude Python 3.7 as well

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 62624ef20..9d4d7874f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "cp27-* pp27-* cp35-* cp36-*"
+  CIBW_SKIP: "cp27-* pp27-* cp35-* cp36-* cp37-*"
 
 jobs:
   build_wheels:

From 95077121135099bd73540dcb68f708f3864fc283 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 20:21:41 +0200
Subject: [PATCH 0405/1681] refactor: use Py_CLEAR macro

---
 src/_igraph/bfsiter.c      | 6 ++----
 src/_igraph/dfsiter.c      | 9 +++------
 src/_igraph/edgeobject.c   | 7 +------
 src/_igraph/vertexobject.c | 7 +------
 4 files changed, 7 insertions(+), 22 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 0f8dffd40..257cf5168 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -132,10 +132,8 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
   PyObject *tmp;
 
   PyObject_GC_UnTrack(self);
-  
-  tmp = (PyObject*)self->gref;
-  self->gref = NULL;
-  Py_XDECREF(tmp);
+
+  Py_CLEAR(self->gref);  
 
   igraph_dqueue_int_destroy(&self->queue);
   igraph_vector_int_destroy(&self->neis);
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index d1e419d7c..9ff624cf7 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -130,16 +130,13 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
  * \brief Clears the iterator's subobject (before deallocation)
  */
 static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
-  PyObject *tmp;
-
   PyObject_GC_UnTrack(self);
-  
-  tmp = (PyObject*)self->gref;
-  self->gref = NULL;
-  Py_XDECREF(tmp);
+
+  Py_CLEAR(self->gref);
 
   igraph_stack_int_destroy(&self->stack);
   igraph_vector_int_destroy(&self->neis);
+
   free(self->visited);
   self->visited = 0;
   
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index f0cbfb9d0..1d09cda1d 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -118,12 +118,7 @@ PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t
  * \brief Clears the edge's subobject (before deallocation)
  */
 static int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
-  PyObject *tmp;
-
-  tmp=(PyObject*)self->gref;
-  self->gref=NULL;
-  Py_XDECREF(tmp);
-
+  Py_CLEAR(self->gref);
   return 0;
 }
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 0d146c39b..bf6655f19 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -121,12 +121,7 @@ PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer
  * \brief Clears the vertex's subobject (before deallocation)
  */
 static int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
-  PyObject *tmp;
-
-  tmp=(PyObject*)self->gref;
-  self->gref=NULL;
-  Py_XDECREF(tmp);
-
+  Py_CLEAR(self->gref);
   return 0;
 }
 

From bc427c2ee4a2096b7f0260b5d99f7642d36fad77 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 21:24:39 +0200
Subject: [PATCH 0406/1681] test: re-add Python 3.6 and 3.7

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d4d7874f..ed176ec2b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "cp27-* pp27-* cp35-* cp36-* cp37-*"
+  CIBW_SKIP: "cp27-* pp27-* cp35-*"
 
 jobs:
   build_wheels:

From 05c9edc5096e2fd32ac9ab7b57e2c03c1db99b65 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Sep 2021 22:28:39 +0200
Subject: [PATCH 0407/1681] fix: fix reference counting errors with
 heap-allocated types

---
 .gitignore                 | 1 +
 src/_igraph/arpackobject.c | 1 +
 src/_igraph/bfsiter.c      | 8 ++++++--
 src/_igraph/dfsiter.c      | 5 +++++
 src/_igraph/edgeobject.c   | 6 +++++-
 src/_igraph/vertexobject.c | 6 ++----
 test.sh                    | 9 ++++++---
 7 files changed, 26 insertions(+), 10 deletions(-)

diff --git a/.gitignore b/.gitignore
index 323291f0c..2391ed900 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,6 +11,7 @@ src/igraph/*.so
 .eggs/
 .tox
 .venv/
+.venv-*/
 .vscode/
 vendor/build/
 vendor/install/
diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index c4e020450..f8523c289 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -36,6 +36,7 @@ PyObject* igraphmodule_ARPACKOptions_new() {
   igraphmodule_ARPACKOptionsObject* self;
   self = PyObject_New(igraphmodule_ARPACKOptionsObject, igraphmodule_ARPACKOptionsType);
   if (self) {
+    Py_INCREF(igraphmodule_ARPACKOptionsType);  /* needed because heap-allocated types are refcounted */
     igraph_arpack_options_init(&self->params);
     igraph_arpack_options_init(&self->params_out);
   }
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 257cf5168..3bab05eb1 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -48,6 +48,12 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   igraph_integer_t no_of_nodes, r;
   
   o = PyObject_GC_New(igraphmodule_BFSIterObject, igraphmodule_BFSIterType);
+  if (!o) {
+    return NULL;
+  }
+  
+  Py_INCREF(igraphmodule_BFSIterType);
+
   Py_INCREF(g);
   o->gref = g;
   o->graph = &g->g;
@@ -129,8 +135,6 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
  * \brief Clears the iterator's subobject (before deallocation)
  */
 int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
-  PyObject *tmp;
-
   PyObject_GC_UnTrack(self);
 
   Py_CLEAR(self->gref);  
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 9ff624cf7..d9b32761d 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -48,6 +48,11 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   igraph_integer_t no_of_nodes, r;
 
   o = PyObject_GC_New(igraphmodule_DFSIterObject, igraphmodule_DFSIterType);
+  if (!o) {
+    return NULL;
+  }
+  Py_INCREF(igraphmodule_DFSIterType);
+
   Py_INCREF(g);
   o->gref = g;
   o->graph = &g->g;
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 1d09cda1d..1e811c09f 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -46,7 +46,7 @@ PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self);
  * \brief Checks whether the given Python object is an edge
  */
 int igraphmodule_Edge_Check(PyObject* obj) {
-  return obj ? PyObject_IsInstance(obj, (PyObject*)(igraphmodule_EdgeType)) : 0;
+  return obj ? PyObject_IsInstance(obj, (PyObject*)igraphmodule_EdgeType) : 0;
 }
 
 /**
@@ -102,14 +102,18 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  */
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
   igraphmodule_EdgeObject* self;
+
+
   self = PyObject_New(igraphmodule_EdgeObject, igraphmodule_EdgeType);
   if (self) {
     RC_ALLOC("Edge", self);
+    Py_INCREF(igraphmodule_EdgeType);
     Py_INCREF(gref);
     self->gref = gref;
     self->idx = idx;
     self->hash = -1;
   }
+
   return (PyObject*)self;
 }
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index bf6655f19..eec5bdc6f 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -46,10 +46,7 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self);
  * \brief Checks whether the given Python object is a vertex
  */
 int igraphmodule_Vertex_Check(PyObject* obj) {
-  if (!obj)
-    return 0;
-  
-  return PyObject_IsInstance(obj, (PyObject*)igraphmodule_VertexType);
+  return obj ? PyObject_IsInstance(obj, (PyObject*)igraphmodule_VertexType) : 0;
 }
 
 /**
@@ -108,6 +105,7 @@ PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer
   self = PyObject_New(igraphmodule_VertexObject, igraphmodule_VertexType);
   if (self) {
     RC_ALLOC("Vertex", self);
+    Py_INCREF(igraphmodule_VertexType);
     Py_INCREF(gref);
     self->gref = gref;
     self->idx = idx;
diff --git a/test.sh b/test.sh
index d5c4193cb..64d9b8789 100755
--- a/test.sh
+++ b/test.sh
@@ -1,6 +1,5 @@
 #!/bin/bash
 
-VENV_DIR=.venv
 PYTHON=python3
 
 ###############################################################################
@@ -8,18 +7,22 @@ PYTHON=python3
 set -e
 
 CLEAN=0
+VENV_DIR=.venv
 
-while getopts ":c" OPTION; do
+while getopts ":ce:" OPTION; do
     case $OPTION in
         c)
             CLEAN=1
             ;;
+        e)
+			VENV_DIR=$OPTARG
+            ;;
         \?)
             echo "Usage: $0 [-c]"
             ;;
     esac
+    shift $((OPTIND -1))
 done
-shift $((OPTIND -1))
 
 if [ ! -d $VENV_DIR ]; then
     $PYTHON -m venv $VENV_DIR

From c4a3731fcf5c1dda0a3cfbd0c397287c87665dea Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 12 Sep 2021 00:45:16 +0200
Subject: [PATCH 0408/1681] feat: EdgeSeq and VertexSeq are heap-allocated

---
 src/_igraph/arpackobject.c    |  28 +--
 src/_igraph/arpackobject.h    |   3 +-
 src/_igraph/attributes.c      |   9 +-
 src/_igraph/bfsiter.c         |  58 +++---
 src/_igraph/convert.c         |  58 +++---
 src/_igraph/dfsiter.c         |  61 +++---
 src/_igraph/edgeobject.c      |  14 +-
 src/_igraph/edgeseqobject.c   | 346 +++++++++++++++++++---------------
 src/_igraph/edgeseqobject.h   |  21 +--
 src/_igraph/graphobject.c     |  58 +-----
 src/_igraph/graphobject.h     |   1 -
 src/_igraph/igraphmodule.c    |  19 +-
 src/_igraph/pyhelpers.h       |  15 ++
 src/_igraph/vertexobject.c    |  17 +-
 src/_igraph/vertexseqobject.c | 330 ++++++++++++++++++--------------
 src/_igraph/vertexseqobject.h |  21 +--
 test.sh                       |  11 +-
 17 files changed, 540 insertions(+), 530 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index f8523c289..86d07f307 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -22,8 +22,9 @@
 
 #include "arpackobject.h"
 #include "convert.h"
-#include "graphobject.h"
 #include "error.h"
+#include "graphobject.h"
+#include "pyhelpers.h"
 
 PyTypeObject* igraphmodule_ARPACKOptionsType;
 PyObject* igraphmodule_arpack_options_default;
@@ -32,15 +33,17 @@ PyObject* igraphmodule_arpack_options_default;
  * \ingroup python_interface_arpack
  * \brief Allocates a new ARPACK parameters object
  */
-PyObject* igraphmodule_ARPACKOptions_new() {
-  igraphmodule_ARPACKOptionsObject* self;
-  self = PyObject_New(igraphmodule_ARPACKOptionsObject, igraphmodule_ARPACKOptionsType);
-  if (self) {
-    Py_INCREF(igraphmodule_ARPACKOptionsType);  /* needed because heap-allocated types are refcounted */
-    igraph_arpack_options_init(&self->params);
-    igraph_arpack_options_init(&self->params_out);
+int igraphmodule_ARPACKOptions_init(igraphmodule_ARPACKOptionsObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "", kwlist)) {
+    return -1;
   }
-  return (PyObject*)self;
+
+  igraph_arpack_options_init(&self->params);
+  igraph_arpack_options_init(&self->params_out);
+
+  return 0;
 }
 
 /**
@@ -48,9 +51,8 @@ PyObject* igraphmodule_ARPACKOptions_new() {
  * \brief Deallocates a Python representation of a given ARPACK parameters object
  */
 static void igraphmodule_ARPACKOptions_dealloc(igraphmodule_ARPACKOptionsObject* self) {
-  PyTypeObject *tp = Py_TYPE(self);
-  PyObject_Del((PyObject*)self);
-  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
+  RC_DEALLOC("ARPACKOptions", self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /** \ingroup python_interface_arpack
@@ -211,7 +213,7 @@ PyDoc_STRVAR(
 
 int igraphmodule_ARPACKOptions_register_type() {
   PyType_Slot slots[] = {
-    { Py_tp_new, igraphmodule_ARPACKOptions_new },
+    { Py_tp_init, igraphmodule_ARPACKOptions_init },
     { Py_tp_dealloc, igraphmodule_ARPACKOptions_dealloc },
     { Py_tp_getattr, igraphmodule_ARPACKOptions_getattr },
     { Py_tp_setattr, igraphmodule_ARPACKOptions_setattr },
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index ea482444b..affc94718 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -23,7 +23,7 @@
 #ifndef PYTHON_ARPACKOBJECT_H
 #define PYTHON_ARPACKOBJECT_H
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 #include "preamble.h"
 
 #include <igraph_arpack.h>
@@ -49,7 +49,6 @@ extern PyObject* igraphmodule_arpack_options_default;
 
 int igraphmodule_ARPACKOptions_register_type(void);
 
-PyObject* igraphmodule_ARPACKOptions_new(void);
 igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(igraphmodule_ARPACKOptionsObject *self);
 
 #endif
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 765f902f2..86400f521 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -20,7 +20,7 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 
 #include "attributes.h"
 #include "common.h"
@@ -2025,12 +2025,13 @@ void igraphmodule_initialize_attribute_handler(void) {
  * Also raises a suitable Python exception if needed.
  */
 int igraphmodule_attribute_name_check(PyObject* obj) {
-  PyObject* type_obj;
+  PyTypeObject* type_obj;
 
-  if (obj != 0 && PyBaseString_Check(obj))
+  if (obj != 0 && PyBaseString_Check(obj)) {
     return 1;
+  }
 
-  type_obj = obj ? ((PyObject*)obj->ob_type) : 0;
+  type_obj = Py_TYPE(obj);
   if (type_obj != 0) {
     PyErr_Format(PyExc_TypeError, "igraph supports string attribute names only, got %R", type_obj);
   } else {
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 3bab05eb1..bb26e23e1 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -20,12 +20,13 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 
 #include "bfsiter.h"
 #include "common.h"
 #include "convert.h"
 #include "error.h"
+#include "pyhelpers.h"
 #include "vertexobject.h"
 
 /**
@@ -44,19 +45,17 @@ PyTypeObject* igraphmodule_BFSIterType;
  * \return the allocated PyObject
  */
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
-  igraphmodule_BFSIterObject* o;
+  igraphmodule_BFSIterObject* self;
   igraph_integer_t no_of_nodes, r;
   
-  o = PyObject_GC_New(igraphmodule_BFSIterObject, igraphmodule_BFSIterType);
-  if (!o) {
+  self = (igraphmodule_BFSIterObject*) PyType_GenericNew(igraphmodule_BFSIterType, 0, 0);
+  if (!self) {
     return NULL;
   }
-  
-  Py_INCREF(igraphmodule_BFSIterType);
 
   Py_INCREF(g);
-  o->gref = g;
-  o->graph = &g->g;
+  self->gref = g;
+  self->graph = &g->g;
   
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
@@ -64,55 +63,53 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   }
   
   no_of_nodes = igraph_vcount(&g->g);
-  o->visited = (char*)calloc(no_of_nodes, sizeof(char));
-  if (o->visited == 0) {
+  self->visited = (char*)calloc(no_of_nodes, sizeof(char));
+  if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   
-  if (igraph_dqueue_int_init(&o->queue, 100)) {
+  if (igraph_dqueue_int_init(&self->queue, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
 
-  if (igraph_vector_int_init(&o->neis, 0)) {
+  if (igraph_vector_int_init(&self->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
-    igraph_dqueue_int_destroy(&o->queue);
+    igraph_dqueue_int_destroy(&self->queue);
     return NULL;
   }
   
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
-      igraph_dqueue_int_destroy(&o->queue);
-      igraph_vector_int_destroy(&o->neis);
+      igraph_dqueue_int_destroy(&self->queue);
+      igraph_vector_int_destroy(&self->neis);
       return NULL;
     }
   } else {
     r = ((igraphmodule_VertexObject*)root)->idx;
   }
 
-  if (igraph_dqueue_int_push(&o->queue, r) ||
-      igraph_dqueue_int_push(&o->queue, 0) ||
-      igraph_dqueue_int_push(&o->queue, -1)) {
-    igraph_dqueue_int_destroy(&o->queue);
-    igraph_vector_int_destroy(&o->neis);
+  if (igraph_dqueue_int_push(&self->queue, r) ||
+      igraph_dqueue_int_push(&self->queue, 0) ||
+      igraph_dqueue_int_push(&self->queue, -1)) {
+    igraph_dqueue_int_destroy(&self->queue);
+    igraph_vector_int_destroy(&self->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  o->visited[r] = 1;
+  self->visited[r] = 1;
   
   if (!igraph_is_directed(&g->g)) {
     mode=IGRAPH_ALL;
   }
 
-  o->mode = mode;
-  o->advanced = advanced;
-  
-  PyObject_GC_Track(o);
+  self->mode = mode;
+  self->advanced = advanced;
   
-  RC_ALLOC("BFSIter", o);
+  RC_ALLOC("BFSIter", self);
   
-  return (PyObject*)o;
+  return (PyObject*)self;
 }
 
 /**
@@ -153,14 +150,11 @@ int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
  * \brief Deallocates a Python representation of a given BFS iterator object
  */
 static void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
-  PyTypeObject *tp = Py_TYPE(self);
+  RC_DEALLOC("BFSIter", self);
 
   igraphmodule_BFSIter_clear(self);
 
-  RC_DEALLOC("BFSIter", self);
-  
-  PyObject_GC_Del(self);
-  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 static PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 2d9234328..762d60366 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2764,7 +2764,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     /* Single vertex ID from Vertex object */
     igraphmodule_VertexObject *vo = (igraphmodule_VertexObject*)o;
     *vid = igraphmodule_Vertex_get_index_igraph_integer(vo);
-  } else if (PyIndex_Check(o)) {
+  } else {
     /* Other numeric type that can be converted to an index */
     PyObject* num = PyNumber_Index(o);
     if (num) {
@@ -2774,17 +2774,15 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
           return 1;
         }
       } else {
-        PyErr_SetString(PyExc_TypeError, "PyNumber_Index returned invalid type");
+        PyErr_SetString(PyExc_TypeError, "PyNumber_Index() returned invalid type");
         Py_DECREF(num);
         return 1;
       }
       Py_DECREF(num);
     } else {
+      PyErr_SetString(PyExc_TypeError, "only numbers, strings or igraph.Vertex objects can be converted to vertex IDs");
       return 1;
     }
-  } else {
-    PyErr_SetString(PyExc_TypeError, "only numbers, strings or igraph.Vertex objects can be converted to vertex IDs");
-    return 1;
   }
 
   if (*vid < 0) {
@@ -2823,7 +2821,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     return 0;
   }
 
-  if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_VertexSeqType)) {
+  if (igraphmodule_VertexSeq_Check(o)) {
     /* Returns a vertex sequence from a VertexSeq object */
     igraphmodule_VertexSeqObject *vso = (igraphmodule_VertexSeqObject*)o;
 
@@ -2975,24 +2973,6 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     /* Single edge ID from Edge object */
     igraphmodule_EdgeObject *eo = (igraphmodule_EdgeObject*)o;
     *eid = igraphmodule_Edge_get_index_as_igraph_integer(eo);
-  } else if (PyIndex_Check(o)) {
-    /* Other numeric type that can be converted to an index */
-    PyObject* num = PyNumber_Index(o);
-    if (num) {
-      if (PyLong_Check(num)) {
-        if (igraphmodule_PyObject_to_integer_t(num, eid)) {
-          Py_DECREF(num);
-          return 1;
-        }
-      } else {
-        PyErr_SetString(PyExc_TypeError, "PyNumber_Index returned invalid type");
-        Py_DECREF(num);
-        return 1;
-      }
-      Py_DECREF(num);
-    } else {
-      return 1;
-    }
   } else if (graph != 0 && PyTuple_Check(o)) {
     PyObject *o1, *o2;
 
@@ -3001,8 +2981,8 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
       return 1;
     }
 
-    o2 = PyTuple_GetItem(o, 1); {
-    if (!o2)
+    o2 = PyTuple_GetItem(o, 1);
+    if (!o2) {
       return 1;
     }
 
@@ -3035,10 +3015,26 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
       return 1;
     }
   } else {
-    PyErr_SetString(PyExc_TypeError,
-        "only numbers, igraph.Edge objects or tuples of vertex IDs can be "
-        "converted to edge IDs");
-    return 1;
+    /* Other numeric type that can be converted to an index */
+    PyObject* num = PyNumber_Index(o);
+    if (num) {
+      if (PyLong_Check(num)) {
+        if (igraphmodule_PyObject_to_integer_t(num, eid)) {
+          Py_DECREF(num);
+          return 1;
+        }
+      } else {
+        PyErr_SetString(PyExc_TypeError, "PyNumber_Index() returned invalid type");
+        Py_DECREF(num);
+        return 1;
+      }
+      Py_DECREF(num);
+    } else {
+      PyErr_SetString(PyExc_TypeError,
+          "only numbers, igraph.Edge objects or tuples of vertex IDs can be "
+          "converted to edge IDs");
+      return 1;
+    }
   }
 
   if (*eid < 0) {
@@ -3075,7 +3071,7 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
     return 0;
   }
 
-  if (PyObject_IsInstance(o, (PyObject*)&igraphmodule_EdgeSeqType)) {
+  if (igraphmodule_EdgeSeq_Check(o)) {
     /* Returns an edge sequence from an EdgeSeq object */
     igraphmodule_EdgeSeqObject *eso = (igraphmodule_EdgeSeqObject*)o;
     if (igraph_es_copy(es, &eso->es)) {
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index d9b32761d..4f0bcdbc9 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -20,12 +20,13 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 
 #include "convert.h"
-#include "dfsiter.h"
 #include "common.h"
+#include "dfsiter.h"
 #include "error.h"
+#include "pyhelpers.h"
 #include "vertexobject.h"
 
 /**
@@ -44,18 +45,17 @@ PyTypeObject* igraphmodule_DFSIterType;
  * \return the allocated PyObject
  */
 PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
-  igraphmodule_DFSIterObject* o;
+  igraphmodule_DFSIterObject* self;
   igraph_integer_t no_of_nodes, r;
 
-  o = PyObject_GC_New(igraphmodule_DFSIterObject, igraphmodule_DFSIterType);
-  if (!o) {
+  self = (igraphmodule_DFSIterObject*) PyType_GenericNew(igraphmodule_DFSIterType, 0, 0);
+  if (!self) {
     return NULL;
   }
-  Py_INCREF(igraphmodule_DFSIterType);
 
   Py_INCREF(g);
-  o->gref = g;
-  o->graph = &g->g;
+  self->gref = g;
+  self->graph = &g->g;
   
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
@@ -63,27 +63,27 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   }
   
   no_of_nodes = igraph_vcount(&g->g);
-  o->visited = (char*)calloc(no_of_nodes, sizeof(char));
-  if (o->visited == 0) {
+  self->visited = (char*)calloc(no_of_nodes, sizeof(char));
+  if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
   
-  if (igraph_stack_int_init(&o->stack, 100)) {
+  if (igraph_stack_int_init(&self->stack, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
 
-  if (igraph_vector_int_init(&o->neis, 0)) {
+  if (igraph_vector_int_init(&self->neis, 0)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
-    igraph_stack_int_destroy(&o->stack);
+    igraph_stack_int_destroy(&self->stack);
     return NULL;
   }
   
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
-      igraph_stack_int_destroy(&o->stack);
-      igraph_vector_int_destroy(&o->neis);
+      igraph_stack_int_destroy(&self->stack);
+      igraph_vector_int_destroy(&self->neis);
       return NULL;
     }
   } else {
@@ -91,28 +91,26 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   }
 
   /* push the root onto the stack */
-  if (igraph_stack_int_push(&o->stack, r) ||
-      igraph_stack_int_push(&o->stack, 0) ||
-      igraph_stack_int_push(&o->stack, -1)) {
-    igraph_stack_int_destroy(&o->stack);
-    igraph_vector_int_destroy(&o->neis);
+  if (igraph_stack_int_push(&self->stack, r) ||
+      igraph_stack_int_push(&self->stack, 0) ||
+      igraph_stack_int_push(&self->stack, -1)) {
+    igraph_stack_int_destroy(&self->stack);
+    igraph_vector_int_destroy(&self->neis);
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  o->visited[r] = 1;
+  self->visited[r] = 1;
   
   if (!igraph_is_directed(&g->g)) {
     mode = IGRAPH_ALL;
   }
 
-  o->mode = mode;
-  o->advanced = advanced;
-  
-  PyObject_GC_Track(o);
+  self->mode = mode;
+  self->advanced = advanced;
   
-  RC_ALLOC("DFSIter", o);
+  RC_ALLOC("DFSIter", self);
   
-  return (PyObject*)o;
+  return (PyObject*)self;
 }
 
 /**
@@ -153,14 +151,9 @@ static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
  * \brief Deallocates a Python representation of a given DFS iterator object
  */
 static void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
-  PyTypeObject *tp = Py_TYPE(self);
-
-  igraphmodule_DFSIter_clear(self);
-
   RC_DEALLOC("DFSIter", self);
-  
-  PyObject_GC_Del(self);
-  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
+  igraphmodule_DFSIter_clear(self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 static PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 1e811c09f..5120456a5 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -22,7 +22,7 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 
 #include "attributes.h"
 #include "convert.h"
@@ -103,11 +103,10 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
   igraphmodule_EdgeObject* self;
 
+  self = (igraphmodule_EdgeObject*) PyType_GenericNew(igraphmodule_EdgeType, 0, 0);
 
-  self = PyObject_New(igraphmodule_EdgeObject, igraphmodule_EdgeType);
   if (self) {
     RC_ALLOC("Edge", self);
-    Py_INCREF(igraphmodule_EdgeType);
     Py_INCREF(gref);
     self->gref = gref;
     self->idx = idx;
@@ -131,14 +130,9 @@ static int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
  * \brief Deallocates a Python representation of a given edge object
  */
 static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
-  PyTypeObject* tp = Py_TYPE(self);
-
-  igraphmodule_Edge_clear(self);
-
   RC_DEALLOC("Edge", self);
-
-  PyObject_Del((PyObject*)self);
-  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
+  igraphmodule_Edge_clear(self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /** \ingroup python_interface_edge
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 86de684ed..fbb9c6703 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -22,6 +22,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060100
+
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
@@ -37,28 +39,16 @@
  * \defgroup python_interface_edgeseq Edge sequence object
  */
 
-PyTypeObject igraphmodule_EdgeSeqType;
+PyTypeObject* igraphmodule_EdgeSeqType;
+
+PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject *args);
 
 /**
  * \ingroup python_interface_edgeseq
- * \brief Allocate a new edge sequence object for a given graph
- * \param g the graph object being referenced
- * \return the allocated PyObject
+ * \brief Checks whether the given Python object is an edge sequence
  */
-PyObject* igraphmodule_EdgeSeq_new(PyTypeObject *subtype,
-  PyObject *args, PyObject *kwds) {
-  igraphmodule_EdgeSeqObject* o;
-
-  o=(igraphmodule_EdgeSeqObject*)PyType_GenericNew(subtype, args, kwds);
-  if (o == NULL) return NULL;
-
-  igraph_es_all(&o->es, IGRAPH_EDGEORDER_ID);
-  o->gref=0;
-  o->weakreflist=0;
-
-  RC_ALLOC("EdgeSeq", o);
-
-  return (PyObject*)o;
+int igraphmodule_EdgeSeq_Check(PyObject* obj) {
+  return obj ? PyObject_IsInstance(obj, (PyObject*)igraphmodule_EdgeSeqType) : 0;
 }
 
 /**
@@ -70,8 +60,10 @@ igraphmodule_EdgeSeqObject*
 igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
   igraphmodule_EdgeSeqObject *copy;
 
-  copy=(igraphmodule_EdgeSeqObject*)PyType_GenericNew(Py_TYPE(o), 0, 0);
-  if (copy == NULL) return NULL;
+  copy = (igraphmodule_EdgeSeqObject*) PyType_GenericNew(Py_TYPE(o), 0, 0);
+  if (copy == NULL) {
+    return NULL;
+  }
 
   if (igraph_es_type(&o->es) == IGRAPH_ES_VECTOR) {
     igraph_vector_int_t v;
@@ -90,7 +82,10 @@ igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
   }
 
   copy->gref = o->gref;
-  if (o->gref) Py_INCREF(o->gref);
+  if (o->gref) {
+    Py_INCREF(o->gref);
+  }
+
   RC_ALLOC("EdgeSeq(copy)", copy);
 
   return copy;
@@ -102,15 +97,15 @@ igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
  * \brief Initialize a new edge sequence object for a given graph
  * \return the initialized PyObject
  */
-int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
-  PyObject *args, PyObject *kwds) {
+int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "graph", "edges", NULL };
-  PyObject *g, *esobj=Py_None;
+  PyObject *g, *esobj = Py_None;
   igraph_es_t es;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
-    &igraphmodule_GraphType, &g, &esobj))
-      return -1;
+    &igraphmodule_GraphType, &g, &esobj)) {
+    return -1;
+  }
 
   if (esobj == Py_None) {
     /* If es is None, we are selecting all the edges */
@@ -130,11 +125,12 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
 
     igraph_es_1(&es, idx);
   } else {
-  /* We selected multiple edges */
+   /* We selected multiple edges */
     igraph_vector_int_t v;
     igraph_integer_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
-    if (igraphmodule_PyObject_to_vector_int_t(esobj, &v))
+    if (igraphmodule_PyObject_to_vector_int_t(esobj, &v)) {
       return -1;
+    }
     if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
       igraph_vector_int_destroy(&v);
       PyErr_SetString(PyExc_ValueError, "edge index out of range");
@@ -160,16 +156,19 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
  * \brief Deallocates a Python representation of a given edge sequence object
  */
 void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
-  if (self->weakreflist != NULL)
+  RC_DEALLOC("EdgeSeq", self);
+
+  if (self->weakreflist != NULL) {
     PyObject_ClearWeakRefs((PyObject *)self);
+  }
+
   if (self->gref) {
     igraph_es_destroy(&self->es);
     Py_DECREF(self->gref);
     self->gref=0;
   }
-  Py_TYPE(self)->tp_free((PyObject*)self);
 
-  RC_DEALLOC("EdgeSeq", self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /**
@@ -180,11 +179,13 @@ Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
   igraph_t *g;
   igraph_integer_t result;
 
-  g=&GET_GRAPH(self);
+  g = &GET_GRAPH(self);
+
   if (igraph_es_size(g, &self->es, &result)) {
     igraphmodule_handle_igraph_error();
     return -1;
   }
+
   return result;
 }
 
@@ -197,8 +198,12 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
   igraph_t *g;
   igraph_integer_t idx = -1;
 
-  if (!self->gref) return NULL;
-  g=&GET_GRAPH(self);
+  if (!self->gref) {
+    return NULL;
+  }
+
+  g = &GET_GRAPH(self);
+
   switch (igraph_es_type(&self->es)) {
     case IGRAPH_ES_ALL:
       if (i < 0) {
@@ -246,6 +251,7 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
         igraphmodule_InternalError, "unsupported edge selector type: %d", igraph_es_type(&self->es)
       );
   }
+
   if (idx < 0) {
     PyErr_SetString(PyExc_IndexError, "edge index out of range");
     return NULL;
@@ -269,8 +275,9 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
   PyObject *result=0, *values, *item;
   Py_ssize_t i, n;
 
-  if (!igraphmodule_attribute_name_check(o))
+  if (!igraphmodule_attribute_name_check(o)) {
     return 0;
+  }
 
   PyErr_Clear();
   values = PyDict_GetItem(ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE], o);
@@ -298,9 +305,19 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
       }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, i);
+        item = PyList_GetItem(values, i);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
       break;
 
@@ -313,9 +330,19 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
       }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, VECTOR(*self->es.data.vecptr)[i]);
+        item = PyList_GetItem(values, VECTOR(*self->es.data.vecptr)[i]);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
       break;
 
@@ -327,9 +354,19 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
       }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, self->es.data.seq.from + i);
+        item = PyList_GetItem(values, self->es.data.seq.from + i);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+        
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
       break;
 
@@ -341,35 +378,53 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
 }
 
 PyObject* igraphmodule_EdgeSeq_is_all(igraphmodule_EdgeSeqObject* self) {
-  if (igraph_es_is_all(&self->es))
+  if (igraph_es_is_all(&self->es)) {
     Py_RETURN_TRUE;
-  Py_RETURN_FALSE;
+  } else {
+    Py_RETURN_FALSE;
+  }
 }
 
 PyObject* igraphmodule_EdgeSeq_get_attribute_values_mapping(igraphmodule_EdgeSeqObject *self, PyObject *o) {
   Py_ssize_t index;
-
-  /* Handle integer indices according to the sequence protocol */
-  if (PyIndex_Check(o)) {
-    index = PyNumber_AsSsize_t(o, 0);
-    return igraphmodule_EdgeSeq_sq_item(self, index);
-  }
+  PyObject *index_o;
 
   /* Handle strings according to the mapping protocol */
-  if (PyBaseString_Check(o))
+  if (PyBaseString_Check(o)) {
     return igraphmodule_EdgeSeq_get_attribute_values(self, o);
+  }
 
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
-    args = Py_BuildValue("(O)", o);
-    if (!args)
+    args = PyTuple_Pack(1, o);
+
+    if (!args) {
       return NULL;
+    }
+
     result = igraphmodule_EdgeSeq_select(self, args);
     Py_DECREF(args);
+
     return result;
   }
 
+  /* Handle integer indices according to the sequence protocol */
+  index_o = PyNumber_Index(o);
+  if (index_o) {
+    index = PyLong_AsSsize_t(index_o);
+    if (PyErr_Occurred()) {
+      Py_DECREF(index_o);
+      return NULL;
+    } else {
+      Py_DECREF(index_o);
+      return igraphmodule_EdgeSeq_sq_item(self, index);
+    }
+  } else {
+    /* clear TypeError raised by PyNumber_Index() */
+    PyErr_Clear();
+  }
+
   /* Handle everything else according to the mapping protocol */
   return igraphmodule_EdgeSeq_get_attribute_values(self, o);
 }
@@ -387,12 +442,14 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE];
 
-  if (!igraphmodule_attribute_name_check(attrname))
+  if (!igraphmodule_attribute_name_check(attrname)) {
     return -1;
+  }
 
   if (values == 0) {
-    if (igraph_es_type(&self->es) == IGRAPH_ES_ALL)
+    if (igraph_es_type(&self->es) == IGRAPH_ES_ALL) {
       return PyDict_DelItem(dict, attrname);
+    }
     PyErr_SetString(PyExc_TypeError, "can't delete attribute from an edge sequence not representing the whole graph");
     return -1;
   }
@@ -406,7 +463,11 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       return -1;
     }
     Py_INCREF(values);
-    PyList_SET_ITEM(newList, 0, values);    /* reference stolen here */
+
+    if (PyList_SetItem(newList, 0, values)) {  /* reference stolen here */
+      return -1;
+    }
+
     result = igraphmodule_EdgeSeq_set_attribute_values_mapping(self, attrname, newList);
     Py_DECREF(newList);
     return result;
@@ -458,7 +519,11 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, i, item);
+        if (PyList_SetItem(list, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(list);
+          return -1;
+        }
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       if (PyDict_SetItem(dict, attrname, list)) {
@@ -512,11 +577,16 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       igraph_integer_t n2 = igraph_ecount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
-        igraph_vector_int_destroy(&es); return -1;
+        igraph_vector_int_destroy(&es);
+        return -1;
       }
       for (i = 0; i < n2; i++) {
         Py_INCREF(Py_None);
-        PyList_SET_ITEM(list, i, Py_None);
+        if (PyList_SetItem(list, i, Py_None)) {
+          Py_DECREF(Py_None);
+          Py_DECREF(list);
+          return -1;
+        }
       }
       for (i = 0, j = 0; i < no_of_edges; i++, j++) {
         if (j == n) {
@@ -525,10 +595,15 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
         item = PySequence_GetItem(values, j);
         if (item == 0) {
           igraph_vector_int_destroy(&es);
-          Py_DECREF(list); return -1;
+          Py_DECREF(list);
+          return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, VECTOR(es)[i], item);
+        if (PyList_SetItem(list, VECTOR(es)[i], item)) {
+          Py_DECREF(item);
+          Py_DECREF(list);
+          return -1;
+        }
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       igraph_vector_int_destroy(&es);
@@ -614,16 +689,20 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
   igraph_integer_t igraph_idx;
   Py_ssize_t i, j, n, m;
 
-  gr=self->gref;
-  result=igraphmodule_EdgeSeq_copy(self);
-  if (result == 0)
+  gr = self->gref;
+  result = igraphmodule_EdgeSeq_copy(self);
+  if (result == 0) {
     return NULL;
+  }
 
   /* First, filter by positional arguments */
   n = PyTuple_Size(args);
   for (i = 0; i < n; i++) {
-    PyObject *item = PyTuple_GET_ITEM(args, i);
-    if (item == Py_None) {
+    PyObject *item = PyTuple_GetItem(args, i);
+    if (item == 0) {
+      Py_DECREF(result);
+      return NULL;
+    } else if (item == Py_None) {
       /* None means: select nothing */
       igraph_es_destroy(&result->es);
       igraph_es_none(&result->es);
@@ -698,8 +777,15 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       }
       m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
-        PyObject *item2 = PyTuple_GET_ITEM(args, i);
+        PyObject *item2 = PyTuple_GetItem(args, i);
         igraph_integer_t idx;
+
+        if (item2 == 0) {
+          Py_DECREF(result);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
+          return NULL;
+        }
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "edge indices expected");
@@ -709,6 +795,8 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         }
         if (igraphmodule_PyObject_to_integer_t(item2, &idx)) {
           Py_DECREF(result);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
           return NULL;
         }
         if (idx >= m || idx < 0) {
@@ -886,39 +974,6 @@ PyMethodDef igraphmodule_EdgeSeq_methods[] = {
   {NULL}
 };
 
-/**
- * \ingroup python_interface_edgeseq
- * This is the collection of functions necessary to implement the
- * edge sequence as a real sequence (e.g. allowing to reference
- * edges by indices)
- */
-static PySequenceMethods igraphmodule_EdgeSeq_as_sequence = {
-  (lenfunc)igraphmodule_EdgeSeq_sq_length,
-  0,               /* sq_concat */
-  0,               /* sq_repeat */
-  (ssizeargfunc)igraphmodule_EdgeSeq_sq_item, /* sq_item */
-  0,                                          /* sq_slice */
-  0,                                          /* sq_ass_item */
-  0,                                          /* sq_ass_slice */
-  0,                                          /* sq_contains */
-  0,                                          /* sq_inplace_concat */
-  0,                                          /* sq_inplace_repeat */
-};
-
-/**
- * \ingroup python_interface_edgeseq
- * This is the collection of functions necessary to implement the
- * edge sequence as a mapping (which maps attribute names to values)
- */
-static PyMappingMethods igraphmodule_EdgeSeq_as_mapping = {
-    /* returns the number of edge attributes */
-    (lenfunc) 0,
-    /* returns the values of an attribute by name */
-    (binaryfunc) igraphmodule_EdgeSeq_get_attribute_values_mapping,
-    /* sets the values of an attribute by name */
-    (objobjargproc) igraphmodule_EdgeSeq_set_attribute_values_mapping,
-};
-
 /**
  * \ingroup python_interface_edgeseq
  * Returns the graph where the edge sequence belongs
@@ -968,57 +1023,48 @@ PyGetSetDef igraphmodule_EdgeSeq_getseters[] = {
   {NULL}
 };
 
-/** \ingroup python_interface_edgeseq
- * Python type object referencing the methods Python calls when it performs various operations on
- * an edge sequence of a graph
+/**
+ * \ingroup python_interface_edgeseq
+ * Member table for the \c igraph.EdgeSeq object
  */
-PyTypeObject igraphmodule_EdgeSeqType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph._igraph.EdgeSeq",                 /* tp_name */
-  sizeof(igraphmodule_EdgeSeqObject),       /* tp_basicsize */
-  0,                                        /* tp_itemsize */
-  (destructor)igraphmodule_EdgeSeq_dealloc, /* tp_dealloc */
-  0,                                        /* tp_print */
-  0,                                        /* tp_getattr */
-  0,                                        /* tp_setattr */
-  0,                                        /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                                        /* tp_repr */
-  0,                                        /* tp_as_number */
-  &igraphmodule_EdgeSeq_as_sequence,        /* tp_as_sequence */
-  &igraphmodule_EdgeSeq_as_mapping,         /* tp_as_mapping */
-  0,                                        /* tp_hash */
-  0,                                        /* tp_call */
-  0,                                        /* tp_str */
-  0,                                        /* tp_getattro */
-  0,                                        /* tp_setattro */
-  0,                                        /* tp_as_buffer */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE, /* tp_flags */
+PyMemberDef igraphmodule_EdgeSeq_members[] = {
+  {"__weaklistoffset__", T_PYSSIZET, offsetof(igraphmodule_EdgeSeqObject, weakreflist), READONLY},
+  { 0 }
+};
+
+PyDoc_STRVAR(
+  igraphmodule_EdgeSeq_doc,
   "Low-level representation of an edge sequence.\n\n" /* tp_doc */
   "Don't use it directly, use L{igraph.EdgeSeq} instead.\n\n"
-  "@deffield ref: Reference",
-  0,                                          /* tp_traverse */
-  0,                                          /* tp_clear */
-  0,                                          /* tp_richcompare */
-  offsetof(igraphmodule_EdgeSeqObject, weakreflist), /* tp_weaklistoffset */
-  0,                                          /* tp_iter */
-  0,                                          /* tp_iternext */
-  igraphmodule_EdgeSeq_methods,               /* tp_methods */
-  0,                                          /* tp_members */
-  igraphmodule_EdgeSeq_getseters,             /* tp_getset */
-  0,                                          /* tp_base */
-  0,                                          /* tp_dict */
-  0,                                          /* tp_descr_get */
-  0,                                          /* tp_descr_set */
-  0,                                          /* tp_dictoffset */
-  (initproc) igraphmodule_EdgeSeq_init,       /* tp_init */
-  0,                                          /* tp_alloc */
-  (newfunc) igraphmodule_EdgeSeq_new,         /* tp_new */
-  0,                                          /* tp_free */
-  0,                                          /* tp_is_gc */
-  0,                                          /* tp_bases */
-  0,                                          /* tp_mro */
-  0,                                          /* tp_cache  */
-  0,                                          /* tp_subclasses */
-  0,                                          /* tp_weakreflist */
-};
+  "@deffield ref: Reference"
+);
+
+int igraphmodule_EdgeSeq_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_init, igraphmodule_EdgeSeq_init },
+    { Py_tp_dealloc, igraphmodule_EdgeSeq_dealloc },
+    { Py_tp_members, igraphmodule_EdgeSeq_members },
+    { Py_tp_methods, igraphmodule_EdgeSeq_methods },
+    { Py_tp_getset, igraphmodule_EdgeSeq_getseters },
+    { Py_tp_doc, (void*) igraphmodule_EdgeSeq_doc },
+
+    { Py_sq_length, igraphmodule_EdgeSeq_sq_length },
+    { Py_sq_item, igraphmodule_EdgeSeq_sq_item },
+
+    { Py_mp_subscript, igraphmodule_EdgeSeq_get_attribute_values_mapping },
+    { Py_mp_ass_subscript, igraphmodule_EdgeSeq_set_attribute_values_mapping },
+  
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph._igraph.EdgeSeq",                   /* name */
+    sizeof(igraphmodule_EdgeSeqObject),         /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_EdgeSeqType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_EdgeSeqType == 0;
+}
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index 24307eef5..982368d69 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -39,24 +39,9 @@ typedef struct
   PyObject* weakreflist;
 } igraphmodule_EdgeSeqObject;
 
-PyObject* igraphmodule_EdgeSeq_new(PyTypeObject *subtype,
-  PyObject *args, PyObject *kwds);
-igraphmodule_EdgeSeqObject* igraphmodule_EdgeSeq_copy(
-  igraphmodule_EdgeSeqObject *o);
-int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self,
-  PyObject *args, PyObject *kwds);
-void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self);
+extern PyTypeObject* igraphmodule_EdgeSeqType;
 
-Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject *self);
-
-PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self,
-  PyObject *args);
-PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self,
-  PyObject *args);
-
-PyObject* igraphmodule_EdgeSeq_get_graph(igraphmodule_EdgeSeqObject *self,
-  void* closure);
-
-extern PyTypeObject igraphmodule_EdgeSeqType;
+int igraphmodule_EdgeSeq_Check(PyObject* obj);
+int igraphmodule_EdgeSeq_register_type(void);
 
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 1989fabea..6708e4705 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -57,56 +57,6 @@ PyTypeObject igraphmodule_GraphType;
 /** \defgroup python_interface_graph Graph object
  * \ingroup python_interface */
 
-/**
- * \ingroup python_interface_internal
- * \brief Initializes the internal structures in an \c igraph.Graph object's
- * C representation.
- *
- * This function must be called whenever we create a new Graph object with
- * \c tp_alloc
- */
-void igraphmodule_Graph_init_internal(igraphmodule_GraphObject * self)
-{
-  if (!self) return;
-
-  self->destructor = NULL;
-  self->weakreflist = NULL;
-}
-
-/**
- * \ingroup python_interface_graph
- * \brief Creates a new igraph object in Python
- *
- * This function is called whenever a new \c igraph.Graph object is created in
- * Python. An optional \c n parameter can be passed from Python,
- * representing the number of vertices in the graph. If it is omitted,
- * the default value is 0.
- *
- * <b>Example call from Python:</b>
-\verbatim
-g = igraph.Graph(5);
-\endverbatim
- *
- * In fact, the parameters are processed by \c igraphmodule_Graph_init
- *
- * \return the new \c igraph.Graph object or NULL if an error occurred.
- *
- * \sa igraphmodule_Graph_init
- * \sa igraph_empty
- */
-PyObject *igraphmodule_Graph_new(PyTypeObject * type, PyObject * args,
-                                 PyObject * kwds)
-{
-  igraphmodule_GraphObject *self;
-
-  self = (igraphmodule_GraphObject *) type->tp_alloc(type, 0);
-  RC_ALLOC("Graph", self);
-
-  igraphmodule_Graph_init_internal(self);
-
-  return (PyObject *) self;
-}
-
 /**
  * \ingroup python_interface_graph
  * \brief Clears the graph object's subobject (before deallocation)
@@ -199,6 +149,9 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   igraph_vector_int_t edges_vector;
   igraph_bool_t edges_vector_owned = 0;
 
+  self->destructor = NULL;
+  self->weakreflist = NULL;
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nOOO!", kwlist,
                                    &n, &edges, &dir,
                                    &PyCapsule_Type, &ptr_o))
@@ -741,8 +694,9 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
     PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
   }
 
-  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode))
+  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, &return_single, 0)) {
     return NULL;
@@ -16481,7 +16435,7 @@ PyTypeObject igraphmodule_GraphType = {
   0,                            /* tp_dictoffset */
   (initproc) igraphmodule_Graph_init, /* tp_init */
   0,                            /* tp_alloc */
-  igraphmodule_Graph_new,       /* tp_new */
+  PyType_GenericNew,            /* tp_new */
   0,                            /* tp_free */
 };
 
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 949b990bb..67521ad2c 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -50,7 +50,6 @@ typedef struct
   PyObject* weakreflist;
 } igraphmodule_GraphObject;
 
-void igraphmodule_Graph_init_internal(igraphmodule_GraphObject *self);
 PyObject* igraphmodule_Graph_new(PyTypeObject *type, PyObject *args, PyObject *kwds);
 int igraphmodule_Graph_clear(igraphmodule_GraphObject *self);
 int igraphmodule_Graph_traverse(igraphmodule_GraphObject *self, visitproc visit, void *arg);
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 947541c54..8b9274113 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -836,19 +836,15 @@ PyObject* PyInit__igraph(void)
     INITERROR;
   }
 
-  /* Initialize VertexSeq, EdgeSeq */
-  if (PyType_Ready(&igraphmodule_VertexSeqType) < 0)
-    INITERROR;
-  if (PyType_Ready(&igraphmodule_EdgeSeqType) < 0)
-    INITERROR;
-  
   /* Initialize types */
   if (
     igraphmodule_ARPACKOptions_register_type() ||
     igraphmodule_BFSIter_register_type() ||
     igraphmodule_DFSIter_register_type() ||
     igraphmodule_Edge_register_type() ||
-    igraphmodule_Vertex_register_type()
+    igraphmodule_EdgeSeq_register_type() ||
+    igraphmodule_Vertex_register_type() ||
+    igraphmodule_VertexSeq_register_type()
   ) {
     INITERROR;
   }
@@ -869,9 +865,9 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "DFSIter", (PyObject*)igraphmodule_DFSIterType);
   PyModule_AddObject(m, "ARPACKOptions", (PyObject*)igraphmodule_ARPACKOptionsType);
   PyModule_AddObject(m, "Edge", (PyObject*)igraphmodule_EdgeType);
-  PyModule_AddObject(m, "EdgeSeq", (PyObject*)&igraphmodule_EdgeSeqType);
+  PyModule_AddObject(m, "EdgeSeq", (PyObject*)igraphmodule_EdgeSeqType);
   PyModule_AddObject(m, "Vertex", (PyObject*)igraphmodule_VertexType);
-  PyModule_AddObject(m, "VertexSeq", (PyObject*)&igraphmodule_VertexSeqType);
+  PyModule_AddObject(m, "VertexSeq", (PyObject*)igraphmodule_VertexSeqType);
  
   /* Internal error exception type */
   igraphmodule_InternalError =
@@ -879,7 +875,10 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "InternalError", igraphmodule_InternalError);
 
   /* ARPACK default options variable */
-  igraphmodule_arpack_options_default = igraphmodule_ARPACKOptions_new();
+  igraphmodule_arpack_options_default = PyObject_CallFunction((PyObject*) igraphmodule_ARPACKOptionsType, 0);
+  if (igraphmodule_arpack_options_default == NULL)
+    INITERROR;
+
   PyModule_AddObject(m, "arpack_options", igraphmodule_arpack_options_default);
 
   /* Useful constants */
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 724c1166a..56fd4d399 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -47,6 +47,21 @@ char* PyUnicode_CopyAsString(PyObject* string);
 #define PY_IGRAPH_WARN(msg) \
   PyErr_WarnEx(PyExc_RuntimeWarning, (msg), 1)
 
+/* Calling Py_DECREF() on heap-allocated types in tp_dealloc was not needed
+ * before Python 3.8 (see Python issue 35810) */
+#if PY_VERSION_HEX >= 0x03080000
+  #define PY_FREE_AND_DECREF_TYPE(obj) {    \
+    PyTypeObject* _tp = Py_TYPE(obj);       \
+    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
+    Py_DECREF(_tp); \
+  }
+#else
+  #define PY_FREE_AND_DECREF_TYPE(obj) {    \
+    PyTypeObject* _tp = Py_TYPE(obj);       \
+    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
+  }
+#endif
+
 #define CHECK_SSIZE_T_RANGE(value, message) {   \
   if ((value) < 0) {                             \
     PyErr_SetString(PyExc_ValueError, message " must be non-negative"); \
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index eec5bdc6f..a51578fdc 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -22,7 +22,7 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
+#define Py_LIMITED_API 0x03060100
 
 #include "attributes.h"
 #include "convert.h"
@@ -102,15 +102,17 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  */
 PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
   igraphmodule_VertexObject* self;
-  self = PyObject_New(igraphmodule_VertexObject, igraphmodule_VertexType);
+
+  self = (igraphmodule_VertexObject*) PyType_GenericNew(igraphmodule_VertexType, 0, 0);
+
   if (self) {
     RC_ALLOC("Vertex", self);
-    Py_INCREF(igraphmodule_VertexType);
     Py_INCREF(gref);
     self->gref = gref;
     self->idx = idx;
     self->hash = -1;
   }
+
   return (PyObject*)self;
 }
 
@@ -128,14 +130,9 @@ static int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
  * \brief Deallocates a Python representation of a given vertex object
  */
 static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
-  PyTypeObject* tp = Py_TYPE(self);
-
-  igraphmodule_Vertex_clear(self);
-
   RC_DEALLOC("Vertex", self);
-
-  PyObject_Del((PyObject*)self);
-  Py_DECREF(tp);  /* needed because heap-allocated types are refcounted */
+  igraphmodule_Vertex_clear(self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /** \ingroup python_interface_vertex
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index ff0e6c200..02160beb5 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -22,6 +22,8 @@
 
 */
 
+#define Py_LIMITED_API 0x03060100
+
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
@@ -37,27 +39,16 @@
  * \defgroup python_interface_vertexseq Vertex sequence object
  */
 
-PyTypeObject igraphmodule_VertexSeqType;
+PyTypeObject* igraphmodule_VertexSeqType;
+
+PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self, PyObject *args);
 
 /**
  * \ingroup python_interface_vertexseq
- * \brief Allocate a new vertex sequence object for a given graph
- * \return the allocated PyObject
+ * \brief Checks whether the given Python object is a vertex sequence
  */
-PyObject* igraphmodule_VertexSeq_new(PyTypeObject *subtype,
-  PyObject *args, PyObject *kwds) {
-  igraphmodule_VertexSeqObject *o;
-
-  o=(igraphmodule_VertexSeqObject*)PyType_GenericNew(subtype, args, kwds);
-  if (o == NULL) return NULL;
-
-  igraph_vs_all(&o->vs);
-  o->gref=0;
-  o->weakreflist=0;
-
-  RC_ALLOC("VertexSeq", o);
-
-  return (PyObject*)o;
+int igraphmodule_VertexSeq_Check(PyObject* obj) {
+  return obj ? PyObject_IsInstance(obj, (PyObject*)igraphmodule_VertexSeqType) : 0;
 }
 
 /**
@@ -69,8 +60,10 @@ igraphmodule_VertexSeqObject*
 igraphmodule_VertexSeq_copy(igraphmodule_VertexSeqObject* o) {
   igraphmodule_VertexSeqObject *copy;
 
-  copy=(igraphmodule_VertexSeqObject*)PyType_GenericNew(Py_TYPE(o), 0, 0);
-  if (copy == NULL) return NULL;
+  copy = (igraphmodule_VertexSeqObject*) PyType_GenericNew(Py_TYPE(o), 0, 0);
+  if (copy == NULL) {
+    return NULL;
+  }
 
   if (igraph_vs_type(&o->vs) == IGRAPH_VS_VECTOR) {
     igraph_vector_int_t v;
@@ -157,15 +150,19 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
  * \brief Deallocates a Python representation of a given vertex sequence object
  */
 void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
-  if (self->weakreflist != NULL)
+  RC_DEALLOC("VertexSeq", self);
+
+  if (self->weakreflist != NULL) {
     PyObject_ClearWeakRefs((PyObject *) self);
+  }
+
   if (self->gref) {
     igraph_vs_destroy(&self->vs);
     Py_DECREF(self->gref);
     self->gref=0;
   }
-  Py_TYPE(self)->tp_free((PyObject*)self);
-  RC_DEALLOC("VertexSeq", self);
+
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /**
@@ -287,12 +284,24 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
     case IGRAPH_VS_ALL:
       n = PyList_Size(values);
       result = PyList_New(n);
-      if (!result) return 0;
+      if (!result) {
+        return 0;
+      }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, i);
+        item = PyList_GetItem(values, i);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
       break;
 
@@ -300,12 +309,24 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
     case IGRAPH_VS_VECTORPTR:
       n = igraph_vector_int_size(self->vs.data.vecptr);
       result = PyList_New(n);
-      if (!result) return 0;
+      if (!result) {
+        return 0;
+      }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, VECTOR(*self->vs.data.vecptr)[i]);
+        item = PyList_GetItem(values, VECTOR(*self->vs.data.vecptr)[i]);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
 
       break;
@@ -316,9 +337,19 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
       if (!result) return 0;
 
       for (i = 0; i < n; i++) {
-        item = PyList_GET_ITEM(values, self->vs.data.seq.from + i);
+        item = PyList_GetItem(values, self->vs.data.seq.from + i);
+        if (!item) {
+          Py_DECREF(result);
+          return 0;
+        }
+
         Py_INCREF(item);
-        PyList_SET_ITEM(result, i, item);
+
+        if (PyList_SetItem(result, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(result);
+          return 0;
+        }
       }
 
       break;
@@ -332,29 +363,44 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
 
 PyObject* igraphmodule_VertexSeq_get_attribute_values_mapping(igraphmodule_VertexSeqObject *self, PyObject *o) {
   Py_ssize_t index;
-
-  /* Handle integer indices according to the sequence protocol */
-  if (PyIndex_Check(o)) {
-    index = PyNumber_AsSsize_t(o, 0);
-    return igraphmodule_VertexSeq_sq_item(self, index);
-  }
+  PyObject* index_o;
 
   /* Handle strings according to the mapping protocol */
-  if (PyBaseString_Check(o))
+  if (PyBaseString_Check(o)) {
     return igraphmodule_VertexSeq_get_attribute_values(self, o);
+  }
 
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
-    args = Py_BuildValue("(O)", o);
+    args = PyTuple_Pack(1, o);
 
-    if (!args)
+    if (!args) {
       return NULL;
+    }
+
     result = igraphmodule_VertexSeq_select(self, args);
     Py_DECREF(args);
+
     return result;
   }
 
+  /* Handle integer indices according to the sequence protocol */
+  index_o = PyNumber_Index(o);
+  if (index_o) {
+    index = PyLong_AsSsize_t(index_o);
+    if (PyErr_Occurred()) {
+      Py_DECREF(index_o);
+      return NULL;
+    } else {
+      Py_DECREF(index_o);
+      return igraphmodule_VertexSeq_sq_item(self, index);
+    }
+  } else {
+    /* clear TypeError raised by PyNumber_Index() */
+    PyErr_Clear();
+  }
+
   /* Handle everything else according to the mapping protocol */
   return igraphmodule_VertexSeq_get_attribute_values(self, o);
 }
@@ -389,16 +435,25 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
      * single element (the value itself) and then call ourselves again */
     int result;
     PyObject *newList = PyList_New(1);
-    if (newList == 0) return -1;
+    if (newList == 0) {
+      return -1;
+    }
+
     Py_INCREF(values);
-    PyList_SET_ITEM(newList, 0, values);    /* reference stolen here */
+    if (PyList_SetItem(newList, 0, values)) {  /* reference stolen here */
+      return -1;
+    }
+    
     result = igraphmodule_VertexSeq_set_attribute_values_mapping(self, attrname, newList);
     Py_DECREF(newList);
+
     return result;
   }
 
-  n=PySequence_Size(values);
-  if (n < 0) return -1;
+  n = PySequence_Size(values);
+  if (n < 0) {
+    return -1;
+  }
 
   if (igraph_vs_type(&self->vs) == IGRAPH_VS_ALL) {
     no_of_nodes = igraph_vcount(&gr->g);
@@ -429,9 +484,16 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       for (i = 0, j = 0; i < no_of_nodes; i++, j++) {
         if (j == n) j = 0;
         item = PySequence_GetItem(values, j);
-        if (item == 0) { Py_DECREF(list); return -1; }
+        if (item == 0) {
+          Py_DECREF(list);
+          return -1;
+        }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, i, item);
+        if (PyList_SetItem(list, i, item)) {
+          Py_DECREF(item);
+          Py_DECREF(list);
+          return -1;
+        }
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       if (PyDict_SetItem(dict, attrname, list)) {
@@ -487,19 +549,31 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
         igraph_vector_int_destroy(&vs);
         return -1;
       }
-      for (i=0; i<n2; i++) {
+      for (i = 0; i < n2; i++) {
         Py_INCREF(Py_None);
-        PyList_SET_ITEM(list, i, Py_None);
+        if (PyList_SetItem(list, i, Py_None)) {
+          Py_DECREF(Py_None);
+          Py_DECREF(list);
+          igraph_vector_int_destroy(&vs);
+          return -1;
+        }
       }
-      for (i=0, j=0; i<no_of_nodes; i++, j++) {
-        if (j == n) j = 0;
+      for (i = 0, j = 0; i < no_of_nodes; i++, j++) {
+        if (j == n) {
+          j = 0;
+        }
         item = PySequence_GetItem(values, j);
         if (item == 0) {
           igraph_vector_int_destroy(&vs);
           Py_DECREF(list); return -1;
         }
         /* No need to Py_INCREF(item), PySequence_GetItem returns a new reference */
-        PyList_SET_ITEM(list, VECTOR(vs)[i], item);
+        if (PyList_SetItem(list, VECTOR(vs)[i], item)) {
+          Py_DECREF(list);
+          Py_DECREF(item);
+          igraph_vector_int_destroy(&vs);
+          return -1;
+        }
         /* PyList_SET_ITEM stole a reference to the item automatically */
       }
       igraph_vector_int_destroy(&vs);
@@ -614,18 +688,21 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   igraphmodule_GraphObject *gr;
   igraph_integer_t igraph_idx, i, j, n, m;
 
-  gr=self->gref;
-  result=igraphmodule_VertexSeq_copy(self);
-  if (result==0)
+  gr = self->gref;
+  result = igraphmodule_VertexSeq_copy(self);
+  if (result == 0) {
     return NULL;
+  }
 
   /* First, filter by positional arguments */
   n = PyTuple_Size(args);
 
-  for (i=0; i<n; i++) {
-    PyObject *item = PyTuple_GET_ITEM(args, i);
+  for (i = 0; i < n; i++) {
+    PyObject *item = PyTuple_GetItem(args, i);
 
-    if (item == Py_None) {
+    if (item == 0) {
+      return 0;
+    } else if (item == Py_None) {
       /* None means: select nothing */
       igraph_vs_destroy(&result->vs);
       igraph_vs_none(&result->vs);
@@ -700,8 +777,14 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       }
       m = igraph_vector_int_size(&v2);
       for (; i<n; i++) {
-        PyObject *item2 = PyTuple_GET_ITEM(args, i);
+        PyObject *item2 = PyTuple_GetItem(args, i);
         igraph_integer_t idx;
+        if (item2 == 0) {
+          Py_DECREF(result);
+          igraph_vector_int_destroy(&v);
+          igraph_vector_int_destroy(&v2);
+          return NULL;
+        }
         if (igraphmodule_PyObject_to_integer_t(item2, &idx)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "vertex indices expected");
@@ -710,6 +793,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
           return NULL;
         }
         if (idx >= m || idx < 0) {
+          Py_DECREF(result);
           PyErr_SetString(PyExc_ValueError, "vertex index out of range");
           igraph_vector_int_destroy(&v);
           igraph_vector_int_destroy(&v2);
@@ -880,6 +964,7 @@ PyObject* igraphmodule_VertexSeq_get_indices(igraphmodule_VertexSeqObject* self,
     igraphmodule_handle_igraph_error();
     return 0;
   }
+
   if (igraph_vs_as_vector(&gr->g, self->vs, &vs)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&vs);
@@ -900,8 +985,11 @@ PyObject* igraphmodule_VertexSeq__name_index(igraphmodule_VertexSeqObject* self,
   void* closure) {
   igraphmodule_GraphObject *gr = self->gref;
   PyObject* result = ATTR_NAME_INDEX(&gr->g);
-  if (result == 0)
+
+  if (result == 0) {
     Py_RETURN_NONE;
+  }
+
   Py_INCREF(result);
   return result;
 }
@@ -961,39 +1049,6 @@ PyMethodDef igraphmodule_VertexSeq_methods[] = {
   {NULL}
 };
 
-/**
- * \ingroup python_interface_vertexseq
- * This is the collection of functions necessary to implement the
- * vertex sequence as a real sequence (e.g. allowing to reference
- * vertices by indices)
- */
-static PySequenceMethods igraphmodule_VertexSeq_as_sequence = {
-  (lenfunc)igraphmodule_VertexSeq_sq_length,
-  0,               /* sq_concat */
-  0,               /* sq_repeat */
-  (ssizeargfunc)igraphmodule_VertexSeq_sq_item, /* sq_item */
-  0,                                          /* sq_slice */
-  0,                                          /* sq_ass_item */
-  0,                                          /* sq_ass_slice */
-  0,                                          /* sq_contains */
-  0,                                          /* sq_inplace_concat */
-  0,                                          /* sq_inplace_repeat */
-};
-
-/**
- * \ingroup python_interface_vertexseq
- * This is the collection of functions necessary to implement the
- * vertex sequence as a mapping (which maps attribute names to values)
- */
-static PyMappingMethods igraphmodule_VertexSeq_as_mapping = {
-  /* this must be null, otherwise it f.cks up sq_length when inherited */
-  (lenfunc) 0,
-  /* returns the values of an attribute by name */
-  (binaryfunc) igraphmodule_VertexSeq_get_attribute_values_mapping,
-  /* sets the values of an attribute by name */
-  (objobjargproc) igraphmodule_VertexSeq_set_attribute_values_mapping,
-};
-
 /**
  * \ingroup python_interface_vertexseq
  * Getter/setter table for the \c igraph.VertexSeq object
@@ -1011,57 +1066,48 @@ PyGetSetDef igraphmodule_VertexSeq_getseters[] = {
   {NULL}
 };
 
-/** \ingroup python_interface_vertexseq
- * Python type object referencing the methods Python calls when it performs various operations on
- * a vertex sequence of a graph
+/**
+ * \ingroup python_interface_vertexseq
+ * Member table for the \c igraph.VertexSeq object
  */
-PyTypeObject igraphmodule_VertexSeqType =
-{
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph._igraph.VertexSeq",                 /* tp_name */
-  sizeof(igraphmodule_VertexSeqObject),       /* tp_basicsize */
-  0,                                          /* tp_itemsize */
-  (destructor)igraphmodule_VertexSeq_dealloc, /* tp_dealloc */
-  0,                                          /* tp_print */
-  0,                                          /* tp_getattr */
-  0,                                          /* tp_setattr */
-  0,                                          /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                                          /* tp_repr */
-  0,                                          /* tp_as_number */
-  &igraphmodule_VertexSeq_as_sequence,        /* tp_as_sequence */
-  &igraphmodule_VertexSeq_as_mapping,         /* tp_as_mapping */
-  0,                                          /* tp_hash */
-  0,                                          /* tp_call */
-  0,                                          /* tp_str */
-  0,                                          /* tp_getattro */
-  0,                                          /* tp_setattro */
-  0,                                          /* tp_as_buffer */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* tp_flags */
+PyMemberDef igraphmodule_VertexSeq_members[] = {
+  {"__weaklistoffset__", T_PYSSIZET, offsetof(igraphmodule_VertexSeqObject, weakreflist), READONLY},
+  { 0 }
+};
+
+PyDoc_STRVAR(
+  igraphmodule_VertexSeq_doc,
   "Low-level representation of a vertex sequence.\n\n" /* tp_doc */
   "Don't use it directly, use L{igraph.VertexSeq} instead.\n\n"
-  "@deffield ref: Reference",
-  0,                                          /* tp_traverse */
-  0,                                          /* tp_clear */
-  0,                                          /* tp_richcompare */
-  offsetof(igraphmodule_VertexSeqObject, weakreflist),  /* tp_weaklistoffset */
-  0,                                          /* tp_iter */
-  0,                                          /* tp_iternext */
-  igraphmodule_VertexSeq_methods,             /* tp_methods */
-  0,                                          /* tp_members */
-  igraphmodule_VertexSeq_getseters,           /* tp_getset */
-  0,                                          /* tp_base */
-  0,                                          /* tp_dict */
-  0,                                          /* tp_descr_get */
-  0,                                          /* tp_descr_set */
-  0,                                          /* tp_dictoffset */
-  (initproc) igraphmodule_VertexSeq_init,     /* tp_init */
-  0,                                          /* tp_alloc */
-  (newfunc) igraphmodule_VertexSeq_new,       /* tp_new */
-  0,                                          /* tp_free */
-  0,                                          /* tp_is_gc */
-  0,                                          /* tp_bases */
-  0,                                          /* tp_mro */
-  0,                                          /* tp_cache  */
-  0,                                          /* tp_subclasses */
-  0,                                          /* tp_weakreflist */
-};
+  "@deffield ref: Reference"
+);
+
+int igraphmodule_VertexSeq_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_init, igraphmodule_VertexSeq_init },
+    { Py_tp_dealloc, igraphmodule_VertexSeq_dealloc },
+    { Py_tp_members, igraphmodule_VertexSeq_members },
+    { Py_tp_methods, igraphmodule_VertexSeq_methods },
+    { Py_tp_getset, igraphmodule_VertexSeq_getseters },
+    { Py_tp_doc, (void*) igraphmodule_VertexSeq_doc },
+
+    { Py_sq_length, igraphmodule_VertexSeq_sq_length },
+    { Py_sq_item, igraphmodule_VertexSeq_sq_item },
+
+    { Py_mp_subscript, igraphmodule_VertexSeq_get_attribute_values_mapping },
+    { Py_mp_ass_subscript, igraphmodule_VertexSeq_set_attribute_values_mapping },
+  
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph._igraph.VertexSeq",                 /* name */
+    sizeof(igraphmodule_VertexSeqObject),       /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE,   /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_VertexSeqType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_VertexSeqType == 0;
+}
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index de195bb78..e27c47f08 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -38,24 +38,9 @@ typedef struct {
   PyObject* weakreflist;
 } igraphmodule_VertexSeqObject;
 
-PyObject* igraphmodule_VertexSeq_new(PyTypeObject *subtype,
-  PyObject* args, PyObject* kwds);
-int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject* self,
-  PyObject* args, PyObject* kwds);
-void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self);
+extern PyTypeObject* igraphmodule_VertexSeqType;
 
-Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject *self);
-
-PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self,
-  PyObject *args);
-PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
-  PyObject *args);
-
-int igraphmodule_VertexSeq_to_vector_t(igraphmodule_VertexSeqObject *self,
-  igraph_vector_int_t *v);
-PyObject* igraphmodule_VertexSeq_get_graph(igraphmodule_VertexSeqObject *self,
-  void* closure);
-
-extern PyTypeObject igraphmodule_VertexSeqType;
+int igraphmodule_VertexSeq_Check(PyObject* obj);
+int igraphmodule_VertexSeq_register_type(void);
 
 #endif
diff --git a/test.sh b/test.sh
index 64d9b8789..b3e124265 100755
--- a/test.sh
+++ b/test.sh
@@ -7,9 +7,11 @@ PYTHON=python3
 set -e
 
 CLEAN=0
+PYTEST_ARGS=
 VENV_DIR=.venv
 
-while getopts ":ce:" OPTION; do
+while getopts ":ce:k:" OPTION; do
+    echo "$OPTION"
     case $OPTION in
         c)
             CLEAN=1
@@ -17,12 +19,15 @@ while getopts ":ce:" OPTION; do
         e)
 			VENV_DIR=$OPTARG
             ;;
+		k)
+			PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
+			;;
         \?)
             echo "Usage: $0 [-c]"
             ;;
     esac
-    shift $((OPTIND -1))
 done
+shift $((OPTIND -1))
 
 if [ ! -d $VENV_DIR ]; then
     $PYTHON -m venv $VENV_DIR
@@ -36,5 +41,5 @@ fi
 
 $VENV_DIR/bin/python setup.py build
 $VENV_DIR/bin/pip install --use-feature=in-tree-build .[plotting,test]
-$VENV_DIR/bin/pytest tests
+$VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 

From b83dc3dc17782641db42d535e897135a1489f577 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 12 Sep 2021 00:56:45 +0200
Subject: [PATCH 0409/1681] fix: remove some deprecated constructs; uniformize
 deprecation and runtime warnings

---
 src/_igraph/convert.c      |   7 ++-
 src/_igraph/error.c        |   4 +-
 src/_igraph/graphobject.c  | 108 +++++++++++++++----------------------
 src/_igraph/igraphmodule.c |   2 +-
 src/_igraph/indexing.c     |   7 +--
 5 files changed, 55 insertions(+), 73 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 762d60366..8fabe973a 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -131,8 +131,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
   free(s);
 
   if (best_unique) {
-    PyErr_Warn(
-      PyExc_DeprecationWarning,
+    PY_IGRAPH_DEPRECATED(
       "Partial string matches of enum members are deprecated since igraph 0.9.3; "
       "use strings that identify an enum member unambiguously."
     );
@@ -2339,7 +2338,7 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
       } else if (PyFloat_Check(item)) {
         MATRIX(*m, i, j) = PyFloat_AsDouble(item);
       } else if (!was_warned) {
-        PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
+        PY_IGRAPH_WARN("non-numeric value in matrix ignored");
         was_warned=1;
       }
       Py_DECREF(item);
@@ -2417,7 +2416,7 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
       }
       
       if (!ok && !was_warned) {
-        PyErr_Warn(PyExc_Warning, "non-numeric value in matrix ignored");
+        PY_IGRAPH_WARN("non-numeric value in matrix ignored");
         was_warned = 1;
       }
 
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 2954ad7b7..8666ce02d 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -21,6 +21,8 @@
 */
 
 #include "error.h"
+#include "pyhelpers.h"
+
 #include <igraph.h>
 
 /** \ingroup python_interface_errors
@@ -60,7 +62,7 @@ void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
                                       int line, int igraph_errno) {
   char buf[4096];
   snprintf(buf, sizeof(buf), "%s at %s:%i", reason, file, line);
-  PyErr_Warn(PyExc_RuntimeWarning, buf);
+  PY_IGRAPH_WARN(buf);
 }
 
 /**
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6708e4705..c1c361181 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -639,11 +639,9 @@ PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
 
   /* no arguments means delete all. */
 
-  /*Py_None also means all for now, but it is deprecated */
+  /* Py_None means "do nothing" since igraph 0.10 */
   if (list == Py_None) {
-        PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
-                   "deprecated since igraph 0.8.3, please use "
-                   "Graph.delete_vertices() instead");
+    Py_RETURN_NONE;
   }
 
   /* this already converts no arguments and Py_None to all vertices */
@@ -676,24 +674,18 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
 {
   PyObject *list = Py_None;
   PyObject *loops = Py_True;
-  PyObject *dtype_o = Py_None;
   PyObject *dmode_o = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_vector_int_t result;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
-  static char *kwlist[] = { "vertices", "mode", "loops", "type", NULL };
+  static char *kwlist[] = { "vertices", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
-                                   &list, &dmode_o, &loops, &dtype_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
+                                   &list, &dmode_o, &loops))
     return NULL;
 
-  if (dmode_o == Py_None && dtype_o != Py_None) {
-    dmode_o = dtype_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
-  }
-
   if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
   }
@@ -813,7 +805,6 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
 {
   PyObject *list = Py_None;
   PyObject *loops = Py_True;
-  PyObject *dtype_o = Py_None;
   PyObject *dmode_o = Py_None;
   PyObject *weights_o = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
@@ -821,21 +812,15 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
-  static char *kwlist[] = { "vertices", "mode", "loops", "weights",
-    "type", NULL };
+  static char *kwlist[] = { "vertices", "mode", "loops", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
-                                   &list, &dmode_o, &loops, &weights_o,
-                                   &dtype_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
+                                   &list, &dmode_o, &loops, &weights_o))
     return NULL;
 
-  if (dmode_o == Py_None && dtype_o != Py_None) {
-    dmode_o = dtype_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
-  }
-
-  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode))
+  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, &return_single, 0)) {
     igraphmodule_handle_igraph_error();
@@ -909,33 +894,27 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
 {
   PyObject *list = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
-  PyObject *dtype_o = Py_None;
   PyObject *dmode_o = Py_None;
   PyObject *loops = Py_False;
   igraph_integer_t result;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
-  static char *kwlist[] = { "vertices", "mode", "loops", "type", NULL };
+  static char *kwlist[] = { "vertices", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
-                                   &list, &dmode_o, &loops, &dtype_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &list, &dmode_o, &loops))
     return NULL;
 
-  if (dmode_o == Py_None && dtype_o != Py_None) {
-    dmode_o = dtype_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
+  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
+    return NULL;
   }
 
-  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) return NULL;
-
   if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, &return_single, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_maxdegree(&self->g, &result, vs,
-                       dmode, PyObject_IsTrue(loops))) {
+  if (igraph_maxdegree(&self->g, &result, vs, dmode, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
     return NULL;
@@ -1168,30 +1147,28 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dtype_o=Py_None, *dmode_o=Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_integer_t idx;
   igraph_vector_int_t result;
 
-  static char *kwlist[] = { "vertex", "mode", "type", NULL };
+  static char *kwlist[] = { "vertex", "mode", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
-        &index_o, &dmode_o, &dtype_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
     return NULL;
 
-  if (dmode_o == Py_None && dtype_o != Py_None) {
-    dmode_o = dtype_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
+  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
+    return NULL;
   }
 
-  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode))
+  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
+  if (igraph_vector_int_init(&result, 1)) {
+    igraphmodule_handle_igraph_error();
     return NULL;
-
-  if (igraph_vector_int_init(&result, 1))
-    return igraphmodule_handle_igraph_error();
+  }
 
   if (igraph_neighbors(&self->g, &result, idx, dmode)) {
     igraphmodule_handle_igraph_error();
@@ -1219,29 +1196,29 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dmode_o = Py_None, *dtype_o = Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_OUT;
   igraph_integer_t idx;
   igraph_vector_int_t result;
 
-  static char *kwlist[] = { "vertex", "mode", "type", NULL };
+  static char *kwlist[] = { "vertex", "mode", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
-        &index_o, &dmode_o, &dtype_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
     return NULL;
 
-  if (dmode_o == Py_None && dtype_o != Py_None) {
-    dmode_o = dtype_o;
-    PY_IGRAPH_DEPRECATED("type=... keyword argument is deprecated since igraph 0.6, use mode=... instead");
+  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
+    return NULL;
   }
 
-  if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode))
+  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
+  if (igraph_vector_int_init(&result, 1)) {
+    igraphmodule_handle_igraph_error();
     return NULL;
+  }
 
-  igraph_vector_int_init(&result, 1);
   if (igraph_incident(&self->g, &result, idx, dmode)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&result);
@@ -7028,10 +7005,11 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   if (fixed_o != 0 && fixed_o != Py_None) {
     /* Apparently the "fixed" argument does not do anything in the DrL
      * implementation so we throw a warning if the user tries to use it */
-    PyErr_Warn(PyExc_DeprecationWarning, "The fixed=... argument of the DrL "
-               "layout is ignored; it is kept only for sake of backwards "
-               "compatibility. The DrL layout algorithm does not support "
-               "permanently fixed nodes.");
+    PY_IGRAPH_DEPRECATED(
+      "The fixed=... argument of the DrL layout is ignored; it is kept only "
+      "for sake of backwards compatibility. The DrL layout algorithm does not "
+      "support permanently fixed nodes."
+    );
     fixed = (igraph_vector_bool_t*)malloc(sizeof(igraph_vector_bool_t));
     if (!fixed) {
       PyErr_NoMemory();
@@ -7890,8 +7868,10 @@ PyObject *igraphmodule_Graph_to_directed(igraphmodule_GraphObject * self,
       mode = IGRAPH_TO_DIRECTED_MUTUAL;
     } else {
       mode = PyObject_IsTrue(mutual_o) ? IGRAPH_TO_DIRECTED_MUTUAL : IGRAPH_TO_DIRECTED_ARBITRARY;
-      PyErr_Warn(PyExc_DeprecationWarning, "The 'mutual' argument is deprecated since "
-                 "igraph 0.9.3, please use mode=... instead");
+      PY_IGRAPH_DEPRECATED(
+        "The 'mutual' argument is deprecated since igraph 0.9.3, please use "
+        "mode=... instead"
+      );
     }
   } else {
     if (igraphmodule_PyObject_to_to_directed_t(mode_o, &mode)) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 8b9274113..d4dfa1e7d 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -264,7 +264,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
         }
 
         if (PySequence_Size(o) > 2) {
-          PyErr_Warn(PyExc_Warning, "vertex with more than 2 coordinates found, considering only the first 2");
+          PY_IGRAPH_WARN("vertex with more than 2 coordinates found, considering only the first 2");
         }
       } else {
         PyErr_SetString(PyExc_TypeError, "vertex with less than 2 coordinates found");
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 70b76ef94..7dedd2677 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -349,9 +349,10 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
       IGRAPH_VIT_NEXT(vit);
     }
     if (!IGRAPH_VIT_END(vit)) {
-      PyErr_WarnEx(PyExc_RuntimeWarning,
-          "iterable was shorter than the number of vertices in the vertex "
-          "sequence", 1);
+      PY_IGRAPH_WARN(
+        "iterable was shorter than the number of vertices in the vertex "
+        "sequence"
+      );
     }
   } else {
     /* The new value is not an iterable; setting the same value for

From 70be1404339bac1bb4b7b636887962c81420d209 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 14:51:43 +0200
Subject: [PATCH 0410/1681] refactor: module now uses Python's limited API only
 and thus we can ship a single wheel per platform

---
 setup.py                      |   2 +-
 src/_igraph/arpackobject.h    |   1 -
 src/_igraph/attributes.c      |   2 -
 src/_igraph/bfsiter.c         |   2 -
 src/_igraph/convert.c         | 152 +++++++++++++-------
 src/_igraph/dfsiter.c         |   2 -
 src/_igraph/edgeobject.c      |   2 -
 src/_igraph/edgeseqobject.c   |   4 +-
 src/_igraph/graphobject.c     | 260 ++++++++++++++--------------------
 src/_igraph/graphobject.h     | 175 +----------------------
 src/_igraph/igraphmodule.c    |   5 +-
 src/_igraph/operators.c       |  52 ++++---
 src/_igraph/preamble.h        |   4 +
 src/_igraph/pyhelpers.c       |  24 +++-
 src/_igraph/vertexobject.c    |   2 -
 src/_igraph/vertexseqobject.c |   4 +-
 src/igraph/utils.py           |   4 -
 tests/test_basic.py           |  64 ++++++++-
 18 files changed, 335 insertions(+), 426 deletions(-)

diff --git a/setup.py b/setup.py
index c7dbb458c..5ba9f0e12 100644
--- a/setup.py
+++ b/setup.py
@@ -792,7 +792,7 @@ def use_educated_guess(self) -> None:
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
 sources.append(os.path.join("src", "_igraph", "force_cpp_linker.cpp"))
-igraph_extension = Extension("igraph._igraph", sources)
+igraph_extension = Extension("igraph._igraph", sources, py_limited_api=True)
 
 description = """Python interface to the igraph high performance graph
 library, primarily aimed at complex network research and analysis.
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index affc94718..18ab29d4c 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -23,7 +23,6 @@
 #ifndef PYTHON_ARPACKOBJECT_H
 #define PYTHON_ARPACKOBJECT_H
 
-#define Py_LIMITED_API 0x03060100
 #include "preamble.h"
 
 #include <igraph_arpack.h>
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 86400f521..dfada5c38 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -20,8 +20,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index bb26e23e1..a250bbedd 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -20,8 +20,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "bfsiter.h"
 #include "common.h"
 #include "convert.h"
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 8fabe973a..b790689bd 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -371,7 +371,15 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
         /* Exception set already by PyUnicode_AsEncodedString */
         return -1;
       }
-      kv = strdup(PyBytes_AS_STRING(temp_bytes));
+      kv = PyBytes_AsString(temp_bytes);
+      if (kv == 0) {
+        /* Exception set already by PyBytes_AsString */
+        return -1;
+      }
+      kv = strdup(kv);
+      if (kv == 0) {
+        PyErr_SetString(PyExc_MemoryError, "Not enough memory");
+      }
       Py_DECREF(temp_bytes);
       if (!strcasecmp(kv, "pos")) {
         igraphmodule_PyObject_to_enum(value, eigen_which_position_tt,
@@ -779,9 +787,8 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
   if (o == Py_None)
     return 0;
 
-  if (!PyObject_TypeCheck(o, &igraphmodule_GraphType)) {
-    PyErr_Format(PyExc_TypeError,
-        "expected graph object, got %s", o->ob_type->tp_name);
+  if (!PyObject_TypeCheck(o, igraphmodule_GraphType)) {
+    PyErr_Format(PyExc_TypeError, "expected graph object, got %R", Py_TYPE(o));
     return 1;
   }
 
@@ -872,31 +879,31 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v) {
-#ifdef PYPY_VERSION
-  /* PyFloatObject is not defined in pypy, but PyFloat_AS_DOUBLE() is
-   * supported on PyObject: /pypy/module/cpyext/floatobject.py. Also,
-   * don't worry, the typedef is local to this function. */
-  typedef PyObject PyFloatObject;
-#endif   /* PYPY_VERSION */
+  igraph_real_t value;
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
-    *v = PyLong_AsDouble(object);
-    return 0;
+    value = PyLong_AsDouble(object);
   } else if (PyFloat_Check(object)) {
-    *v = PyFloat_AS_DOUBLE((PyFloatObject*)object);
-    return 0;
+    value = PyFloat_AsDouble(object);
   } else if (PyNumber_Check(object)) {
     PyObject *i = PyNumber_Float(object);
     if (i == NULL) {
       return 1;
     }
-    *v = PyFloat_AS_DOUBLE((PyFloatObject*)i);
+    value = PyFloat_AsDouble(i);
     Py_DECREF(i);
+  } else {
+    PyErr_BadArgument();
+    return 1;
+  }
+
+  if (PyErr_Occurred()) {
+    return 1;
+  } else {
+    *v = value;
     return 0;
   }
-  PyErr_BadArgument();
-  return 1;
 }
 
 /**
@@ -1346,7 +1353,7 @@ PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v) {
   for (i = 0; i < n; i++) {
     item = VECTOR(*v)[i] ? Py_True : Py_False;
     Py_INCREF(item);
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -1379,7 +1386,7 @@ PyObject* igraphmodule_vector_t_to_PyList(const igraph_vector_t *v, igraphmodule
       Py_DECREF(list);
       return NULL;
     }
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -1412,7 +1419,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
       Py_DECREF(list);
       return NULL;
     }
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -1446,7 +1453,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
   for (i = 0; i < n; i++) {
     val = VECTOR(*v)[i];
     if (val == nanvalue) {
-      item = Py_BuildValue("d", NAN);
+      item = PyFloat_FromDouble(NAN);
     } else {
       item = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[i]);
     }
@@ -1454,7 +1461,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
       Py_DECREF(list);
       return NULL;
     }
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -1490,7 +1497,7 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v, igraphmodul
       return NULL;
     }
 
-    PyTuple_SET_ITEM(tuple, i, item);
+    PyTuple_SetItem(tuple, i, item);  /* will not fail */
   }
 
   return tuple;
@@ -1523,7 +1530,7 @@ PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
       Py_DECREF(tuple);
       return NULL;
     }
-    PyTuple_SET_ITEM(tuple, i, item);
+    PyTuple_SetItem(tuple, i, item);  /* will not fail */
   }
 
   return tuple;
@@ -1579,7 +1586,7 @@ PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v
     Py_DECREF(second);
     first = second = 0;
 
-    PyList_SET_ITEM(list, i, pair);
+    PyList_SetItem(list, i, pair);  /* will not fail */
   }
 
   return list;
@@ -1609,8 +1616,7 @@ int igraphmodule_PyObject_to_edgelist(
     PyObject *list, igraph_vector_int_t *v, igraph_t *graph,
     igraph_bool_t* list_is_owned
 ) {
-  PyObject *item, *i1, *i2, *it;
-  Py_buffer *buffer;
+  PyObject *item, *i1, *i2, *it, *expected;
   int ok;
   igraph_integer_t idx1=0, idx2=0;
 
@@ -1626,35 +1632,75 @@ int igraphmodule_PyObject_to_edgelist(
    * way items are laid out in an igraph_vector_int_t, and that's an implementation
    * detail that we don't want to commit ourselves to */
   if (PyMemoryView_Check(list)) {
-    buffer = PyMemoryView_GET_BUFFER(list);
-
-    if (buffer->itemsize != sizeof(igraph_integer_t)) {
+    item = PyObject_GetAttrString(list, "itemsize");
+    expected = PyLong_FromSize_t(sizeof(igraph_integer_t));
+    ok = item && PyObject_RichCompareBool(item, expected, Py_EQ);
+    Py_XDECREF(expected);
+    Py_XDECREF(item);
+    if (!ok) {
       PyErr_SetString(
         PyExc_TypeError, "item size of buffer must match the size of igraph_integer_t"
       );
       return 1;
     }
 
-    if (buffer->ndim != 2) {
+    item = PyObject_GetAttrString(list, "ndim");
+    expected = PyLong_FromSize_t(2);
+    ok = item && PyObject_RichCompareBool(item, expected, Py_EQ);
+    Py_XDECREF(expected);
+    Py_XDECREF(item);
+    if (!ok) {
       PyErr_SetString(PyExc_TypeError, "edge list buffers must be two-dimensional");
       return 1;
     }
 
-    if (buffer->shape[1] != 2) {
+    item = PyObject_GetAttrString(list, "shape");
+    it = item && PySequence_Check(item) ? PySequence_GetItem(item, 1) : 0;
+    expected = PyLong_FromSize_t(2);
+    ok = it && PyObject_RichCompareBool(it, expected, Py_EQ);
+    Py_XDECREF(expected);
+    Py_XDECREF(item);
+    Py_XDECREF(it);
+    if (!ok) {
       PyErr_SetString(PyExc_TypeError, "edge list buffers must have two columns");
       return 1;
     }
 
-    if (buffer->strides[0] != 2 * buffer->itemsize ||
-        buffer->strides[1] != buffer->itemsize) {
+    item = PyObject_GetAttrString(list, "c_contiguous");
+    ok = item == Py_True;
+    Py_XDECREF(item);
+    if (!ok) {
       PyErr_SetString(PyExc_TypeError, "edge list buffers must be contiguous");
       return 1;
     }
 
-    igraph_vector_int_view(v, buffer->buf, buffer->len / buffer->itemsize);
+    /* If we are allowed to use the entire Python API, we can extract the buffer
+     * from the memoryview here and return a _view_ into the buffer so we can
+     * avoid copying. However, if we need to use the limited Python API, we
+     * cannot get access to the buffer so we need to convert the memoryview
+     * into a list first, and then cast that list into a _real_ igraph vector.
+     */
+    {
+#ifdef PY_IGRAPH_ALLOW_ENTIRE_PYTHON_API
+      Py_buffer *buffer = PyMemoryView_GET_BUFFER(item);
+      igraph_vector_int_view(v, buffer->buf, buffer->len / buffer->itemsize);
+
+      if (list_is_owned) {
+        *list_is_owned = 0;
+      }
+#else
+      PyObject *unfolded_list = PyObject_CallMethod(list, "tolist", 0);
+      if (!unfolded_list) {
+        return 1;
+      }
+
+      if (igraphmodule_PyObject_to_edgelist(unfolded_list, v, graph, list_is_owned)) {
+        Py_DECREF(unfolded_list);
+        return 1;
+      }
 
-    if (list_is_owned) {
-      *list_is_owned = 0;
+      Py_DECREF(unfolded_list);
+#endif
     }
 
     return 0;
@@ -1673,14 +1719,10 @@ int igraphmodule_PyObject_to_edgelist(
     ok = 1;
     if (!PySequence_Check(item) || PySequence_Size(item) != 2) {
       PyErr_SetString(PyExc_TypeError, "iterable must return pairs of integers or strings");
-      ok=0;
+      ok = 0;
     } else {
-      i1 = PySequence_ITEM(item, 0);
-      if (i1 == 0) {
-        i2 = 0;
-      } else {
-        i2 = PySequence_ITEM(item, 1);
-      }
+      i1 = PySequence_GetItem(item, 0);
+      i2 = i1 ? PySequence_GetItem(item, 1) : 0;
       ok = (i1 != 0 && i2 != 0);
       ok = ok && !igraphmodule_PyObject_to_vid(i1, &idx1, graph);
       ok = ok && !igraphmodule_PyObject_to_vid(i2, &idx2, graph);
@@ -2100,7 +2142,7 @@ PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1
     Py_DECREF(second);
     first = second = 0;
 
-    PyList_SET_ITEM(list, i, pair);
+    PyList_SetItem(list, i, pair);  /* will not fail */
   }
 
   return list;
@@ -2148,10 +2190,10 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         return NULL;
       }
 
-      PyList_SET_ITEM(row, j, item);
+      PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SET_ITEM(list, i, row);   
+    PyList_SetItem(list, i, row);  /* will not fail */   
   }
 
   // return the list
@@ -2198,10 +2240,10 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
         return NULL;
       }
 
-      PyList_SET_ITEM(row, j, item);
+      PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SET_ITEM(list, i, row);   
+    PyList_SetItem(list, i, row);  /* will not fail */   
   }
 
   // return the list
@@ -2236,7 +2278,7 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
       Py_DECREF(list);
       return NULL;
     }
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -2269,7 +2311,7 @@ PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v)
       Py_DECREF(list);
       return NULL;
     }
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   return list;
@@ -2599,7 +2641,7 @@ PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
       return NULL;
     }
 
-    PyList_SET_ITEM(list, i, item);
+    PyList_SetItem(list, i, item);  /* will not fail */
   }
 
   /* return the list */
@@ -2688,7 +2730,7 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
   PyObject *t;
 
   while ((t=PyIter_Next(it))) {
-    if (!PyObject_TypeCheck(t, &igraphmodule_GraphType)) {
+    if (!PyObject_TypeCheck(t, igraphmodule_GraphType)) {
       PyErr_SetString(PyExc_TypeError, "iterable argument must contain graphs");
       Py_DECREF(t);
       return 1;
@@ -2718,8 +2760,8 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
   PyObject *t;
   int first = 1;
 
-  while ((t=PyIter_Next(it))) {
-    if (!PyObject_TypeCheck(t, &igraphmodule_GraphType)) {
+  while ((t = PyIter_Next(it))) {
+    if (!PyObject_TypeCheck(t, igraphmodule_GraphType)) {
       PyErr_SetString(PyExc_TypeError, "iterable argument must contain graphs");
       Py_DECREF(t);
       return 1;
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 4f0bcdbc9..226496224 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -20,8 +20,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "convert.h"
 #include "common.h"
 #include "dfsiter.h"
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 5120456a5..fb8006f34 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -22,8 +22,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "attributes.h"
 #include "convert.h"
 #include "edgeobject.h"
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index fbb9c6703..4fc48684f 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -22,8 +22,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
@@ -103,7 +101,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
   igraph_es_t es;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
-    &igraphmodule_GraphType, &g, &esobj)) {
+    igraphmodule_GraphType, &g, &esobj)) {
     return -1;
   }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c1c361181..3dc212f20 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -36,7 +36,7 @@
 #include "vertexseqobject.h"
 #include <float.h>
 
-PyTypeObject igraphmodule_GraphType;
+PyTypeObject* igraphmodule_GraphType;
 
 #define CREATE_GRAPH_FROM_TYPE(py_graph, c_graph, py_type) { \
   py_graph = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t( \
@@ -93,6 +93,8 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
+  Py_VISIT(Py_TYPE(self));
+
   return 0;
 }
 
@@ -104,9 +106,12 @@ void igraphmodule_Graph_dealloc(igraphmodule_GraphObject * self)
 {
   PyObject *r;
 
+  RC_DEALLOC("Graph", self);
+
   /* Clear weak references */
-  if (self->weakreflist != NULL)
+  if (self->weakreflist != NULL) {
      PyObject_ClearWeakRefs((PyObject *) self);
+  }
 
   igraph_destroy(&self->g);
 
@@ -119,9 +124,7 @@ void igraphmodule_Graph_dealloc(igraphmodule_GraphObject * self)
 
   igraphmodule_Graph_clear(self);
 
-  RC_DEALLOC("Graph", self);
-
-  Py_TYPE(self)->tp_free((PyObject*)self);
+  PY_FREE_AND_DECREF_TYPE(self);
 }
 
 /**
@@ -136,7 +139,6 @@ void igraphmodule_Graph_dealloc(igraphmodule_GraphObject * self)
  * Throws \c AssertionError in Python if \c vcount is less than or equal to zero.
  * \return the new \c igraph.Graph object or NULL if an error occurred.
  *
- * \sa igraphmodule_Graph_new
  * \sa igraph_empty
  * \sa igraph_create
  */
@@ -231,7 +233,7 @@ PyObject* igraphmodule_Graph_subclass_from_igraph_t(
   PyObject* args;
   PyObject* kwds;
 
-  if (!PyType_IsSubtype(type, &igraphmodule_GraphType)) {
+  if (!PyType_IsSubtype(type, igraphmodule_GraphType)) {
     PyErr_SetString(PyExc_TypeError, "igraph._igraph.GraphBase expected");
     return 0;
   }
@@ -284,7 +286,7 @@ PyObject* igraphmodule_Graph_subclass_from_igraph_t(
  */
 PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph) {
   return igraphmodule_Graph_subclass_from_igraph_t(
-    &igraphmodule_GraphType, graph
+    igraphmodule_GraphType, graph
   );
 }
 
@@ -4511,8 +4513,15 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
   for (i = 0; i < n; i++) {
     g = (igraph_t *) VECTOR(components)[i];
     CREATE_GRAPH(o, *g);
-    PyList_SET_ITEM(list, i, (PyObject *) o);
-    /* reference has been transferred by PyList_SET_ITEM, no need to DECREF
+
+    if (PyList_SetItem(list, i, (PyObject *) o)) {
+      Py_DECREF(o);
+      Py_DECREF(list);
+      igraph_vector_ptr_destroy(&components);
+      return 0;
+    }
+
+    /* reference has been transferred by PyList_SetItem, no need to DECREF.
      *
      * we mustn't call igraph_destroy here, because it would free the vertices
      * and the edges as well, but we need them in o->g. So just call free */
@@ -4937,12 +4946,12 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   for (i = 0; i < no_of_target_nodes; i++) {
     item = igraphmodule_vector_int_t_to_PyList(&res[i]);
     if (!item || PyList_SetItem(list, i, item)) {
-      if (item) {
-        Py_DECREF(item);
+      for (j = 0; j < no_of_target_nodes; j++) {
+        igraph_vector_int_destroy(&res[j]);
       }
-      Py_DECREF(list);
-      for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
       free(res);
+      Py_XDECREF(item);
+      Py_DECREF(list);
       return NULL;
     }
   }
@@ -8693,7 +8702,7 @@ PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "other", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O!", kwlist,
-      &igraphmodule_GraphType, &o))
+      igraphmodule_GraphType, &o))
     return NULL;
   if (o == Py_None) other = self; else other = (igraphmodule_GraphObject *) o;
 
@@ -8732,7 +8741,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
                 "return_mapping_21", "sh1", "sh2", "color1", "color2", NULL };
   /* TODO: convert igraph_bliss_info_t when needed */
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!OOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "|O!OOOOOO", kwlist, igraphmodule_GraphType, &o,
        &return1, &return2, &sho1, &sho2, &color1_o, &color2_o))
     return NULL;
   if (igraphmodule_PyObject_to_bliss_sh_t(sho1, &sh1)) return NULL;
@@ -8929,7 +8938,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!OOOOOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "|O!OOOOOOOOO", kwlist, igraphmodule_GraphType, &o,
        &color1_o, &color2_o, &edge_color1_o, &edge_color2_o, &return1, &return2,
        &callback_fn, &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9064,7 +9073,7 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
     "node_compat_fn", "edge_compat_fn", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!OOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "|O!OOOOOO", kwlist, igraphmodule_GraphType, &o,
        &color1_o, &color2_o, &edge_color1_o, &edge_color2_o,
        &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9157,7 +9166,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
     "edge_color1", "edge_color2", "node_compat_fn", "edge_compat_fn", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!OOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "|O!OOOOOO", kwlist, igraphmodule_GraphType, &o,
          &color1_o, &color2_o, &edge_color1_o, &edge_color2_o,
          &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9267,7 +9276,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
     NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "O!|OOOOOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "O!|OOOOOOOOO", kwlist, igraphmodule_GraphType, &o,
        &color1_o, &color2_o, &edge_color1_o, &edge_color2_o, &return1, &return2,
        &callback_fn, &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9404,7 +9413,7 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
     "edge_color2", "node_compat_fn", "edge_compat_fn", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "O!|OOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "O!|OOOOOO", kwlist, igraphmodule_GraphType, &o,
          &color1_o, &color2_o, &edge_color1_o, &edge_color2_o,
          &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9494,7 +9503,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
     "edge_color2", "node_compat_fn", "edge_compat_fn", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "O!|OOOOOO", kwlist, &igraphmodule_GraphType, &o,
+      (args, kwds, "O!|OOOOOO", kwlist, igraphmodule_GraphType, &o,
        &color1_o, &color2_o, &edge_color1_o, &edge_color2_o,
        &node_compat_fn, &edge_compat_fn))
     return NULL;
@@ -9590,7 +9599,7 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
       "return_mapping", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOfO", kwlist,
-        &igraphmodule_GraphType, &o, &domains_o, &induced,
+        igraphmodule_GraphType, &o, &domains_o, &induced,
         &time_limit, &return_mapping))
     return NULL;
 
@@ -9656,7 +9665,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
   static char *kwlist[] = { "pattern", "domains", "induced", "time_limit", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOf", kwlist,
-        &igraphmodule_GraphType, &o, &domains_o, &induced, &time_limit))
+        igraphmodule_GraphType, &o, &domains_o, &induced, &time_limit))
     return NULL;
 
   other=(igraphmodule_GraphObject*)o;
@@ -9720,14 +9729,21 @@ PyObject *igraphmodule_Graph_mp_subscript(igraphmodule_GraphObject * self,
 
   if (PyTuple_Check(s) && PyTuple_Size(s) >= 2) {
     /* Adjacency matrix representation */
-    PyObject *ri = PyTuple_GET_ITEM(s, 0);
-    PyObject *ci = PyTuple_GET_ITEM(s, 1);
+    PyObject *ri = PyTuple_GetItem(s, 0);
+    PyObject *ci = PyTuple_GetItem(s, 1);
     PyObject *attr;
 
+    if (ri == 0 || ci == 0) {
+      return 0;
+    }
+
     if (PyTuple_Size(s) == 2) {
       attr = 0;
     } else if (PyTuple_Size(s) == 3) {
-      attr = PyTuple_GET_ITEM(s, 2);
+      attr = PyTuple_GetItem(s, 2);
+      if (attr == 0) {
+        return 0;
+      }
     } else {
       PyErr_SetString(PyExc_TypeError, "adjacency matrix indexing must use at most three arguments");
       return 0;
@@ -9773,13 +9789,20 @@ int igraphmodule_Graph_mp_assign_subscript(igraphmodule_GraphObject * self,
       return -1;
     }
 
-    ri = PyTuple_GET_ITEM(k, 0);
-    ci = PyTuple_GET_ITEM(k, 1);
+    ri = PyTuple_GetItem(k, 0);
+    ci = PyTuple_GetItem(k, 1);
+
+    if (ri == 0 || ci == 0) {
+      return -1;
+    }
 
     if (PyTuple_Size(k) == 2) {
       attr = 0;
     } else if (PyTuple_Size(k) == 3) {
-      attr = PyTuple_GET_ITEM(k, 2);
+      attr = PyTuple_GetItem(k, 2);
+      if (attr == 0) {
+        return -1;
+      }
     } else {
       PyErr_SetString(PyExc_TypeError, "adjacency matrix indexing must use at most three arguments");
       return 0;
@@ -9836,7 +9859,7 @@ PyObject *igraphmodule_Graph_difference(igraphmodule_GraphObject * self,
   igraphmodule_GraphObject *o, *result;
   igraph_t g;
 
-  if (!PyObject_TypeCheck(other, &igraphmodule_GraphType)) {
+  if (!PyObject_TypeCheck(other, igraphmodule_GraphType)) {
     Py_INCREF(Py_NotImplemented);
     return Py_NotImplemented;
   }
@@ -9911,7 +9934,7 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   igraphmodule_GraphObject *o, *result;
   igraph_t g;
 
-  if (!PyObject_TypeCheck(other, &igraphmodule_GraphType)) {
+  if (!PyObject_TypeCheck(other, igraphmodule_GraphType)) {
     Py_INCREF(Py_NotImplemented);
     return Py_NotImplemented;
   }
@@ -10955,15 +10978,14 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item) {
+    if (!item || PyList_SetItem(list, i, item)) {
       for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       }
       igraph_vector_ptr_destroy_all(&result);
+      Py_XDECREF(item);
       Py_DECREF(list);
       return NULL;
-    } else {
-      PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
   }
@@ -11000,15 +11022,14 @@ PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item) {
+    if (!item || PyList_SetItem(list, i, item)) {
       for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       }
       igraph_vector_ptr_destroy_all(&result);
+      Py_XDECREF(item);
       Py_DECREF(list);
       return NULL;
-    } else {
-      PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
   }
@@ -11105,15 +11126,14 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
     for (i = 0; i < n; i++) {
       igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
       item = igraphmodule_vector_int_t_to_PyTuple(vec);
-      if (!item) {
+      if (!item || PyList_SetItem(list, i, item)) {
         for (j = i; j < n; j++) {
           igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
         }
         igraph_vector_ptr_destroy_all(&result);
+        Py_XDECREF(item);
         Py_DECREF(list);
         return NULL;
-      } else {
-        PyList_SET_ITEM(list, i, item);
       }
       igraph_vector_int_destroy(vec);
     }
@@ -11196,15 +11216,14 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item) {
+    if (!item || PyList_SetItem(list, i, item)) {
       for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       }
       igraph_vector_ptr_destroy_all(&result);
+      Py_XDECREF(item);
       Py_DECREF(list);
       return NULL;
-    } else {
-      PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
   }
@@ -11242,15 +11261,14 @@ PyObject
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item) {
+    if (!item || PyList_SetItem(list, i, item)) {
       for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       }
       igraph_vector_ptr_destroy_all(&result);
+      Py_XDECREF(item);
       Py_DECREF(list);
       return NULL;
-    } else {
-      PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
   }
@@ -11289,15 +11307,14 @@ PyObject
   for (i = 0; i < n; i++) {
     igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
     item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item) {
+    if (!item || PyList_SetItem(list, i, item)) {
       for (j = i; j < n; j++) {
         igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
       }
       igraph_vector_ptr_destroy_all(&result);
+      Py_XDECREF(item);
       Py_DECREF(list);
       return NULL;
-    } else {
-      PyList_SET_ITEM(list, i, item);
     }
     igraph_vector_int_destroy(vec);
   }
@@ -16312,111 +16329,52 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {NULL}
 };
 
-/** \ingroup python_interface_graph
- * This structure is the collection of functions necessary to implement
- * the graph as a mapping (i.e. to allow the retrieval and setting of
- * igraph attributes in Python as if it were of a Python mapping type)
- */
-PyMappingMethods igraphmodule_Graph_as_mapping = {
-  /* __len__ function intentionally left unimplemented */
-  0,
-  /* returns an attribute by name or returns part of the adjacency matrix */
-  (binaryfunc) igraphmodule_Graph_mp_subscript,
-  /* sets an attribute by name or sets part of the adjacency matrix */
-  (objobjargproc) igraphmodule_Graph_mp_assign_subscript
-};
-
-/** \ingroup python_interface
- * \brief Collection of methods to allow numeric operators to be used on the graph
+/**
+ * \ingroup python_interface_graph
+ * Member table for the \c igraph._igraph.GraphBase object
  */
-PyNumberMethods igraphmodule_Graph_as_number = {
-  0,                            /* nb_add */
-  0,                            /*nb_subtract */
-  0,                            /*nb_multiply */
-  0,                            /*nb_remainder */
-  0,                            /*nb_divmod */
-  0,                            /*nb_power */
-  0,                            /*nb_negative */
-  0,                            /*nb_positive */
-  0,                            /*nb_absolute */
-  0,                            /*nb_nonzero (2.x) / nb_bool (3.x) */
-  (unaryfunc) igraphmodule_Graph_complementer_op, /*nb_invert */
-  0,                            /*nb_lshift */
-  0,                            /*nb_rshift */
-  0,                            /*nb_and */
-  0,                            /*nb_xor */
-  0,                            /*nb_or */
-  0,                            /*nb_int */
-  0,                            /*nb_long (2.x) / nb_reserved (3.x)*/
-  0,                            /*nb_float */
-  0,                            /*nb_inplace_add */
-  0,                            /*nb_inplace_subtract */
-  0,                            /*nb_inplace_multiply */
-  0,                            /*nb_inplace_remainder */
-  0,                            /*nb_inplace_power */
-  0,                            /*nb_inplace_lshift */
-  0,                            /*nb_inplace_rshift */
-  0,                            /*nb_inplace_and */
-  0,                            /*nb_inplace_xor */
-  0,                            /*nb_inplace_or */
-  0,                            /*nb_floor_divide */
-  0,                            /*nb_true_divide */
-  0,                            /*nb_inplace_floor_divide */
-  0,                            /*nb_inplace_true_divide */
-  0,                            /*nb_index */
+PyMemberDef igraphmodule_Graph_members[] = {
+  {"__weaklistoffset__", T_PYSSIZET, offsetof(igraphmodule_GraphObject, weakreflist), READONLY},
+  { 0 }
 };
 
-/** \ingroup python_interface_graph
- * Python type object referencing the methods Python calls when it performs various operations on an igraph (creating, printing and so on)
- */
-PyTypeObject igraphmodule_GraphType = {
-  PyVarObject_HEAD_INIT(0, 0)
-  "igraph._igraph.GraphBase",   /* tp_name */
-  sizeof(igraphmodule_GraphObject), /* tp_basicsize */
-  0,                            /* tp_itemsize */
-  (destructor) igraphmodule_Graph_dealloc,  /* tp_dealloc */
-  0,                            /* tp_print */
-  0,                            /* tp_getattr */
-  0,                            /* tp_setattr */
-  0,                            /* tp_compare (2.x) / tp_reserved (3.x) */
-  0,                            /* tp_repr */
-  &igraphmodule_Graph_as_number,  /* tp_as_number */
-  0,                            /* tp_as_sequence */
-  &igraphmodule_Graph_as_mapping, /* tp_as_mapping */
-#ifndef PYPY_VERSION
-  (hashfunc) PyObject_HashNotImplemented,     /* tp_hash */
-#else
-  /* PyObject_HashNotImplemented raises an exception but it is not handled
-   * properly by PyPy so we don't use it */
-  0,                            /* tp_hash */
-#endif
-  0,                            /* tp_call */
-  (reprfunc) igraphmodule_Graph_str,  /* tp_str */
-  0,                            /* tp_getattro */
-  0,                            /* tp_setattro */
-  0,                            /* tp_as_buffer */
-  Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC,  /* tp_flags */
+PyDoc_STRVAR(
+  igraphmodule_Graph_doc,
   "Low-level representation of a graph.\n\n"
   "Don't use it directly, use L{igraph.Graph} instead.\n\n"
-  "@deffield ref: Reference",  /* tp_doc */
-  (traverseproc) igraphmodule_Graph_traverse, /* tp_traverse */
-  (inquiry) igraphmodule_Graph_clear, /* tp_clear */
-  0,                            /* tp_richcompare */
-  offsetof(igraphmodule_GraphObject, weakreflist),  /* tp_weaklistoffset */
-  0,                            /* tp_iter */
-  0,                            /* tp_iternext */
-  igraphmodule_Graph_methods,   /* tp_methods */
-  0,                            /* tp_members */
-  0,                            /* tp_getset */
-  0,                            /* tp_base */
-  0,                            /* tp_dict */
-  0,                            /* tp_descr_get */
-  0,                            /* tp_descr_set */
-  0,                            /* tp_dictoffset */
-  (initproc) igraphmodule_Graph_init, /* tp_init */
-  0,                            /* tp_alloc */
-  PyType_GenericNew,            /* tp_new */
-  0,                            /* tp_free */
-};
+  "@deffield ref: Reference"  /* tp_doc */
+);
+
+int igraphmodule_Graph_register_type() {
+  PyType_Slot slots[] = {
+    { Py_tp_init, igraphmodule_Graph_init },
+    { Py_tp_dealloc, igraphmodule_Graph_dealloc },
+    { Py_tp_members, igraphmodule_Graph_members },
+    { Py_tp_methods, igraphmodule_Graph_methods },
+    { Py_tp_hash, PyObject_HashNotImplemented },
+    { Py_tp_traverse, igraphmodule_Graph_traverse },
+    { Py_tp_clear, igraphmodule_Graph_clear },
+    { Py_tp_str, igraphmodule_Graph_str },
+    { Py_tp_doc, (void*) igraphmodule_Graph_doc },
+
+    { Py_nb_invert, igraphmodule_Graph_complementer_op },
+
+    { Py_mp_subscript, igraphmodule_Graph_mp_subscript },
+    { Py_mp_ass_subscript, igraphmodule_Graph_mp_assign_subscript },
+  
+    { 0 }
+  };
+
+  PyType_Spec spec = {
+    "igraph._igraph.GraphBase",                 /* name */
+    sizeof(igraphmodule_GraphObject),           /* basicsize */
+    0,                                          /* itemsize */
+    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HAVE_GC, /* flags */
+    slots,                                      /* slots */
+  };
+
+  igraphmodule_GraphType = (PyTypeObject*) PyType_FromSpec(&spec);
+  return igraphmodule_GraphType == 0;
+}
 
 #undef CREATE_GRAPH
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 67521ad2c..164b875cb 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -29,7 +29,7 @@
 #include "structmember.h"
 #include "common.h"
 
-extern PyTypeObject igraphmodule_GraphType;
+extern PyTypeObject* igraphmodule_GraphType;
 
 /**
  * \ingroup python_interface
@@ -50,182 +50,13 @@ typedef struct
   PyObject* weakreflist;
 } igraphmodule_GraphObject;
 
-PyObject* igraphmodule_Graph_new(PyTypeObject *type, PyObject *args, PyObject *kwds);
-int igraphmodule_Graph_clear(igraphmodule_GraphObject *self);
-int igraphmodule_Graph_traverse(igraphmodule_GraphObject *self, visitproc visit, void *arg);
-void igraphmodule_Graph_dealloc(igraphmodule_GraphObject* self);
-int igraphmodule_Graph_init(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
+int igraphmodule_Graph_register_type(void);
+
 PyObject* igraphmodule_Graph_subclass_from_igraph_t(PyTypeObject* type, igraph_t *graph);
 PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph);
-PyObject* igraphmodule_Graph_str(igraphmodule_GraphObject *self);
-
-PyObject* igraphmodule_Graph_vcount(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_ecount(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_is_dag(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_is_directed(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_is_simple(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_add_vertices(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_delete_vertices(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_add_edges(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_delete_edges(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_degree(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_is_loop(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_neighbors(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_successors(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_predecessors(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_get_eid(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_Adjacency(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Asymmetric_Preference(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Atlas(PyTypeObject *type, PyObject *args);
-PyObject* igraphmodule_Graph_Barabasi(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Degree_Sequence(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Establishment(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Erdos_Renyi(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Famous(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Forest_Fire(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Full_Citation(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Full(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_GRG(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Growing_Random(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Isoclass(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Lattice(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_LCF(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Preference(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Recent_Degree(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Ring(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_SBM(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Star(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Tree(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Tree_Game(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Watts_Strogatz(PyTypeObject *type, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_is_connected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_are_connected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_adjacency_spectral_embedding(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_articulation_points(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_betweenness(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_bibcoupling(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_closeness(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_clusters(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_cocitation(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_constraint(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_copy(igraphmodule_GraphObject *self);
-PyObject* igraphmodule_Graph_decompose(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_density(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_diameter(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_eigen_adjacency(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_maxdegree(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_pagerank(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_path_length_hist(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_reciprocity(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_rewire(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_simplify(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_subcomponent(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_subgraph(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_transitivity_undirected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_transitivity_local_undirected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_scan1(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_layout_circle(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_sphere(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_random(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_random_3d(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_kamada_kawai_3d(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_fruchterman_reingold(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_fruchterman_reingold_3d(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_to_undirected(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_to_directed(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_laplacian(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph_Read_DIMACS(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_Edgelist(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_GML(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_Ncol(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_Lgl(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_Pajek(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_Read_GraphML(PyTypeObject *type, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_dot(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_edgelist(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_ncol(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_lgl(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_gml(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_write_graphml(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
 
-PyObject* igraphmodule_Graph_isoclass(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_isomorphic(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_count_isomorphisms(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_get_isomorphisms(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_subisomorphic(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_count_subisomorphisms(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_get_subisomorphisms(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-
-Py_ssize_t igraphmodule_Graph_attribute_count(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_get_attribute(igraphmodule_GraphObject* self, PyObject* s);
-int igraphmodule_Graph_set_attribute(igraphmodule_GraphObject* self, PyObject* k, PyObject* v);
 PyObject* igraphmodule_Graph_attributes(igraphmodule_GraphObject* self);
 PyObject* igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject* self);
 PyObject* igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject* self);
 
-PyObject* igraphmodule_Graph_get_vertices(igraphmodule_GraphObject* self, void* closure);
-PyObject* igraphmodule_Graph_get_edges(igraphmodule_GraphObject* self, void* closure);
-
-PyObject* igraphmodule_Graph_complementer(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_complementer_op(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_compose(igraphmodule_GraphObject* self, PyObject* other);
-PyObject* igraphmodule_Graph_difference(igraphmodule_GraphObject* self, PyObject* other);
-PyObject* igraphmodule_Graph_disjoint_union(igraphmodule_GraphObject* self, PyObject* other);
-
-PyObject* igraphmodule_Graph_bfs(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_bfsiter(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-
-PyObject* igraphmodule_Graph_maxflow(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_mincut(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_mincut_value(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-
-PyObject* igraphmodule_Graph_cliques(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_clique_number(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_independent_sets(igraphmodule_GraphObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_Graph_maximal_independent_sets(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_largest_independent_sets(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_independence_number(igraphmodule_GraphObject* self);
-
-PyObject* igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_community_fastgreedy(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_community_label_propagation(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_community_leading_eigenvector(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject *igraphmodule_Graph_community_optimal_modularity(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_community_spinglass(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_modularity(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph_leiden(igraphmodule_GraphObject* self, PyObject *args, PyObject *kwds);
-
-PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
-PyObject* igraphmodule_Graph___graph_as_cobject__(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-PyObject* igraphmodule_Graph___register_destructor__(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds);
-
 #endif
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index d4dfa1e7d..7725b1622 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -843,13 +843,12 @@ PyObject* PyInit__igraph(void)
     igraphmodule_DFSIter_register_type() ||
     igraphmodule_Edge_register_type() ||
     igraphmodule_EdgeSeq_register_type() ||
+    igraphmodule_Graph_register_type() ||
     igraphmodule_Vertex_register_type() ||
     igraphmodule_VertexSeq_register_type()
   ) {
     INITERROR;
   }
-  if (PyType_Ready(&igraphmodule_GraphType) < 0)
-    INITERROR;
 
   /* Initialize the core module */
   m = PyModule_Create(&moduledef);
@@ -860,7 +859,7 @@ PyObject* PyInit__igraph(void)
   igraphmodule_init_rng(m);
 
   /* Add the types to the core module */
-  PyModule_AddObject(m, "GraphBase", (PyObject*)&igraphmodule_GraphType);
+  PyModule_AddObject(m, "GraphBase", (PyObject*)igraphmodule_GraphType);
   PyModule_AddObject(m, "BFSIter", (PyObject*)igraphmodule_BFSIterType);
   PyModule_AddObject(m, "DFSIter", (PyObject*)igraphmodule_DFSIterType);
   PyModule_AddObject(m, "ARPACKOptions", (PyObject*)igraphmodule_ARPACKOptionsType);
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 0ad5a0293..52be31514 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -154,16 +154,26 @@ PyObject *igraphmodule__union(PyObject *self,
       Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
       igraph_vector_int_t *map = VECTOR(edgemaps)[i];
       PyObject *emi = PyList_New(no_of_edges);
-      for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
-        if (!dest) {
-          Py_DECREF(emi);
-          Py_DECREF(em_list);
-          return NULL;
+      if (emi) {
+        for (j = 0; j < no_of_edges; j++) {
+          PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
+          if (!dest || PyList_SetItem(emi, j, dest)) {
+            igraph_vector_ptr_destroy(&gs);
+            igraph_vector_ptr_destroy(&edgemaps);
+            Py_XDECREF(dest);
+            Py_DECREF(emi);
+            Py_DECREF(em_list);
+            return NULL;
+          }
         }
-        PyList_SET_ITEM(emi, j, dest);
       }
-      PyList_SET_ITEM(em_list, i, emi);
+      if (!emi || PyList_SetItem(em_list, i, emi)) {
+        igraph_vector_ptr_destroy(&gs);
+        igraph_vector_ptr_destroy(&edgemaps);
+        Py_XDECREF(emi);
+        Py_DECREF(em_list);
+        return NULL;
+      }
     }
     igraph_vector_ptr_destroy(&edgemaps);
   } else {
@@ -266,16 +276,26 @@ PyObject *igraphmodule__intersection(PyObject *self,
       Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
       igraph_vector_int_t *map = VECTOR(edgemaps)[i];
       PyObject *emi = PyList_New(no_of_edges);
-      for (j = 0; j < no_of_edges; j++) {
-        PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
-        if (!dest) {
-          Py_DECREF(emi);
-          Py_DECREF(em_list);
-          return NULL;
+      if (emi) {
+        for (j = 0; j < no_of_edges; j++) {
+          PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
+          if (!dest || PyList_SetItem(emi, j, dest)) {
+            igraph_vector_ptr_destroy(&gs);
+            igraph_vector_ptr_destroy(&edgemaps);
+            Py_XDECREF(dest);
+            Py_DECREF(emi);
+            Py_DECREF(em_list);
+            return NULL;
+          }
         }
-        PyList_SET_ITEM(emi, j, dest);
       }
-      PyList_SET_ITEM(em_list, i, emi);
+      if (!emi || PyList_SetItem(em_list, i, emi)) {
+        igraph_vector_ptr_destroy(&gs);
+        igraph_vector_ptr_destroy(&edgemaps);
+        Py_XDECREF(emi);
+        Py_DECREF(em_list);
+        return NULL;
+      }
     }
     igraph_vector_ptr_destroy(&edgemaps);
 
diff --git a/src/_igraph/preamble.h b/src/_igraph/preamble.h
index 218b304ca..fa427ccac 100644
--- a/src/_igraph/preamble.h
+++ b/src/_igraph/preamble.h
@@ -23,6 +23,10 @@
 #ifndef PYTHON_IGRAPH_PREAMBLE_H
 #define PYTHON_IGRAPH_PREAMBLE_H
 
+#ifndef PY_IGRAPH_ALLOW_ENTIRE_PYTHON_API
+#  define Py_LIMITED_API 0x03060100
+#endif
+
 #define PY_SSIZE_T_CLEAN
 #include <Python.h>
 
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index a51b60ca7..5cf0e075e 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -66,12 +66,17 @@ PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item) {
 	Py_ssize_t i;
 	PyObject* result = PyList_New(len);
 
-	if (result == 0)
+	if (result == 0) {
 		return 0;
+  }
 
 	for (i = 0; i < len; i++) {
 		Py_INCREF(item);
-		PyList_SET_ITEM(result, i, item);  /* reference to item stolen */
+		if (PyList_SetItem(result, i, item)) {
+      Py_DECREF(item);
+      Py_DECREF(result);
+      return 0;
+    }
 	}
 
 	return result;
@@ -161,14 +166,21 @@ char* PyUnicode_CopyAsString(PyObject* string) {
     bytes = PyUnicode_AsUTF8String(string);
   }
 
-  if (bytes == 0)
+  if (bytes == 0) {
+    return 0;
+  }
+
+  result = PyBytes_AsString(bytes);
+  if (result == 0) {
+    Py_DECREF(bytes);
     return 0;
-  
-  result = strdup(PyBytes_AS_STRING(bytes));
+  }
   Py_DECREF(bytes);
 
-  if (result == 0)
+  result = strdup(result);
+  if (result == 0) {
     PyErr_NoMemory();
+  }
 
   return result;
 }
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index a51578fdc..df8897cb4 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -22,8 +22,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "attributes.h"
 #include "convert.h"
 #include "edgeobject.h"
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 02160beb5..2862d3e3d 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -22,8 +22,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060100
-
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"
@@ -100,7 +98,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
-    &igraphmodule_GraphType, &g, &vsobj))
+    igraphmodule_GraphType, &g, &vsobj))
       return -1;
 
   if (vsobj == Py_None) {
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index e1bce6541..d195a6263 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -62,10 +62,6 @@ def numpy_to_contiguous_memoryview(obj):
     from numpy import int32, int64, require
     from igraph._igraph import INTEGER_SIZE
 
-    # TODO: we used to export to double, which is only dependent on the
-    # architecture. Now with integers and a compile-time flag, we have
-    # to figure out what is the integer bitness of the underlying C core.
-    # Think of how to do that, for now default to 64 bit ints!
     if INTEGER_SIZE == 64:
         dtype = int64
     elif INTEGER_SIZE == 32:
diff --git a/tests/test_basic.py b/tests/test_basic.py
index e21e67905..db7146d30 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -1,10 +1,15 @@
+import gc
+import sys
 import unittest
 import warnings
 
+from contextlib import contextmanager
 from functools import partial
 
 from igraph import (
     ALL,
+    Edge,
+    EdgeSeq,
     Graph,
     IN,
     InternalError,
@@ -12,7 +17,10 @@
     is_graphical,
     is_graphical_degree_sequence,
     Matrix,
+    Vertex,
+    VertexSeq
 )
+from igraph._igraph import EdgeSeq as _EdgeSeq, VertexSeq as _VertexSeq
 
 try:
     import numpy as np
@@ -721,7 +729,7 @@ def __init__(self, *args, **kwds):
         self.init_called = True
 
     def __new__(cls, *args, **kwds):
-        result = Graph.__new__(cls, *args, **kwds)
+        result = Graph.__new__(cls)
         result.new_called = True
         return result
 
@@ -759,6 +767,58 @@ def testCallingClassMethodInSuperclass(self):
         self.assertTrue(getattr(g, "adjacency_called", True))
 
 
+@contextmanager
+def assert_reference_not_leaked(case, *args):
+    gc.collect()
+    refs_before = [sys.getrefcount(obj) for obj in args]
+    try:
+        yield
+    finally:
+        gc.collect()
+        refs_after = [sys.getrefcount(obj) for obj in args]
+        case.assertListEqual(refs_before, refs_after)
+
+
+class ReferenceCountTests(unittest.TestCase):
+    def testEdgeReferenceCounting(self):
+        with assert_reference_not_leaked(self, Edge, EdgeSeq, _EdgeSeq):
+            g = Graph.Tree(3, 2)
+            edge = g.es[1]
+            del edge, g
+
+    def testEdgeSeqReferenceCounting(self):
+        with assert_reference_not_leaked(self, Edge, EdgeSeq, _EdgeSeq):
+            g = Graph.Tree(3, 2)
+            es = g.es
+            es2 = EdgeSeq(g)
+            del es, es2, g
+
+    def testGraphReferenceCounting(self):
+        with assert_reference_not_leaked(self, Graph, InheritedGraph):
+            g = Graph.Tree(3, 2)
+            self.assertTrue(gc.is_tracked(g))
+            del g
+
+    def testInheritedGraphReferenceCounting(self):
+        with assert_reference_not_leaked(self, Graph, InheritedGraph):
+            g = InheritedGraph.Tree(3, 2)
+            self.assertTrue(gc.is_tracked(g))
+            del g
+    
+    def testVertexReferenceCounting(self):
+        with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
+            g = Graph.Tree(3, 2)
+            vertex = g.vs[2]
+            del vertex, g
+    
+    def testVertexSeqReferenceCounting(self):
+        with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
+            g = Graph.Tree(3, 2)
+            vs = g.vs
+            vs2 = VertexSeq(g)
+            del vs2, vs, g
+
+
 def suite():
     basic_suite = unittest.makeSuite(BasicTests)
     datatype_suite = unittest.makeSuite(DatatypeTests)
@@ -766,6 +826,7 @@ def suite():
     graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
     degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
     inheritance_suite = unittest.makeSuite(InheritanceTests)
+    refcount_suite = unittest.makeSuite(ReferenceCountTests)
     return unittest.TestSuite(
         [
             basic_suite,
@@ -774,6 +835,7 @@ def suite():
             graph_tuple_list_suite,
             degree_sequence_suite,
             inheritance_suite,
+            refcount_suite
         ]
     )
 

From a53fc18a1b61834da5b7af169c5aef2d28958a77 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 14:58:47 +0200
Subject: [PATCH 0411/1681] chore: updated cibuildwheel to 2.1.1

---
 .github/workflows/build.yml | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d0354422..7fec758fe 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,6 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "cp27-* pp27-* cp35-*"
 
 jobs:
   build_wheels:
@@ -26,7 +25,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -50,7 +49,7 @@ jobs:
         uses: docker/setup-qemu-action@v1
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +87,7 @@ jobs:
           brew install ninja autoconf automake libtool cmake
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_ARCHS_MACOS: "x86_64 arm64"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -145,7 +144,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.11.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a2122bfd1f717fd5ec0aff7db77b60cf9e41226a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 15:28:01 +0200
Subject: [PATCH 0412/1681] ci: skip testing on Python 3.10 until NumPy / SciPy
 / Pandas publish wheels

---
 .github/workflows/build.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7fec758fe..cf561c68e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,6 +4,8 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
+  # skip testing on Python 3.10 until NumPy/SciPy/Pandas publish wheels
+  CIBW_TEST_SKIP: "cp310-*"
 
 jobs:
   build_wheels:
@@ -148,12 +150,12 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m unittest -vvv"
 
       - uses: actions/upload-artifact@v2
         with:

From eeec9887e0531febbecfa28fee69292b3d38a14f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 16:07:42 +0200
Subject: [PATCH 0413/1681] refactor: added __init__ implementation to Vertex
 and Edge

---
 src/_igraph/convert.c         | 15 ++++++++----
 src/_igraph/edgeobject.c      | 45 +++++++++++++++++++++--------------
 src/_igraph/edgeseqobject.c   |  4 +---
 src/_igraph/vertexobject.c    | 45 +++++++++++++++++++++--------------
 src/_igraph/vertexseqobject.c |  3 +--
 5 files changed, 66 insertions(+), 46 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b790689bd..192ff0232 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2789,8 +2789,9 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
-  if (o == Py_None || o == 0) {
-    *vid = 0;
+  if (o == 0) {
+    PyErr_SetString(PyExc_TypeError, "only numbers, strings or igraph.Vertex objects can be converted to vertex IDs");
+    return 1;
   } else if (PyLong_Check(o)) {
     /* Single vertex ID */
     if (igraphmodule_PyObject_to_integer_t(o, vid)) {
@@ -3004,12 +3005,16 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
   int retval;
   igraph_integer_t vid1, vid2;
 
-  if (o == Py_None || o == 0) {
-    *eid = 0;
+  if (!o) {
+    PyErr_SetString(PyExc_TypeError,
+        "only numbers, igraph.Edge objects or tuples of vertex IDs can be "
+        "converted to edge IDs");
+    return 1;
   } else if (PyLong_Check(o)) {
     /* Single edge ID */
-    if (igraphmodule_PyObject_to_integer_t(o, eid)) 
+    if (igraphmodule_PyObject_to_integer_t(o, eid)) {
       return 1;
+    }
   } else if (igraphmodule_Edge_Check(o)) {
     /* Single edge ID from Edge object */
     igraphmodule_EdgeObject *eo = (igraphmodule_EdgeObject*)o;
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index fb8006f34..3d97d61c0 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -99,27 +99,36 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * (or they might even get invalidated).
  */
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
-  igraphmodule_EdgeObject* self;
-
-  self = (igraphmodule_EdgeObject*) PyType_GenericNew(igraphmodule_EdgeType, 0, 0);
-
-  if (self) {
-    RC_ALLOC("Edge", self);
-    Py_INCREF(gref);
-    self->gref = gref;
-    self->idx = idx;
-    self->hash = -1;
-  }
-
-  return (PyObject*)self;
+  return PyObject_CallFunction(igraphmodule_EdgeType, "On", gref, (Py_ssize_t) idx);
 }
 
 /**
  * \ingroup python_interface_edge
- * \brief Clears the edge's subobject (before deallocation)
+ * \brief Initialize a new edge object for a given graph
+ * \return the initialized PyObject
  */
-static int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
-  Py_CLEAR(self->gref);
+static int igraphmodule_Edge_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "graph", "eid", NULL };
+  PyObject *g, *index_o = Py_None;
+  igraph_integer_t eid;
+  igraph_t *graph;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
+    igraphmodule_GraphType, &g, &index_o)) {
+    return -1;
+  }
+
+  graph = &((igraphmodule_GraphObject*)g)->g;
+
+  if (igraphmodule_PyObject_to_eid(index_o, &eid, graph)) {
+    return -1;
+  }
+
+  Py_INCREF(g);
+  self->gref = (igraphmodule_GraphObject*)g;
+  self->idx = eid;
+  self->hash = -1;
+
   return 0;
 }
 
@@ -129,7 +138,7 @@ static int igraphmodule_Edge_clear(igraphmodule_EdgeObject *self) {
  */
 static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
   RC_DEALLOC("Edge", self);
-  igraphmodule_Edge_clear(self);
+  Py_CLEAR(self->gref);
   PY_FREE_AND_DECREF_TYPE(self);
 }
 
@@ -717,8 +726,8 @@ PyDoc_STRVAR(
 
 int igraphmodule_Edge_register_type() {
   PyType_Slot slots[] = {
+    { Py_tp_init, igraphmodule_Edge_init },
     { Py_tp_dealloc, igraphmodule_Edge_dealloc },
-    { Py_tp_clear, igraphmodule_Edge_clear },
     { Py_tp_hash, igraphmodule_Edge_hash },
     { Py_tp_repr, igraphmodule_Edge_repr },
     { Py_tp_richcompare, igraphmodule_Edge_richcompare },
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 4fc48684f..bd94219d7 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -89,7 +89,6 @@ igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
   return copy;
 }
 
-
 /**
  * \ingroup python_interface_edgeseq
  * \brief Initialize a new edge sequence object for a given graph
@@ -162,10 +161,9 @@ void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
 
   if (self->gref) {
     igraph_es_destroy(&self->es);
-    Py_DECREF(self->gref);
-    self->gref=0;
   }
 
+  Py_CLEAR(self->gref);
   PY_FREE_AND_DECREF_TYPE(self);
 }
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index df8897cb4..50ee8034b 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -99,27 +99,36 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * (or they might even get invalidated).
  */
 PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
-  igraphmodule_VertexObject* self;
-
-  self = (igraphmodule_VertexObject*) PyType_GenericNew(igraphmodule_VertexType, 0, 0);
-
-  if (self) {
-    RC_ALLOC("Vertex", self);
-    Py_INCREF(gref);
-    self->gref = gref;
-    self->idx = idx;
-    self->hash = -1;
-  }
-
-  return (PyObject*)self;
+  return PyObject_CallFunction(igraphmodule_VertexType, "On", gref, (Py_ssize_t) idx);
 }
 
 /**
  * \ingroup python_interface_vertex
- * \brief Clears the vertex's subobject (before deallocation)
+ * \brief Initialize a new vertex object for a given graph
+ * \return the initialized PyObject
  */
-static int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
-  Py_CLEAR(self->gref);
+static int igraphmodule_Vertex_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "graph", "vid", NULL };
+  PyObject *g, *index_o = Py_None;
+  igraph_integer_t vid;
+  igraph_t *graph;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
+    igraphmodule_GraphType, &g, &index_o)) {
+    return -1;
+  }
+
+  graph = &((igraphmodule_GraphObject*)g)->g;
+
+  if (igraphmodule_PyObject_to_vid(index_o, &vid, graph)) {
+    return -1;
+  }
+
+  Py_INCREF(g);
+  self->gref = (igraphmodule_GraphObject*)g;
+  self->idx = vid;
+  self->hash = -1;
+
   return 0;
 }
 
@@ -129,7 +138,7 @@ static int igraphmodule_Vertex_clear(igraphmodule_VertexObject *self) {
  */
 static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
   RC_DEALLOC("Vertex", self);
-  igraphmodule_Vertex_clear(self);
+  Py_CLEAR(self->gref);
   PY_FREE_AND_DECREF_TYPE(self);
 }
 
@@ -857,7 +866,7 @@ PyDoc_STRVAR(
 
 int igraphmodule_Vertex_register_type() {
   PyType_Slot slots[] = {
-    { Py_tp_clear, igraphmodule_Vertex_clear },
+    { Py_tp_init, igraphmodule_Vertex_init },
     { Py_tp_dealloc, igraphmodule_Vertex_dealloc },
     { Py_tp_hash, igraphmodule_Vertex_hash },
     { Py_tp_repr, igraphmodule_Vertex_repr },
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 2862d3e3d..947b699f0 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -156,10 +156,9 @@ void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
 
   if (self->gref) {
     igraph_vs_destroy(&self->vs);
-    Py_DECREF(self->gref);
-    self->gref=0;
   }
 
+  Py_CLEAR(self->gref);
   PY_FREE_AND_DECREF_TYPE(self);
 }
 

From 0034011f6aa47ff9d05c6465d54796dca1001492 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 16:34:20 +0200
Subject: [PATCH 0414/1681] fix: worked around refcounting bug in Python <3.8

---
 src/_igraph/arpackobject.c    | 2 +-
 src/_igraph/bfsiter.c         | 2 +-
 src/_igraph/dfsiter.c         | 2 +-
 src/_igraph/edgeobject.c      | 4 ++--
 src/_igraph/edgeseqobject.c   | 2 +-
 src/_igraph/graphobject.c     | 2 +-
 src/_igraph/pyhelpers.h       | 7 +++++--
 src/_igraph/vertexobject.c    | 4 ++--
 src/_igraph/vertexseqobject.c | 2 +-
 9 files changed, 15 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 86d07f307..047dbba01 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -52,7 +52,7 @@ int igraphmodule_ARPACKOptions_init(igraphmodule_ARPACKOptionsObject *self, PyOb
  */
 static void igraphmodule_ARPACKOptions_dealloc(igraphmodule_ARPACKOptionsObject* self) {
   RC_DEALLOC("ARPACKOptions", self);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_ARPACKOptionsType);
 }
 
 /** \ingroup python_interface_arpack
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index a250bbedd..03d5308e3 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -152,7 +152,7 @@ static void igraphmodule_BFSIter_dealloc(igraphmodule_BFSIterObject* self) {
 
   igraphmodule_BFSIter_clear(self);
 
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_BFSIterType);
 }
 
 static PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 226496224..12fb9a503 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -151,7 +151,7 @@ static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
 static void igraphmodule_DFSIter_dealloc(igraphmodule_DFSIterObject* self) {
   RC_DEALLOC("DFSIter", self);
   igraphmodule_DFSIter_clear(self);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_DFSIterType);
 }
 
 static PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 3d97d61c0..56304434e 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -99,7 +99,7 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * (or they might even get invalidated).
  */
 PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
-  return PyObject_CallFunction(igraphmodule_EdgeType, "On", gref, (Py_ssize_t) idx);
+  return PyObject_CallFunction((PyObject*) igraphmodule_EdgeType, "On", gref, (Py_ssize_t) idx);
 }
 
 /**
@@ -139,7 +139,7 @@ static int igraphmodule_Edge_init(igraphmodule_EdgeObject *self, PyObject *args,
 static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
   RC_DEALLOC("Edge", self);
   Py_CLEAR(self->gref);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_EdgeType);
 }
 
 /** \ingroup python_interface_edge
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index bd94219d7..64f3f0372 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -164,7 +164,7 @@ void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
   }
 
   Py_CLEAR(self->gref);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_EdgeSeqType);
 }
 
 /**
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3dc212f20..af80fa817 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -124,7 +124,7 @@ void igraphmodule_Graph_dealloc(igraphmodule_GraphObject * self)
 
   igraphmodule_Graph_clear(self);
 
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_GraphType);
 }
 
 /**
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 56fd4d399..6189a34c8 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -50,15 +50,18 @@ char* PyUnicode_CopyAsString(PyObject* string);
 /* Calling Py_DECREF() on heap-allocated types in tp_dealloc was not needed
  * before Python 3.8 (see Python issue 35810) */
 #if PY_VERSION_HEX >= 0x03080000
-  #define PY_FREE_AND_DECREF_TYPE(obj) {    \
+  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
     PyTypeObject* _tp = Py_TYPE(obj);       \
     ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
     Py_DECREF(_tp); \
   }
 #else
-  #define PY_FREE_AND_DECREF_TYPE(obj) {    \
+  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
     PyTypeObject* _tp = Py_TYPE(obj);       \
     ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
+    if (_tp == base_type) { \
+      Py_DECREF(_tp); \
+    } \
   }
 #endif
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 50ee8034b..c1bd338a1 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -99,7 +99,7 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * (or they might even get invalidated).
  */
 PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
-  return PyObject_CallFunction(igraphmodule_VertexType, "On", gref, (Py_ssize_t) idx);
+  return PyObject_CallFunction((PyObject*) igraphmodule_VertexType, "On", gref, (Py_ssize_t) idx);
 }
 
 /**
@@ -139,7 +139,7 @@ static int igraphmodule_Vertex_init(igraphmodule_EdgeObject *self, PyObject *arg
 static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
   RC_DEALLOC("Vertex", self);
   Py_CLEAR(self->gref);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_VertexType);
 }
 
 /** \ingroup python_interface_vertex
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 947b699f0..819d18046 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -159,7 +159,7 @@ void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
   }
 
   Py_CLEAR(self->gref);
-  PY_FREE_AND_DECREF_TYPE(self);
+  PY_FREE_AND_DECREF_TYPE(self, igraphmodule_VertexSeqType);
 }
 
 /**

From fd549a6ea9e4e9680f269a66b99b6ed520846478 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 16:37:44 +0200
Subject: [PATCH 0415/1681] fix: tp_traverse() needs to visit Py_TYPE(self)
 only in Python >= 3.9

---
 src/_igraph/bfsiter.c     | 5 ++++-
 src/_igraph/dfsiter.c     | 5 ++++-
 src/_igraph/graphobject.c | 3 +++
 3 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 03d5308e3..f4b384bdf 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -121,7 +121,10 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
-  Py_VISIT(Py_TYPE(self));   /* needed because heap-allocated types are refcounted */
+#if PY_VERSION_HEX >= 0x03090000
+  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
+  Py_VISIT(Py_TYPE(self));
+#endif
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 12fb9a503..b3dd00cc9 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -122,7 +122,10 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
-  Py_VISIT(Py_TYPE(self));   /* needed because heap-allocated types are refcounted */
+#if PY_VERSION_HEX >= 0x03090000
+  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
+  Py_VISIT(Py_TYPE(self));
+#endif
   return 0;
 }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index af80fa817..429e183cd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -93,7 +93,10 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
+#if PY_VERSION_HEX >= 0x03090000
+  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
+#endif
 
   return 0;
 }

From 81048cd75fd220e12ab6da80356c2c27221cad6d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 17:24:18 +0200
Subject: [PATCH 0416/1681] test: refcount-related tests should not be run on
 PyPy

---
 tests/test_basic.py     | 5 ++++-
 tests/test_cliques.py   | 5 +----
 tests/test_edgeseq.py   | 5 +----
 tests/test_foreign.py   | 5 +----
 tests/test_vertexseq.py | 5 +----
 5 files changed, 8 insertions(+), 17 deletions(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index db7146d30..aed0677b5 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -22,6 +22,8 @@
 )
 from igraph._igraph import EdgeSeq as _EdgeSeq, VertexSeq as _VertexSeq
 
+from .utils import is_pypy
+
 try:
     import numpy as np
 except ImportError:
@@ -826,7 +828,8 @@ def suite():
     graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
     degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
     inheritance_suite = unittest.makeSuite(InheritanceTests)
-    refcount_suite = unittest.makeSuite(ReferenceCountTests)
+    if not is_pypy:
+        refcount_suite = unittest.makeSuite(ReferenceCountTests)
     return unittest.TestSuite(
         [
             basic_suite,
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 064363e5a..62017c17e 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -2,10 +2,7 @@
 
 from igraph import *
 
-try:
-    from .utils import temporary_file
-except ImportError:
-    from utils import temporary_file
+from .utils import temporary_file
 
 
 class CliqueTests(unittest.TestCase):
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index f1b451512..74667b758 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -4,10 +4,7 @@
 
 from igraph import *
 
-try:
-    from .utils import is_pypy
-except ImportError:
-    from utils import is_pypy
+from .utils import is_pypy
 
 try:
     import numpy as np
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 5d5243e4b..e86051b27 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -4,10 +4,7 @@
 
 from igraph import Graph, InternalError
 
-try:
-    from .utils import temporary_file
-except ImportError:
-    from utils import temporary_file
+from .utils import temporary_file
 
 try:
     import networkx as nx
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 89c9e8896..12adf1aa1 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -4,10 +4,7 @@
 
 from igraph import *
 
-try:
-    from .utils import is_pypy
-except ImportError:
-    from utils import is_pypy
+from .utils import is_pypy
 
 try:
     import numpy as np

From 53b540e430e5d4f97e460e0c4110d458f9f4c574 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Sep 2021 17:45:33 +0200
Subject: [PATCH 0417/1681] test: pytest test discovery still discovered
 refcount tests on PyPy, this is now fixed

---
 tests/test_basic.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index aed0677b5..340621966 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -781,6 +781,7 @@ def assert_reference_not_leaked(case, *args):
         case.assertListEqual(refs_before, refs_after)
 
 
+@unittest.skipIf(is_pypy, "reference counts are not relevant for PyPy")
 class ReferenceCountTests(unittest.TestCase):
     def testEdgeReferenceCounting(self):
         with assert_reference_not_leaked(self, Edge, EdgeSeq, _EdgeSeq):
@@ -828,8 +829,7 @@ def suite():
     graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
     degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
     inheritance_suite = unittest.makeSuite(InheritanceTests)
-    if not is_pypy:
-        refcount_suite = unittest.makeSuite(ReferenceCountTests)
+    refcount_suite = unittest.makeSuite(ReferenceCountTests)
     return unittest.TestSuite(
         [
             basic_suite,

From 7b14aaaedebb3c3071a268e50c835cc6919d4dc7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 15 Sep 2021 00:14:25 +1000
Subject: [PATCH 0418/1681] Revamping (yes!) the plotting interface: matplotlib
 and plotly (#425)

* Initial works on vertex and edge drawers

* Introduce more mpl switches across the library

* Matrix drawing factories

* Support palette plotting in mpl

* Switch igraph.plot, works

* Mark groups transitioning to general infra

* Full switch to infra except labels

* Move dendrogram plotting code into module

* Move more Cairo stuff out of Dendrogram

* Dendrogram plot in matplotlib

* Edge labels (no alignment yet)

* Rounded hull for clustering

* Edge label alignment

* Try to restructure the Plot class via composition

* Testing infrastructure for matplotlib plots

* Store baseline images properly, plotting tests work now in CLI

* Despine matplotlib plot

* Plotting works

* More plotting tests

* Fix plotting test skipping within unittest

* Tests for mpl post-facto editing of vertices

* Doc on new config option for matplotlib backend

* Bugfix on vertex labels and improved tutorial

* doc: the Configuration singleton can be accessed as ig.config

* fix: make sure that the backend variable is one of the known backends

* chore: format source code using black

* fix: remove _checked_on_freetype_version decorator to get rid of dependency on pytest

* chore: reformatted tests/drawing with black

* test: use a fixed circle layout for the large clustering test; the default layout depends on the random seed a bit

* refactor: renamed DefaultDendrogramDrawer to CairoDendrogramDrawer

* refactor: keep DefaultDendrogramDrawer as an alias

* doc: remove all references to Matplotlib from the documentation of CairoPlot

* fix: fix plotting of Palette objects

* chore: code formatting, remove unused import

* fix: fix plotting with the Cairo backend so the "margin" argument takes effect properly

* Support matplotlib plot for histogram

* Remove matplotlib example/demo folder, will do a separate PR

* remove bbox and palette args and deprecation warn for *args in draw

* Small bugfix and typo

* chore: nitpicking

* fix: fix drawing of palettes in Cairo

* refactor: started separating Cairo-related stuff into igraph.drawing.cairo [WIP]

* refactor: remove default image viewer config setting and support for invoking an external image viewer automatically

* fix: use ABCMeta and @abstractmethod annotations for abstract methods

* refactor: moved TextDrawer and AbstractCairoDrawer to Cairo-specific module

* refactor: DescartesCoordinateSystem is now in igraph.drawing.cairo

* refactor: vertex drawers moved to Cairo or Matplotlib-specific submodules

* refactor: edge drawers are now also in the correct (Cairo or Matplotlib) submodule

* refactor: matrix drawers are now in the Matplotlib and Cairo submodules

* chore: removed deprecated UbiGraphDrawer, updated changelog

* refactor: graph drawers moved to Cairo or Matplotlib submodule

* refactor: dendrogram drawers are now in the Matplotlib and Cairo submodules

* refactor: polygon drawers are now in the Cairo and Matplotlib packages, respectively

* Drawer factory

* Forgot one file

* Start supporting plotly

* Empty __init__ file for plotly

* More plotly code, perhaps could work

* Typo in edge

* more typos

* Passes mpl tests locally

* Passes basic tests for plotly

* Passes all plotly tests (no control image)

* Testing suite for plotly (first version)

* Cairo unit tests

* Cairo passes all tests

* fix: make sure that result_images/cairo exists; also handle Path objects properly with cairocffi

* fix: make sure that Cairo, Matplotlib and Plotly are all installed in the test env and fix find_open_image_png_function() for PIL

* fix: use an easily diffable JSON representation for expected Plotly images

* fix: move Matplotlib baseline images to their right places

* fix: make sure that plot dependencies are installed when building wheels

* fix: temporarily remove Cairo from CI tests; it requires additional deps in the CI env

* fix: apparently Matplotlib tests also require pytest

* Switch mpl tests to PDF and move other images around

* variable not needed

* Use png images

* fix

* Skip entire test module if missing mpl/plotly/cairo

* Fix layout for plotly and investigate graph_objects import

* Increase tolerance on mpl, fix layout on plotly

* Plotly figure dict comparator with tolerance

* Back to PDF (should work on i686) and install ghostscript on CI

* Ugly custom converter lifted from mpl to enforce ghostscript as gs

* Try encorcing manylinux2014 which should have ghostscript 9

* Fix layout in mpl tests

* Revert to PNG, ghostscript conversion is unreliable across archs and old Python versions

* Mysterious failure on numpy for pypy and OSX, trying switching to pytest

* Try skipping mpl/numpy on pypy

* chore: updated cibuildwheel to 2.1.1

* ci: skip testing on Python 3.10 until NumPy / SciPy / Pandas publish wheels

* test: allow using older Matplotlib version because of Python 3.6

* test: don't install cairocffi in CI env because we don't have Cairo DLLs there

* test: use pytest with PyPy as well

* fix: don't require matplotlib >= 3.4 because that would exclude Python 3.6 users from using matplotlib [ci skip]

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .github/workflows/build.yml                   |   13 +-
 .gitignore                                    |    1 +
 CHANGELOG.md                                  |   89 +-
 .../figures/tutorial_social_network_1_mpl.png |  Bin 0 -> 24681 bytes
 .../figures/tutorial_social_network_2_mpl.png |  Bin 0 -> 30944 bytes
 doc/source/tutorial.rst                       |   23 +-
 doc/source/visualisation.rst                  |   20 +-
 setup.py                                      |   10 +-
 src/igraph/__init__.py                        |  109 +-
 src/igraph/app/shell.py                       |    6 +-
 src/igraph/clustering.py                      |  232 +-
 src/igraph/configuration.py                   |   93 +-
 src/igraph/datatypes.py                       |  163 +-
 src/igraph/drawing/__init__.py                |  589 +---
 src/igraph/drawing/baseclasses.py             |  335 +-
 src/igraph/drawing/cairo/__init__.py          |    3 +
 src/igraph/drawing/cairo/base.py              |   84 +
 src/igraph/drawing/{ => cairo}/coord.py       |   22 +-
 src/igraph/drawing/cairo/dendrogram.py        |  247 ++
 src/igraph/drawing/{ => cairo}/edge.py        |  190 +-
 src/igraph/drawing/cairo/graph.py             |  425 +++
 src/igraph/drawing/cairo/histogram.py         |   59 +
 src/igraph/drawing/cairo/matrix.py            |  250 ++
 src/igraph/drawing/cairo/palette.py           |   53 +
 src/igraph/drawing/cairo/plot.py              |  360 ++
 src/igraph/drawing/cairo/polygon.py           |   86 +
 src/igraph/drawing/cairo/text.py              |  358 ++
 src/igraph/drawing/cairo/utils.py             |   20 +
 src/igraph/drawing/{ => cairo}/vertex.py      |   44 +-
 src/igraph/drawing/colors.py                  |   64 +-
 src/igraph/drawing/graph.py                   | 1032 +-----
 src/igraph/drawing/matplotlib/__init__.py     |    0
 src/igraph/drawing/matplotlib/dendrogram.py   |  176 +
 src/igraph/drawing/matplotlib/edge.py         |  274 ++
 src/igraph/drawing/matplotlib/graph.py        |  317 ++
 src/igraph/drawing/matplotlib/histogram.py    |   37 +
 src/igraph/drawing/matplotlib/matrix.py       |   26 +
 src/igraph/drawing/matplotlib/palette.py      |   49 +
 src/igraph/drawing/matplotlib/polygon.py      |   88 +
 src/igraph/drawing/matplotlib/utils.py        |   26 +
 src/igraph/drawing/matplotlib/vertex.py       |   71 +
 src/igraph/drawing/plotly/__init__.py         |    0
 src/igraph/drawing/plotly/edge.py             |  270 ++
 src/igraph/drawing/plotly/graph.py            |  281 ++
 src/igraph/drawing/plotly/polygon.py          |  104 +
 src/igraph/drawing/plotly/utils.py            |   74 +
 src/igraph/drawing/plotly/vertex.py           |   95 +
 src/igraph/drawing/shapes.py                  |  194 +-
 src/igraph/drawing/text.py                    |  367 +-
 src/igraph/drawing/utils.py                   |  250 +-
 src/igraph/formula.py                         |    3 +-
 src/igraph/statistics.py                      |   35 +-
 src/igraph/utils.py                           |   48 -
 tests/drawing/__init__.py                     |    0
 tests/drawing/cairo/__init__.py               |    0
 .../baseline_images/clustering_directed.png   |  Bin 0 -> 30616 bytes
 .../clustering_directed_large.png             |  Bin 0 -> 64832 bytes
 .../cairo/baseline_images/graph_basic.png     |  Bin 0 -> 17231 bytes
 .../cairo/baseline_images/graph_directed.png  |  Bin 0 -> 17911 bytes
 .../graph_mark_groups_directed.png            |  Bin 0 -> 17911 bytes
 .../graph_mark_groups_squares_directed.png    |  Bin 0 -> 15413 bytes
 tests/drawing/cairo/test_graph.py             |   99 +
 tests/drawing/cairo/utils.py                  |  170 +
 tests/drawing/matplotlib/__init__.py          |    0
 .../test_graph/clustering_directed.png        |  Bin 0 -> 36485 bytes
 .../test_graph/clustering_directed_large.png  |  Bin 0 -> 67108 bytes
 .../test_graph/graph_basic.png                |  Bin 0 -> 25084 bytes
 .../test_graph/graph_directed.png             |  Bin 0 -> 26545 bytes
 .../test_graph/graph_edit_children.png        |  Bin 0 -> 24552 bytes
 .../test_graph/graph_mark_groups_directed.png |  Bin 0 -> 26545 bytes
 tests/drawing/matplotlib/test_graph.py        |  176 +
 tests/drawing/matplotlib/utils.py             |  122 +
 tests/drawing/plotly/__init__.py              |    0
 .../baseline_images/clustering_directed.json  | 1056 ++++++
 .../clustering_directed_large.json            | 2991 +++++++++++++++++
 .../plotly/baseline_images/graph_basic.json   |  963 ++++++
 .../baseline_images/graph_directed.json       | 1048 ++++++
 .../baseline_images/graph_edit_children.json  |  963 ++++++
 .../graph_mark_groups_directed.json           | 1048 ++++++
 tests/drawing/plotly/test_graph.py            |  185 +
 tests/drawing/plotly/utils.py                 |  274 ++
 tests/test_attributes.py                      |    3 +-
 tox.ini                                       |    5 +-
 83 files changed, 13925 insertions(+), 2943 deletions(-)
 create mode 100644 doc/source/figures/tutorial_social_network_1_mpl.png
 create mode 100644 doc/source/figures/tutorial_social_network_2_mpl.png
 create mode 100644 src/igraph/drawing/cairo/__init__.py
 create mode 100644 src/igraph/drawing/cairo/base.py
 rename src/igraph/drawing/{ => cairo}/coord.py (85%)
 create mode 100644 src/igraph/drawing/cairo/dendrogram.py
 rename src/igraph/drawing/{ => cairo}/edge.py (64%)
 create mode 100644 src/igraph/drawing/cairo/graph.py
 create mode 100644 src/igraph/drawing/cairo/histogram.py
 create mode 100644 src/igraph/drawing/cairo/matrix.py
 create mode 100644 src/igraph/drawing/cairo/palette.py
 create mode 100644 src/igraph/drawing/cairo/plot.py
 create mode 100644 src/igraph/drawing/cairo/polygon.py
 create mode 100644 src/igraph/drawing/cairo/text.py
 create mode 100644 src/igraph/drawing/cairo/utils.py
 rename src/igraph/drawing/{ => cairo}/vertex.py (63%)
 create mode 100644 src/igraph/drawing/matplotlib/__init__.py
 create mode 100644 src/igraph/drawing/matplotlib/dendrogram.py
 create mode 100644 src/igraph/drawing/matplotlib/edge.py
 create mode 100644 src/igraph/drawing/matplotlib/graph.py
 create mode 100644 src/igraph/drawing/matplotlib/histogram.py
 create mode 100644 src/igraph/drawing/matplotlib/matrix.py
 create mode 100644 src/igraph/drawing/matplotlib/palette.py
 create mode 100644 src/igraph/drawing/matplotlib/polygon.py
 create mode 100644 src/igraph/drawing/matplotlib/utils.py
 create mode 100644 src/igraph/drawing/matplotlib/vertex.py
 create mode 100644 src/igraph/drawing/plotly/__init__.py
 create mode 100644 src/igraph/drawing/plotly/edge.py
 create mode 100644 src/igraph/drawing/plotly/graph.py
 create mode 100644 src/igraph/drawing/plotly/polygon.py
 create mode 100644 src/igraph/drawing/plotly/utils.py
 create mode 100644 src/igraph/drawing/plotly/vertex.py
 create mode 100644 tests/drawing/__init__.py
 create mode 100644 tests/drawing/cairo/__init__.py
 create mode 100644 tests/drawing/cairo/baseline_images/clustering_directed.png
 create mode 100644 tests/drawing/cairo/baseline_images/clustering_directed_large.png
 create mode 100644 tests/drawing/cairo/baseline_images/graph_basic.png
 create mode 100644 tests/drawing/cairo/baseline_images/graph_directed.png
 create mode 100644 tests/drawing/cairo/baseline_images/graph_mark_groups_directed.png
 create mode 100644 tests/drawing/cairo/baseline_images/graph_mark_groups_squares_directed.png
 create mode 100644 tests/drawing/cairo/test_graph.py
 create mode 100644 tests/drawing/cairo/utils.py
 create mode 100644 tests/drawing/matplotlib/__init__.py
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed_large.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_basic.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_directed.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
 create mode 100644 tests/drawing/matplotlib/test_graph.py
 create mode 100644 tests/drawing/matplotlib/utils.py
 create mode 100644 tests/drawing/plotly/__init__.py
 create mode 100644 tests/drawing/plotly/baseline_images/clustering_directed.json
 create mode 100644 tests/drawing/plotly/baseline_images/clustering_directed_large.json
 create mode 100644 tests/drawing/plotly/baseline_images/graph_basic.json
 create mode 100644 tests/drawing/plotly/baseline_images/graph_directed.json
 create mode 100644 tests/drawing/plotly/baseline_images/graph_edit_children.json
 create mode 100644 tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
 create mode 100644 tests/drawing/plotly/test_graph.py
 create mode 100644 tests/drawing/plotly/utils.py

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ed176ec2b..afd7a2df1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,8 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "cp27-* pp27-* cp35-*"
+  # skip testing on Python 3.10 until NumPy/SciPy/Pandas publish wheels
+  CIBW_TEST_SKIP: "cp310-*"
 
 jobs:
   build_wheels:
@@ -26,7 +27,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -50,7 +51,7 @@ jobs:
         uses: docker/setup-qemu-action@v1
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +89,7 @@ jobs:
           brew install ninja autoconf automake libtool cmake
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.10.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_ARCHS_MACOS: "x86_64 arm64"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -145,16 +146,16 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v1.11.0
+        uses: joerick/cibuildwheel@v2.1.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
 
       - uses: actions/upload-artifact@v2
         with:
diff --git a/.gitignore b/.gitignore
index 2391ed900..44657c996 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,7 @@ build/
 dist/
 doc/api/
 src/igraph/*.so
+result_images/
 *.egg-info/
 .python-version
 .eggs/
diff --git a/CHANGELOG.md b/CHANGELOG.md
index e6d9c4755..bc13f2d05 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,15 +4,22 @@
 
 ### Changed
 
-* Improved performance of `Graph.DataFrame()`, thanks to
+- Improved performance of `Graph.DataFrame()`, thanks to
   [@fwitter](https://github.com/user/fwitter). See PR
   [#418](https://github.com/igraph/python-igraph/pull/418) for more details.
 
+### Removed
+
+- Removed deprecated `UbiGraphDrawer`.
+
+- Removed deprecated `show()` method of `Plot` instances as well as the feature
+  that automatically shows the plot when `plot()` is called with no target.
+
 ## [0.9.6]
 
 ### Fixed
 
-* Version 0.9.5 accidentally broke the Matplotlib backend when it was invoked
+- Version 0.9.5 accidentally broke the Matplotlib backend when it was invoked
   without the `mark_groups=...` keyword argument; this version fixes the issue.
   Thanks to @dschult for reporting it!
 
@@ -20,13 +27,13 @@
 
 ### Fixed
 
-* `plot(g, ..., mark_groups=True)` now works with the Matplotlib plotting backend.
+- `plot(g, ..., mark_groups=True)` now works with the Matplotlib plotting backend.
 
-* `set_random_number_generator(None)` now correctly switches back to igraph's
+- `set_random_number_generator(None)` now correctly switches back to igraph's
   own random number generator instead of the default one that hooks into
   the `random` module of Python.
 
-* Improved performance in cases when igraph has to call back to Python's
+- Improved performance in cases when igraph has to call back to Python's
   `random` module to generate random numbers. One example is
   `Graph.Degree_Sequence(method="vl")`, whose performance suffered a more than
   30x slowdown on 32-bit platforms before, compared to the native C
@@ -39,101 +46,100 @@
 
 ### Added
 
-* Added `Graph.is_tree()` to test whether a graph is a tree.
+- Added `Graph.is_tree()` to test whether a graph is a tree.
 
-* Added `Graph.Realize_Degree_Sequence()` to construct a graph that realizes a
+- Added `Graph.Realize_Degree_Sequence()` to construct a graph that realizes a
   given degree sequence, using a deterministic (Havel-Hakimi-style) algorithm.
 
-* Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
+- Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
 
-* `Graph.to_directed()` now supports a `mode=...` keyword argument.
+- `Graph.to_directed()` now supports a `mode=...` keyword argument.
 
-* Added a `create_using=...` keyword argument to `Graph.to_networkx()` to
+- Added a `create_using=...` keyword argument to `Graph.to_networkx()` to
   let the user specify which NetworkX class to use when converting the graph.
 
 ### Changed
 
-* Updated igraph dependency to 0.9.4.
+- Updated igraph dependency to 0.9.4.
 
 ### Fixed
 
-* Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
+- Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
   on large graphs, thanks to @szhorvat and @iosonofabio for fixing the issue.
 
-* Fixed the `autocurve=...` keyword argument of `plot()` when using the
+- Fixed the `autocurve=...` keyword argument of `plot()` when using the
   Matplotlib backend.
 
 ### Deprecated
 
-* Functions and methods that take string arguments that represent an underlying
+- Functions and methods that take string arguments that represent an underlying
   enum in the C core of igraph now print a deprecation warning when provided
   with a string that does not match one of the enum member names (as documented
   in the docstrings) exactly. Partial matches will be removed in the next
   minor or major version, whichever comes first.
 
-* `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
+- `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
 
-* `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
+- `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
   is not maintained since 2008.
 
 ## [0.9.1]
 
 ### Changed
 
-* Calling `plot()` without a filename or a target surface is now deprecated.
+- Calling `plot()` without a filename or a target surface is now deprecated.
   The original intention was to plot to a temporary file and then open it in
   the default image viewer of the platform of the user automatically, but this
   has never worked reliably. The feature will be removed in 0.10.0.
 
 ### Fixed
 
-* Fixed plotting of `VertexClustering` objects on Matplotlib axes.
+- Fixed plotting of `VertexClustering` objects on Matplotlib axes.
 
-* The `IGRAPH_CMAKE_EXTRA_ARGS` environment variable is now applied _after_ the
+- The `IGRAPH_CMAKE_EXTRA_ARGS` environment variable is now applied _after_ the
   default CMake arguments when building the C core of igraph from source. This
   enables package maintainers to override any of the default arguments we pass
   to CMake.
 
-* Fixed the documentation build by replacing Epydoc with PyDoctor.
+- Fixed the documentation build by replacing Epydoc with PyDoctor.
 
 ### Miscellaneous
 
-* Building `python-igraph` from source should not require `flex` and `bison`
+- Building `python-igraph` from source should not require `flex` and `bison`
   any more; sources of the parsers used by the C core are now included in the
   Python source tarball.
 
-* Many old code constructs that were used to maintain compatibility with Python
+- Many old code constructs that were used to maintain compatibility with Python
   2.x are removed now that we have dropped support for Python 2.x.
 
-* Reading GraphML files is now also supported on Windows if you use one of the
+- Reading GraphML files is now also supported on Windows if you use one of the
   official Python wheels.
-  
 
 ## [0.9.0]
 
 ### Added
 
-* `Graph.DataFrame` now has a `use_vids=...` keyword argument that decides whether
+- `Graph.DataFrame` now has a `use_vids=...` keyword argument that decides whether
   the data frame contains vertex IDs (`True`) or vertex names (`False`). (PR #348)
 
-* Added `MatplotlibGraphDrawer` to draw a graph on an existing Matplotlib
+- Added `MatplotlibGraphDrawer` to draw a graph on an existing Matplotlib
   figure. (PR #341)
 
-* Added a code path to choose between preferred image viewers on FreeBSD. (PR #354)
+- Added a code path to choose between preferred image viewers on FreeBSD. (PR #354)
 
-* Added `Graph.harmonic_centrality()` that wraps `igraph_harmonic_centrality()`
+- Added `Graph.harmonic_centrality()` that wraps `igraph_harmonic_centrality()`
   from the underlying C library.
 
 ### Changed
 
-* `python-igraph` is now compatible with `igraph` 0.9.0.
+- `python-igraph` is now compatible with `igraph` 0.9.0.
 
-* The setup script was adapted to the new CMake-based build system of `igraph`.
+- The setup script was adapted to the new CMake-based build system of `igraph`.
 
-* Dropped support for older Python versions; the oldest Python version that
+- Dropped support for older Python versions; the oldest Python version that
   `python-igraph` is tested on is now Python 3.6.
 
-* The default splitting heuristic of the BLISS isomorphism algorithm was changed
+- The default splitting heuristic of the BLISS isomorphism algorithm was changed
   from `IGRAPH_BLISS_FM` (first maximally non-trivially connected non-singleton cell)
   to `IGRAPH_BLISS_FL` (first largest non-singleton cell) as this seems to provide
   better performance on a variety of graph classes. This change is a follow-up
@@ -141,31 +147,30 @@
 
 ### Fixed
 
-* Fixed crashes in the Python-C glue code related to the handling of empty
+- Fixed crashes in the Python-C glue code related to the handling of empty
   vectors in certain attribute merging functions (see issue #358).
 
-* Fixed a memory leak in `Graph.closeness_centrality()` when an invalid `cutoff`
+- Fixed a memory leak in `Graph.closeness_centrality()` when an invalid `cutoff`
   argument was provided to the function.
 
-* Clarified that the `fixed=...` argument is ineffective for the DrL layout
+- Clarified that the `fixed=...` argument is ineffective for the DrL layout
   because the underlying C code does not handle it. The argument was _not_
   removed for sake of backwards compatibility.
 
-* `VertexSeq.find(name=x)` now works correctly when `x` is an integer; fixes
+- `VertexSeq.find(name=x)` now works correctly when `x` is an integer; fixes
   #367
 
 ### Miscellaneous
 
-* The Python codebase was piped through `black` for consistent formatting.
+- The Python codebase was piped through `black` for consistent formatting.
 
-* Wildcard imports were removed from the codebase.
+- Wildcard imports were removed from the codebase.
 
-* CI tests were moved to Github Actions from Travis.
+- CI tests were moved to Github Actions from Travis.
 
-* The core C library is now built with `-fPIC` on Linux to allow linking to the
+- The core C library is now built with `-fPIC` on Linux to allow linking to the
   Python interface.
 
-
 ## [0.8.3]
 
 This is the last released version of `python-igraph` without a changelog file.
@@ -173,7 +178,7 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..HEAD
+[unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..HEAD
 [0.9.6]: https://github.com/igraph/python-igraph/compare/0.9.5...0.9.6
 [0.9.5]: https://github.com/igraph/python-igraph/compare/0.9.4...0.9.5
 [0.9.4]: https://github.com/igraph/python-igraph/compare/0.9.1...0.9.4
diff --git a/doc/source/figures/tutorial_social_network_1_mpl.png b/doc/source/figures/tutorial_social_network_1_mpl.png
new file mode 100644
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zTf(#`F`mz9p@%nsL+Gntamc5J1{I%W{5T=&$ODA3q2VfmL5SF#J1$To58O&TRy%S;
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x*JDgLU+({pXvM4afBT45oVW46J?91C;&gwSx}kPBP8+6ZY3l8LrfzoWzW`Hv@38;?

literal 0
HcmV?d00001

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index b9d7cf25e..8f732c00f 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -659,8 +659,9 @@ the screen or to a PDF, PNG or SVG file using the `Cairo library <http://www.cai
 
 .. important::
    To follow the examples of this subsection, you need the Python bindings of the
-   Cairo library. The previous chapter (:ref:`installing-igraph`) tells you more
-   about how to install Cairo's Python bindings.
+   Cairo library or matplotlib (depending on what backend is selected). The previous
+   chapter (:ref:`installing-igraph`) tells you more about how to install Cairo's Python
+   bindings.
 
 Layout algorithms
 ^^^^^^^^^^^^^^^^^
@@ -745,7 +746,7 @@ something like the one on the following figure (although the exact placement of
 nodes may be different on your machine since the layout is not deterministic):
 
 .. figure:: figures/tutorial_social_network_1.png
-   :alt: The visual representation of our social network
+   :alt: The visual representation of our social network (Cairo backend)
    :align: center
 
    Our social network with the Kamada-Kawai layout algorithm
@@ -757,6 +758,10 @@ If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use
 >>> fig, ax = plt.subplots()
 >>> plot(g, layout=layout, target=ax)
 
+.. figure:: figures/tutorial_social_network_1_mpl.png
+   :alt: The visual representation of our social network (matplotlib backend)
+   :align: center
+
 Hmm, this is not too pretty so far. A trivial addition would be to use the names as the
 vertex labels and to color the vertices according to the gender. Vertex labels are taken
 from the ``label`` attribute by default and vertex colors are determined by the
@@ -765,8 +770,8 @@ from the ``label`` attribute by default and vertex colors are determined by the
 >>> g.vs["label"] = g.vs["name"]
 >>> color_dict = {"m": "blue", "f": "pink"}
 >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
->>> plot(g, layout=layout, bbox=(300, 300), margin=20)
->>> plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax) # matplotlib version
+>>> plot(g, layout=layout, bbox=(300, 300), margin=20) # Cairo backend
+>>> plot(g, layout=layout, target=ax) # matplotlib backend
 
 Note that we are simply re-using the previous layout object here, but we also specified
 that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
@@ -778,6 +783,14 @@ to fit the labels (20 pixels). The result is:
 
    Our social network - with names as labels and genders as colors
 
+and for matplotlib:
+
+.. figure:: figures/tutorial_social_network_2_mpl.png
+   :alt: The visual representation of our social network - with names and genders
+   :align: center
+
+   Our social network - with names as labels and genders as colors
+
 Instead of specifying the visual properties as vertex and edge attributes, you can
 also give them as keyword arguments to :func:`plot`:
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index a67fc90be..629324cd4 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -137,13 +137,27 @@ you might want to change the size and color of the vertices:
 >>> import matplotlib.pyplot as plt
 >>> fig, ax = plt.subplots()
 >>> ig.plot(g, target=ax)
->>> dots = ax.get_children()[0] # This is a PathCollection
->>> dots.set_color('tomato')
->>> dots.set_sizes([250] * g.vcount())
+>>> dot = ax.get_children()[0] # This is a Circle for the first vertex
+>>> dot.set_color('tomato')
+>>> dot.radius *= 2 # double the default radius
 
 That also helps as a workaround if you cannot figure out how to use the plotting options below: just use the defaults and
 then customize the appearance of your graph via standard `matplotlib`_ tools.
 
+.. note:: The order of `ax.get_children()` is the following: (i) patches for clustering hulls if requested;
+   (ii) patches for vertices; (iii) patches for edges: for undirected graphs, there's one patch per edge. For directed graphs, there's a *pair* of patches, associated with the arrow body and head, respectively. 
+
+To use `matplotlib_` as your default plotting backend, you can set:
+
+>>> ig.config['plotting.backend'] = 'matplotlib'
+
+Then you don't have to specify an `Axes` anymore:
+
+>>> ig.plot(g)
+
+will automatically make a new `Axes` for you and return it.
+
+
 Plotting graphs in Jupyter notebooks
 ++++++++++++++++++++++++++++++++++++
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
diff --git a/setup.py b/setup.py
index 5ba9f0e12..e9a1c647b 100644
--- a/setup.py
+++ b/setup.py
@@ -13,7 +13,7 @@
 
 ###########################################################################
 
-from setuptools import setup, Command, Extension
+from setuptools import find_packages, setup, Command, Extension
 
 import glob
 import shlex
@@ -819,10 +819,14 @@ def use_educated_guess(self) -> None:
     author_email="ntamas@gmail.com",
     ext_modules=[igraph_extension],
     package_dir={"igraph": "src/igraph"},
-    packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],
+    packages=find_packages(where="src"),
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
     extras_require={
+        "cairo": ["cairocffi>=1.2.0"],
+        "matplotlib": ["matplotlib>=3.3.0; platform_python_implementation != 'PyPy'"],
+        "plotly": ["plotly>=5.3.0"],
+        # compatibility alias to 'cairo' for python-igraph <= 0.9.6
         "plotting": ["cairocffi>=1.2.0"],
         "test": [
             "networkx>=2.5",
@@ -830,6 +834,8 @@ def use_educated_guess(self) -> None:
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0,<1.3.1; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
+            "matplotlib>=3.3.4; platform_python_implementation != 'PyPy'",
+            "plotly>=5.3.0",
         ],
     },
     python_requires=">=3.6",
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 530cbc3cb..31609a5ce 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -74,7 +74,7 @@
     set_progress_handler,
     set_random_number_generator,
     set_status_handler,
-    __igraph_version__
+    __igraph_version__,
 )
 from igraph.clustering import (
     Clustering,
@@ -89,7 +89,16 @@
 )
 from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration, init as init_configuration
-from igraph.drawing import BoundingBox, DefaultGraphDrawer, Plot, Point, Rectangle, plot
+from igraph.drawing import (
+    BoundingBox,
+    CairoGraphDrawer,
+    DefaultGraphDrawer,
+    MatplotlibGraphDrawer,
+    Plot,
+    Point,
+    Rectangle,
+    plot,
+)
 from igraph.drawing.colors import (
     Palette,
     GradientPalette,
@@ -732,9 +741,7 @@ def get_adjacency_sparse(self, attribute=None):
         try:
             from scipy import sparse
         except ImportError:
-            raise ImportError(
-                "You should install scipy in order to use this function"
-            )
+            raise ImportError("You should install scipy in order to use this function")
 
         edges = self.get_edgelist()
         if attribute is None:
@@ -2454,7 +2461,7 @@ def write_svg(
         edge_stroke_widths="width",
         font_size=16,
         *args,
-        **kwds
+        **kwds,
     ):
         """Saves the graph as an SVG (Scalable Vector Graphics) file
 
@@ -2622,13 +2629,13 @@ def write_svg(
             print('     id="pathArrow{0}"'.format(marker_index), file=f)
             print(
                 '     style="font-size:12.0;fill-rule:evenodd;'
-                'stroke-width:0.62500000;stroke-linejoin:round;'
+                "stroke-width:0.62500000;stroke-linejoin:round;"
                 'fill:{0}"'.format(e_col),
                 file=f,
             )
             print(
                 '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 '
-                'L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 '
+                "L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 "
                 '6.9831476,1.6157441 8.7185878,4.0337352 z "',
                 file=f,
             )
@@ -2656,7 +2663,7 @@ def write_svg(
             print("<path", file=f)
             print(
                 '    style="fill:none;stroke:{0};stroke-width:{2};'
-                'stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;'
+                "stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;"
                 'stroke-opacity:1;stroke-dasharray:none{1}"'.format(
                     edge_colors[eidx],
                     ";marker-end:url(#{0})".format(edge_color_dict[edge_colors[eidx]])
@@ -2765,7 +2772,7 @@ def write_svg(
                 print(
                     '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" '
                     'height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" '
-                    '/>'.format(
+                    "/>".format(
                         vertex_width / 2.0,
                         vertex_height / 2.0,
                         vertex_width,
@@ -2779,19 +2786,15 @@ def write_svg(
             print(
                 '      <text sodipodi:linespacing="125%" y="{0}" x="0" '
                 'id="text{1}" style="font-size:{2};font-style:normal;'
-                'font-weight:normal;text-align:center;line-height:125%;'
-                'letter-spacing:0px;word-spacing:0px;text-anchor:middle;'
-                'fill:#000000;fill-opacity:1;stroke:none;'
-                'font-family:Sans">'.format(
-                    vertex_size / 2.0, vidx, font_size
-                ),
+                "font-weight:normal;text-align:center;line-height:125%;"
+                "letter-spacing:0px;word-spacing:0px;text-anchor:middle;"
+                "fill:#000000;fill-opacity:1;stroke:none;"
+                'font-family:Sans">'.format(vertex_size / 2.0, vidx, font_size),
                 file=f,
             )
             print(
                 '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">'
-                '{2}</tspan></text>'.format(
-                    vertex_size / 2.0, vidx, str(labels[vidx])
-                ),
+                "{2}</tspan></text>".format(vertex_size / 2.0, vidx, str(labels[vidx])),
                 file=f,
             )
             print("    </g>", file=f)
@@ -3345,7 +3348,7 @@ def Incidence(
         multiple=False,
         weighted=None,
         *args,
-        **kwds
+        **kwds,
     ):
         """Creates a bipartite graph from an incidence matrix.
 
@@ -3440,26 +3443,41 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
         if edges.shape[1] < 2:
             raise ValueError("The 'edges' DataFrame must contain at least two columns")
         if vertices is not None and vertices.shape[1] < 1:
-            raise ValueError("The 'vertices' DataFrame must contain at least one column")
+            raise ValueError(
+                "The 'vertices' DataFrame must contain at least one column"
+            )
 
         if use_vids:
-            if not (str(edges.dtypes[0]).startswith("int") and str(edges.dtypes[1]).startswith("int")):
-                raise TypeError(f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}")
+            if not (
+                str(edges.dtypes[0]).startswith("int")
+                and str(edges.dtypes[1]).startswith("int")
+            ):
+                raise TypeError(
+                    f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
+                )
             elif (edges.iloc[:, :2] < 0).any(axis=None):
                 raise ValueError("Source and target IDs must not be negative")
             if vertices is not None:
                 vertices = vertices.sort_index()
-                if not vertices.index.equals(pd.RangeIndex.from_range(range(vertices.shape[0]))):
+                if not vertices.index.equals(
+                    pd.RangeIndex.from_range(range(vertices.shape[0]))
+                ):
                     if not str(vertices.index.dtype).startswith("int"):
-                        raise TypeError(f"Vertex IDs must be 0-based integers, found type {vertices.index.dtype}")
+                        raise TypeError(
+                            f"Vertex IDs must be 0-based integers, found type {vertices.index.dtype}"
+                        )
                     elif (vertices.index < 0).any(axis=None):
                         raise ValueError("Vertex IDs must not be negative")
                     else:
-                        raise ValueError(f"Vertex IDs must be an integer sequence from 0 to {vertices.shape[0] - 1}")
+                        raise ValueError(
+                            f"Vertex IDs must be an integer sequence from 0 to {vertices.shape[0] - 1}"
+                        )
         else:
             # Handle if some source and target names in 'edges' are 'NA'
             if edges.iloc[:, :2].isna().any(axis=None):
-                warn("In the first two columns of 'edges' NA elements were replaced with string \"NA\"")
+                warn(
+                    "In the first two columns of 'edges' NA elements were replaced with string \"NA\""
+                )
                 edges = edges.copy()
                 edges.iloc[:, :2].fillna("NA", inplace=True)
 
@@ -3468,7 +3486,9 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
                 vertices = pd.DataFrame({"name": np.unique(edges.values[:, :2])})
 
             if vertices.iloc[:, 0].isna().any():
-                warn("In the first column of 'vertices' NA elements were replaced with string \"NA\"")
+                warn(
+                    "In the first column of 'vertices' NA elements were replaced with string \"NA\""
+                )
                 vertices = vertices.copy()
                 vertices.iloc[:, 0].fillna("NA", inplace=True)
 
@@ -3476,9 +3496,13 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
                 raise ValueError("Vertex names must be unique")
 
             if vertices.shape[1] > 1 and "name" in vertices.columns[1:]:
-                raise ValueError("Vertex attribute conflict: DataFrame already contains column 'name'")
+                raise ValueError(
+                    "Vertex attribute conflict: DataFrame already contains column 'name'"
+                )
 
-            vertices = vertices.rename({vertices.columns[0]: "name"}, axis=1).reset_index(drop=True)
+            vertices = vertices.rename(
+                {vertices.columns[0]: "name"}, axis=1
+            ).reset_index(drop=True)
 
             # Map source and target names in 'edges' to IDs
             vid_map = pd.Series(vertices.index, index=vertices.iloc[:, 0])
@@ -3492,7 +3516,9 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
             g = Graph(n=nv, directed=directed)
         else:
             if not edges.iloc[:, :2].isin(vertices.index).all(axis=None):
-                raise ValueError("Some vertices in the edge DataFrame are missing from vertices DataFrame")
+                raise ValueError(
+                    "Some vertices in the edge DataFrame are missing from vertices DataFrame"
+                )
             nv = vertices.shape[0]
             g = Graph(n=nv, directed=directed)
             # Add vertex attributes
@@ -3501,7 +3527,9 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
 
         # add edges including optional attributes
         e_list = list(edges.iloc[:, :2].itertuples(index=False, name=None))
-        e_attr = edges.iloc[:, 2:].to_dict(orient='list') if edges.shape[1] > 2 else None
+        e_attr = (
+            edges.iloc[:, 2:].to_dict(orient="list") if edges.shape[1] > 2 else None
+        )
         g.add_edges(e_list, e_attr)
 
         return g
@@ -3964,8 +3992,8 @@ def __reduce__(self):
     __iter__ = None  # needed for PyPy
     __hash__ = None  # needed for PyPy
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Plots the graph to the given Cairo context in the given bounding box
+    def __plot__(self, backend, context, *args, **kwds):
+        """Plots the graph to the given Cairo context or matplotlib Axes.
 
         The visual style of vertices and edges can be modified at three
         places in the following order of precedence (lower indices override
@@ -4155,11 +4183,14 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             specifies whether the order is reversed (C{True}, C{False},
             C{"asc"} and C{"desc"} are accepted values).
         """
-        drawer_factory = kwds.get("drawer_factory", DefaultGraphDrawer)
-        if "drawer_factory" in kwds:
-            del kwds["drawer_factory"]
-        drawer = drawer_factory(context, bbox)
-        drawer.draw(self, palette, *args, **kwds)
+        from igraph.drawing import DrawerDirectory
+
+        drawer = kwds.pop(
+            "drawer_factory",
+            DrawerDirectory.resolve(self, backend)(context),
+
+        )
+        drawer.draw(self, *args, **kwds)
 
     def __str__(self):
         """Returns a string representation of the graph.
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index cb450c32a..86f901075 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -20,6 +20,7 @@
 """
 
 
+from abc import ABCMeta, abstractmethod
 import re
 import sys
 
@@ -285,14 +286,15 @@ def clear(self):
             self.last_message = ""
 
 
-class Shell:
+class Shell(metaclass=ABCMeta):
     """Superclass of the embeddable shells supported by igraph"""
 
     def __init__(self):
         pass
 
+    @abstractmethod
     def __call__(self):
-        raise NotImplementedError("abstract class")
+        raise NotImplementedError
 
     def supports_progress_bar(self):
         """Checks whether the shell supports progress bars.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 67ef19bb7..92631d31c 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -3,16 +3,16 @@
 """Classes related to graph clustering."""
 
 from copy import deepcopy
-from math import pi
 from io import StringIO
 
 from igraph import community_to_membership
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
+from igraph.drawing.cairo.dendrogram import CairoDendrogramDrawer
+from igraph.drawing.matplotlib.dendrogram import MatplotlibDendrogramDrawer
 from igraph.statistics import Histogram
 from igraph.summary import _get_wrapper_for_width
-from igraph.utils import str_to_orientation
 
 
 class Clustering:
@@ -427,9 +427,8 @@ def giant(self):
         max_size = max(ss)
         return self.subgraph(ss.index(max_size))
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Plots the clustering to the given Cairo context in the given
-        bounding box.
+    def __plot__(self, backend, context, *args, **kwds):
+        """Plots the clustering to the given Cairo context or matplotlib Axes.
 
         This is done by calling L{Graph.__plot__()} with the same arguments, but
         coloring the graph vertices according to the current clustering (unless
@@ -476,15 +475,18 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
         @see: L{Graph.__plot__()} for more supported keyword arguments.
         """
+        from igraph.drawing.colors import default_edge_colors
+
         if "edge_color" not in kwds and "color" not in self.graph.edge_attributes():
             # Set up a default edge coloring based on internal vs external edges
-            colors = ["grey20", "grey80"]
+            colors = default_edge_colors[backend]
             kwds["edge_color"] = [
                 colors[is_crossing] for is_crossing in self.crossing()
             ]
 
+        palette = kwds.get('palette', None)
         if palette is None:
-            palette = ClusterColoringPalette(len(self))
+            kwds['palette'] = ClusterColoringPalette(len(self))
 
         if "mark_groups" not in kwds:
             if Configuration.instance()["plotting.mark_groups"]:
@@ -496,8 +498,9 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
 
         if "vertex_color" not in kwds:
             kwds["vertex_color"] = self.membership
+        result = self._graph.__plot__(backend, context, *args, **kwds)
 
-        return self._graph.__plot__(context, bbox, palette, *args, **kwds)
+        return result
 
     def _formatted_cluster_iterator(self):
         """Iterates over the clusters and formats them into a string to be
@@ -723,46 +726,8 @@ def summary(self, verbosity=0, max_leaf_count=40):
 
         return out.getvalue().strip()
 
-    def _item_box_size(self, context, horiz, idx):
-        """Calculates the amount of space needed for drawing an
-        individual vertex at the bottom of the dendrogram."""
-        if self._names is None or self._names[idx] is None:
-            x_bearing, _, _, height, x_advance, _ = context.text_extents("")
-        else:
-            x_bearing, _, _, height, x_advance, _ = context.text_extents(
-                str(self._names[idx])
-            )
-
-        if horiz:
-            return x_advance - x_bearing, height
-        return height, x_advance - x_bearing
-
-    def _plot_item(self, context, horiz, idx, x, y):
-        """Plots a dendrogram item to the given Cairo context
-
-        @param context: the Cairo context we are plotting on
-        @param horiz: whether the dendrogram is horizontally oriented
-        @param idx: the index of the item
-        @param x: the X position of the item
-        @param y: the Y position of the item
-        """
-        if self._names is None or self._names[idx] is None:
-            return
-
-        height = self._item_box_size(context, True, idx)[1]
-        if horiz:
-            context.move_to(x, y + height)
-            context.show_text(str(self._names[idx]))
-        else:
-            context.save()
-            context.translate(x, y)
-            context.rotate(-pi / 2.0)
-            context.move_to(0, height)
-            context.show_text(str(self._names[idx]))
-            context.restore()
-
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Draws the dendrogram on the given Cairo context
+    def __plot__(self, backend, context, *args, **kwds):
+        """Draws the dendrogram on the given Cairo context or matplotlib Axes.
 
         Supported keyword arguments are:
 
@@ -776,131 +741,18 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             The default is C{left-right}.
 
         """
-        from igraph.layout import Layout
-
-        if self._names is None:
-            self._names = [str(x) for x in range(self._nitems)]
-
-        orientation = str_to_orientation(
-            kwds.get("orientation", "lr"), reversed_vertical=True
-        )
-        horiz = orientation in ("lr", "rl")
-
-        # Get the font height
-        font_height = context.font_extents()[2]
-
-        # Calculate space needed for individual items at the
-        # bottom of the dendrogram
-        item_boxes = [
-            self._item_box_size(context, horiz, idx) for idx in range(self._nitems)
-        ]
-
-        # Small correction for cases when the right edge of the labels is
-        # aligned with the tips of the dendrogram branches
-        ygap = 2 if orientation == "bt" else 0
-        xgap = 2 if orientation == "lr" else 0
-        item_boxes = [(x + xgap, y + ygap) for x, y in item_boxes]
-
-        # Calculate coordinates
-        layout = Layout([(0, 0)] * self._nitems, dim=2)
-        inorder = self._traverse_inorder()
-        if not horiz:
-            x, y = 0, 0
-            for idx, element in enumerate(inorder):
-                layout[element] = (x, 0)
-                x += max(font_height, item_boxes[element][0])
-
-            for id1, id2 in self._merges:
-                y += 1
-                layout.append(((layout[id1][0] + layout[id2][0]) / 2.0, y))
-
-            # Mirror or rotate the layout if necessary
-            if orientation == "bt":
-                layout.mirror(1)
+        if backend == "matplotlib":
+            drawer = MatplotlibDendrogramDrawer(context)
         else:
-            x, y = 0, 0
-            for idx, element in enumerate(inorder):
-                layout[element] = (0, y)
-                y += max(font_height, item_boxes[element][1])
-
-            for id1, id2 in self._merges:
-                x += 1
-                layout.append((x, (layout[id1][1] + layout[id2][1]) / 2.0))
-
-            # Mirror or rotate the layout if necessary
-            if orientation == "rl":
-                layout.mirror(0)
-
-        # Rescale layout to the bounding box
-        maxw = max(e[0] for e in item_boxes)
-        maxh = max(e[1] for e in item_boxes)
-
-        # w, h: width and height of the area containing the dendrogram
-        # tree without the items.
-        # delta_x, delta_y: displacement of the dendrogram tree
-        width, height = float(bbox.width), float(bbox.height)
-        delta_x, delta_y = 0, 0
-        if horiz:
-            width -= maxw
-            if orientation == "lr":
-                delta_x = maxw
-        else:
-            height -= maxh
-            if orientation == "tb":
-                delta_y = maxh
+            bbox = kwds.pop('bbox', None)
+            palette = kwds.pop('palette', None)
+            if bbox is None:
+                raise ValueError('bbox is required for cairo plots')
+            if palette is None:
+                raise ValueError('palette is required for cairo plots')
+            drawer = CairoDendrogramDrawer(context, bbox, palette)
 
-        if horiz:
-            delta_y += font_height / 2.0
-        else:
-            delta_x += font_height / 2.0
-        layout.fit_into(
-            (delta_x, delta_y, width - delta_x, height - delta_y),
-            keep_aspect_ratio=False,
-        )
-
-        context.save()
-
-        context.translate(bbox.left, bbox.top)
-        context.set_source_rgb(0.0, 0.0, 0.0)
-        context.set_line_width(1)
-
-        # Draw items
-        if horiz:
-            sgn = 0 if orientation == "rl" else -1
-            for idx in range(self._nitems):
-                x = layout[idx][0] + sgn * item_boxes[idx][0]
-                y = layout[idx][1] - item_boxes[idx][1] / 2.0
-                self._plot_item(context, horiz, idx, x, y)
-        else:
-            sgn = 1 if orientation == "bt" else 0
-            for idx in range(self._nitems):
-                x = layout[idx][0] - item_boxes[idx][0] / 2.0
-                y = layout[idx][1] + sgn * item_boxes[idx][1]
-                self._plot_item(context, horiz, idx, x, y)
-
-        # Draw dendrogram lines
-        if not horiz:
-            for idx, (id1, id2) in enumerate(self._merges):
-                x0, y0 = layout[id1]
-                x1, y1 = layout[id2]
-                x2, y2 = layout[idx + self._nitems]
-                context.move_to(x0, y0)
-                context.line_to(x0, y2)
-                context.line_to(x1, y2)
-                context.line_to(x1, y1)
-                context.stroke()
-        else:
-            for idx, (id1, id2) in enumerate(self._merges):
-                x0, y0 = layout[id1]
-                x1, y1 = layout[id2]
-                x2, y2 = layout[idx + self._nitems]
-                context.move_to(x0, y0)
-                context.line_to(x2, y0)
-                context.line_to(x2, y1)
-                context.line_to(x1, y1)
-                context.stroke()
-
-        context.restore()
+        drawer.draw(self, **kwds)
 
     @property
     def merges(self):
@@ -1008,8 +860,8 @@ def optimal_count(self):
     def optimal_count(self, value):
         self._optimal_count = max(int(value), 1)
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Draws the vertex dendrogram on the given Cairo context
+    def __plot__(self, backend, context, *args, **kwds):
+        """Draws the vertex dendrogram on the given Cairo context or matplotlib Axes
 
         See L{Dendrogram.__plot__} for the list of supported keyword
         arguments."""
@@ -1025,7 +877,9 @@ class VisualVertexBuilder(AttributeCollectorBase):
             name if name is not None else str(idx)
             for idx, name in enumerate(self._names)
         ]
-        result = Dendrogram.__plot__(self, context, bbox, palette, *args, **kwds)
+        result = Dendrogram.__plot__(
+            self, backend, context, *args, **kwds
+        )
         del self._names
 
         return result
@@ -1272,9 +1126,8 @@ def subgraphs(self):
         """
         return [self._graph.subgraph(cl) for cl in self]
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Plots the cover to the given Cairo context in the given
-        bounding box.
+    def __plot__(self, backend, context, *args, **kwds):
+        """Plots the cover to the given Cairo context or matplotlib Axes.
 
         This is done by calling L{Graph.__plot__()} with the same arguments, but
         drawing nice colored blobs around the vertex groups.
@@ -1322,15 +1175,18 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         """
         if "edge_color" not in kwds and "color" not in self.graph.edge_attributes():
             # Set up a default edge coloring based on internal vs external edges
-            colors = ["grey20", "grey80"]
+            if backend == 'matplotlib':
+                colors = ["dimgrey", "silver"]
+            else:
+                colors = ["grey20", "grey80"]
+
             kwds["edge_color"] = [
                 colors[is_crossing] for is_crossing in self.crossing()
             ]
 
-        if "palette" in kwds:
-            palette = kwds["palette"]
-        else:
-            palette = ClusterColoringPalette(len(self))
+        palette = kwds.get("palette", None)
+        if palette is None:
+            kwds["palette"] = ClusterColoringPalette(len(self))
 
         if "mark_groups" not in kwds:
             if Configuration.instance()["plotting.mark_groups"]:
@@ -1340,7 +1196,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
                 kwds["mark_groups"], self
             )
 
-        return self._graph.__plot__(context, bbox, palette, *args, **kwds)
+        return self._graph.__plot__(backend, context, *args, **kwds)
 
     def _formatted_cluster_iterator(self):
         """Iterates over the clusters and formats them into a string to be
@@ -1447,9 +1303,9 @@ def parents(self):
         if the given group is the root."""
         return self._parent[:]
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Plots the cohesive block structure to the given Cairo context in
-        the given bounding box.
+    def __plot__(self, backend, context, *args, **kwds):
+        """Plots the cohesive block structure to the given Cairo context or
+        matplotlib Axes.
 
         Since a L{CohesiveBlocks} instance is also a L{VertexCover}, keyword
         arguments accepted by L{VertexCover.__plot__()} are also accepted here.
@@ -1473,7 +1329,9 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
         if "vertex_color" not in kwds:
             kwds["vertex_color"] = self.max_cohesions()
 
-        return VertexCover.__plot__(self, context, bbox, palette, *args, **kwds)
+        return VertexCover.__plot__(
+            self, backend, context, *args, **kwds
+        )
 
 
 def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 43d890219..758c4adfd 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -8,81 +8,10 @@
 as well as saving them to and retrieving them from disk.
 """
 
-import sys
-
-if sys.version_info < (3, 2):
-    from configparser import SafeConfigParser as ConfigParser
-else:
-    from configparser import ConfigParser
-
-import platform
 import os.path
+import platform
 
-
-def get_platform_image_viewer():
-    """Returns the path of an image viewer on the given platform.
-
-    Deprecated since python-igraph 0.9.1 and will be removed in 0.10.0.
-
-    @deprecated: This function was only used by the now-deprecated C{show()}
-        method of the Plot class.
-    """
-    plat = platform.system()
-    if plat == "Darwin":
-        # Most likely Mac OS X
-        return "open"
-    elif plat == "Linux":
-        # Linux has a whole lot of choices, try to find one
-        choices = [
-            "eog",
-            "gthumb",
-            "gqview",
-            "kuickshow",
-            "xnview",
-            "display",
-            "gpicview",
-            "gwenview",
-            "qiv",
-            "gimv",
-            "ristretto",
-            "geeqie",
-            "eom",
-        ]
-        paths = ["/usr/bin", "/bin"]
-        for path in paths:
-            for choice in choices:
-                full_path = os.path.join(path, choice)
-                if os.path.isfile(full_path):
-                    return full_path
-        return ""
-    elif plat == "FreeBSD":
-        # FreeBSD also has a whole lot of choices, try to find one
-        choices = [
-            "eog",
-            "gthumb",
-            "geeqie",
-            "display",
-            "gpicview",
-            "gwenview",
-            "qiv",
-            "gimv",
-            "ristretto",
-            "geeqie",
-            "eom",
-        ]
-        paths = ["%%LOCALBASE%%/bin"]
-        for path in paths:
-            for choice in choices:
-                full_path = os.path.join(path, choice)
-                if os.path.isfile(full_path):
-                    return full_path
-        return ""
-    elif plat == "Windows" or plat == "Microsoft":  # Thanks to Dale Hunscher
-        # Use the built-in Windows image viewer, if available
-        return "start"
-    else:
-        # Unknown system
-        return ""
+from configparser import ConfigParser
 
 
 class Configuration:
@@ -140,25 +69,15 @@ class Configuration:
         - B{verbose}: whether L{igraph} should talk more than really necessary.
           For instance, if set to C{True}, some functions display progress bars.
 
-    Application settings
-    --------------------
-
-    These settings specify the external applications that are possibly
-    used by C{igraph}. They are all stored in section C{apps}.
-
-        - B{image_viewer}: image viewer application. If set to an empty string,
-          it will be determined automatically from the platform C{igraph} runs
-          on. On Mac OS X, it defaults to the Preview application. On Linux,
-          it chooses a viewer from several well-known Linux viewers like
-          C{gthumb}, C{kuickview} and so on (see the source code for the full
-          list). On Windows, it defaults to the system's built-in image viewer.
-
     Plotting settings
     -----------------
 
     These settings specify the default values used by plotting functions.
     They are all stored in section C{plotting}.
 
+        - B{backend}: either "cairo" if you want to use Cairo for plotting
+          or "matplotlib" if you want to use the Matplotlib plotting backend.
+
         - B{layout}: default graph layout algorithm to be used.
 
         - B{mark_groups}: whether to mark the clusters by polygons when
@@ -246,7 +165,7 @@ def setfloat(obj, section, key, value):
     _definitions = {
         "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
         "general.verbose": {"default": True, "type": "boolean"},
-        "apps.image_viewer": {"default": get_platform_image_viewer()},
+        "plotting.backend": {"default": "cairo"},
         "plotting.layout": {"default": "auto"},
         "plotting.mark_groups": {"default": False, "type": "boolean"},
         "plotting.palette": {"default": "gray"},
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 1a53bba07..ebae642db 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -2,7 +2,7 @@
 # -*- coding: utf-8 -*-
 """Additional auxiliary data types"""
 
-from itertools import islice
+__all__ = ("Matrix",)
 
 
 class Matrix:
@@ -271,8 +271,8 @@ def __iter__(self):
         the original matrix."""
         return (list(row) for row in self._data)
 
-    def __plot__(self, context, bbox, palette, **kwds):
-        """Plots the matrix to the given Cairo context in the given box
+    def __plot__(self, backend, context, **kwds):
+        """Plots the matrix to the given Cairo context or matplotlib Axes.
 
         Besides the usual self-explanatory plotting parameters (C{context},
         C{bbox}, C{palette}), it accepts the following keyword arguments:
@@ -322,157 +322,10 @@ def __plot__(self, context, bbox, palette, **kwds):
         is square-shaped, the same names are used for both column and row
         names.
         """
-        grid_width = float(kwds.get("grid_width", 1.0))
-        border_width = float(kwds.get("border_width", 1.0))
-        style = kwds.get("style", "boolean")
-        row_names = kwds.get("row_names")
-        col_names = kwds.get("col_names", row_names)
-        values = kwds.get("values")
-        value_format = kwds.get("value_format", str)
-
-        # Validations
-        if style not in ("boolean", "palette", "none", None):
-            raise ValueError("invalid style")
-        if style == "none":
-            style = None
-        if row_names is None and col_names is not None:
-            row_names = col_names
-        if row_names is not None:
-            row_names = [str(name) for name in islice(row_names, self._nrow)]
-            if len(row_names) < self._nrow:
-                row_names.extend([""] * (self._nrow - len(row_names)))
-        if col_names is not None:
-            col_names = [str(name) for name in islice(col_names, self._ncol)]
-            if len(col_names) < self._ncol:
-                col_names.extend([""] * (self._ncol - len(col_names)))
-        if values is False:
-            values = None
-        if values is True:
-            values = self
-        if isinstance(values, list):
-            values = Matrix(list)
-        if values is not None and not isinstance(values, Matrix):
-            raise TypeError("values must be None, False, True or a matrix")
-        if values is not None and values.shape != self.shape:
-            raise ValueError("values must be a matrix of size %s" % self.shape)
-
-        # Calculate text extents if needed
-        if row_names is not None or col_names is not None:
-            te = context.text_extents
-            space_width = te(" ")[4]
-            max_row_name_width = max([te(s)[4] for s in row_names]) + space_width
-            max_col_name_width = max([te(s)[4] for s in col_names]) + space_width
-        else:
-            max_row_name_width, max_col_name_width = 0, 0
-
-        # Calculate sizes
-        total_width = float(bbox.width) - max_row_name_width
-        total_height = float(bbox.height) - max_col_name_width
-        dx = total_width / self.shape[1]
-        dy = total_height / self.shape[0]
-        if kwds.get("square", True):
-            dx, dy = min(dx, dy), min(dx, dy)
-        total_width, total_height = dx * self.shape[1], dy * self.shape[0]
-        ox = bbox.left + (bbox.width - total_width - max_row_name_width) / 2.0
-        oy = bbox.top + (bbox.height - total_height - max_col_name_width) / 2.0
-        ox += max_row_name_width
-        oy += max_col_name_width
-
-        # Determine rescaling factors for the palette if needed
-        if style == "palette":
-            mi, ma = self.min(), self.max()
-            color_offset = mi
-            color_ratio = (len(palette) - 1) / float(ma - mi)
-
-        # Validate grid width
-        if dx < 3 * grid_width or dy < 3 * grid_width:
-            grid_width = 0.0
-        if grid_width > 0:
-            context.set_line_width(grid_width)
-        else:
-            # When the grid width is zero, we will still stroke the
-            # rectangles, but with the same color as the fill color
-            # of the cell - otherwise we would get thin white lines
-            # between the cells as a drawing artifact
-            context.set_line_width(1)
-
-        # Draw row names (if any)
-        context.set_source_rgb(0.0, 0.0, 0.0)
-        if row_names is not None:
-            x, y = ox, oy
-            for heading in row_names:
-                _, _, _, h, xa, _ = context.text_extents(heading)
-                context.move_to(x - xa - space_width, y + (dy + h) / 2.0)
-                context.show_text(heading)
-                y += dy
-
-        # Draw column names (if any)
-        if col_names is not None:
-            context.save()
-            context.translate(ox, oy)
-            context.rotate(-1.5707963285)  # pi/2
-            x, y = 0.0, 0.0
-            for heading in col_names:
-                _, _, _, h, _, _ = context.text_extents(heading)
-                context.move_to(x + space_width, y + (dx + h) / 2.0)
-                context.show_text(heading)
-                y += dx
-            context.restore()
-
-        # Draw matrix
-        x, y = ox, oy
-        if style is None:
-            fill = lambda: None  # noqa: E731
-        else:
-            fill = context.fill_preserve
-        for row in self:
-            for item in row:
-                if item is None:
-                    x += dx
-                    continue
-                if style == "boolean":
-                    if item:
-                        context.set_source_rgb(0.0, 0.0, 0.0)
-                    else:
-                        context.set_source_rgb(1.0, 1.0, 1.0)
-                elif style == "palette":
-                    cidx = int((item - color_offset) * color_ratio)
-                    if cidx < 0:
-                        cidx = 0
-                    context.set_source_rgba(*palette.get(cidx))
-                context.rectangle(x, y, dx, dy)
-                if grid_width > 0:
-                    fill()
-                    context.set_source_rgb(0.5, 0.5, 0.5)
-                    context.stroke()
-                else:
-                    fill()
-                    context.stroke()
-                x += dx
-            x, y = ox, y + dy
-
-        # Draw cell values
-        if values is not None:
-            x, y = ox, oy
-            context.set_source_rgb(0.0, 0.0, 0.0)
-            for row in values.data:
-                if hasattr(value_format, "__call__"):
-                    values = [value_format(item) for item in row]
-                else:
-                    values = [value_format % item for item in row]
-                for item in values:
-                    th, tw = context.text_extents(item)[3:5]
-                    context.move_to(x + (dx - tw) / 2.0, y + (dy + th) / 2.0)
-                    context.show_text(item)
-                    x += dx
-                x, y = ox, y + dy
-
-        # Draw borders
-        if border_width > 0:
-            context.set_line_width(border_width)
-            context.set_source_rgb(0.0, 0.0, 0.0)
-            context.rectangle(ox, oy, dx * self.shape[1], dy * self.shape[0])
-            context.stroke()
+        from igraph.drawing import DrawerDirectory
+
+        drawer = DrawerDirectory.resolve(self, backend)(context)
+        drawer.draw(self, **kwds)
 
     def min(self, dim=None):
         """Returns the minimum of the matrix along the given dimension
@@ -716,7 +569,7 @@ def __setitem__(self, item, value):
         self._ids[item] = value
 
     def __len__(self):
-        """"Returns the number of items"""
+        """ "Returns the number of items"""
         return len(self._ids)
 
     def reverse_dict(self):
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 244bb9116..a1f53d00d 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,402 +1,119 @@
 """
 Drawing and plotting routines for IGraph.
 
-Plotting is dependent on the C{pycairo} or C{cairocffi} libraries that provide
-Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
+IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+
+The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
+provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
 This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
 or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
-to use the plotting capabilities. However, you can still use L{Graph.write_svg}
-to save the graph to an SVG file and view it from
+to use the Cairo plotting backend. Whenever the documentation refers to the
+C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
+API-compatible.
+
+The Matplotlib backend uses the U{Matplotlib library<https://matplotlib.org>}.
+You will need to install it from PyPI if you want to use the Matplotlib
+plotting backend.
+
+If you do not want to (or cannot) install any of the dependencies outlined
+above, you can still save the graph to an SVG file and view it from
 U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
 U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
-
-Whenever the documentation refers to the C{pycairo} library, you can safely
-replace it with C{cairocffi} as the two are API-compatible.
 """
 
 
+from pathlib import Path
 from warnings import warn
 
-import os
-import platform
-import time
-
-from io import BytesIO
 from igraph.configuration import Configuration
+from igraph.drawing.cairo.utils import find_cairo
+from igraph.drawing.matplotlib.utils import find_matplotlib
+from igraph.drawing.plotly.utils import find_plotly
+from igraph.drawing.cairo.plot import CairoPlot
 from igraph.drawing.colors import Palette, palettes
-from igraph.drawing.graph import DefaultGraphDrawer, MatplotlibGraphDrawer
-from igraph.drawing.utils import (
-    BoundingBox,
-    Point,
-    Rectangle,
-    find_cairo,
-    find_matplotlib,
-)
-from igraph.utils import _is_running_in_ipython, named_temporary_file
-
-__all__ = ("BoundingBox", "DefaultGraphDrawer", "Plot", "Point", "Rectangle", "plot")
-
-cairo = find_cairo()
-
-#####################################################################
 
+from igraph.drawing.cairo.graph import CairoGraphDrawer
+from igraph.drawing.cairo.matrix import CairoMatrixDrawer
+from igraph.drawing.cairo.histogram import CairoHistogramDrawer
+from igraph.drawing.cairo.palette import CairoPaletteDrawer
+from igraph.drawing.matplotlib.graph import MatplotlibGraphDrawer
+from igraph.drawing.matplotlib.matrix import MatplotlibMatrixDrawer
+from igraph.drawing.matplotlib.histogram import MatplotlibHistogramDrawer
+from igraph.drawing.matplotlib.palette import MatplotlibPaletteDrawer
+from igraph.drawing.plotly.graph import PlotlyGraphDrawer
+
+from igraph.drawing.utils import BoundingBox, Point, Rectangle
+from igraph.utils import _is_running_in_ipython
+
+__all__ = (
+    "BoundingBox",
+    "CairoGraphDrawer",
+    "MatplotlibGraphDrawer",
+    "DefaultGraphDrawer",
+    "Plot",
+    "Point",
+    "Rectangle",
+    "plot",
+    "DrawerDirectory",
+)
 
-class Plot:
-    """Class representing an arbitrary plot
-
-    Every plot has an associated surface object where the plotting is done. The
-    surface is an instance of C{cairo.Surface}, a member of the C{pycairo}
-    library. The surface itself provides a unified API to various plotting
-    targets like SVG files, X11 windows, PostScript files, PNG files and so on.
-    C{igraph} usually does not know on which surface it is plotting right now,
-    since C{pycairo} takes care of the actual drawing. Everything that's supported
-    by C{pycairo} should be supported by this class as well.
-
-    Current Cairo surfaces include:
-
-      - C{cairo.GlitzSurface} -- OpenGL accelerated surface for the X11
-        Window System.
-
-      - C{cairo.ImageSurface} -- memory buffer surface. Can be written to a
-        C{PNG} image file.
-
-      - C{cairo.PDFSurface} -- PDF document surface.
-
-      - C{cairo.PSSurface} -- PostScript document surface.
-
-      - C{cairo.SVGSurface} -- SVG (Scalable Vector Graphics) document surface.
-
-      - C{cairo.Win32Surface} -- Microsoft Windows screen rendering.
+# TODO: deprecate
+Plot = CairoPlot
 
-      - C{cairo.XlibSurface} -- X11 Window System screen rendering.
+# TODO: deprecate
+DefaultGraphDrawer = CairoGraphDrawer
 
-    If you create a C{Plot} object with a string given as the target surface,
-    the string will be treated as a filename, and its extension will decide
-    which surface class will be used. Please note that not all surfaces might
-    be available, depending on your C{pycairo} installation.
 
-    A C{Plot} has an assigned default palette (see L{igraph.drawing.colors.Palette})
-    which is used for plotting objects.
+class DrawerDirectory:
+    """Static class that finds the object/backend drawer
 
-    A C{Plot} object also has a list of objects to be plotted with their
-    respective bounding boxes, palettes and opacities. Palettes assigned
-    to an object override the default palette of the plot. Objects can be
-    added by the L{Plot.add} method and removed by the L{Plot.remove} method.
+    This directory is used by the __plot__ functions.
     """
-
-    def __init__(self, target=None, bbox=None, palette=None, background=None):
-        """Creates a new plot.
-
-        @param target: the target surface to write to. It can be one of the
-          following types:
-
-            - C{None} -- an appropriate surface will be created and the object
-              will be plotted there.
-
-            - C{cairo.Surface} -- the given Cairo surface will be used.
-
-            - C{string} -- a file with the given name will be created and an
-              appropriate Cairo surface will be attached to it.
-
-        @param bbox: the bounding box of the surface. It is interpreted
-          differently with different surfaces: PDF and PS surfaces will
-          treat it as points (1 point = 1/72 inch). Image surfaces will
-          treat it as pixels. SVG surfaces will treat it as an abstract
-          unit, but it will mostly be interpreted as pixels when viewing
-          the SVG file in Firefox.
-
-        @param palette: the palette primarily used on the plot if the
-          added objects do not specify a private palette. Must be either
-          an L{igraph.drawing.colors.Palette} object or a string referring
-          to a valid key of C{igraph.drawing.colors.palettes} (see module
-          L{igraph.drawing.colors}) or C{None}. In the latter case, the default
-          palette given by the configuration key C{plotting.palette} is used.
-
-        @param background: the background color. If C{None}, the background
-          will be transparent. You can use any color specification here that
-          is understood by L{igraph.drawing.colors.color_name_to_rgba}.
-        """
-        self._filename = None
-        self._surface_was_created = not isinstance(target, cairo.Surface)
-        self._need_tmpfile = False
-
-        # Several Windows-specific hacks will be used from now on, thanks
-        # to Dale Hunscher for debugging and fixing all that stuff
-        self._windows_hacks = "Windows" in platform.platform()
-
-        if bbox is None:
-            self.bbox = BoundingBox(600, 600)
-        elif isinstance(bbox, tuple) or isinstance(bbox, list):
-            self.bbox = BoundingBox(bbox)
-        else:
-            self.bbox = bbox
-
-        if palette is None:
-            config = Configuration.instance()
-            palette = config["plotting.palette"]
-        if not isinstance(palette, Palette):
-            palette = palettes[palette]
-        self._palette = palette
-
-        if target is None:
-            self._need_tmpfile = True
-            self._surface = cairo.ImageSurface(
-                cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
-            )
-        elif isinstance(target, cairo.Surface):
-            self._surface = target
-        else:
-            self._filename = target
-            _, ext = os.path.splitext(target)
-            ext = ext.lower()
-            if ext == ".pdf":
-                self._surface = cairo.PDFSurface(
-                    target, self.bbox.width, self.bbox.height
-                )
-            elif ext == ".ps" or ext == ".eps":
-                self._surface = cairo.PSSurface(
-                    target, self.bbox.width, self.bbox.height
-                )
-            elif ext == ".png":
-                self._surface = cairo.ImageSurface(
-                    cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
-                )
-            elif ext == ".svg":
-                self._surface = cairo.SVGSurface(
-                    target, self.bbox.width, self.bbox.height
-                )
-            else:
-                raise ValueError("image format not handled by Cairo: %s" % ext)
-
-        self._ctx = cairo.Context(self._surface)
-        self._objects = []
-        self._is_dirty = False
-
-        self.background = background
-
-    def add(self, obj, bbox=None, palette=None, opacity=1.0, *args, **kwds):
-        """Adds an object to the plot.
-
-        Arguments not specified here are stored and passed to the object's
-        plotting function when necessary. Since you are most likely interested
-        in the arguments acceptable by graphs, see L{Graph.__plot__} for more
-        details.
-
-        @param obj: the object to be added
-        @param bbox: the bounding box of the object. If C{None}, the object
-          will fill the entire area of the plot.
-        @param palette: the color palette used for drawing the object. If the
-          object tries to get a color assigned to a positive integer, it
-          will use this palette. If C{None}, defaults to the global palette
-          of the plot.
-        @param opacity: the opacity of the object being plotted, in the range
-          0.0-1.0
-
-        @see: Graph.__plot__
-        """
-        if opacity < 0.0 or opacity > 1.0:
-            raise ValueError("opacity must be between 0.0 and 1.0")
-        if bbox is None:
-            bbox = self.bbox
-        if not isinstance(bbox, BoundingBox):
-            bbox = BoundingBox(bbox)
-        self._objects.append((obj, bbox, palette, opacity, args, kwds))
-        self.mark_dirty()
-
-    @property
-    def background(self):
-        """Returns the background color of the plot. C{None} means a
-        transparent background.
-        """
-        return self._background
-
-    @background.setter
-    def background(self, color):
-        """Sets the background color of the plot. C{None} means a
-        transparent background. You can use any color specification here
-        that is understood by the C{get} method of the current palette
-        or by L{igraph.drawing.colors.color_name_to_rgb}.
-        """
-        if color is None:
-            self._background = None
-        else:
-            self._background = self._palette.get(color)
-
-    def remove(self, obj, bbox=None, idx=1):
-        """Removes an object from the plot.
-
-        If the object has been added multiple times and no bounding box
-        was specified, it removes the instance which occurs M{idx}th
-        in the list of identical instances of the object.
-
-        @param obj: the object to be removed
-        @param bbox: optional bounding box specification for the object.
-          If given, only objects with exactly this bounding box will be
-          considered.
-        @param idx: if multiple objects match the specification given by
-          M{obj} and M{bbox}, only the M{idx}th occurrence will be removed.
-        @return: C{True} if the object has been removed successfully,
-          C{False} if the object was not on the plot at all or M{idx}
-          was larger than the count of occurrences
-        """
-        for i in range(len(self._objects)):
-            current_obj, current_bbox = self._objects[i][0:2]
-            if current_obj is obj and (bbox is None or current_bbox == bbox):
-                idx -= 1
-                if idx == 0:
-                    self._objects[i : (i + 1)] = []
-                    self.mark_dirty()
-                    return True
-        return False
-
-    def mark_dirty(self):
-        """Marks the plot as dirty (should be redrawn)"""
-        self._is_dirty = True
-
-    def redraw(self, context=None):
-        """Redraws the plot"""
-        ctx = context or self._ctx
-        if self._background is not None:
-            ctx.set_source_rgba(*self._background)
-            ctx.rectangle(0, 0, self.bbox.width, self.bbox.height)
-            ctx.fill()
-
-        for obj, bbox, palette, opacity, args, kwds in self._objects:
-            if palette is None:
-                palette = getattr(obj, "_default_palette", self._palette)
-            plotter = getattr(obj, "__plot__", None)
-            if plotter is None:
-                warn("%s does not support plotting" % (obj,))
-            else:
-                if opacity < 1.0:
-                    ctx.push_group()
-                else:
-                    ctx.save()
-                plotter(ctx, bbox, palette, *args, **kwds)
-                if opacity < 1.0:
-                    ctx.pop_group_to_source()
-                    ctx.paint_with_alpha(opacity)
-                else:
-                    ctx.restore()
-
-        self._is_dirty = False
-
-    def save(self, fname=None):
-        """Saves the plot.
-
-        @param fname: the filename to save to. It is ignored if the surface
-          of the plot is not an C{ImageSurface}.
+    valid_backends = ('cairo', 'matplotlib')
+    valid_objects = (
+        'Graph',
+        'Matrix',
+        'Histogram',
+        'Palette',
+    )
+    known_drawers = {
+        'cairo': {
+            'Graph': CairoGraphDrawer,
+            'Matrix': CairoMatrixDrawer,
+            'Histogram': CairoHistogramDrawer,
+            'Palette': CairoPaletteDrawer,
+
+        },
+        'matplotlib': {
+            'Graph': MatplotlibGraphDrawer,
+            'Matrix': MatplotlibMatrixDrawer,
+            'Histogram': MatplotlibHistogramDrawer,
+            'Palette': MatplotlibPaletteDrawer,
+        },
+        'plotly': {
+            'Graph': PlotlyGraphDrawer,
+        },
+    }
+
+    @classmethod
+    def resolve(cls, obj, backend):
+        """Given a shape name, returns the corresponding shape drawer class
+
+        @param: obj: an instance of the object to plot
+        @param backend: the name of the backend
+        @return: the corresponding shape drawer class
+
+        @raise ValueError: if no drawer is available for this backend/object
         """
-        if self._is_dirty:
-            self.redraw()
-        if isinstance(self._surface, cairo.ImageSurface):
-            if fname is None and self._need_tmpfile:
-                with named_temporary_file(prefix="igraph", suffix=".png") as fname:
-                    self._surface.write_to_png(fname)
-                    return None
-
-            fname = fname or self._filename
-            if fname is None:
-                raise ValueError(
-                    "no file name is known for the surface " + "and none given"
-                )
-            return self._surface.write_to_png(fname)
-
-        if fname is not None:
-            warn("filename is ignored for surfaces other than ImageSurface")
-
-        self._ctx.show_page()
-        self._surface.finish()
-
-    def show(self):
-        """Saves the plot to a temporary file and shows it.
-
-        This method is deprecated from python-igraph 0.9.1 and will be removed in
-        version 0.10.0.
+        object_name = str(obj.__class__).split('.')[-1].strip("<'>")
 
-        @deprecated: Opening an image viewer with a temporary file never worked
-            reliably across platforms.
-        """
-        warn("Plot.show() is deprecated from python-igraph 0.9.1", DeprecationWarning)
-
-        if not isinstance(self._surface, cairo.ImageSurface):
-            sur = cairo.ImageSurface(
-                cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
-            )
-            ctx = cairo.Context(sur)
-            self.redraw(ctx)
-        else:
-            sur = self._surface
-            ctx = self._ctx
-            if self._is_dirty:
-                self.redraw(ctx)
-
-        with named_temporary_file(prefix="igraph", suffix=".png") as tmpfile:
-            sur.write_to_png(tmpfile)
-            config = Configuration.instance()
-            imgviewer = config["apps.image_viewer"]
-            if not imgviewer:
-                # No image viewer was given and none was detected. This
-                # should only happen on unknown platforms.
-                plat = platform.system()
-                raise NotImplementedError(
-                    "showing plots is not implemented on this platform: %s" % plat
+        try:
+            return cls.known_drawers[backend][object_name]
+        except KeyError:
+            raise ValueError(
+                f"unknown drawer for {object_name} and backend {backend}",
                 )
-            else:
-                os.system("%s %s" % (imgviewer, tmpfile))
-                if platform.system() == "Darwin" or self._windows_hacks:
-                    # On Mac OS X and Windows, launched applications are likely to
-                    # fork and give control back to Python immediately.
-                    # Chances are that the temporary image file gets removed
-                    # before the image viewer has a chance to open it, so
-                    # we wait here a little bit. Yes, this is quite hackish :(
-                    time.sleep(5)
-
-    def _repr_svg_(self):
-        """Returns an SVG representation of this plot as a string.
-
-        This method is used by IPython to display this plot inline.
-        """
-        io = BytesIO()
-        # Create a new SVG surface and use that to get the SVG representation,
-        # which will end up in io
-        surface = cairo.SVGSurface(io, self.bbox.width, self.bbox.height)
-        context = cairo.Context(surface)
-        # Plot the graph on this context
-        self.redraw(context)
-        # No idea why this is needed but python crashes without
-        context.show_page()
-        surface.finish()
-        # Return the raw SVG representation
-        result = io.getvalue().decode("utf-8")
-        return result, {"isolated": True}  # put it inside an iframe
-
-    @property
-    def bounding_box(self):
-        """Returns the bounding box of the Cairo surface as a
-        L{BoundingBox} object"""
-        return BoundingBox(self.bbox)
-
-    @property
-    def height(self):
-        """Returns the height of the Cairo surface on which the plot
-        is drawn"""
-        return self.bbox.height
-
-    @property
-    def surface(self):
-        """Returns the Cairo surface on which the plot is drawn"""
-        return self._surface
-
-    @property
-    def width(self):
-        """Returns the width of the Cairo surface on which the plot
-        is drawn"""
-        return self.bbox.width
-
-
-#####################################################################
 
 
 def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
@@ -424,10 +141,9 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
           refer to a PNG image, an arbitrary window, an SVG file, anything that
           Cairo can handle.
 
-        - C{None} -- a temporary file will be created and the object will be
-          plotted there. igraph will attempt to open an image viewer and show
-          the temporary file. This feature is deprecated from python-igraph
-          version 0.9.1 and will be removed in 0.10.0.
+        - C{None} -- no plotting will be performed; igraph simply returns a
+          CairoPlot_ object that you can use to manipulate the plot and save it
+          to a file later.
 
     @param bbox: the bounding box of the plot. It must be a tuple with either
       two or four integers, or a L{BoundingBox} object. If this is a tuple
@@ -436,14 +152,14 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       SVG and PostScript plots, where 72 pt = 1 inch = 2.54 cm). If this is
       a tuple with four integers, the first two denotes the X and Y coordinates
       of a corner and the latter two denoting the X and Y coordinates of the
-      opposite corner.
+      opposite corner. Ignored for Matplotlib plots.
 
     @keyword opacity: the opacity of the object being plotted. It can be
       used to overlap several plots of the same graph if you use the same
       layout for them -- for instance, you might plot a graph with opacity
       0.5 and then plot its spanning tree over it with opacity 0.1. To
       achieve this, you'll need to modify the L{Plot} object returned with
-      L{Plot.add}.
+      L{Plot.add}. Ignored for Matplotlib plots.
 
     @keyword palette: the palette primarily used on the plot if the
       added objects do not specify a private palette. Must be either
@@ -455,7 +171,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     @keyword margin: the top, right, bottom, left margins as a 4-tuple.
       If it has less than 4 elements or is a single float, the elements
       will be re-used until the length is at least 4. The default margin
-      is 20 on each side.
+      is 20 units on each side. Ignored for Matplotlib plots.
 
     @keyword inline: whether to try and show the plot object inline in the
       current IPython notebook. Passing C{None} here or omitting this keyword
@@ -464,55 +180,102 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       argument has an effect only if igraph is run inside IPython and C{target}
       is C{None}.
 
-    @return: an appropriate L{Plot} object.
+    @return: an appropriate L{CairoPlot} object for the Cairo backend or the
+      Matplotlib C{Axes} object for the Matplotlib backend
 
     @see: Graph.__plot__
     """
+
+    VALID_BACKENDS = ("cairo", "matplotlib", "plotly")
+
     _, plt = find_matplotlib()
+    cairo = find_cairo()
+    plotly = find_plotly()
 
+    # Switch backend based on target (first) and config (second)
     if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
-        result = MatplotlibGraphDrawer(ax=target)
-        result.draw(obj, *args, **kwds)
-        return
+        backend = "matplotlib"
+    elif hasattr(plotly, "graph_objects") and isinstance(
+            target, plotly.graph_objects.Figure):
+        backend = "plotly"
+    elif hasattr(cairo, "Surface") and isinstance(target, cairo.Surface):
+        backend = "cairo"
+    else:
+        backend = Configuration.instance()["plotting.backend"]
 
-    if not isinstance(bbox, BoundingBox):
-        bbox = BoundingBox(bbox)
+    if backend not in VALID_BACKENDS:
+        raise ValueError("unknown plotting backend: {0!r}".format(backend))
 
-    result = Plot(target, bbox, background=kwds.get("background", "white"))
+    if backend in ("matplotlib", "plotly"):
+        # Choose palette
+        # If explicit, use it. If not or None, ask the object: None is an
+        # acceptable response from the object (e.g. for clusterings), it means
+        # the palette is handled internally. If no response, default to config.
+        palette = kwds.pop("palette", None)
+        if palette is None:
+            palette = getattr(
+                obj,
+                "_default_palette",
+                Configuration.instance()["plotting.palette"],
+            )
+        if palette is not None and not isinstance(palette, Palette):
+            palette = palettes[palette]
 
-    if "margin" in kwds:
-        bbox = bbox.contract(kwds["margin"])
-        del kwds["margin"]
-    else:
-        bbox = bbox.contract(20)
-    result.add(obj, bbox, *args, **kwds)
+        if target is None:
+            if backend == "matplotlib":
+                # Create a new axes if needed
+                _, target = plt.subplots()
+
+            elif backend == "plotly":
+                # Create a new figure if needed
+                target = plotly.graph_objects.Figure()
+
+        # Get the plotting function from the object
+        plotter = getattr(obj, "__plot__", None)
+        if plotter is None:
+            warn("%s does not support plotting" % (obj,))
+            return
+        else:
+            plotter(
+                backend,
+                target,
+                palette=palette,
+                *args,
+                **kwds,
+            )
+            return target
 
+    # Cairo backend
+    inline = False
     if target is None and _is_running_in_ipython():
-        # Get the default value of the `inline` argument from the configuration if
-        # needed
         inline = kwds.get("inline")
         if inline is None:
-            config = Configuration.instance()
-            inline = config["shell.ipython.inlining.Plot"]
-
-        # If we requested an inline plot, just return the result and IPython will
-        # call its _repr_svg_ method. If we requested a non-inline plot, show the
-        # plot in a separate window and return nothing
-        if inline:
-            return result
-        else:
-            result.show()
-            return
+            inline = Configuration.instance()["shell.ipython.inlining.Plot"]
+
+    palette = kwds.pop("palette", None)
+    background = kwds.pop("background", "white")
+    margin = float(kwds.pop("margin", 20))
+    result = CairoPlot(
+        target=target,
+        bbox=bbox,
+        palette=palette,
+        background=background,
+    )
+    item_bbox = result.bbox.contract(margin)
+    result.add(obj, item_bbox, *args, **kwds)
+
+    # If we requested an inline plot, just return the result and IPython will
+    # call its _repr_svg_ method. If we requested a non-inline plot, show the
+    # plot in a separate window and return nothing
+    if inline:
+        return result
 
     # We are either not in IPython or the user specified an explicit plot target,
     # so just show or save the result
-    if target is None:
-        result.show()
-    elif isinstance(target, str):
+
+    if isinstance(target, (str, Path)):
+        # save
         result.save()
 
     # Also return the plot itself
     return result
-
-
-#####################################################################
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index d434f7b75..e786b064d 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -2,91 +2,22 @@
 Abstract base classes for the drawing routines.
 """
 
-from igraph.drawing.utils import BoundingBox
-from math import pi
-
-#####################################################################
-
-
-class AbstractDrawer:
-    """Abstract class that serves as a base class for anything that
-    draws an igraph object."""
-
-    def draw(self, *args, **kwds):
-        """Abstract method, must be implemented in derived classes."""
-        raise NotImplementedError("abstract class")
+from abc import ABCMeta, abstractmethod
+from math import atan2, pi
 
+from .text import TextAlignment
 
 #####################################################################
 
 
-class AbstractCairoDrawer(AbstractDrawer):
+class AbstractDrawer(metaclass=ABCMeta):
     """Abstract class that serves as a base class for anything that
-    draws on a Cairo context within a given bounding box.
-
-    A subclass of L{AbstractCairoDrawer} is guaranteed to have an
-    attribute named C{context} that represents the Cairo context
-    to draw on, and an attribute named C{bbox} for the L{BoundingBox}
-    of the drawing area.
-    """
-
-    def __init__(self, context, bbox):
-        """Constructs the drawer and associates it to the given
-        Cairo context and the given L{BoundingBox}.
-
-        @param context: the context on which we will draw
-        @param bbox:    the bounding box within which we will draw.
-                        Can be anything accepted by the constructor
-                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
-                        or a L{BoundingBox} object).
-        """
-        self.context = context
-        self._bbox = None
-        self.bbox = bbox
-
-    @property
-    def bbox(self):
-        """The bounding box of the drawing area where this drawer will
-        draw."""
-        return self._bbox
-
-    @bbox.setter
-    def bbox(self, bbox):
-        """Sets the bounding box of the drawing area where this drawer
-        will draw."""
-        if not isinstance(bbox, BoundingBox):
-            self._bbox = BoundingBox(bbox)
-        else:
-            self._bbox = bbox
+    draws an igraph object."""
 
+    @abstractmethod
     def draw(self, *args, **kwds):
         """Abstract method, must be implemented in derived classes."""
-        raise NotImplementedError("abstract class")
-
-    def _mark_point(self, x, y, color=0, size=4):
-        """Marks the given point with a small circle on the canvas.
-        Used primarily for debugging purposes.
-
-        @param x: the X coordinate of the point to mark
-        @param y: the Y coordinate of the point to mark
-        @param color: the color of the marker. It can be a
-          3-tuple (RGB components, alpha=0.5), a 4-tuple
-          (RGBA components) or an index where zero means red, 1 means
-          green, 2 means blue and so on.
-        @param size: the diameter of the marker.
-        """
-        if isinstance(color, int):
-            colors = [(1, 0, 0), (0, 1, 0), (0, 0, 1), (1, 1, 0), (0, 1, 1), (1, 0, 1)]
-            color = colors[color % len(colors)]
-        if len(color) == 3:
-            color += (0.5,)
-
-        ctx = self.context
-        ctx.save()
-        ctx.set_source_rgba(*color)
-        ctx.arc(x, y, size / 2.0, 0, 2 * pi)
-        ctx.fill()
-        ctx.restore()
+        raise NotImplementedError
 
 
 #####################################################################
@@ -142,3 +73,255 @@ def _resolve_hostname(url):
         url_parts = list(url_parts)
         url_parts[1] = hostname
         return urlunparse(url_parts)
+
+
+#####################################################################
+
+
+class AbstractEdgeDrawer(metaclass=ABCMeta):
+    """Abstract edge drawer object from which all concrete edge drawer
+    implementations are derived.
+    """
+
+    @staticmethod
+    def _curvature_to_float(value):
+        """Converts values given to the 'curved' edge style argument
+        in plotting calls to floating point values."""
+        if value is None or value is False:
+            return 0.0
+        if value is True:
+            return 0.5
+        return float(value)
+
+    @abstractmethod
+    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
+        """Draws a directed edge.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. Visual properties are defined
+          by the attributes of this object.
+        @param dest_vertex: the source vertex. Visual properties are defined
+          by the attributes of this object.
+        """
+        raise NotImplementedError
+
+    @abstractmethod
+    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
+        """Draws an undirected edge.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. Visual properties are defined
+          by the attributes of this object.
+        @param dest_vertex: the source vertex. Visual properties are defined
+          by the attributes of this object.
+        """
+        raise NotImplementedError
+
+    def get_label_position(self, edge, src_vertex, dest_vertex):
+        """Returns the position where the label of an edge should be drawn. The
+        default implementation returns the midpoint of the edge and an alignment
+        that tries to avoid overlapping the label with the edge.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. Visual properties are given
+          again as attributes.
+        @param dest_vertex: the target vertex. Visual properties are given
+          again as attributes.
+        @return: a tuple containing two more tuples: the desired position of the
+          label and the desired alignment of the label, where the position is
+          given as C{(x, y)} and the alignment is given as C{(horizontal, vertical)}.
+          Members of the alignment tuple are taken from constants in the
+          L{TextAlignment} class.
+        """
+        # TODO: curved edges don't play terribly well with this function,
+        # we could try to get the mid point of the actual curved arrow
+        # (Bezier curve) and use that.
+
+        # Determine the angle of the line
+        dx = dest_vertex.position[0] - src_vertex.position[0]
+        dy = dest_vertex.position[1] - src_vertex.position[1]
+        if dx != 0 or dy != 0:
+            # Note that we use -dy because the Y axis points downwards
+            angle = atan2(-dy, dx) % (2 * pi)
+        else:
+            angle = None
+
+        # Determine the midpoint
+        pos = (
+            (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
+            (src_vertex.position[1] + dest_vertex.position[1]) / 2,
+        )
+
+        # Determine the alignment based on the angle
+        pi4 = pi / 4
+        if angle is None:
+            halign, valign = TextAlignment.CENTER, TextAlignment.CENTER
+        else:
+            index = int((angle / pi4) % 8)
+            halign = [
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.RIGHT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+                TextAlignment.LEFT,
+            ][index]
+            valign = [
+                TextAlignment.BOTTOM,
+                TextAlignment.CENTER,
+                TextAlignment.CENTER,
+                TextAlignment.TOP,
+                TextAlignment.TOP,
+                TextAlignment.CENTER,
+                TextAlignment.CENTER,
+                TextAlignment.BOTTOM,
+            ][index]
+
+        return pos, (halign, valign)
+
+
+#####################################################################
+
+
+class AbstractVertexDrawer(AbstractDrawer):
+    """Abstract vertex drawer object from which all concrete vertex drawer
+    implementations are derived."""
+
+    def __init__(self, palette, layout):
+        """Constructs the vertex drawer and associates it to the given
+        palette.
+
+        @param palette: the palette that can be used to map integer
+                        color indices to colors when drawing vertices
+        @param layout:  the layout of the vertices in the graph being drawn
+        """
+        self.layout = layout
+        self.palette = palette
+
+    @abstractmethod
+    def draw(self, visual_vertex, vertex, coords):
+        """Draws the given vertex.
+
+        @param visual_vertex: object specifying the visual properties of the
+            vertex. Its structure is defined by the VisualVertexBuilder of the
+            L{CairoGraphDrawer}; see its source code.
+        @param vertex: the raw igraph vertex being drawn
+        @param coords: the X and Y coordinates of the vertex as specified by the
+            layout algorithm, scaled into the bounding box.
+        """
+        raise NotImplementedError
+
+
+#####################################################################
+
+
+class AbstractGraphDrawer(AbstractDrawer):
+    """Abstract class that serves as a base class for anything that
+    draws an igraph.Graph.
+    """
+
+    @abstractmethod
+    def draw(self, graph, *args, **kwds):
+        """Abstract method, must be implemented in derived classes."""
+        raise NotImplementedError
+
+    @staticmethod
+    def ensure_layout(layout, graph=None):
+        """Helper method that ensures that I{layout} is an instance
+        of L{Layout}. If it is not, the method will try to convert
+        it to a L{Layout} according to the following rules:
+
+          - If I{layout} is a string, it is assumed to be a name
+            of an igraph layout, and it will be passed on to the
+            C{layout} method of the given I{graph} if I{graph} is
+            not C{None}.
+
+          - If I{layout} is C{None}, the C{layout} method of
+            I{graph} will be invoked with no parameters, which
+            will call the default layout algorithm.
+
+          - Otherwise, I{layout} will be passed on to the constructor
+            of L{Layout}. This handles lists of lists, lists of tuples
+            and such.
+
+        If I{layout} is already a L{Layout} instance, it will still
+        be copied and a copy will be returned. This is because graph
+        drawers are allowed to transform the layout for their purposes,
+        and we don't want the transformation to propagate back to the
+        caller.
+        """
+        from igraph.layout import Layout  # avoid circular imports
+
+        if isinstance(layout, Layout):
+            layout = Layout(layout.coords)
+        elif isinstance(layout, str) or layout is None:
+            layout = graph.layout(layout)
+        else:
+            layout = Layout(layout)
+
+        return layout
+
+    @staticmethod
+    def _determine_edge_order(graph, kwds):
+        """Returns the order in which the edge of the given graph have to be
+        drawn, assuming that the relevant keyword arguments (C{edge_order} and
+        C{edge_order_by}) are given in C{kwds} as a dictionary. If neither
+        C{edge_order} nor C{edge_order_by} is present in C{kwds}, this
+        function returns C{None} to indicate that the graph drawer is free to
+        choose the most convenient edge ordering."""
+        if "edge_order" in kwds:
+            # Edge order specified explicitly
+            return kwds["edge_order"]
+
+        if kwds.get("edge_order_by") is None:
+            # No edge order specified
+            return None
+
+        # Order edges by the value of some attribute
+        edge_order_by = kwds["edge_order_by"]
+        reverse = False
+        if isinstance(edge_order_by, tuple):
+            edge_order_by, reverse = edge_order_by
+            if isinstance(reverse, str):
+                reverse = reverse.lower().startswith("desc")
+        attrs = graph.es[edge_order_by]
+        edge_order = sorted(
+            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+        )
+
+        return edge_order
+
+    @staticmethod
+    def _determine_vertex_order(graph, kwds):
+        """Returns the order in which the vertices of the given graph have to be
+        drawn, assuming that the relevant keyword arguments (C{vertex_order} and
+        C{vertex_order_by}) are given in C{kwds} as a dictionary. If neither
+        C{vertex_order} nor C{vertex_order_by} is present in C{kwds}, this
+        function returns C{None} to indicate that the graph drawer is free to
+        choose the most convenient vertex ordering."""
+        if "vertex_order" in kwds:
+            # Vertex order specified explicitly
+            return kwds["vertex_order"]
+
+        if kwds.get("vertex_order_by") is None:
+            # No vertex order specified
+            return None
+
+        # Order vertices by the value of some attribute
+        vertex_order_by = kwds["vertex_order_by"]
+        reverse = False
+        if isinstance(vertex_order_by, tuple):
+            vertex_order_by, reverse = vertex_order_by
+            if isinstance(reverse, str):
+                reverse = reverse.lower().startswith("desc")
+        attrs = graph.vs[vertex_order_by]
+        vertex_order = sorted(
+            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+        )
+
+        return vertex_order
diff --git a/src/igraph/drawing/cairo/__init__.py b/src/igraph/drawing/cairo/__init__.py
new file mode 100644
index 000000000..14142ca42
--- /dev/null
+++ b/src/igraph/drawing/cairo/__init__.py
@@ -0,0 +1,3 @@
+from .plot import CairoPlot
+
+__all__ = ("CairoPlot",)
diff --git a/src/igraph/drawing/cairo/base.py b/src/igraph/drawing/cairo/base.py
new file mode 100644
index 000000000..49ccf358b
--- /dev/null
+++ b/src/igraph/drawing/cairo/base.py
@@ -0,0 +1,84 @@
+from math import pi
+from typing import Tuple, Union
+
+from igraph.drawing.baseclasses import AbstractDrawer
+from igraph.drawing.utils import BoundingBox
+
+__all__ = ("AbstractCairoDrawer",)
+
+
+class AbstractCairoDrawer(AbstractDrawer):
+    """Abstract class that serves as a base class for anything that
+    draws on a Cairo context within a given bounding box.
+
+    A subclass of L{AbstractCairoDrawer} is guaranteed to have an
+    attribute named C{context} that represents the Cairo context
+    to draw on, and an attribute named C{bbox} for the L{BoundingBox}
+    of the drawing area.
+    """
+
+    _bbox: BoundingBox
+
+    def __init__(self, context, bbox: BoundingBox or None):
+        """Constructs the drawer and associates it to the given
+        Cairo context and the given L{BoundingBox}.
+
+        @param context: the context on which we will draw
+        @param bbox:    the bounding box within which we will draw.
+                        Can be anything accepted by the constructor
+                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
+                        or a L{BoundingBox} object).
+        """
+        self.context = context
+        self._bbox = None  # type: ignore
+        # can be set at drawing time
+        if bbox is not None:
+            self.bbox = bbox
+
+    @property
+    def bbox(self) -> BoundingBox:
+        """The bounding box of the drawing area where this drawer will
+        draw."""
+        return self._bbox
+
+    @bbox.setter
+    def bbox(self, bbox):
+        """Sets the bounding box of the drawing area where this drawer
+        will draw."""
+        if not isinstance(bbox, BoundingBox):
+            self._bbox = BoundingBox(bbox)
+        else:
+            self._bbox = bbox
+
+    def _mark_point(
+        self,
+        x: float,
+        y: float,
+        color: Union[int, Tuple[float, ...]] = 0,
+        size: float = 4,
+    ) -> None:
+        """Marks the given point with a small circle on the canvas.
+        Used primarily for debugging purposes.
+
+        @param x: the X coordinate of the point to mark
+        @param y: the Y coordinate of the point to mark
+        @param color: the color of the marker. It can be a
+          3-tuple (RGB components, alpha=0.5), a 4-tuple
+          (RGBA components) or an index where zero means red, 1 means
+          green, 2 means blue and so on.
+        @param size: the diameter of the marker.
+        """
+        if isinstance(color, int):
+            colors = [(1, 0, 0), (0, 1, 0), (0, 0, 1), (1, 1, 0), (0, 1, 1), (1, 0, 1)]
+            color_tuple = colors[color % len(colors)]
+        elif len(color) == 3:
+            color_tuple = color + (0.5,)
+        else:
+            color_tuple = color
+
+        ctx = self.context
+        ctx.save()
+        ctx.set_source_rgba(*color_tuple)
+        ctx.arc(x, y, size / 2.0, 0, 2 * pi)
+        ctx.fill()
+        ctx.restore()
diff --git a/src/igraph/drawing/coord.py b/src/igraph/drawing/cairo/coord.py
similarity index 85%
rename from src/igraph/drawing/coord.py
rename to src/igraph/drawing/cairo/coord.py
index fc0626bd8..bebdd69fa 100644
--- a/src/igraph/drawing/coord.py
+++ b/src/igraph/drawing/cairo/coord.py
@@ -2,7 +2,9 @@
 Coordinate systems and related plotting routines
 """
 
-from igraph.drawing.baseclasses import AbstractCairoDrawer
+from abc import abstractmethod
+
+from igraph.drawing.cairo.base import AbstractCairoDrawer
 from igraph.drawing.utils import BoundingBox
 
 #####################################################################
@@ -18,29 +20,21 @@ class CoordinateSystem(AbstractCairoDrawer):
     implement an own coordinate system not present in igraph yet.
     """
 
-    def __init__(self, context, bbox):
-        """Initializes the coordinate system.
-
-        @param context: the context on which the coordinate system will
-          be drawn.
-        @param bbox: the bounding box that will contain the coordinate
-          system.
-        """
-        AbstractCairoDrawer.__init__(self, context, bbox)
-
+    @abstractmethod
     def draw(self):
         """Draws the coordinate system.
 
         This method must be overridden in derived classes.
         """
-        raise NotImplementedError("abstract class")
+        raise NotImplementedError
 
+    @abstractmethod
     def local_to_context(self, x, y):
         """Converts local coordinates to the context coordinate system (given
         by the bounding box).
 
         This method must be overridden in derived classes."""
-        raise NotImplementedError("abstract class")
+        raise NotImplementedError
 
 
 class DescartesCoordinateSystem(CoordinateSystem):
@@ -59,7 +53,7 @@ def __init__(self, context, bbox, bounds):
         self._sx, self._sy = None, None
         self._ox, self._oy, self._ox2, self._oy2 = None, None, None, None
 
-        CoordinateSystem.__init__(self, context, bbox)
+        super().__init__(context, bbox)
 
         self.bbox = bbox
         self.bounds = bounds
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
new file mode 100644
index 000000000..27c225ea9
--- /dev/null
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -0,0 +1,247 @@
+"""This module provides a dendrogram drawer for the Cairo backend."""
+
+from math import pi
+
+from igraph.drawing.utils import str_to_orientation
+
+from .base import AbstractCairoDrawer
+
+__all__ = ("CairoDendrogramDrawer",)
+
+
+class CairoDendrogramDrawer(AbstractCairoDrawer):
+    """Default Cairo drawer object for dendrograms."""
+
+    def __init__(self, context, bbox, palette):
+        """Constructs the drawer and associates it to the given palette.
+
+        @param context: the context on which we will draw
+        @param bbox:    the bounding box within which we will draw.
+                        Can be anything accepted by the constructor
+                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
+                        or a L{BoundingBox} object).
+        @param palette: the palette that can be used to map integer
+                        color indices to colors when drawing vertices
+        """
+        AbstractCairoDrawer.__init__(self, context, bbox)
+        self.palette = palette
+
+    @staticmethod
+    def _item_box_size(dendro, context, horiz, idx):
+        """Calculates the amount of space needed for drawing an
+        individual vertex at the bottom of the dendrogram."""
+        if dendro._names is None or dendro._names[idx] is None:
+            x_bearing, _, _, height, x_advance, _ = context.text_extents("")
+        else:
+            x_bearing, _, _, height, x_advance, _ = context.text_extents(
+                str(dendro._names[idx])
+            )
+
+        if horiz:
+            return x_advance - x_bearing, height
+        return height, x_advance - x_bearing
+
+    def _plot_item(self, dendro, context, horiz, idx, x, y):
+        """Plots a dendrogram item to the given Cairo context
+
+        @param context: the Cairo context we are plotting on
+        @param horiz: whether the dendrogram is horizontally oriented
+        @param idx: the index of the item
+        @param x: the X position of the item
+        @param y: the Y position of the item
+        """
+        if dendro._names is None or dendro._names[idx] is None:
+            return
+
+        height = self._item_box_size(dendro, context, True, idx)[1]
+        if horiz:
+            context.move_to(x, y + height)
+            context.show_text(str(dendro._names[idx]))
+        else:
+            context.save()
+            context.translate(x, y)
+            context.rotate(-pi / 2.0)
+            context.move_to(0, height)
+            context.show_text(str(dendro._names[idx]))
+            context.restore()
+
+    def draw(self, dendro, **kwds):
+        """Draws the given Dendrogram in a Cairo context.
+
+        @param dendro: the igraph.Dendrogram to plot.
+
+        It accepts the following keyword arguments:
+
+          - C{style}: the style of the plot. C{boolean} is useful for plotting
+            matrices with boolean (C{True}/C{False} or 0/1) values: C{False}
+            will be shown with a white box and C{True} with a black box.
+            C{palette} uses the given palette to represent numbers by colors,
+            the minimum will be assigned to palette color index 0 and the maximum
+            will be assigned to the length of the palette. C{None} draws transparent
+            cell backgrounds only. The default style is C{boolean} (but it may
+            change in the future). C{None} values in the matrix are treated
+            specially in both cases: nothing is drawn in the cell corresponding
+            to C{None}.
+
+          - C{square}: whether the cells of the matrix should be square or not.
+            Default is C{True}.
+
+          - C{grid_width}: line width of the grid shown on the matrix. If zero or
+            negative, the grid is turned off. The grid is also turned off if the size
+            of a cell is less than three times the given line width. Default is C{1}.
+            Fractional widths are also allowed.
+
+          - C{border_width}: line width of the border drawn around the matrix.
+            If zero or negative, the border is turned off. Default is C{1}.
+
+          - C{row_names}: the names of the rows
+
+          - C{col_names}: the names of the columns.
+
+          - C{values}: values to be displayed in the cells. If C{None} or
+            C{False}, no values are displayed. If C{True}, the values come
+            from the matrix being plotted. If it is another matrix, the
+            values of that matrix are shown in the cells. In this case,
+            the shape of the value matrix must match the shape of the
+            matrix being plotted.
+
+          - C{value_format}: a format string or a callable that specifies how
+            the values should be plotted. If it is a callable, it must be a
+            function that expects a single value and returns a string.
+            Example: C{"%#.2f"} for floating-point numbers with always exactly
+            two digits after the decimal point. See the Python documentation of
+            the C{%} operator for details on the format string. If the format
+            string is not given, it defaults to the C{str} function.
+
+        If only the row names or the column names are given and the matrix
+        is square-shaped, the same names are used for both column and row
+        names.
+        """
+        from igraph.layout import Layout
+
+        context = self.context
+        bbox = self.bbox
+
+        if dendro._names is None:
+            dendro._names = [str(x) for x in range(dendro._nitems)]
+
+        orientation = str_to_orientation(
+            kwds.get("orientation", "lr"), reversed_vertical=True
+        )
+        horiz = orientation in ("lr", "rl")
+
+        # Get the font height
+        font_height = context.font_extents()[2]
+
+        # Calculate space needed for individual items at the
+        # bottom of the dendrogram
+        item_boxes = [
+            dendro._item_box_size(context, horiz, idx) for idx in range(dendro._nitems)
+        ]
+
+        # Small correction for cases when the right edge of the labels is
+        # aligned with the tips of the dendrogram branches
+        ygap = 2 if orientation == "bt" else 0
+        xgap = 2 if orientation == "lr" else 0
+        item_boxes = [(x + xgap, y + ygap) for x, y in item_boxes]
+
+        # Calculate coordinates
+        layout = Layout([(0, 0)] * dendro._nitems, dim=2)
+        inorder = dendro._traverse_inorder()
+        if not horiz:
+            x, y = 0, 0
+            for idx, element in enumerate(inorder):
+                layout[element] = (x, 0)
+                x += max(font_height, item_boxes[element][0])
+
+            for id1, id2 in dendro._merges:
+                y += 1
+                layout.append(((layout[id1][0] + layout[id2][0]) / 2.0, y))
+
+            # Mirror or rotate the layout if necessary
+            if orientation == "bt":
+                layout.mirror(1)
+        else:
+            x, y = 0, 0
+            for idx, element in enumerate(inorder):
+                layout[element] = (0, y)
+                y += max(font_height, item_boxes[element][1])
+
+            for id1, id2 in dendro._merges:
+                x += 1
+                layout.append((x, (layout[id1][1] + layout[id2][1]) / 2.0))
+
+            # Mirror or rotate the layout if necessary
+            if orientation == "rl":
+                layout.mirror(0)
+
+        # Rescale layout to the bounding box
+        maxw = max(e[0] for e in item_boxes)
+        maxh = max(e[1] for e in item_boxes)
+
+        # w, h: width and height of the area containing the dendrogram
+        # tree without the items.
+        # delta_x, delta_y: displacement of the dendrogram tree
+        width, height = float(bbox.width), float(bbox.height)
+        delta_x, delta_y = 0, 0
+        if horiz:
+            width -= maxw
+            if orientation == "lr":
+                delta_x = maxw
+        else:
+            height -= maxh
+            if orientation == "tb":
+                delta_y = maxh
+
+        if horiz:
+            delta_y += font_height / 2.0
+        else:
+            delta_x += font_height / 2.0
+        layout.fit_into(
+            (delta_x, delta_y, width - delta_x, height - delta_y),
+            keep_aspect_ratio=False,
+        )
+
+        context.save()
+
+        context.translate(bbox.left, bbox.top)
+        context.set_source_rgb(0.0, 0.0, 0.0)
+        context.set_line_width(1)
+
+        # Draw items
+        if horiz:
+            sgn = 0 if orientation == "rl" else -1
+            for idx in range(dendro._nitems):
+                x = layout[idx][0] + sgn * item_boxes[idx][0]
+                y = layout[idx][1] - item_boxes[idx][1] / 2.0
+                self._plot_item(dendro, context, horiz, idx, x, y)
+        else:
+            sgn = 1 if orientation == "bt" else 0
+            for idx in range(dendro._nitems):
+                x = layout[idx][0] - item_boxes[idx][0] / 2.0
+                y = layout[idx][1] + sgn * item_boxes[idx][1]
+                dendro._plot_item(dendro, context, horiz, idx, x, y)
+
+        # Draw dendrogram lines
+        if not horiz:
+            for idx, (id1, id2) in enumerate(dendro._merges):
+                x0, y0 = layout[id1]
+                x1, y1 = layout[id2]
+                x2, y2 = layout[idx + dendro._nitems]
+                context.move_to(x0, y0)
+                context.line_to(x0, y2)
+                context.line_to(x1, y2)
+                context.line_to(x1, y1)
+                context.stroke()
+        else:
+            for idx, (id1, id2) in enumerate(dendro._merges):
+                x0, y0 = layout[id1]
+                x1, y1 = layout[id2]
+                x2, y2 = layout[idx + dendro._nitems]
+                context.move_to(x0, y0)
+                context.line_to(x2, y0)
+                context.line_to(x2, y1)
+                context.line_to(x1, y1)
+                context.stroke()
+
+        context.restore()
diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/cairo/edge.py
similarity index 64%
rename from src/igraph/drawing/edge.py
rename to src/igraph/drawing/cairo/edge.py
index 605b2df5c..68ad84f8c 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -2,49 +2,41 @@
 Drawers for various edge styles in graph plots.
 """
 
+from math import atan2, cos, pi, sin
+
+from igraph.drawing.baseclasses import AbstractEdgeDrawer
+from igraph.drawing.colors import clamp
+from igraph.drawing.metamagic import AttributeCollectorBase
+from igraph.drawing.utils import euclidean_distance, intersect_bezier_curve_and_circle
+
+from .utils import find_cairo
+
 __all__ = (
-    "AbstractEdgeDrawer",
+    "AbstractCairoEdgeDrawer",
     "AlphaVaryingEdgeDrawer",
-    "ArrowEdgeDrawer",
+    "CairoArrowEdgeDrawer",
     "DarkToLightEdgeDrawer",
     "LightToDarkEdgeDrawer",
     "TaperedEdgeDrawer",
 )
 
-from igraph.drawing.colors import clamp
-from igraph.drawing.metamagic import AttributeCollectorBase
-from igraph.drawing.text import TextAlignment
-from igraph.drawing.utils import find_cairo
-from math import atan2, cos, pi, sin, sqrt
-
 cairo = find_cairo()
 
 
-class AbstractEdgeDrawer:
-    """Abstract edge drawer object from which all concrete edge drawer
-    implementations are derived."""
+class AbstractCairoEdgeDrawer(AbstractEdgeDrawer):
+    """Cairo-specific abstract edge drawer object."""
 
     def __init__(self, context, palette):
         """Constructs the edge drawer.
 
         @param context: a Cairo context on which the edges will be drawn.
-        @param palette: the palette that can be used to map integer
-                        color indices to colors when drawing edges
+        @param palette: the palette that can be used to map integer color
+            indices to colors when drawing edges
         """
         self.context = context
         self.palette = palette
         self.VisualEdgeBuilder = self._construct_visual_edge_builder()
 
-    @staticmethod
-    def _curvature_to_float(value):
-        """Converts values given to the 'curved' edge style argument
-        in plotting calls to floating point values."""
-        if value is None or value is False:
-            return 0.0
-        if value is True:
-            return 0.5
-        return float(value)
-
     def _construct_visual_edge_builder(self):
         """Construct the visual edge builder that will collect the visual
         attributes of an edge when it is being drawn."""
@@ -66,18 +58,6 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
         return VisualEdgeBuilder
 
-    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        """Draws a directed edge.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param src_vertex: the source vertex. Visual properties are given
-          again as attributes.
-        @param dest_vertex: the target vertex. Visual properties are given
-          again as attributes.
-        """
-        raise NotImplementedError()
-
     def draw_loop_edge(self, edge, vertex):
         """Draws a loop edge.
 
@@ -132,69 +112,8 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         ctx.stroke()
 
-    def get_label_position(self, edge, src_vertex, dest_vertex):
-        """Returns the position where the label of an edge should be drawn. The
-        default implementation returns the midpoint of the edge and an alignment
-        that tries to avoid overlapping the label with the edge.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param src_vertex: the source vertex. Visual properties are given
-          again as attributes.
-        @param dest_vertex: the target vertex. Visual properties are given
-          again as attributes.
-        @return: a tuple containing two more tuples: the desired position of the
-          label and the desired alignment of the label, where the position is
-          given as C{(x, y)} and the alignment is given as C{(horizontal, vertical)}.
-          Members of the alignment tuple are taken from constants in the
-          L{TextAlignment} class.
-        """
-        # Determine the angle of the line
-        dx = dest_vertex.position[0] - src_vertex.position[0]
-        dy = dest_vertex.position[1] - src_vertex.position[1]
-        if dx != 0 or dy != 0:
-            # Note that we use -dy because the Y axis points downwards
-            angle = atan2(-dy, dx) % (2 * pi)
-        else:
-            angle = None
-
-        # Determine the midpoint
-        pos = (
-            (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
-            (src_vertex.position[1] + dest_vertex.position[1]) / 2,
-        )
 
-        # Determine the alignment based on the angle
-        pi4 = pi / 4
-        if angle is None:
-            halign, valign = TextAlignment.CENTER, TextAlignment.CENTER
-        else:
-            index = int((angle / pi4) % 8)
-            halign = [
-                TextAlignment.RIGHT,
-                TextAlignment.RIGHT,
-                TextAlignment.RIGHT,
-                TextAlignment.RIGHT,
-                TextAlignment.LEFT,
-                TextAlignment.LEFT,
-                TextAlignment.LEFT,
-                TextAlignment.LEFT,
-            ][index]
-            valign = [
-                TextAlignment.BOTTOM,
-                TextAlignment.CENTER,
-                TextAlignment.CENTER,
-                TextAlignment.TOP,
-                TextAlignment.TOP,
-                TextAlignment.CENTER,
-                TextAlignment.CENTER,
-                TextAlignment.BOTTOM,
-            ][index]
-
-        return pos, (halign, valign)
-
-
-class ArrowEdgeDrawer(AbstractEdgeDrawer):
+class CairoArrowEdgeDrawer(AbstractCairoEdgeDrawer):
     """Edge drawer implementation that draws undirected edges as
     straight lines and directed edges as arrows.
     """
@@ -207,65 +126,6 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
         (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
 
-        def bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t):
-            """Computes the Bezier curve from point (x0,y0) to (x3,y3)
-            via control points (x1,y1) and (x2,y2) with parameter t.
-            """
-            xt = (
-                (1.0 - t) ** 3 * x0
-                + 3.0 * t * (1.0 - t) ** 2 * x1
-                + 3.0 * t ** 2 * (1.0 - t) * x2
-                + t ** 3 * x3
-            )
-            yt = (
-                (1.0 - t) ** 3 * y0
-                + 3.0 * t * (1.0 - t) ** 2 * y1
-                + 3.0 * t ** 2 * (1.0 - t) * y2
-                + t ** 3 * y3
-            )
-            return xt, yt
-
-        def euclidean_distance(x1, y1, x2, y2):
-            """Computes the Euclidean distance between points (x1,y1) and (x2,y2)."""
-            return sqrt((1.0 * x1 - x2) ** 2 + (1.0 * y1 - y2) ** 2)
-
-        def intersect_bezier_circle(
-            x0, y0, x1, y1, x2, y2, x3, y3, radius, max_iter=10
-        ):
-            """Binary search solver for finding the intersection of a Bezier curve
-            and a circle centered at the curve's end point.
-            Returns the x,y of the intersection point.
-            TODO: implement safeguard to ensure convergence in ALL possible cases.
-            """
-            precision = radius / 20.0
-            source_target_distance = euclidean_distance(x0, y0, x3, y3)
-            radius = float(radius)
-            t0 = 1.0
-            t1 = 1.0 - radius / source_target_distance
-
-            xt1, yt1 = bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
-
-            distance_t0 = 0
-            distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
-            counter = 0
-            while abs(distance_t1 - radius) > precision and counter < max_iter:
-                if ((distance_t1 - radius) > 0) != ((distance_t0 - radius) > 0):
-                    t_new = (t0 + t1) / 2.0
-                else:
-                    if abs(distance_t1 - radius) < abs(distance_t0 - radius):
-                        # If t1 gets us closer to the circumference step in the
-                        # same direction
-                        t_new = t1 + (t1 - t0) / 2.0
-                    else:
-                        t_new = t1 - (t1 - t0)
-                t_new = 1 if t_new > 1 else (0 if t_new < 0 else t_new)
-                t0, t1 = t1, t_new
-                distance_t0 = distance_t1
-                xt1, yt1 = bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
-                distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
-                counter += 1
-            return bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t1)
-
         # Draw the edge
         ctx.set_source_rgba(*edge.color)
         ctx.set_line_width(edge.width)
@@ -286,7 +146,7 @@ def intersect_bezier_circle(
 
             # Determine where the edge intersects the circumference of the
             # vertex shape: Tip of the arrow
-            x2, y2 = intersect_bezier_circle(
+            x2, y2 = intersect_bezier_curve_and_circle(
                 x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
             )
 
@@ -386,7 +246,7 @@ def intersect_bezier_circle(
         ctx.fill()
 
 
-class TaperedEdgeDrawer(AbstractEdgeDrawer):
+class TaperedEdgeDrawer(AbstractCairoEdgeDrawer):
     """Edge drawer implementation that draws undirected edges as
     straight lines and directed edges as tapered lines that are
     wider at the source and narrow at the destination.
@@ -427,14 +287,14 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         ctx.fill()
 
 
-class AlphaVaryingEdgeDrawer(AbstractEdgeDrawer):
+class AlphaVaryingEdgeDrawer(AbstractCairoEdgeDrawer):
     """Edge drawer implementation that draws undirected edges as
     straight lines and directed edges by varying the alpha value
     of the specified edge color between the source and the destination.
     """
 
-    def __init__(self, context, alpha_at_src, alpha_at_dest):
-        super().__init__(context)
+    def __init__(self, context, palette, alpha_at_src, alpha_at_dest):
+        super().__init__(context, palette)
         self.alpha_at_src = (clamp(float(alpha_at_src), 0.0, 1.0),)
         self.alpha_at_dest = (clamp(float(alpha_at_dest), 0.0, 1.0),)
 
@@ -468,8 +328,8 @@ class LightToDarkEdgeDrawer(AlphaVaryingEdgeDrawer):
     interpolated in-between.
     """
 
-    def __init__(self, context):
-        super().__init__(context, 0.0, 1.0)
+    def __init__(self, context, palette):
+        super().__init__(context, palette, 0.0, 1.0)
 
 
 class DarkToLightEdgeDrawer(AlphaVaryingEdgeDrawer):
@@ -480,5 +340,5 @@ class DarkToLightEdgeDrawer(AlphaVaryingEdgeDrawer):
     interpolated in-between.
     """
 
-    def __init__(self, context):
-        super().__init__(context, 1.0, 0.0)
+    def __init__(self, context, palette):
+        super().__init__(context, palette, 1.0, 0.0)
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
new file mode 100644
index 000000000..d66ce7b36
--- /dev/null
+++ b/src/igraph/drawing/cairo/graph.py
@@ -0,0 +1,425 @@
+"""
+Drawing routines to draw graphs.
+
+This module contains routines to draw graphs on:
+
+  - Cairo surfaces (L{DefaultGraphDrawer})
+  - Matplotlib axes (L{MatplotlibGraphDrawer})
+
+It also contains routines to send an igraph graph directly to
+(U{Cytoscape<http://www.cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
+network from Cytoscape and convert it to igraph format.
+"""
+
+from math import atan2, cos, pi, sin, tan
+from warnings import warn
+
+from igraph._igraph import convex_hull, VertexSeq
+from igraph.configuration import Configuration
+from igraph.drawing.baseclasses import AbstractGraphDrawer
+from igraph.drawing.text import TextAlignment
+from igraph.drawing.utils import Point
+
+from .base import AbstractCairoDrawer
+from .edge import CairoArrowEdgeDrawer
+from .polygon import CairoPolygonDrawer
+from .text import CairoTextDrawer
+from .utils import find_cairo
+from .vertex import CairoVertexDrawer
+
+__all__ = ("CairoGraphDrawer",)
+
+cairo = find_cairo()
+
+#####################################################################
+
+
+#####################################################################
+
+
+class AbstractCairoGraphDrawer(AbstractGraphDrawer, AbstractCairoDrawer):
+    """Abstract base class for graph drawers that draw on a Cairo canvas."""
+
+    def __init__(self, context, bbox):
+        """Constructs the graph drawer and associates it to the given
+        Cairo context and the given L{BoundingBox}.
+
+        @param context: the context on which we will draw
+        @param bbox:    the bounding box within which we will draw.
+                        Can be anything accepted by the constructor
+                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
+                        or a L{BoundingBox} object).
+        """
+        AbstractCairoDrawer.__init__(self, context, bbox)
+        AbstractGraphDrawer.__init__(self)
+
+
+#####################################################################
+
+
+class CairoGraphDrawer(AbstractCairoGraphDrawer):
+    """Class implementing the default visualisation of a graph.
+
+    The default visualisation of a graph draws the nodes on a 2D plane
+    according to a given L{Layout}, then draws a straight or curved
+    edge between nodes connected by edges. This is the visualisation
+    used when one invokes the L{plot()} function on a L{Graph} object.
+
+    See L{Graph.__plot__()} for the keyword arguments understood by
+    this drawer."""
+
+    def __init__(
+        self,
+        context,
+        bbox=None,
+        vertex_drawer_factory=CairoVertexDrawer,
+        edge_drawer_factory=CairoArrowEdgeDrawer,
+        label_drawer_factory=CairoTextDrawer,
+    ):
+        """Constructs the graph drawer and associates it to the given
+        Cairo context and the given L{BoundingBox}.
+
+        @param context: the context on which we will draw
+        @param bbox:    the bounding box within which we will draw.
+                        Can be anything accepted by the constructor
+                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
+                        or a L{BoundingBox} object).
+        @param vertex_drawer_factory: a factory method that returns an
+                        L{AbstractCairoVertexDrawer} instance bound to a
+                        given Cairo context. The factory method must take
+                        four parameters: the Cairo context, the bounding
+                        box of the drawing area, the palette to be
+                        used for drawing colored vertices, and the graph layout.
+                        The default vertex drawer is L{DefaultVertexDrawer}.
+        @param edge_drawer_factory: a factory method that returns an
+                        L{AbstractCairoEdgeDrawer} instance bound to a
+                        given Cairo context. The factory method must take
+                        two parameters: the Cairo context and the palette
+                        to be used for drawing colored edges. You can use
+                        any of the actual L{AbstractEdgeDrawer}
+                        implementations here to control the style of
+                        edges drawn by igraph. The default edge drawer is
+                        L{CairoArrowEdgeDrawer}.
+        @param label_drawer_factory: a factory method that returns a
+                        L{CairoTextDrawer} instance bound to a given Cairo
+                        context. The method must take one parameter: the
+                        Cairo context. The default label drawer is
+                        L{CairoTextDrawer}.
+        """
+        AbstractCairoGraphDrawer.__init__(self, context, bbox)
+        self.vertex_drawer_factory = vertex_drawer_factory
+        self.edge_drawer_factory = edge_drawer_factory
+        self.label_drawer_factory = label_drawer_factory
+
+    def draw(self, graph, *args, **kwds):
+        # Positional arguments are not used
+        if args:
+            warn(
+                "Positional arguments to plot functions are ignored "
+                "and will be deprecated soon.",
+                DeprecationWarning,
+            )
+
+        bbox = kwds.pop('bbox', None)
+        if bbox is None:
+            raise ValueError('bbox is required for cairo plots')
+        # Validate it through set/get
+        self.bbox = bbox
+        bbox = self.bbox
+
+        # Some abbreviations for sake of simplicity
+        directed = graph.is_directed()
+        context = self.context
+
+        # Palette
+        palette = kwds.pop("palette", None)
+
+        # Calculate/get the layout of the graph
+        layout = self.ensure_layout(kwds.get("layout", None), graph)
+
+        # Determine the size of the margin on each side
+        margin = kwds.get("margin", 0)
+        try:
+            margin = list(margin)  # type: ignore
+        except TypeError:
+            margin = [margin]
+        while len(margin) < 4:
+            margin.extend(margin)
+
+        # Contract the drawing area by the margin and fit the layout
+        bbox = self.bbox.contract(margin)
+        layout.fit_into(bbox, keep_aspect_ratio=kwds.get("keep_aspect_ratio", False))
+
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in graph.edge_attributes()
+            and graph.ecount() < 10000
+        ):
+            from igraph import autocurve
+
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            kwds["edge_curved"] = autocurve(graph, attribute=None, default=default)
+
+        # Construct the vertex, edge and label drawers
+        vertex_drawer = self.vertex_drawer_factory(context, bbox, palette, layout)
+        edge_drawer = self.edge_drawer_factory(context, palette)
+        label_drawer = self.label_drawer_factory(context)
+
+        # Construct the visual vertex/edge builders based on the specifications
+        # provided by the vertex_drawer and the edge_drawer
+        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
+        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+
+        # Determine the order in which we will draw the vertices and edges
+        vertex_order = self._determine_vertex_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
+
+        # Draw the highlighted groups (if any)
+        if "mark_groups" in kwds:
+            mark_groups = kwds["mark_groups"]
+
+            # Deferred import to avoid a cycle in the import graph
+            from igraph.clustering import VertexClustering, VertexCover
+
+            # Figure out what to do with mark_groups in order to be able to
+            # iterate over it and get memberlist-color pairs
+            if isinstance(mark_groups, dict):
+                # Dictionary mapping vertex indices or tuples of vertex
+                # indices to colors
+                group_iter = iter(mark_groups.items())
+            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
+                # Vertex clustering
+                group_iter = ((group, color) for color, group in enumerate(mark_groups))
+            elif hasattr(mark_groups, "__iter__"):
+                # Lists, tuples, iterators etc
+                group_iter = iter(mark_groups)
+            else:
+                # False
+                group_iter = iter({}.items())
+
+            # We will need a polygon drawer to draw the convex hulls
+            polygon_drawer = CairoPolygonDrawer(context, bbox)
+
+            # Iterate over color-memberlist pairs
+            for group, color_id in group_iter:
+                if not group or color_id is None:
+                    continue
+
+                color = palette.get(color_id)
+
+                if isinstance(group, VertexSeq):
+                    group = [vertex.index for vertex in group]
+                if not hasattr(group, "__iter__"):
+                    raise TypeError("group membership list must be iterable")
+
+                # Get the vertex indices that constitute the convex hull
+                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
+
+                # Calculate the preferred rounding radius for the corners
+                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
+
+                # Construct the polygon
+                polygon = [layout[idx] for idx in hull]
+
+                if len(polygon) == 2:
+                    # Expand the polygon (which is a flat line otherwise)
+                    a, b = Point(*polygon[0]), Point(*polygon[1])
+                    c = corner_radius * (a - b).normalized()
+                    n = Point(-c[1], c[0])
+                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+                else:
+                    # Expand the polygon around its center of mass
+                    center = Point(
+                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                    )
+                    polygon = [
+                        Point(*point).towards(center, -corner_radius)
+                        for point in polygon
+                    ]
+
+                # Draw the hull
+                context.set_source_rgba(color[0], color[1], color[2], color[3] * 0.25)
+                polygon_drawer.draw_path(polygon, corner_radius=corner_radius)
+                context.fill_preserve()
+                context.set_source_rgba(*color)
+                context.stroke()
+
+        # Construct the iterator that we will use to draw the edges
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        # Draw the edges
+        if directed:
+            drawer_method = edge_drawer.draw_directed_edge
+        else:
+            drawer_method = edge_drawer.draw_undirected_edge
+        for edge, visual_edge in edge_coord_iter:
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            drawer_method(visual_edge, src_vertex, dest_vertex)
+
+        # Construct the iterator that we will use to draw the vertices
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
+
+        # Draw the vertices
+        drawer_method = vertex_drawer.draw
+        context.set_line_width(1)
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            drawer_method(visual_vertex, vertex, coords)
+
+        # Decide whether the labels have to be wrapped
+        wrap = kwds.get("wrap_labels")
+        if wrap is None:
+            wrap = Configuration.instance()["plotting.wrap_labels"]
+        wrap = bool(wrap)
+
+        # Construct the iterator that we will use to draw the vertex labels
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            if vertex.label is None:
+                continue
+
+            # Set the font family, size, color and text
+            context.select_font_face(
+                vertex.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
+            )
+            context.set_font_size(vertex.label_size)
+            context.set_source_rgba(*vertex.label_color)
+            label_drawer.text = vertex.label
+
+            if vertex.label_dist:
+                # Label is displaced from the center of the vertex.
+                _, yb, w, h, _, _ = label_drawer.text_extents()
+                w, h = w / 2.0, h / 2.0
+                radius = vertex.label_dist * vertex.size / 2.0
+                # First we find the reference point that is at distance `radius'
+                # from the vertex in the direction given by `label_angle'.
+                # Then we place the label in a way that the line connecting the
+                # center of the bounding box of the label with the center of the
+                # vertex goes through the reference point and the reference
+                # point lies exactly on the bounding box of the vertex.
+                alpha = vertex.label_angle % (2 * pi)
+                cx = coords[0] + radius * cos(alpha)
+                cy = coords[1] - radius * sin(alpha)
+                # Now we have the reference point. We have to decide which side
+                # of the label box will intersect with the line that connects
+                # the center of the label with the center of the vertex.
+                if w > 0:
+                    beta = atan2(h, w) % (2 * pi)
+                else:
+                    beta = pi / 2.0
+                gamma = pi - beta
+                if alpha > 2 * pi - beta or alpha <= beta:
+                    # Intersection at left edge of label
+                    cx += w
+                    cy -= tan(alpha) * w
+                elif alpha > beta and alpha <= gamma:
+                    # Intersection at bottom edge of label
+                    try:
+                        cx += h / tan(alpha)
+                    except Exception:
+                        pass  # tan(alpha) == inf
+                    cy -= h
+                elif alpha > gamma and alpha <= gamma + 2 * beta:
+                    # Intersection at right edge of label
+                    cx -= w
+                    cy += tan(alpha) * w
+                else:
+                    # Intersection at top edge of label
+                    try:
+                        cx -= h / tan(alpha)
+                    except Exception:
+                        pass  # tan(alpha) == inf
+                    cy += h
+                # Draw the label
+                label_drawer.draw_at(cx - w, cy - h - yb, wrap=wrap)
+            else:
+                # Label is exactly in the center of the vertex
+                cx, cy = coords
+                half_size = vertex.size / 2.0
+                label_drawer.bbox = (
+                    cx - half_size,
+                    cy - half_size,
+                    cx + half_size,
+                    cy + half_size,
+                )
+                label_drawer.draw(wrap=wrap)
+
+        # Construct the iterator that we will use to draw the edge labels
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        # Draw the edge labels
+        for edge, visual_edge in edge_coord_iter:
+            if visual_edge.label is None:
+                continue
+
+            # Set the font family, size, color and text
+            context.select_font_face(
+                visual_edge.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
+            )
+            context.set_font_size(visual_edge.label_size)
+            context.set_source_rgba(*visual_edge.label_color)
+            label_drawer.text = visual_edge.label
+
+            # Ask the edge drawer to propose an anchor point for the label
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            (x, y), (halign, valign) = edge_drawer.get_label_position(
+                edge, src_vertex, dest_vertex
+            )
+
+            # Measure the text
+            _, yb, w, h, _, _ = label_drawer.text_extents()
+            w /= 2.0
+            h /= 2.0
+
+            # Place the text relative to the edge
+            if halign == TextAlignment.RIGHT:
+                x -= w
+            elif halign == TextAlignment.LEFT:
+                x += w
+            if valign == TextAlignment.BOTTOM:
+                y -= h - yb / 2.0
+            elif valign == TextAlignment.TOP:
+                y += h
+
+            # Draw the edge label
+            label_drawer.halign = halign
+            label_drawer.valign = valign
+            label_drawer.bbox = (x - w, y - h, x + w, y + h)
+            label_drawer.draw(wrap=wrap)
diff --git a/src/igraph/drawing/cairo/histogram.py b/src/igraph/drawing/cairo/histogram.py
new file mode 100644
index 000000000..de984fe8e
--- /dev/null
+++ b/src/igraph/drawing/cairo/histogram.py
@@ -0,0 +1,59 @@
+"""This module provides implementation for a Cairo-specific histogram drawer"""
+
+from igraph.drawing.cairo.base import AbstractCairoDrawer
+
+__all__ = ("CairoHistogramDrawer",)
+
+
+class CairoHistogramDrawer(AbstractCairoDrawer):
+    """Default Cairo drawer object for histograms"""
+
+    def __init__(self, context):
+        """Constructs the vertex drawer and associates it to the given
+        palette.
+
+        @param context: the context on which we will draw
+        """
+        super().__init__(context, bbox=None)
+
+    def draw(self, histogram, **kwds):
+        """TODO"""
+        from igraph.drawing.cairo.coord import DescartesCoordinateSystem
+
+        context = self.context
+
+        bbox = self.bbox = kwds.pop('bbox', None)
+        if bbox is None:
+            raise ValueError('bbox is required for cairo plots')
+
+        xmin = kwds.get("min", self._min)
+        ymin = 0
+        xmax = kwds.get("max", self._max)
+        ymax = kwds.get("max_value", max(self._bins))
+        width = self._bin_width
+
+        coord_system = DescartesCoordinateSystem(
+            context,
+            bbox,
+            (xmin, ymin, xmax, ymax),
+        )
+
+        # Draw the boxes
+        context.set_line_width(1)
+        context.set_source_rgb(1.0, 0.0, 0.0)
+        x = self._min
+        for value in self._bins:
+            top_left_x, top_left_y = coord_system.local_to_context(x, value)
+            x += width
+            bottom_right_x, bottom_right_y = coord_system.local_to_context(x, 0)
+            context.rectangle(
+                top_left_x,
+                top_left_y,
+                bottom_right_x - top_left_x,
+                bottom_right_y - top_left_y,
+            )
+            context.fill()
+
+        # Draw the axes
+        coord_system.draw()
+
diff --git a/src/igraph/drawing/cairo/matrix.py b/src/igraph/drawing/cairo/matrix.py
new file mode 100644
index 000000000..a5e506bda
--- /dev/null
+++ b/src/igraph/drawing/cairo/matrix.py
@@ -0,0 +1,250 @@
+"""This module provides implementation for a Cairo-specific matrix drawer."""
+
+from itertools import islice
+from math import pi
+
+from igraph.drawing.cairo.base import AbstractCairoDrawer
+
+__all__ = ("CairoMatrixDrawer",)
+
+
+class CairoMatrixDrawer(AbstractCairoDrawer):
+    """Default Cairo drawer object for matrices."""
+
+    def __init__(self, context):
+        """Constructs the vertex drawer and associates it to the given
+        palette.
+
+        @param context: the context on which we will draw
+        """
+        super().__init__(context, bbox=None)
+
+    def draw(self, matrix, **kwds):
+        """Draws the given Matrix in a Cairo context.
+
+        @param matrix: the igraph.Matrix to plot.
+
+        It accepts the following keyword arguments:
+
+          - C{bbox}:    the bounding box within which we will draw.
+            Can be anything accepted by the constructor of L{BoundingBox}
+            (i.e., a 2-tuple, a 4-tuple or a L{BoundingBox} object).
+
+          - C{palette}: the palette that can be used to map integer color
+            indices to colors when drawing vertices
+
+          - C{style}: the style of the plot. C{boolean} is useful for plotting
+            matrices with boolean (C{True}/C{False} or 0/1) values: C{False}
+            will be shown with a white box and C{True} with a black box.
+            C{palette} uses the given palette to represent numbers by colors,
+            the minimum will be assigned to palette color index 0 and the maximum
+            will be assigned to the length of the palette. C{None} draws transparent
+            cell backgrounds only. The default style is C{boolean} (but it may
+            change in the future). C{None} values in the matrix are treated
+            specially in both cases: nothing is drawn in the cell corresponding
+            to C{None}.
+
+          - C{square}: whether the cells of the matrix should be square or not.
+            Default is C{True}.
+
+          - C{grid_width}: line width of the grid shown on the matrix. If zero or
+            negative, the grid is turned off. The grid is also turned off if the size
+            of a cell is less than three times the given line width. Default is C{1}.
+            Fractional widths are also allowed.
+
+          - C{border_width}: line width of the border drawn around the matrix.
+            If zero or negative, the border is turned off. Default is C{1}.
+
+          - C{row_names}: the names of the rows
+
+          - C{col_names}: the names of the columns.
+
+          - C{values}: values to be displayed in the cells. If C{None} or
+            C{False}, no values are displayed. If C{True}, the values come
+            from the matrix being plotted. If it is another matrix, the
+            values of that matrix are shown in the cells. In this case,
+            the shape of the value matrix must match the shape of the
+            matrix being plotted.
+
+          - C{value_format}: a format string or a callable that specifies how
+            the values should be plotted. If it is a callable, it must be a
+            function that expects a single value and returns a string.
+            Example: C{"%#.2f"} for floating-point numbers with always exactly
+            two digits after the decimal point. See the Python documentation of
+            the C{%} operator for details on the format string. If the format
+            string is not given, it defaults to the C{str} function.
+
+        If only the row names or the column names are given and the matrix
+        is square-shaped, the same names are used for both column and row
+        names.
+        """
+        context = self.context
+        Matrix = matrix.__class__
+
+        bbox = self.bbox = kwds.pop("bbox", None)
+        palette = kwds.pop("palette", None)
+        if bbox is None:
+            raise ValueError("bbox is required for Cairo plots")
+        if palette is None:
+            raise ValueError("palette is required for Cairo plots")
+
+        grid_width = float(kwds.get("grid_width", 1.0))
+        border_width = float(kwds.get("border_width", 1.0))
+        style = kwds.get("style", "boolean")
+        row_names = kwds.get("row_names")
+        col_names = kwds.get("col_names", row_names)
+        values = kwds.get("values")
+        value_format = kwds.get("value_format", str)
+
+        # Validations
+        if style not in ("boolean", "palette", "none", None):
+            raise ValueError("invalid style")
+        if style == "none":
+            style = None
+        if row_names is None and col_names is not None:
+            row_names = col_names
+        if row_names is not None:
+            row_names = [str(name) for name in islice(row_names, matrix._nrow)]
+            if len(row_names) < matrix._nrow:
+                row_names.extend([""] * (matrix._nrow - len(row_names)))
+        if col_names is not None:
+            col_names = [str(name) for name in islice(col_names, matrix._ncol)]
+            if len(col_names) < matrix._ncol:
+                col_names.extend([""] * (matrix._ncol - len(col_names)))
+        if values is False:
+            values = None
+        if values is True:
+            values = matrix
+        if isinstance(values, list):
+            values = Matrix(list)
+        if values is not None and not isinstance(values, Matrix):
+            raise TypeError("values must be None, False, True or a matrix")
+        if values is not None and values.shape != matrix.shape:
+            raise ValueError("values must be a matrix of size %s" % matrix.shape)
+
+        # Calculate text extents if needed
+        if row_names is not None or col_names is not None:
+            te = context.text_extents
+            space_width = te(" ")[4]
+            if row_names is not None:
+                max_row_name_width = max([te(s)[4] for s in row_names]) + space_width
+            else:
+                max_row_name_width = 0
+            if col_names is not None:
+                max_col_name_width = max([te(s)[4] for s in col_names]) + space_width
+            else:
+                max_col_name_width = 0
+        else:
+            max_row_name_width, max_col_name_width = 0, 0
+            space_width = 0
+
+        # Calculate sizes
+        total_width = float(bbox.width) - max_row_name_width
+        total_height = float(bbox.height) - max_col_name_width
+        dx = total_width / matrix.shape[1]
+        dy = total_height / matrix.shape[0]
+        if kwds.get("square", True):
+            dx, dy = min(dx, dy), min(dx, dy)
+        total_width, total_height = dx * matrix.shape[1], dy * matrix.shape[0]
+        ox = bbox.left + (bbox.width - total_width - max_row_name_width) / 2.0
+        oy = bbox.top + (bbox.height - total_height - max_col_name_width) / 2.0
+        ox += max_row_name_width
+        oy += max_col_name_width
+
+        # Determine rescaling factors for the palette if needed
+        if style == "palette":
+            mi, ma = matrix.min(), matrix.max()
+            color_offset = mi
+            color_ratio = (len(palette) - 1) / float(ma - mi)
+        else:
+            color_offset, color_ratio = 0, 1
+
+        # Validate grid width
+        if dx < 3 * grid_width or dy < 3 * grid_width:
+            grid_width = 0.0
+        if grid_width > 0:
+            context.set_line_width(grid_width)
+        else:
+            # When the grid width is zero, we will still stroke the
+            # rectangles, but with the same color as the fill color
+            # of the cell - otherwise we would get thin white lines
+            # between the cells as a drawing artifact
+            context.set_line_width(1)
+
+        # Draw row names (if any)
+        context.set_source_rgb(0.0, 0.0, 0.0)
+        if row_names is not None:
+            x, y = ox, oy
+            for heading in row_names:
+                _, _, _, h, xa, _ = context.text_extents(heading)
+                context.move_to(x - xa - space_width, y + (dy + h) / 2.0)
+                context.show_text(heading)
+                y += dy
+
+        # Draw column names (if any)
+        if col_names is not None:
+            context.save()
+            context.translate(ox, oy)
+            context.rotate(-pi / 2)
+            x, y = 0.0, 0.0
+            for heading in col_names:
+                _, _, _, h, _, _ = context.text_extents(heading)
+                context.move_to(x + space_width, y + (dx + h) / 2.0)
+                context.show_text(heading)
+                y += dx
+            context.restore()
+
+        # Draw matrix
+        x, y = ox, oy
+        if style is None:
+            fill = lambda: None  # noqa: E731
+        else:
+            fill = context.fill_preserve
+        for row in matrix:
+            for item in row:
+                if item is None:
+                    x += dx
+                    continue
+                if style == "boolean":
+                    if item:
+                        context.set_source_rgb(0.0, 0.0, 0.0)
+                    else:
+                        context.set_source_rgb(1.0, 1.0, 1.0)
+                elif style == "palette":
+                    cidx = int((item - color_offset) * color_ratio)
+                    if cidx < 0:
+                        cidx = 0
+                    context.set_source_rgba(*palette.get(cidx))
+                context.rectangle(x, y, dx, dy)
+                if grid_width > 0:
+                    fill()
+                    context.set_source_rgb(0.5, 0.5, 0.5)
+                    context.stroke()
+                else:
+                    fill()
+                    context.stroke()
+                x += dx
+            x, y = ox, y + dy
+
+        # Draw cell values
+        if values is not None:
+            x, y = ox, oy
+            context.set_source_rgb(0.0, 0.0, 0.0)
+            for row in values.data:
+                if hasattr(value_format, "__call__"):
+                    values = [value_format(item) for item in row]
+                else:
+                    values = [value_format % item for item in row]
+                for item in values:
+                    th, tw = context.text_extents(item)[3:5]
+                    context.move_to(x + (dx - tw) / 2.0, y + (dy + th) / 2.0)
+                    context.show_text(item)
+                    x += dx
+                x, y = ox, y + dy
+
+        # Draw borders
+        if border_width > 0:
+            context.set_line_width(border_width)
+            context.set_source_rgb(0.0, 0.0, 0.0)
+            context.rectangle(ox, oy, dx * matrix.shape[1], dy * matrix.shape[0])
+            context.stroke()
diff --git a/src/igraph/drawing/cairo/palette.py b/src/igraph/drawing/cairo/palette.py
new file mode 100644
index 000000000..9c0e67a16
--- /dev/null
+++ b/src/igraph/drawing/cairo/palette.py
@@ -0,0 +1,53 @@
+"""This module provides implementation for a Cairo-specific palette drawer"""
+
+from igraph.drawing.cairo.base import AbstractCairoDrawer
+
+__all__ = ("CairoPaletteDrawer",)
+
+
+class CairoPaletteDrawer(AbstractCairoDrawer):
+    """Default Cairo drawer object for palettes"""
+
+    def __init__(self, context):
+        """Constructs the vertex drawer and associates it to the given
+        palette.
+
+        @param context: the context on which we will draw
+        """
+        super().__init__(context, bbox=None)
+
+    def draw(self, palette, **kwds):
+        """TODO"""
+        from igraph.datatypes import Matrix
+        from igraph.drawing.utils import str_to_orientation
+
+        context = self.context
+        orientation = str_to_orientation(kwds.get("orientation", "lr"))
+
+        # Construct a matrix and plot that
+        indices = list(range(len(self)))
+        if orientation in ("rl", "bt"):
+            indices.reverse()
+        if orientation in ("lr", "rl"):
+            matrix = Matrix([indices])
+        else:
+            matrix = Matrix([[i] for i in indices])
+
+        bbox = self.bbox = kwds.pop("bbox", None)
+        if bbox is None:
+            raise ValueError("bbox is required for Cairo plots")
+
+        border_width = float(kwds.get("border_width", 1.0))
+        grid_width = float(kwds.get("grid_width", 0.0))
+
+        return matrix.__plot__(
+            'cairo',
+            context,
+            bbox=bbox,
+            palette=self,
+            style="palette",
+            square=False,
+            grid_width=grid_width,
+            border_width=border_width,
+        )
+
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
new file mode 100644
index 000000000..663975378
--- /dev/null
+++ b/src/igraph/drawing/cairo/plot.py
@@ -0,0 +1,360 @@
+"""
+Drawing and plotting routines for IGraph.
+
+IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+
+The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
+provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
+This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
+or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+to use the Cairo plotting backend. Whenever the documentation refers to the
+C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
+API-compatible.
+
+The Matplotlib backend uses the U{Matplotlib library<https://matplotlib.org>}.
+You will need to install it from PyPI if you want to use the Matplotlib
+plotting backend.
+
+If you do not want to (or cannot) install any of the dependencies outlined
+above, you can still save the graph to an SVG file and view it from
+U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+(formerly known as Sketch, also free) or Adobe Illustrator.
+"""
+
+
+import os
+
+from io import BytesIO
+from warnings import warn
+
+from igraph.configuration import Configuration
+from igraph.drawing.cairo.utils import find_cairo
+from igraph.drawing.colors import Palette, palettes
+from igraph.drawing.utils import BoundingBox
+from igraph.utils import named_temporary_file
+
+__all__ = ("CairoPlot",)
+
+cairo = find_cairo()
+
+#####################################################################
+
+
+class CairoPlot:
+    """Class representing an arbitrary plot that uses the Cairo plotting
+    backend.
+
+    Objects that you can plot include graphs, matrices, palettes, clusterings,
+    covers, and dendrograms.
+
+    In Cairo, every plot has an associated surface object. The surface is an
+    instance of C{cairo.Surface}, a member of the C{pycairo} library. The
+    surface itself provides a unified API to various plotting targets like SVG
+    files, X11 windows, PostScript files, PNG files and so on. C{igraph} does
+    not usually know on which surface it is plotting at each point in time,
+    since C{pycairo} takes care of the actual drawing. Everything that's
+    supported by C{pycairo} should be supported by this class as well.
+
+    Current Cairo surfaces include:
+
+      - C{cairo.GlitzSurface} -- OpenGL accelerated surface for the X11
+        Window System.
+
+      - C{cairo.ImageSurface} -- memory buffer surface. Can be written to a
+        C{PNG} image file.
+
+      - C{cairo.PDFSurface} -- PDF document surface.
+
+      - C{cairo.PSSurface} -- PostScript document surface.
+
+      - C{cairo.SVGSurface} -- SVG (Scalable Vector Graphics) document surface.
+
+      - C{cairo.Win32Surface} -- Microsoft Windows screen rendering.
+
+      - C{cairo.XlibSurface} -- X11 Window System screen rendering.
+
+    If you create a C{Plot} object with a string given as the target surface,
+    the string will be treated as a filename, and its extension will decide
+    which surface class will be used. Please note that not all surfaces might
+    be available, depending on your C{pycairo} installation.
+
+    A C{Plot} has an assigned default palette (see L{igraph.drawing.colors.Palette})
+    which is used for plotting objects.
+
+    A C{Plot} object also has a list of objects to be plotted with their
+    respective bounding boxes, palettes and opacities. Palettes assigned to an
+    object override the default palette of the plot. Objects can be added by the
+    L{Plot.add} method and removed by the L{Plot.remove} method.
+    """
+
+    def __init__(
+        self,
+        target=None,
+        bbox=None,
+        palette=None,
+        background=None,
+    ):
+        """Creates a new plot.
+
+        @param target: the target surface to write to. It can be one of the
+          following types:
+
+            - C{None} -- a Cairo surface will be created and the object will be
+              plotted there.
+
+            - C{cairo.Surface} -- the given Cairo surface will be used.
+
+            - C{string} -- a file with the given name will be created and an
+              appropriate Cairo surface will be attached to it.
+
+        @param bbox: the bounding box of the surface. It is interpreted
+          differently with different surfaces: PDF and PS surfaces will treat it
+          as points (1 point = 1/72 inch). Image surfaces will treat it as
+          pixels. SVG surfaces will treat it as an abstract unit, but it will
+          mostly be interpreted as pixels when viewing the SVG file in Firefox.
+
+        @param palette: the palette primarily used on the plot if the
+          added objects do not specify a private palette. Must be either
+          an L{igraph.drawing.colors.Palette} object or a string referring
+          to a valid key of C{igraph.drawing.colors.palettes} (see module
+          L{igraph.drawing.colors}) or C{None}. In the latter case, the default
+          palette given by the configuration key C{plotting.palette} is used.
+
+        @param background: the background color. If C{None}, the background
+          will be transparent. You can use any color specification here that is
+          understood by L{igraph.drawing.colors.color_name_to_rgba}.
+        """
+
+        self._filename = None
+        self._need_tmpfile = False
+
+        if bbox is None:
+            self.bbox = BoundingBox(600, 600)
+        elif isinstance(bbox, tuple) or isinstance(bbox, list):
+            self.bbox = BoundingBox(bbox)
+        else:
+            self.bbox = bbox
+
+        if palette is None:
+            config = Configuration.instance()
+            palette = config["plotting.palette"]
+        if not isinstance(palette, Palette):
+            palette = palettes[palette]
+        self._palette = palette
+
+        if target is None:
+            self._need_tmpfile = True
+            self._surface = cairo.ImageSurface(
+                cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
+            )
+        elif isinstance(target, cairo.Surface):
+            self._surface = target
+        else:
+            self._filename = target
+            _, ext = os.path.splitext(target)
+            ext = ext.lower()
+            if ext == ".pdf":
+                self._surface = cairo.PDFSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
+            elif ext == ".ps" or ext == ".eps":
+                self._surface = cairo.PSSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
+            elif ext == ".png":
+                self._surface = cairo.ImageSurface(
+                    cairo.FORMAT_ARGB32, int(self.bbox.width), int(self.bbox.height)
+                )
+            elif ext == ".svg":
+                self._surface = cairo.SVGSurface(
+                    target, self.bbox.width, self.bbox.height
+                )
+            else:
+                raise ValueError("image format not handled by Cairo: %s" % ext)
+
+        self._ctx = cairo.Context(self._surface)
+
+        self._objects = []
+        self._is_dirty = False
+
+        if background is None:
+            background = "white"
+        self.background = background
+
+    def add(self, obj, bbox=None, palette=None, opacity=1.0, *args, **kwds):
+        """Adds an object to the plot.
+
+        Arguments not specified here are stored and passed to the object's
+        plotting function when necessary. Since you are most likely interested
+        in the arguments acceptable by graphs, see L{Graph.__plot__} for more
+        details.
+
+        @param obj: the object to be added
+        @param bbox: the bounding box of the object. If C{None}, the object
+          will fill the entire area of the plot.
+        @param palette: the color palette used for drawing the object. If the
+          object tries to get a color assigned to a positive integer, it
+          will use this palette. If C{None}, defaults to the global palette
+          of the plot.
+        @param opacity: the opacity of the object being plotted, in the range
+          0.0-1.0
+
+        @see: Graph.__plot__
+        """
+        if opacity < 0.0 or opacity > 1.0:
+            raise ValueError("opacity must be between 0.0 and 1.0")
+        if bbox is None:
+            bbox = self.bbox
+        if (bbox is not None) and (not isinstance(bbox, BoundingBox)):
+            bbox = BoundingBox(bbox)
+        self._objects.append((obj, bbox, palette, opacity, args, kwds))
+        self.mark_dirty()
+
+    @property
+    def background(self):
+        """Returns the background color of the plot. C{None} means a
+        transparent background.
+        """
+        return self._background
+
+    @background.setter
+    def background(self, color):
+        """Sets the background color of the plot. C{None} means a
+        transparent background. You can use any color specification here
+        that is understood by the C{get} method of the current palette
+        or by L{igraph.drawing.colors.color_name_to_rgb}.
+        """
+        if color is None:
+            self._background = None
+        else:
+            self._background = self._palette.get(color)
+
+    def remove(self, obj, bbox=None, idx=1):
+        """Removes an object from the plot.
+
+        If the object has been added multiple times and no bounding box
+        was specified, it removes the instance which occurs M{idx}th
+        in the list of identical instances of the object.
+
+        @param obj: the object to be removed
+        @param bbox: optional bounding box specification for the object.
+          If given, only objects with exactly this bounding box will be
+          considered.
+        @param idx: if multiple objects match the specification given by
+          M{obj} and M{bbox}, only the M{idx}th occurrence will be removed.
+        @return: C{True} if the object has been removed successfully,
+          C{False} if the object was not on the plot at all or M{idx}
+          was larger than the count of occurrences
+        """
+        for i in range(len(self._objects)):
+            current_obj, current_bbox = self._objects[i][0:2]
+            if current_obj is obj and (bbox is None or current_bbox == bbox):
+                idx -= 1
+                if idx == 0:
+                    self._objects[i : (i + 1)] = []
+                    self.mark_dirty()
+                    return True
+        return False
+
+    def mark_dirty(self):
+        """Marks the plot as dirty (should be redrawn)"""
+        self._is_dirty = True
+
+    def redraw(self, context=None):
+        """Redraws the plot"""
+        ctx = context or self._ctx
+        if self._background is not None:
+            ctx.set_source_rgba(*self._background)
+            ctx.rectangle(0, 0, self.bbox.width, self.bbox.height)
+            ctx.fill()
+
+        for obj, bbox, palette, opacity, args, kwds in self._objects:
+            if palette is None:
+                palette = getattr(obj, "_default_palette", self._palette)
+            plotter = getattr(obj, "__plot__", None)
+            if plotter is None:
+                warn("%s does not support plotting" % (obj,))
+            else:
+                if opacity < 1.0:
+                    ctx.push_group()
+                else:
+                    ctx.save()
+                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)
+                if opacity < 1.0:
+                    ctx.pop_group_to_source()
+                    ctx.paint_with_alpha(opacity)
+                else:
+                    ctx.restore()
+
+        self._is_dirty = False
+
+    def save(self, fname=None):
+        """Saves the plot.
+
+        @param fname: the filename to save to. It is ignored if the surface
+          of the plot is not an C{ImageSurface}.
+        """
+        if self._is_dirty:
+            self.redraw()
+        if isinstance(self._surface, cairo.ImageSurface):
+            if fname is None and self._need_tmpfile:
+                with named_temporary_file(prefix="igraph", suffix=".png") as fname:
+                    self._surface.write_to_png(fname)
+                    return None
+
+            fname = fname or self._filename
+            if fname is None:
+                raise ValueError("no file name is known for the surface and none given")
+
+            # Conversion to string is needed because the user might pass a Path
+            # object and cairocffi expects a string
+            return self._surface.write_to_png(str(fname))
+
+        if fname is not None:
+            warn("filename is ignored for surfaces other than ImageSurface")
+
+        self._ctx.show_page()
+        self._surface.finish()
+
+    def _repr_svg_(self):
+        """Returns an SVG representation of this plot as a string.
+
+        This method is used by IPython to display this plot inline.
+        """
+        io = BytesIO()
+        # Create a new SVG surface and use that to get the SVG representation,
+        # which will end up in io
+        surface = cairo.SVGSurface(io, self.bbox.width, self.bbox.height)
+        context = cairo.Context(surface)
+        # Plot the graph on this context
+        self.redraw(context)
+        # No idea why this is needed but python crashes without
+        context.show_page()
+        surface.finish()
+        # Return the raw SVG representation
+        result = io.getvalue().decode("utf-8")
+        return result, {"isolated": True}  # put it inside an iframe
+
+    @property
+    def bounding_box(self):
+        """Returns the bounding box of the Cairo surface as a
+        L{BoundingBox} object"""
+        return BoundingBox(self.bbox)
+
+    @property
+    def height(self):
+        """Returns the height of the Cairo surface on which the plot
+        is drawn"""
+        return self.bbox.height
+
+    @property
+    def surface(self):
+        """Returns the Cairo surface on which the plot is drawn"""
+        return self._surface
+
+    @property
+    def width(self):
+        """Returns the width of the Cairo surface on which the plot
+        is drawn"""
+        return self.bbox.width
diff --git a/src/igraph/drawing/cairo/polygon.py b/src/igraph/drawing/cairo/polygon.py
new file mode 100644
index 000000000..8b350d6d5
--- /dev/null
+++ b/src/igraph/drawing/cairo/polygon.py
@@ -0,0 +1,86 @@
+from igraph.drawing.utils import calculate_corner_radii
+from igraph.utils import consecutive_pairs
+
+from .base import AbstractCairoDrawer
+
+__all__ = ("CairoPolygonDrawer",)
+
+
+class CairoPolygonDrawer(AbstractCairoDrawer):
+    """Class that is used to draw polygons in Cairo.
+
+    The corner points of the polygon can be set by the C{points}
+    property of the drawer, or passed at construction time. Most
+    drawing methods in this class also have an extra C{points}
+    argument that can be used to override the set of points in the
+    C{points} property."""
+
+    def __init__(self, context, bbox=(1, 1)):
+        """Constructs a new polygon drawer that draws on the given
+        Cairo context.
+
+        @param  context: the Cairo context to draw on
+        @param  bbox:    ignored, leave it at its default value
+        @param  points:  the list of corner points
+        """
+        super().__init__(context, bbox)
+
+    def draw_path(self, points, corner_radius=0):
+        """Sets up a Cairo path for the outline of a polygon on the given
+        Cairo context.
+
+        @param points: the coordinates of the corners of the polygon,
+          in clockwise or counter-clockwise order.
+        @param corner_radius: if zero, an ordinary polygon will be drawn.
+          If positive, the corners of the polygon will be rounded with
+          the given radius.
+        """
+        self.context.new_path()
+
+        if len(points) < 2:
+            # Well, a polygon must have at least two corner points
+            return
+
+        ctx = self.context
+        if corner_radius <= 0:
+            # No rounded corners, this is simple
+            ctx.move_to(*points[-1])
+            for point in points:
+                ctx.line_to(*point)
+            return
+
+        # Rounded corners. First, we will take each side of the
+        # polygon and find what the corner radius should be on
+        # each corner. If the side is longer than 2r (where r is
+        # equal to corner_radius), the radius allowed by that side
+        # is r; if the side is shorter, the radius is the length
+        # of the side / 2. For each corner, the final corner radius
+        # is the smaller of the radii on the two sides adjacent to
+        # the corner.
+        corner_radii = calculate_corner_radii(points, corner_radius)
+
+        # Okay, move to the last corner, adjusted by corner_radii[-1]
+        # towards the first corner
+        ctx.move_to(*(points[-1].towards(points[0], corner_radii[-1])))
+        # Now, for each point in points, draw a line towards the
+        # corner, stopping before it in a distance of corner_radii[idx],
+        # then draw the corner
+        u = points[-1]
+        for idx, (v, w) in enumerate(consecutive_pairs(points, True)):
+            radius = corner_radii[idx]
+            ctx.line_to(*v.towards(u, radius))
+            aux1 = v.towards(u, radius / 2)
+            aux2 = v.towards(w, radius / 2)
+            ctx.curve_to(
+                aux1.x, aux1.y, aux2.x, aux2.y, *v.towards(w, corner_radii[idx])
+            )
+            u = v
+
+    def draw(self, points):
+        """Draws the polygon using the current stroke of the Cairo context.
+
+        @param points: the coordinates of the corners of the polygon,
+          in clockwise or counter-clockwise order.
+        """
+        self.draw_path(points)
+        self.context.stroke()
diff --git a/src/igraph/drawing/cairo/text.py b/src/igraph/drawing/cairo/text.py
new file mode 100644
index 000000000..5e922996d
--- /dev/null
+++ b/src/igraph/drawing/cairo/text.py
@@ -0,0 +1,358 @@
+"""
+Drawers for labels on plots.
+"""
+
+import re
+from warnings import warn
+
+from igraph.drawing.cairo.base import AbstractCairoDrawer
+
+__all__ = ("CairoTextDrawer", )
+
+
+class CairoTextDrawer(AbstractCairoDrawer):
+    """Class that draws text on a Cairo context.
+
+    This class supports multi-line text unlike the original Cairo text
+    drawing methods."""
+
+    LEFT, CENTER, RIGHT = "left", "center", "right"
+    TOP, BOTTOM = "top", "bottom"
+
+    def __init__(self, context, text="", halign="center", valign="center"):
+        """Constructs a new instance that will draw the given `text` on
+        the given Cairo `context`."""
+        super().__init__(context, (0, 0))
+        self.text = text
+        self.halign = halign
+        self.valign = valign
+
+    def draw(self, wrap=False):
+        """Draws the text in the current bounding box of the drawer.
+
+        Since the class itself is an instance of `AbstractCairoDrawer`, it
+        has an attribute named ``bbox`` which will be used as a bounding
+        box.
+
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the bounding box horizontally.
+        """
+        ctx = self.context
+        bbox = self.bbox
+
+        text_layout = self.get_text_layout(bbox.left, bbox.top, bbox.width, wrap)
+        if not text_layout:
+            return
+
+        _, font_descent, line_height = ctx.font_extents()[:3]
+        yb = ctx.text_extents(text_layout[0][2])[1]
+        total_height = len(text_layout) * line_height
+
+        if self.valign == self.BOTTOM:
+            # Bottom vertical alignment
+            dy = bbox.height - total_height - yb + font_descent
+        elif self.valign == self.CENTER:
+            # Centered vertical alignment
+            dy = (bbox.height - total_height - yb + font_descent + line_height) / 2.0
+        else:
+            # Top vertical alignment
+            dy = line_height
+
+        for ref_x, ref_y, line in text_layout:
+            ctx.move_to(ref_x, ref_y + dy)
+            ctx.show_text(line)
+        ctx.new_path()
+
+    def get_text_layout(self, x=None, y=None, width=None, wrap=False):
+        """Calculates the layout of the current text. `x` and `y` denote the
+        coordinates where the drawing should start. If they are both ``None``,
+        the current position of the context will be used.
+
+        Vertical alignment settings are not taken into account in this method
+        as the text is not drawn within a box.
+
+        @param x: The X coordinate of the reference point where the layout should
+            start.
+        @param y: The Y coordinate of the reference point where the layout should
+            start.
+        @param width: The width of the box in which the text will be fitted. It
+            matters only when the text is right-aligned or centered. The text
+            will overflow the box if any of the lines is longer than the box
+            width and `wrap` is ``False``.
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the given width.
+
+        @return: a list consisting of ``(x, y, line)`` tuples where ``x`` and
+            ``y`` refer to reference points on the Cairo canvas and ``line``
+            refers to the corresponding text that should be plotted there.
+        """
+        ctx = self.context
+
+        if x is None or y is None:
+            x, y = ctx.get_current_point()
+
+        line_height = ctx.font_extents()[2]
+
+        if wrap:
+            if width and width > 0:
+                iterlines = self._iterlines_wrapped(width)
+            else:
+                warn("ignoring wrap=True as no width was specified")
+        else:
+            iterlines = self._iterlines()
+
+        result = []
+
+        if self.halign == self.CENTER:
+            # Centered alignment
+            if width is None:
+                width = self.text_extents()[2]
+            for line, line_width, x_bearing in iterlines:
+                result.append((x + (width - line_width) / 2.0 - x_bearing, y, line))
+                y += line_height
+
+        elif self.halign == self.RIGHT:
+            # Right alignment
+            if width is None:
+                width = self.text_extents()[2]
+            x += width
+            for line, line_width, x_bearing in iterlines:
+                result.append((x - line_width - x_bearing, y, line))
+                y += line_height
+
+        else:
+            # Left alignment
+            for line, _, x_bearing in iterlines:
+                result.append((x - x_bearing, y, line))
+                y += line_height
+
+        return result
+
+    def draw_at(self, x=None, y=None, width=None, wrap=False):
+        """Draws the text by setting up an appropriate path on the Cairo
+        context and filling it. `x` and `y` denote the coordinates where the
+        drawing should start. If they are both ``None``, the current position
+        of the context will be used.
+
+        Vertical alignment settings are not taken into account in this method
+        as the text is not drawn within a box.
+
+        @param x: The X coordinate of the reference point where the layout should
+            start.
+        @param y: The Y coordinate of the reference point where the layout should
+            start.
+        @param width: The width of the box in which the text will be fitted. It
+            matters only when the text is right-aligned or centered. The text
+            will overflow the box if any of the lines is longer than the box
+            width and `wrap` is ``False``.
+        @param wrap: whether to allow re-wrapping of the text if it does not
+            fit within the given width.
+        """
+        ctx = self.context
+        for ref_x, ref_y, line in self.get_text_layout(x, y, width, wrap):
+            ctx.move_to(ref_x, ref_y)
+            ctx.show_text(line)
+        ctx.new_path()
+
+    def _iterlines(self):
+        """Iterates over the label line by line and returns a tuple containing
+        the folloing for each line: the line itself, the width of the line and
+        the X-bearing of the line."""
+        ctx = self.context
+        for line in self._text.split("\n"):
+            xb, _, line_width, _, _, _ = ctx.text_extents(line)
+            yield (line, line_width, xb)
+
+    def _iterlines_wrapped(self, width):
+        """Iterates over the label line by line and returns a tuple containing
+        the folloing for each line: the line itself, the width of the line and
+        the X-bearing of the line.
+
+        The difference between this method and `_iterlines()` is that this
+        method is allowed to re-wrap the line if necessary.
+
+        @param width: The width of the box in which the text will be fitted.
+            Lines will be wrapped if they are wider than this width.
+        """
+        ctx = self.context
+        for line in self._text.split("\n"):
+            xb, _, line_width, _, _, _ = ctx.text_extents(line)
+            if line_width <= width:
+                yield (line, line_width, xb)
+                continue
+
+            # We have to wrap the line
+            current_line, current_width, last_sep_width = [], 0, 0
+            for match in re.finditer(r"(\S+)(\s+)?", line):
+                word, sep = match.groups()
+                word_width = ctx.text_extents(word)[4]
+                if sep:
+                    sep_width = ctx.text_extents(sep)[4]
+                else:
+                    sep_width = 0
+                current_width += word_width
+                if current_width >= width and current_line:
+                    yield ("".join(current_line), current_width - word_width, 0)
+                    # Starting a new line
+                    current_line, current_width = [word], word_width
+                    if sep is not None:
+                        current_line.append(sep)
+                else:
+                    current_width += last_sep_width
+                    current_line.append(word)
+                    if sep is not None:
+                        current_line.append(sep)
+                last_sep_width = sep_width
+            if current_line:
+                yield ("".join(current_line), current_width, 0)
+
+    @property
+    def text(self):
+        """Returns the text to be drawn."""
+        return self._text
+
+    @text.setter
+    def text(self, text):
+        """Sets the text that will be drawn.
+
+        If `text` is ``None``, it will be mapped to an empty string; otherwise,
+        it will be converted to a string."""
+        if text is None:
+            self._text = ""
+        else:
+            self._text = str(text)
+
+    def text_extents(self):
+        """Returns the X-bearing, Y-bearing, width, height, X-advance and
+        Y-advance of the text.
+
+        For multi-line text, the X-bearing and Y-bearing correspond to the
+        first line, while the X-advance is extracted from the last line.
+        and the Y-advance is the sum of all the Y-advances. The width and
+        height correspond to the entire bounding box of the text."""
+        lines = self.text.split("\n")
+        if len(lines) <= 1:
+            return self.context.text_extents(self.text)
+
+        (
+            x_bearing,
+            y_bearing,
+            width,
+            height,
+            x_advance,
+            y_advance,
+        ) = self.context.text_extents(lines[0])
+
+        line_height = self.context.font_extents()[2]
+        for line in lines[1:]:
+            _, _, w, _, x_advance, ya = self.context.text_extents(line)
+            width = max(width, w)
+            height += line_height
+            y_advance += ya
+
+        return x_bearing, y_bearing, width, height, x_advance, y_advance
+
+
+def test():
+    """Testing routine for L{CairoTextDrawer}"""
+    import math
+    from igraph.drawing.cairo.utils import find_cairo
+    from igraph.drawing.text import TextAlignment
+
+    cairo = find_cairo()
+
+    text = "The quick brown fox\njumps over a\nlazy dog"
+    width, height = (600, 1000)
+
+    surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, width, height)
+    context = cairo.Context(surface)
+    drawer = CairoTextDrawer(context, text)
+
+    context.set_source_rgb(1, 1, 1)
+    context.set_font_size(16.0)
+    context.rectangle(0, 0, width, height)
+    context.fill()
+
+    context.set_source_rgb(0.5, 0.5, 0.5)
+    for i in range(200, width, 200):
+        context.move_to(i, 0)
+        context.line_to(i, height)
+        context.stroke()
+    for i in range(200, height, 200):
+        context.move_to(0, i)
+        context.line_to(width, i)
+        context.stroke()
+    context.set_source_rgb(0.75, 0.75, 0.75)
+    context.set_line_width(0.5)
+    for i in range(100, width, 200):
+        context.move_to(i, 0)
+        context.line_to(i, height)
+        context.stroke()
+    for i in range(100, height, 200):
+        context.move_to(0, i)
+        context.line_to(width, i)
+        context.stroke()
+
+    def mark_point(red, green, blue):
+        """Marks the current point on the canvas by the given color"""
+        x, y = context.get_current_point()
+        context.set_source_rgba(red, green, blue, 0.5)
+        context.arc(x, y, 4, 0, 2 * math.pi)
+        context.fill()
+
+    # Testing drawer.draw_at()
+    alignments = TextAlignment.LEFT, TextAlignment.CENTER, TextAlignment.RIGHT
+    for i, halign in enumerate(alignments):
+        # Mark the reference points
+        context.move_to(i * 200, 40)
+        mark_point(0, 0, 1)
+        context.move_to(i * 200, 140)
+        mark_point(0, 0, 1)
+
+        # Draw the text
+        context.set_source_rgb(0, 0, 0)
+        drawer.halign = halign
+        drawer.draw_at(i * 200, 40)
+        drawer.draw_at(i * 200, 140, width=200)
+
+        # Mark the new reference point
+        mark_point(1, 0, 0)
+
+    # Testing TextDrawer.draw()
+    for i, halign in enumerate(("left", "center", "right")):
+        for j, valign in enumerate(("top", "center", "bottom")):
+            # Draw the text
+            context.set_source_rgb(0, 0, 0)
+            drawer.halign = halign
+            drawer.valign = valign
+            drawer.bbox = (i * 200, j * 200 + 200, i * 200 + 200, j * 200 + 400)
+            drawer.draw()
+            # Mark the new reference point
+            mark_point(1, 0, 0)
+
+    # Testing TextDrawer.wrap()
+    drawer.text = (
+        "Jackdaws love my big sphinx of quartz. Yay, wrapping! "
+        + "Jackdaws love my big sphinx of quartz.\n\n"
+        + "Jackdaws  love  my  big  sphinx  of  quartz."
+    )
+    drawer.valign = TextAlignment.TOP
+    for i, halign in enumerate(("left", "center", "right")):
+        context.move_to(i * 200, 840)
+
+        # Mark the reference point
+        mark_point(0, 0, 1)
+
+        # Draw the text
+        context.set_source_rgb(0, 0, 0)
+        drawer.halign = halign
+        drawer.draw_at(i * 200, 840, width=199, wrap=True)
+
+        # Mark the new reference point
+        mark_point(1, 0, 0)
+
+    surface.write_to_png("test.png")
+
+
+if __name__ == "__main__":
+    test()
diff --git a/src/igraph/drawing/cairo/utils.py b/src/igraph/drawing/cairo/utils.py
new file mode 100644
index 000000000..753652b83
--- /dev/null
+++ b/src/igraph/drawing/cairo/utils.py
@@ -0,0 +1,20 @@
+from igraph.drawing.utils import FakeModule
+from typing import Any
+
+__all__ = ("find_cairo", )
+
+
+def find_cairo() -> Any:
+    """Tries to import the ``cairo`` Python module if it is installed,
+    also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
+    Returns a fake module if everything fails.
+    """
+    module_names = ["cairo", "cairocffi"]
+    module = FakeModule("Plotting not available; please install pycairo or cairocffi")
+    for module_name in module_names:
+        try:
+            module = __import__(module_name)
+            break
+        except ImportError:
+            pass
+    return module
diff --git a/src/igraph/drawing/vertex.py b/src/igraph/drawing/cairo/vertex.py
similarity index 63%
rename from src/igraph/drawing/vertex.py
rename to src/igraph/drawing/cairo/vertex.py
index fbae32e3f..8d5fdf8ab 100644
--- a/src/igraph/drawing/vertex.py
+++ b/src/igraph/drawing/cairo/vertex.py
@@ -1,44 +1,16 @@
+"""This module provides implementations of Cairo-specific vertex drawers, i.e.
+drawers that the Cairo graph drawer will use to draw vertices.
 """
-Drawing routines to draw the vertices of graphs.
 
-This module provides implementations of vertex drawers, i.e. drawers that the
-default graph drawer will use to draw vertices.
-"""
+from math import pi
 
-from igraph.drawing.baseclasses import AbstractDrawer, AbstractCairoDrawer
+from igraph.drawing.baseclasses import AbstractVertexDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.shapes import ShapeDrawerDirectory
-from math import pi
-
-__all__ = ("AbstractVertexDrawer", "AbstractCairoVertexDrawer", "DefaultVertexDrawer")
-
-
-class AbstractVertexDrawer(AbstractDrawer):
-    """Abstract vertex drawer object from which all concrete vertex drawer
-    implementations are derived."""
-
-    def __init__(self, palette, layout):
-        """Constructs the vertex drawer and associates it to the given
-        palette.
 
-        @param palette: the palette that can be used to map integer
-                        color indices to colors when drawing vertices
-        @param layout:  the layout of the vertices in the graph being drawn
-        """
-        self.layout = layout
-        self.palette = palette
+from .base import AbstractCairoDrawer
 
-    def draw(self, visual_vertex, vertex, coords):
-        """Draws the given vertex.
-
-        @param visual_vertex: object specifying the visual properties of the
-            vertex. Its structure is defined by the VisualVertexBuilder of the
-            L{DefaultGraphDrawer}; see its source code.
-        @param vertex: the raw igraph vertex being drawn
-        @param coords: the X and Y coordinates of the vertex as specified by the
-            layout algorithm, scaled into the bounding box.
-        """
-        raise NotImplementedError("abstract class")
+__all__ = ("AbstractCairoVertexDrawer", "CairoVertexDrawer")
 
 
 class AbstractCairoVertexDrawer(AbstractVertexDrawer, AbstractCairoDrawer):
@@ -61,11 +33,11 @@ def __init__(self, context, bbox, palette, layout):
         AbstractVertexDrawer.__init__(self, palette, layout)
 
 
-class DefaultVertexDrawer(AbstractCairoVertexDrawer):
+class CairoVertexDrawer(AbstractCairoVertexDrawer):
     """The default vertex drawer implementation of igraph."""
 
     def __init__(self, context, bbox, palette, layout):
-        AbstractCairoVertexDrawer.__init__(self, context, bbox, palette, layout)
+        super().__init__(context, bbox, palette, layout)
         self.VisualVertexBuilder = self._construct_visual_vertex_builder()
 
     def _construct_visual_vertex_builder(self):
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 78ecc275f..72813dc4b 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -4,8 +4,7 @@
 Color handling functions.
 """
 
-from igraph.datatypes import Matrix
-from igraph.utils import str_to_orientation
+from abc import ABCMeta, abstractmethod
 from math import ceil
 
 __all__ = (
@@ -26,11 +25,12 @@
     "rgb_to_hsl",
     "rgba_to_hsla",
     "palettes",
+    "default_edge_colors",
     "known_colors",
 )
 
 
-class Palette:
+class Palette(metaclass=ABCMeta):
     """Base class of color palettes.
 
     Color palettes are mappings that assign integers from the range
@@ -117,6 +117,7 @@ class will simply try to interpret it as a single color by
         # Multiple colors
         return [self.get(color) for color in colors]
 
+    @abstractmethod
     def _get(self, v):
         """Override this method in a subclass to create a custom palette.
 
@@ -125,7 +126,7 @@ def _get(self, v):
 
         @param v: numerical index of the color to be retrieved
         @return: a 4-tuple containing the RGBA values"""
-        raise NotImplementedError("abstract class")
+        raise NotImplementedError
 
     __getitem__ = get
 
@@ -138,10 +139,19 @@ def __len__(self):
         """Returns the number of colors in this palette"""
         return self._length
 
-    def __plot__(self, context, bbox, palette, *args, **kwds):
-        """Plots the colors of the palette on the given Cairo context
+    def __plot__(self, backend, context, *args, **kwds):
+        """Plots the colors of the palette on the given Cairo context/mpl Axes
 
-        Supported keyword arguments are:
+        Supported keywork arguments in both Cairo and matplotlib are:
+
+          - C{orientation}: the orientation of the palette. Must be one of
+            the following values: C{left-right}, C{bottom-top}, C{right-left}
+            or C{top-bottom}. Possible aliases: C{horizontal} = C{left-right},
+            C{vertical} = C{bottom-top}, C{lr} = C{left-right},
+            C{rl} = C{right-left}, C{tb} = C{top-bottom}, C{bt} = C{bottom-top}.
+            The default is C{left-right}.
+
+        Additional supported keyword arguments in Cairo are:
 
           - C{border_width}: line width of the border shown around the palette.
             If zero or negative, the border is turned off. Default is C{1}.
@@ -151,35 +161,12 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             turned off if the size of a cell is less than three times the given
             line width. Default is C{0}.  Fractional widths are also allowed.
 
-          - C{orientation}: the orientation of the palette. Must be one of
-            the following values: C{left-right}, C{bottom-top}, C{right-left}
-            or C{top-bottom}. Possible aliases: C{horizontal} = C{left-right},
-            C{vertical} = C{bottom-top}, C{lr} = C{left-right},
-            C{rl} = C{right-left}, C{tb} = C{top-bottom}, C{bt} = C{bottom-top}.
-            The default is C{left-right}.
+        Keyword arguments in matplotlib are passes to Axes.imshow.
         """
-        border_width = float(kwds.get("border_width", 1.0))
-        grid_width = float(kwds.get("grid_width", 0.0))
-        orientation = str_to_orientation(kwds.get("orientation", "lr"))
-
-        # Construct a matrix and plot that
-        indices = list(range(len(self)))
-        if orientation in ("rl", "bt"):
-            indices.reverse()
-        if orientation in ("lr", "rl"):
-            matrix = Matrix([indices])
-        else:
-            matrix = Matrix([[i] for i in indices])
-
-        return matrix.__plot__(
-            context,
-            bbox,
-            self,
-            style="palette",
-            square=False,
-            grid_width=grid_width,
-            border_width=border_width,
-        )
+        from igraph.drawing import DrawerDirectory
+
+        drawer = DrawerDirectory.resolve(self, backend)(context)
+        drawer.draw(self, **kwds)
 
     def __repr__(self):
         return "<%s with %d colors>" % (self.__class__.__name__, self._length)
@@ -728,6 +715,13 @@ def lighten(color, ratio=0.5):
     )
 
 
+default_edge_colors = {
+    "cairo": ["grey20", "grey80"],
+    "matplotlib": ["dimgrey", "silver"],
+    "plotly": ["rgb(51,51,51)", "rgb(204,204,204)"],
+}
+
+
 known_colors = {
     "alice blue": (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
     "aliceblue": (0.94117647058823528, 0.97254901960784312, 1.0, 1.0),
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index c47b19193..cdca21f0d 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -13,628 +13,11 @@
 network from Cytoscape and convert it to igraph format.
 """
 
-from math import atan2, cos, pi, sin, tan, sqrt
 from warnings import warn
 
-from igraph._igraph import convex_hull, VertexSeq
-from igraph.configuration import Configuration
-from igraph.drawing.baseclasses import (
-    AbstractDrawer,
-    AbstractCairoDrawer,
-    AbstractXMLRPCDrawer,
-)
-from igraph.drawing.colors import color_to_html_format, color_name_to_rgb
-from igraph.drawing.edge import ArrowEdgeDrawer
-from igraph.drawing.text import TextAlignment, TextDrawer
-from igraph.drawing.metamagic import AttributeCollectorBase
-from igraph.drawing.shapes import PolygonDrawer
-from igraph.drawing.utils import find_cairo, Point
-from igraph.drawing.vertex import DefaultVertexDrawer
-from igraph.layout import Layout
+from igraph.drawing.baseclasses import AbstractGraphDrawer, AbstractXMLRPCDrawer
 
-__all__ = (
-    "DefaultGraphDrawer", "MatplotlibGraphDrawer", "CytoscapeGraphDrawer",
-    "UbiGraphDrawer"
-)
-
-cairo = find_cairo()
-
-#####################################################################
-
-
-class AbstractGraphDrawer(AbstractDrawer):
-    """Abstract class that serves as a base class for anything that
-    draws an igraph.Graph."""
-
-    def draw(self, graph, *args, **kwds):
-        """Abstract method, must be implemented in derived classes."""
-        raise NotImplementedError("abstract class")
-
-    def ensure_layout(self, layout, graph=None):
-        """Helper method that ensures that I{layout} is an instance
-        of L{Layout}. If it is not, the method will try to convert
-        it to a L{Layout} according to the following rules:
-
-          - If I{layout} is a string, it is assumed to be a name
-            of an igraph layout, and it will be passed on to the
-            C{layout} method of the given I{graph} if I{graph} is
-            not C{None}.
-
-          - If I{layout} is C{None}, the C{layout} method of
-            I{graph} will be invoked with no parameters, which
-            will call the default layout algorithm.
-
-          - Otherwise, I{layout} will be passed on to the constructor
-            of L{Layout}. This handles lists of lists, lists of tuples
-            and such.
-
-        If I{layout} is already a L{Layout} instance, it will still
-        be copied and a copy will be returned. This is because graph
-        drawers are allowed to transform the layout for their purposes,
-        and we don't want the transformation to propagate back to the
-        caller.
-        """
-        if isinstance(layout, Layout):
-            layout = Layout(layout.coords)
-        elif isinstance(layout, str) or layout is None:
-            layout = graph.layout(layout)
-        else:
-            layout = Layout(layout)
-        return layout
-
-
-#####################################################################
-
-
-class AbstractCairoGraphDrawer(AbstractGraphDrawer, AbstractCairoDrawer):
-    """Abstract base class for graph drawers that draw on a Cairo canvas."""
-
-    def __init__(self, context, bbox):
-        """Constructs the graph drawer and associates it to the given
-        Cairo context and the given L{BoundingBox}.
-
-        @param context: the context on which we will draw
-        @param bbox:    the bounding box within which we will draw.
-                        Can be anything accepted by the constructor
-                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
-                        or a L{BoundingBox} object).
-        """
-        AbstractCairoDrawer.__init__(self, context, bbox)
-        AbstractGraphDrawer.__init__(self)
-
-
-#####################################################################
-
-
-class DefaultGraphDrawer(AbstractCairoGraphDrawer):
-    """Class implementing the default visualisation of a graph.
-
-    The default visualisation of a graph draws the nodes on a 2D plane
-    according to a given L{Layout}, then draws a straight or curved
-    edge between nodes connected by edges. This is the visualisation
-    used when one invokes the L{plot()} function on a L{Graph} object.
-
-    See L{Graph.__plot__()} for the keyword arguments understood by
-    this drawer."""
-
-    def __init__(
-        self,
-        context,
-        bbox,
-        vertex_drawer_factory=DefaultVertexDrawer,
-        edge_drawer_factory=ArrowEdgeDrawer,
-        label_drawer_factory=TextDrawer,
-    ):
-        """Constructs the graph drawer and associates it to the given
-        Cairo context and the given L{BoundingBox}.
-
-        @param context: the context on which we will draw
-        @param bbox:    the bounding box within which we will draw.
-                        Can be anything accepted by the constructor
-                        of L{BoundingBox} (i.e., a 2-tuple, a 4-tuple
-                        or a L{BoundingBox} object).
-        @param vertex_drawer_factory: a factory method that returns an
-                        L{AbstractCairoVertexDrawer} instance bound to a
-                        given Cairo context. The factory method must take
-                        three parameters: the Cairo context, the bounding
-                        box of the drawing area and the palette to be
-                        used for drawing colored vertices. The default
-                        vertex drawer is L{DefaultVertexDrawer}.
-        @param edge_drawer_factory: a factory method that returns an
-                        L{AbstractEdgeDrawer} instance bound to a
-                        given Cairo context. The factory method must take
-                        two parameters: the Cairo context and the palette
-                        to be used for drawing colored edges. You can use
-                        any of the actual L{AbstractEdgeDrawer}
-                        implementations here to control the style of
-                        edges drawn by igraph. The default edge drawer is
-                        L{ArrowEdgeDrawer}.
-        @param label_drawer_factory: a factory method that returns a
-                        L{TextDrawer} instance bound to a given Cairo
-                        context. The method must take one parameter: the
-                        Cairo context. The default label drawer is
-                        L{TextDrawer}.
-        """
-        AbstractCairoGraphDrawer.__init__(self, context, bbox)
-        self.vertex_drawer_factory = vertex_drawer_factory
-        self.edge_drawer_factory = edge_drawer_factory
-        self.label_drawer_factory = label_drawer_factory
-
-    def _determine_edge_order(self, graph, kwds):
-        """Returns the order in which the edge of the given graph have to be
-        drawn, assuming that the relevant keyword arguments (C{edge_order} and
-        C{edge_order_by}) are given in C{kwds} as a dictionary. If neither
-        C{edge_order} nor C{edge_order_by} is present in C{kwds}, this
-        function returns C{None} to indicate that the graph drawer is free to
-        choose the most convenient edge ordering."""
-        if "edge_order" in kwds:
-            # Edge order specified explicitly
-            return kwds["edge_order"]
-
-        if kwds.get("edge_order_by") is None:
-            # No edge order specified
-            return None
-
-        # Order edges by the value of some attribute
-        edge_order_by = kwds["edge_order_by"]
-        reverse = False
-        if isinstance(edge_order_by, tuple):
-            edge_order_by, reverse = edge_order_by
-            if isinstance(reverse, str):
-                reverse = reverse.lower().startswith("desc")
-        attrs = graph.es[edge_order_by]
-        edge_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
-        )
-
-        return edge_order
-
-    def _determine_vertex_order(self, graph, kwds):
-        """Returns the order in which the vertices of the given graph have to be
-        drawn, assuming that the relevant keyword arguments (C{vertex_order} and
-        C{vertex_order_by}) are given in C{kwds} as a dictionary. If neither
-        C{vertex_order} nor C{vertex_order_by} is present in C{kwds}, this
-        function returns C{None} to indicate that the graph drawer is free to
-        choose the most convenient vertex ordering."""
-        if "vertex_order" in kwds:
-            # Vertex order specified explicitly
-            return kwds["vertex_order"]
-
-        if kwds.get("vertex_order_by") is None:
-            # No vertex order specified
-            return None
-
-        # Order vertices by the value of some attribute
-        vertex_order_by = kwds["vertex_order_by"]
-        reverse = False
-        if isinstance(vertex_order_by, tuple):
-            vertex_order_by, reverse = vertex_order_by
-            if isinstance(reverse, str):
-                reverse = reverse.lower().startswith("desc")
-        attrs = graph.vs[vertex_order_by]
-        vertex_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
-        )
-
-        return vertex_order
-
-    def draw(self, graph, palette, *args, **kwds):
-        # Some abbreviations for sake of simplicity
-        directed = graph.is_directed()
-        context = self.context
-
-        # Calculate/get the layout of the graph
-        layout = self.ensure_layout(kwds.get("layout", None), graph)
-
-        # Determine the size of the margin on each side
-        margin = kwds.get("margin", 0)
-        try:
-            margin = list(margin)
-        except TypeError:
-            margin = [margin]
-        while len(margin) < 4:
-            margin.extend(margin)
-
-        # Contract the drawing area by the margin and fit the layout
-        bbox = self.bbox.contract(margin)
-        layout.fit_into(bbox, keep_aspect_ratio=kwds.get("keep_aspect_ratio", False))
-
-        # Decide whether we need to calculate the curvature of edges
-        # automatically -- and calculate them if needed.
-        autocurve = kwds.get("autocurve", None)
-        if autocurve or (
-            autocurve is None
-            and "edge_curved" not in kwds
-            and "curved" not in graph.edge_attributes()
-            and graph.ecount() < 10000
-        ):
-            from igraph import autocurve
-
-            default = kwds.get("edge_curved", 0)
-            if default is True:
-                default = 0.5
-            default = float(default)
-            kwds["edge_curved"] = autocurve(graph, attribute=None, default=default)
-
-        # Construct the vertex, edge and label drawers
-        vertex_drawer = self.vertex_drawer_factory(context, bbox, palette, layout)
-        edge_drawer = self.edge_drawer_factory(context, palette)
-        label_drawer = self.label_drawer_factory(context)
-
-        # Construct the visual vertex/edge builders based on the specifications
-        # provided by the vertex_drawer and the edge_drawer
-        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
-        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
-
-        # Determine the order in which we will draw the vertices and edges
-        vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order = self._determine_edge_order(graph, kwds)
-
-        # Draw the highlighted groups (if any)
-        if "mark_groups" in kwds:
-            mark_groups = kwds["mark_groups"]
-
-            # Deferred import to avoid a cycle in the import graph
-            from igraph.clustering import VertexClustering, VertexCover
-
-            # Figure out what to do with mark_groups in order to be able to
-            # iterate over it and get memberlist-color pairs
-            if isinstance(mark_groups, dict):
-                # Dictionary mapping vertex indices or tuples of vertex
-                # indices to colors
-                group_iter = iter(mark_groups.items())
-            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
-                # Vertex clustering
-                group_iter = ((group, color) for color, group in enumerate(mark_groups))
-            elif hasattr(mark_groups, "__iter__"):
-                # Lists, tuples, iterators etc
-                group_iter = iter(mark_groups)
-            else:
-                # False
-                group_iter = iter({}.items())
-
-            # We will need a polygon drawer to draw the convex hulls
-            polygon_drawer = PolygonDrawer(context, bbox)
-
-            # Iterate over color-memberlist pairs
-            for group, color_id in group_iter:
-                if not group or color_id is None:
-                    continue
-
-                color = palette.get(color_id)
-
-                if isinstance(group, VertexSeq):
-                    group = [vertex.index for vertex in group]
-                if not hasattr(group, "__iter__"):
-                    raise TypeError("group membership list must be iterable")
-
-                # Get the vertex indices that constitute the convex hull
-                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
-
-                # Calculate the preferred rounding radius for the corners
-                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
-
-                # Construct the polygon
-                polygon = [layout[idx] for idx in hull]
-
-                if len(polygon) == 2:
-                    # Expand the polygon (which is a flat line otherwise)
-                    a, b = Point(*polygon[0]), Point(*polygon[1])
-                    c = corner_radius * (a - b).normalized()
-                    n = Point(-c[1], c[0])
-                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
-                else:
-                    # Expand the polygon around its center of mass
-                    center = Point(
-                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
-                    )
-                    polygon = [
-                        Point(*point).towards(center, -corner_radius)
-                        for point in polygon
-                    ]
-
-                # Draw the hull
-                context.set_source_rgba(color[0], color[1], color[2], color[3] * 0.25)
-                polygon_drawer.draw_path(polygon, corner_radius=corner_radius)
-                context.fill_preserve()
-                context.set_source_rgba(*color)
-                context.stroke()
-
-        # Construct the iterator that we will use to draw the edges
-        es = graph.es
-        if edge_order is None:
-            # Default edge order
-            edge_coord_iter = zip(es, edge_builder)
-        else:
-            # Specified edge order
-            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
-
-        # Draw the edges
-        if directed:
-            drawer_method = edge_drawer.draw_directed_edge
-        else:
-            drawer_method = edge_drawer.draw_undirected_edge
-        for edge, visual_edge in edge_coord_iter:
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            drawer_method(visual_edge, src_vertex, dest_vertex)
-
-        # Construct the iterator that we will use to draw the vertices
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vs, vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = (
-                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
-            )
-
-        # Draw the vertices
-        drawer_method = vertex_drawer.draw
-        context.set_line_width(1)
-        for vertex, visual_vertex, coords in vertex_coord_iter:
-            drawer_method(visual_vertex, vertex, coords)
-
-        # Decide whether the labels have to be wrapped
-        wrap = kwds.get("wrap_labels")
-        if wrap is None:
-            wrap = Configuration.instance()["plotting.wrap_labels"]
-        wrap = bool(wrap)
-
-        # Construct the iterator that we will use to draw the vertex labels
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
-
-        # Draw the vertex labels
-        for vertex, coords in vertex_coord_iter:
-            if vertex.label is None:
-                continue
-
-            # Set the font family, size, color and text
-            context.select_font_face(
-                vertex.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
-            )
-            context.set_font_size(vertex.label_size)
-            context.set_source_rgba(*vertex.label_color)
-            label_drawer.text = vertex.label
-
-            if vertex.label_dist:
-                # Label is displaced from the center of the vertex.
-                _, yb, w, h, _, _ = label_drawer.text_extents()
-                w, h = w / 2.0, h / 2.0
-                radius = vertex.label_dist * vertex.size / 2.0
-                # First we find the reference point that is at distance `radius'
-                # from the vertex in the direction given by `label_angle'.
-                # Then we place the label in a way that the line connecting the
-                # center of the bounding box of the label with the center of the
-                # vertex goes through the reference point and the reference
-                # point lies exactly on the bounding box of the vertex.
-                alpha = vertex.label_angle % (2 * pi)
-                cx = coords[0] + radius * cos(alpha)
-                cy = coords[1] - radius * sin(alpha)
-                # Now we have the reference point. We have to decide which side
-                # of the label box will intersect with the line that connects
-                # the center of the label with the center of the vertex.
-                if w > 0:
-                    beta = atan2(h, w) % (2 * pi)
-                else:
-                    beta = pi / 2.0
-                gamma = pi - beta
-                if alpha > 2 * pi - beta or alpha <= beta:
-                    # Intersection at left edge of label
-                    cx += w
-                    cy -= tan(alpha) * w
-                elif alpha > beta and alpha <= gamma:
-                    # Intersection at bottom edge of label
-                    try:
-                        cx += h / tan(alpha)
-                    except Exception:
-                        pass  # tan(alpha) == inf
-                    cy -= h
-                elif alpha > gamma and alpha <= gamma + 2 * beta:
-                    # Intersection at right edge of label
-                    cx -= w
-                    cy += tan(alpha) * w
-                else:
-                    # Intersection at top edge of label
-                    try:
-                        cx -= h / tan(alpha)
-                    except Exception:
-                        pass  # tan(alpha) == inf
-                    cy += h
-                # Draw the label
-                label_drawer.draw_at(cx - w, cy - h - yb, wrap=wrap)
-            else:
-                # Label is exactly in the center of the vertex
-                cx, cy = coords
-                half_size = vertex.size / 2.0
-                label_drawer.bbox = (
-                    cx - half_size,
-                    cy - half_size,
-                    cx + half_size,
-                    cy + half_size,
-                )
-                label_drawer.draw(wrap=wrap)
-
-        # Construct the iterator that we will use to draw the edge labels
-        es = graph.es
-        if edge_order is None:
-            # Default edge order
-            edge_coord_iter = zip(es, edge_builder)
-        else:
-            # Specified edge order
-            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
-
-        # Draw the edge labels
-        for edge, visual_edge in edge_coord_iter:
-            if visual_edge.label is None:
-                continue
-
-            # Set the font family, size, color and text
-            context.select_font_face(
-                visual_edge.font, cairo.FONT_SLANT_NORMAL, cairo.FONT_WEIGHT_NORMAL
-            )
-            context.set_font_size(visual_edge.label_size)
-            context.set_source_rgba(*visual_edge.label_color)
-            label_drawer.text = visual_edge.label
-
-            # Ask the edge drawer to propose an anchor point for the label
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            (x, y), (halign, valign) = edge_drawer.get_label_position(
-                edge, src_vertex, dest_vertex
-            )
-
-            # Measure the text
-            _, yb, w, h, _, _ = label_drawer.text_extents()
-            w /= 2.0
-            h /= 2.0
-
-            # Place the text relative to the edge
-            if halign == TextAlignment.RIGHT:
-                x -= w
-            elif halign == TextAlignment.LEFT:
-                x += w
-            if valign == TextAlignment.BOTTOM:
-                y -= h - yb / 2.0
-            elif valign == TextAlignment.TOP:
-                y += h
-
-            # Draw the edge label
-            label_drawer.halign = halign
-            label_drawer.valign = valign
-            label_drawer.bbox = (x - w, y - h, x + w, y + h)
-            label_drawer.draw(wrap=wrap)
-
-
-#####################################################################
-
-
-class UbiGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
-    """Graph drawer that draws a given graph on an UbiGraph display
-    using the XML-RPC API of UbiGraph.
-
-    The following vertex attributes are supported: C{color}, C{label},
-    C{shape}, C{size}. See the Ubigraph documentation for supported shape
-    names. Sizes are relative to the default Ubigraph size.
-
-    The following edge attributes are supported: C{color}, C{label},
-    C{width}. Edge widths are relative to the default Ubigraph width.
-
-    All color specifications supported by igraph (e.g., color names,
-    palette indices, RGB triplets, RGBA quadruplets, HTML format)
-    are understood by the Ubigraph graph drawer.
-
-    The drawer also has two attributes, C{vertex_defaults} and
-    C{edge_defaults}. These are dictionaries that can be used to
-    set default values for the vertex/edge attributes in Ubigraph.
-
-    @deprecated: UbiGraph has not received updates since 2008 and is now not
-        available for download (at least not from the official sources).
-        The UbiGraph graph drawer will be removed from python-igraph in
-        0.10.0.
-    """
-
-    def __init__(self, url="http://localhost:20738/RPC2"):
-        """Constructs an UbiGraph drawer using the display at the given
-        URL."""
-        super().__init__(url, "ubigraph")
-        self.vertex_defaults = dict(color="#ff0000", shape="cube", size=1.0)
-        self.edge_defaults = dict(color="#ffffff", width=1.0)
-
-        warn(
-            "UbiGraphDrawer is deprecated from python-igraph 0.9.4",
-            DeprecationWarning
-        )
-
-    def draw(self, graph, *args, **kwds):
-        """Draws the given graph on an UbiGraph display.
-
-        @keyword clear: whether to clear the current UbiGraph display before
-                        plotting. Default: C{True}."""
-        display = self.service
-
-        # Clear the display and set the default visual attributes
-        if kwds.get("clear", True):
-            display.clear()
-
-            for k, v in self.vertex_defaults.items():
-                display.set_vertex_style_attribute(0, k, str(v))
-            for k, v in self.edge_defaults.items():
-                display.set_edge_style_attribute(0, k, str(v))
-
-        # Custom color converter function
-        def color_conv(color):
-            return color_to_html_format(color_name_to_rgb(color))
-
-        # Construct the visual vertex/edge builders
-        class VisualVertexBuilder(AttributeCollectorBase):
-            """Collects some visual properties of a vertex for drawing"""
-
-            _kwds_prefix = "vertex_"
-            color = (str(self.vertex_defaults["color"]), color_conv)
-            label = None
-            shape = str(self.vertex_defaults["shape"])
-            size = float(self.vertex_defaults["size"])
-
-        class VisualEdgeBuilder(AttributeCollectorBase):
-            """Collects some visual properties of an edge for drawing"""
-
-            _kwds_prefix = "edge_"
-            color = (str(self.edge_defaults["color"]), color_conv)
-            label = None
-            width = float(self.edge_defaults["width"])
-
-        vertex_builder = VisualVertexBuilder(graph.vs, kwds)
-        edge_builder = VisualEdgeBuilder(graph.es, kwds)
-
-        # Add the vertices
-        n = graph.vcount()
-        new_vertex = display.new_vertex
-        vertex_ids = [new_vertex() for _ in range(n)]
-
-        # Add the edges
-        new_edge = display.new_edge
-        eids = [
-            new_edge(vertex_ids[edge.source], vertex_ids[edge.target])
-            for edge in graph.es
-        ]
-
-        # Add arrowheads if needed
-        if graph.is_directed():
-            display.set_edge_style_attribute(0, "arrow", "true")
-
-        # Set the vertex attributes
-        set_attr = display.set_vertex_attribute
-        vertex_defaults = self.vertex_defaults
-        for vertex_id, vertex in zip(vertex_ids, vertex_builder):
-            if vertex.color != vertex_defaults["color"]:
-                set_attr(vertex_id, "color", vertex.color)
-            if vertex.label:
-                set_attr(vertex_id, "label", str(vertex.label))
-            if vertex.shape != vertex_defaults["shape"]:
-                set_attr(vertex_id, "shape", vertex.shape)
-            if vertex.size != vertex_defaults["size"]:
-                set_attr(vertex_id, "size", str(vertex.size))
-
-        # Set the edge attributes
-        set_attr = display.set_edge_attribute
-        edge_defaults = self.edge_defaults
-        for edge_id, edge in zip(eids, edge_builder):
-            if edge.color != edge_defaults["color"]:
-                set_attr(edge_id, "color", edge.color)
-            if edge.label:
-                set_attr(edge_id, "label", edge.label)
-            if edge.width != edge_defaults["width"]:
-                set_attr(edge_id, "width", str(edge.width))
-
-
-#####################################################################
+__all__ = ("CytoscapeGraphDrawer",)
 
 
 class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
@@ -680,6 +63,14 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
           simply uses the vertex index for each vertex."""
         from xmlrpc.client import Fault
 
+        # Positional arguments are not used
+        if args:
+            warn(
+                "Positional arguments to plot functions are ignored "
+                "and will be deprecated soon.",
+                DeprecationWarning,
+            )
+
         cy = self.service
 
         # Create the network
@@ -798,7 +189,7 @@ def fetch(self, name=None, directed=False, keep_canonical_names=False):
         version = tuple(map(int, version.split(".")[:2]))
         if version < (1, 3):
             raise NotImplementedError(
-                "CytoscapeGraphDrawer requires " "Cytoscape-RPC 1.3 or newer"
+                "CytoscapeGraphDrawer requires Cytoscape-RPC 1.3 or newer"
             )
 
         # Find out the ID of the network we are interested in
@@ -956,399 +347,12 @@ def draw(self, graph, *args, **kwds):
             - ``encoder`` lets one specify an instance of ``json.JSONEncoder`` that
               will be used to encode the JSON objects.
         """
-        self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
-
-
-#####################################################################
-
-
-class MatplotlibGraphDrawer(AbstractGraphDrawer):
-    """Graph drawer that uses a pyplot.Axes as context"""
-
-    _shape_dict = {
-        "rectangle": "s",
-        "circle": "o",
-        "hidden": "none",
-        "triangle-up": "^",
-        "triangle-down": "v",
-    }
-
-    def __init__(self, ax):
-        """Constructs the graph drawer and associates it with the mpl axes"""
-        self.ax = ax
-
-    def draw(self, graph, *args, **kwds):
-        # NOTE: matplotlib has numpy as a dependency, so we can use it in here
-        from collections import defaultdict
-        import matplotlib as mpl
-        import matplotlib.markers as mmarkers
-        from matplotlib.path import Path
-        from matplotlib.patches import FancyArrowPatch
-        from matplotlib.patches import ArrowStyle
-        import numpy as np
-
-        # Deferred import to avoid a cycle in the import graph
-        from igraph.clustering import VertexClustering, VertexCover
-
-        def shrink_vertex(ax, aux, vcoord, vsize_squared):
-            """Shrink edge by vertex size"""
-            aux_display, vcoord_display = ax.transData.transform([aux, vcoord])
-            d = sqrt(((aux_display - vcoord_display) ** 2).sum())
-            fr = sqrt(vsize_squared) / d
-            end_display = vcoord_display + fr * (aux_display - vcoord_display)
-            end = ax.transData.inverted().transform(end_display)
-            return end
-
-        def callback_factory(ax, vcoord, vsizes, arrows):
-            def callback_edge_offset(event):
-                for arrow, src, tgt in arrows:
-                    v1, v2 = vcoord[src], vcoord[tgt]
-                    # This covers both cases (curved and straight)
-                    aux1, aux2 = arrow._path_original.vertices[[1, -2]]
-                    start = shrink_vertex(ax, aux1, v1, vsizes[src])
-                    end = shrink_vertex(ax, aux2, v2, vsizes[tgt])
-                    arrow._path_original.vertices[0] = start
-                    arrow._path_original.vertices[-1] = end
-
-            return callback_edge_offset
-
-        ax = self.ax
-
-        # FIXME: deal with unnamed *args
-
-        # graph is not necessarily a graph, it can be a VertexClustering. If so
-        # extract the graph. The clustering itself can be overridden using
-        # the "mark_groups" option
-        clustering = None
-        if isinstance(graph, (VertexClustering, VertexCover)):
-            clustering = graph
-            graph = clustering.graph
-
-        # Get layout
-        layout = kwds.get("layout", graph.layout())
-        if isinstance(layout, str):
-            layout = graph.layout(layout)
-
-        # Vertex coordinates
-        vcoord = layout.coords
-
-        # mark groups: the used data structure is eventually the dict option:
-        # tuples of vertex indices as the keys, colors as the values. We
-        # convert other formats into that one here
-        if "mark_groups" not in kwds:
-            kwds["mark_groups"] = False
-        if kwds["mark_groups"] is False:
-            pass
-        elif (kwds["mark_groups"] is True) and (clustering is not None):
-            pass
-        elif isinstance(kwds["mark_groups"], (VertexClustering, VertexCover)):
-            if clustering is not None:
-                raise ValueError(
-                    "mark_groups cannot override a clustering with another"
-                )
-            else:
-                clustering = kwds["mark_groups"]
-                kwds["mark_groups"] = True
-        else:
-            try:
-                mg_iter = iter(kwds["mark_groups"])
-            except TypeError:
-                raise TypeError("mark_groups is not in the right format")
-            kwds["mark_groups"] = dict(mg_iter)
-
-        # If a clustering is set and marks are requested but without a specific
-        # colormap, make the colormap
-
-        # Two things need coloring: vertices and groups/clusters (polygon)
-        # The coloring needs to be coordinated between the two.
-        if clustering is not None:
-            # If mark_groups is a dict, we don't need a default color dict, we
-            # can just use the mark_groups dict. If mark_groups is False and
-            # vertex_color is set, we don't need either because the colors are
-            # already fully specified. In all other cases, we need a default
-            # color dict.
-            if isinstance(kwds["mark_groups"], dict):
-                group_colordict = kwds["mark_groups"]
-            elif (kwds["mark_groups"] is False) and ("vertex_color" in kwds):
-                pass
-            else:
-                membership = clustering.membership
-                if isinstance(clustering, VertexCover):
-                    membership = [x[0] for x in membership]
-                clusters = sorted(set(membership))
-                n_colors = len(clusters)
-                cmap = mpl.cm.get_cmap("viridis")
-                colors = [cmap(1.0 * i / n_colors) for i in range(n_colors)]
-                cluster_colordict = {g: c for g, c in zip(clusters, colors)}
-
-                # mark_groups if not explicitly marked
-                group_colordict = defaultdict(list)
-                for i, g in enumerate(membership):
-                    color = cluster_colordict[g]
-                    group_colordict[color].append(i)
-                del cluster_colordict
-                # Invert keys and values
-                group_colordict = {tuple(v): k for k, v in group_colordict.items()}
-
-            # If mark_groups is set but not defined, make a default colormap
-            if kwds["mark_groups"] is True:
-                kwds["mark_groups"] = group_colordict
-
-            if "vertex_color" not in kwds:
-                kwds["vertex_color"] = ['none' for m in membership]
-                for group_vs, color in group_colordict.items():
-                    for i in group_vs:
-                        kwds["vertex_color"][i] = color
-
-            # Now mark_groups is either a dict or False
-            # If vertex_color is not set, we can rely on mark_groups if a dict,
-            # else we need to make up the same colormap as if we were requested groups
-            if "vertex_color" not in kwds:
-                if isinstance(kwds["mark_groups"], dict):
-                    membership = clustering.membership
-                    if isinstance(clustering, VertexCover):
-                        membership = [x[0] for x in membership]
-
-        # Mark groups
-        if "mark_groups" in kwds and isinstance(kwds["mark_groups"], dict):
-            for idx, color in kwds["mark_groups"].items():
-                points = [vcoord[i] for i in idx]
-                vertices = np.asarray(convex_hull(points, coords=True))
-                # 15% expansion
-                vertices += 0.15 * (vertices - vertices.mean(axis=0))
-
-                # NOTE: we could include a corner cutting algorithm close to
-                # the vertices (e.g. Chaikin) for beautification, or a corner
-                # radius like it's done in the Cairo interface
-                polygon = mpl.patches.Polygon(
-                    vertices,
-                    facecolor=color,
-                    alpha=0.3,
-                    zorder=0,
-                    edgecolor=color,
-                    lw=2,
-                )
-                ax.add_artist(polygon)
-
-        # Vertex properties
-        nv = graph.vcount()
-
-        # Vertex size
-        vsizes = kwds.get("vertex_size", 5)
-        # Enforce numpy array for sizes, because (1) we need the square and (2)
-        # they are needed to calculate autoshrinking of edges
-        if np.isscalar(vsizes):
-            vsizes = np.repeat(vsizes, nv)
-        else:
-            vsizes = np.asarray(vsizes)
-        # ax.scatter uses the *square* of diameter
-        vsizes **= 2
-
-        # Vertex color
-        c = kwds.get("vertex_color", "steelblue")
-
-        # Vertex opacity
-        alpha = kwds.get("alpha", 1.0)
-
-        # Vertex labels
-        label = kwds.get("vertex_label", None)
-
-        # Vertex label size
-        label_size = kwds.get("vertex_label_size", mpl.rcParams["font.size"])
-
-        # Vertex zorder
-        vzorder = kwds.get("vertex_order", 2)
-
-        # Vertex shapes
-        # mpl shapes use slightly different names from Cairo, but we want the
-        # API to feel consistent, so we use a conversion dictionary
-        shapes = kwds.get("vertex_shape", "o")
-        if shapes is not None:
-            if isinstance(shapes, str):
-                shapes = self._shape_dict.get(shapes, shapes)
-            elif isinstance(shapes, mmarkers.MarkerStyle):
-                pass
-
-        # Scatter vertices
-        x, y = list(zip(*vcoord))
-        ax.scatter(x, y, s=vsizes, c=c, marker=shapes, zorder=vzorder, alpha=alpha)
-
-        # Vertex labels
-        if label is not None:
-            for i, lab in enumerate(label):
-                xi, yi = x[i], y[i]
-                ax.text(xi, yi, lab, fontsize=label_size)
-
-        dx = max(x) - min(x)
-        dy = max(y) - min(y)
-        ax.set_xlim(min(x) - 0.05 * dx, max(x) + 0.05 * dx)
-        ax.set_ylim(min(y) - 0.05 * dy, max(y) + 0.05 * dy)
-
-        # Edge properties
-        ne = graph.ecount()
-        ec = kwds.get("edge_color", "black")
-        edge_width = kwds.get("edge_width", 1)
-        arrow_width = kwds.get("edge_arrow_width", 2)
-        arrow_length = kwds.get("edge_arrow_size", 4)
-        ealpha = kwds.get("edge_alpha", 1.0)
-        ezorder = kwds.get("edge_order", 1.0)
-        try:
-            ezorder = float(ezorder)
-            ezorder = [ezorder] * ne
-        except TypeError:
-            pass
-
-        # Decide whether we need to calculate the curvature of edges
-        # automatically -- and calculate them if needed.
-        autocurve = kwds.get("autocurve", None)
-        if autocurve or (
-            autocurve is None
-            and "edge_curved" not in kwds
-            and "curved" not in graph.edge_attributes()
-            and graph.ecount() < 10000
-        ):
-            from igraph import autocurve
-
-            default = kwds.get("edge_curved", 0)
-            if default is True:
-                default = 0.5
-            default = float(default)
-            ecurved = autocurve(graph, attribute=None, default=default)
-        elif "edge_curved" in kwds:
-            ecurved = kwds["edge_curved"]
-        elif "curved" in graph.edge_attributes():
-            ecurved = graph.es["curved"]
-        else:
-            ecurved = [0] * ne
-
-        # Arrow style for directed and undirected graphs
-        if graph.is_directed():
-            arrowstyle = ArrowStyle(
-                "-|>",
-                head_length=arrow_length,
-                head_width=arrow_width,
-            )
-        else:
-            arrowstyle = "-"
-
-        # Edge coordinates and curvature
-        nloops = [0 for x in range(ne)]
-        arrows = []
-        for ie, edge in enumerate(graph.es):
-            src, tgt = edge.source, edge.target
-            x1, y1 = vcoord[src]
-            x2, y2 = vcoord[tgt]
-
-            # Loops require special treatment
-            if src == tgt:
-                # Find all non-loop edges
-                nloopstot = 0
-                angles = []
-                for tgtn in graph.neighbors(src):
-                    if tgtn == src:
-                        nloopstot += 1
-                        continue
-                    xn, yn = vcoord[tgtn]
-                    angles.append(180.0 / pi * atan2(yn - y1, xn - x1) % 360)
-                # with .neighbors(mode=ALL), which is default, loops are double
-                # counted
-                nloopstot //= 2
-                angles = sorted(set(angles))
-
-                # Only loops or one non-loop
-                if len(angles) < 2:
-                    ashift = angles[0] if angles else 270
-                    if nloopstot == 1:
-                        # Only one self loop, use a quadrant only
-                        angles = [(ashift + 135) % 360, (ashift + 225) % 360]
-                    else:
-                        nshift = 360.0 / nloopstot
-                        angles = [
-                            (ashift + nshift * nloops[src]) % 360,
-                            (ashift + nshift * (nloops[src] + 1)) % 360,
-                        ]
-                    nloops[src] += 1
-                else:
-                    angles.append(angles[0] + 360)
-                    idiff = 0
-                    diff = 0
-                    for i in range(len(angles) - 1):
-                        diffi = abs(angles[i + 1] - angles[i])
-                        if diffi > diff:
-                            idiff = i
-                            diff = diffi
-                    angles = angles[idiff : idiff + 2]
-                    ashift = angles[0]
-                    nshift = (angles[1] - angles[0]) / nloopstot
-                    angles = [
-                        (ashift + nshift * nloops[src]),
-                        (ashift + nshift * (nloops[src] + 1)),
-                    ]
-                    nloops[src] += 1
-
-                # this is not great, but alright
-                angspan = angles[1] - angles[0]
-                if angspan < 180:
-                    angmid1 = angles[0] + 0.1 * angspan
-                    angmid2 = angles[1] - 0.1 * angspan
-                else:
-                    angmid1 = angles[0] + 0.5 * (angspan - 180) + 45
-                    angmid2 = angles[1] - 0.5 * (angspan - 180) - 45
-                aux1 = (
-                    x1 + 0.2 * dx * cos(pi / 180 * angmid1),
-                    y1 + 0.2 * dy * sin(pi / 180 * angmid1),
-                )
-                aux2 = (
-                    x1 + 0.2 * dx * cos(pi / 180 * angmid2),
-                    y1 + 0.2 * dy * sin(pi / 180 * angmid2),
-                )
-                start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
-                end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
-
-                path = Path(
-                    [start, aux1, aux2, end],
-                    # Cubic bezier by mpl
-                    codes=[1, 4, 4, 4],
-                )
-
-            else:
-                curved = ecurved[ie]
-                if curved:
-                    aux1 = (2 * x1 + x2) / 3.0 - curved * 0.5 * (y2 - y1), (
-                        2 * y1 + y2
-                    ) / 3.0 + curved * 0.5 * (x2 - x1)
-                    aux2 = (x1 + 2 * x2) / 3.0 - curved * 0.5 * (y2 - y1), (
-                        y1 + 2 * y2
-                    ) / 3.0 + curved * 0.5 * (x2 - x1)
-                    start = shrink_vertex(ax, aux1, (x1, y1), vsizes[src])
-                    end = shrink_vertex(ax, aux2, (x2, y2), vsizes[tgt])
-
-                    path = Path(
-                        [start, aux1, aux2, end],
-                        # Cubic bezier by mpl
-                        codes=[1, 4, 4, 4],
-                    )
-                else:
-                    start = shrink_vertex(ax, (x2, y2), (x1, y1), vsizes[src])
-                    end = shrink_vertex(ax, (x1, y1), (x2, y2), vsizes[tgt])
-
-                    path = Path([start, end], codes=[1, 2])
-
-            arrow = FancyArrowPatch(
-                path=path,
-                arrowstyle=arrowstyle,
-                lw=edge_width,
-                color=ec,
-                alpha=ealpha,
-                zorder=ezorder[ie],
+        # Positional arguments are not used
+        if args:
+            warn(
+                "Positional arguments to plot functions are ignored "
+                "and will be deprecated soon.",
+                DeprecationWarning,
             )
-            ax.add_artist(arrow)
-
-            # Store arrows and their sources and targets for autoscaling
-            arrows.append((arrow, src, tgt))
 
-        # Autoscaling during zoom, figure resize, reset axis limits
-        callback = callback_factory(ax, vcoord, vsizes, arrows)
-        ax.get_figure().canvas.mpl_connect("resize_event", callback)
-        ax.callbacks.connect("xlim_changed", callback)
-        ax.callbacks.connect("ylim_changed", callback)
+        self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/matplotlib/__init__.py b/src/igraph/drawing/matplotlib/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
new file mode 100644
index 000000000..8be43b231
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -0,0 +1,176 @@
+"""
+Drawing routines to draw the matrices.
+
+This module provides implementations of matrix drawers.
+"""
+
+from igraph.drawing.baseclasses import AbstractDrawer
+from igraph.drawing.utils import str_to_orientation
+
+from .utils import find_matplotlib
+
+__all__ = ("MatplotlibDendrogramDrawer",)
+
+mpl, _ = find_matplotlib()
+
+
+class MatplotlibDendrogramDrawer(AbstractDrawer):
+    """Matplotlib drawer object for dendrograms."""
+
+    def __init__(self, ax):
+        """Constructs the drawer and associates it to the given Axes.
+
+        @param ax: the Axes on which we will draw
+        """
+        super().__init__()
+        self.context = ax
+
+    def _plot_item(self, dendro, ax, orientation, idx, x, y):
+        """Plots a dendrogram item to the given Cairo context
+
+        @param context: the Cairo context we are plotting on
+        @param horiz: whether the dendrogram is horizontally oriented
+        @param idx: the index of the item
+        @param x: the X position of the item
+        @param y: the Y position of the item
+        """
+        if dendro._names is None or dendro._names[idx] is None:
+            return
+
+        if orientation == "lr":
+            ha, va, rotation = "right", "center", 0
+        elif orientation == "rl":
+            ha, va, rotation = "left", "center", 0
+        elif orientation == "tb":
+            ha, va, rotation = "center", "bottom", 90
+        else:
+            ha, va, rotation = "center", "top", 90
+
+        # TODO: offset a little? But remember zoom in callbacks
+
+        ax.text(
+            x,
+            y,
+            dendro._names[idx],
+            ha=ha,
+            va=va,
+            rotation=rotation,
+        )
+
+    def draw(self, dendro, orientation="lr", **kwds):
+        """Draws the given Dendrogram in a matplotlib Axes.
+
+        @param dendro: the igraph.Dendrogram to plot.
+        @orientation: the direction of the plot. Accepted values are "lr" (root
+          on the right), "rl" (root on the left), "tb" (root at the bottom),
+          and "bt" (root at the top). A few aliases are available (see
+          L{igraph.utils.str_to_orientation}).
+
+        Other keyword arguments are passed to mpl.patches.Polygon.
+        """
+        from igraph.layout import Layout
+
+        ax = self.context
+
+        # Styling defaults
+        kwds["edgecolor"] = kwds.pop("color", "black")
+        if ("lw" not in kwds) and ("linewidth" not in kwds):
+            kwds["linewidth"] = 1
+
+        if dendro._names is None:
+            dendro._names = [str(x) for x in range(dendro._nitems)]
+
+        orientation = str_to_orientation(orientation, reversed_vertical=True)
+        horiz = orientation in ("lr", "rl")
+
+        # Calculate node coordinates
+        layout = Layout([(0, 0)] * dendro._nitems, dim=2)
+        inorder = dendro._traverse_inorder()
+        if not horiz:
+            x, y = 0, 0
+            # Leaves
+            for idx, element in enumerate(inorder):
+                layout[element] = (x, 0)
+                x += 1
+
+            # Internal nodes
+            for id1, id2 in dendro._merges:
+                x = (layout[id1][0] + layout[id2][0]) / 2.0
+                # TODO: this is a little restrictive, but alright
+                # for such a simple layout. More complex tree layouts
+                # should be in a separate Layout anyway
+                y += 1
+                layout.append((x, y))
+
+            # Mirror or rotate the layout if necessary
+            if orientation == "bt":
+                layout.mirror(1)
+        else:
+            x, y = 0, 0
+            for idx, element in enumerate(inorder):
+                layout[element] = (0, y)
+                y += 1
+
+            for id1, id2 in dendro._merges:
+                y = (layout[id1][1] + layout[id2][1]) / 2.0
+                # TODO: this is a little restrictive, but alright
+                # for such a simple layout. More complex tree layouts
+                # should be in a separate Layout anyway
+                x += 1
+                layout.append((x, y))
+
+            # Mirror or rotate the layout if necessary
+            if orientation == "rl":
+                layout.mirror(0)
+
+        # Draw leaf names
+        #
+        # for idx in range(dendro._nitems):
+        #    x, y = layout[idx]
+        #    self._plot_item(dendro, ax, orientation, idx, x, y)
+        ticks, ticklabels = [], []
+        for idx in range(dendro._nitems):
+            x, y = layout[idx]
+            if not horiz:
+                ticks.append(x)
+            else:
+                ticks.append(y)
+            ticklabels.append(dendro._names[idx])
+
+        if not horiz:
+            ax.set_xticks(ticks)
+            ax.set_xticklabels(ticklabels)
+            ax.set_yticks([])
+        else:
+            ax.set_yticks(ticks)
+            ax.set_yticklabels(ticklabels)
+            ax.set_xticks([])
+
+        # Draw dendrogram lines
+        # Each path is a U-shaped fork
+        if not horiz:
+            for idx, (id1, id2) in enumerate(dendro._merges):
+                x0, y0 = layout[id1]
+                x1, y1 = layout[id2]
+                x2, y2 = layout[idx + dendro._nitems]
+                poly = mpl.patches.Polygon(
+                    [[x0, y0], [x0, y2], [x1, y2], [x1, y1]],
+                    closed=False,
+                    facecolor="none",
+                    **kwds,
+                )
+                ax.add_patch(poly)
+        else:
+            for idx, (id1, id2) in enumerate(dendro._merges):
+                x0, y0 = layout[id1]
+                x1, y1 = layout[id2]
+                x2, y2 = layout[idx + dendro._nitems]
+                poly = mpl.patches.Polygon(
+                    [[x0, y0], [x2, y0], [x2, y1], [x1, y1]],
+                    closed=False,
+                    facecolor="none",
+                    **kwds,
+                )
+                ax.add_patch(poly)
+
+        ax.autoscale_view()
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
new file mode 100644
index 000000000..e2998fac6
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -0,0 +1,274 @@
+"""Drawers for various edge styles in Matplotlib graph plots."""
+
+from math import atan2, cos, pi, sin
+
+from igraph.drawing.baseclasses import AbstractEdgeDrawer
+from igraph.drawing.metamagic import AttributeCollectorBase
+from igraph.drawing.matplotlib.utils import find_matplotlib
+from igraph.drawing.utils import euclidean_distance, intersect_bezier_curve_and_circle
+
+__all__ = ("MatplotlibEdgeDrawer",)
+
+mpl, plt = find_matplotlib()
+
+
+class MatplotlibEdgeDrawer(AbstractEdgeDrawer):
+    """Matplotlib-specific abstract edge drawer object."""
+
+    def __init__(self, context, palette):
+        """Constructs the edge drawer.
+
+        @param context: a Matplotlib axes object on which the edges will be
+            drawn.
+        @param palette: the palette that can be used to map integer color
+            indices to colors when drawing edges
+        """
+        self.context = context
+        self.palette = palette
+        self.VisualEdgeBuilder = self._construct_visual_edge_builder()
+
+    def _construct_visual_edge_builder(self):
+        """Construct the visual edge builder that will collect the visual
+        attributes of an edge when it is being drawn."""
+
+        class VisualEdgeBuilder(AttributeCollectorBase):
+            """Builder that collects some visual properties of an edge for
+            drawing"""
+
+            _kwds_prefix = "edge_"
+            arrow_size = 0.007
+            arrow_width = 1.4
+            color = ("#444", self.palette.get)
+            curved = (0.0, self._curvature_to_float)
+            label = None
+            label_color = ("black", self.palette.get)
+            label_size = 12.0
+            font = "sans-serif"
+            width = 2.0
+
+        return VisualEdgeBuilder
+
+    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
+        if src_vertex == dest_vertex:  # TODO
+            return self.draw_loop_edge(edge, src_vertex)
+
+        ax = self.context
+        (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+        (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
+
+        # Draw the edge
+        path = {"vertices": [], "codes": []}
+        path["vertices"].append([x1, y1])
+        path["codes"].append("MOVETO")
+
+        if edge.curved:
+            # Calculate the curve
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+
+            # Coordinates of the control points of the Bezier curve
+            xc1, yc1 = aux1
+            xc2, yc2 = aux2
+
+            # Determine where the edge intersects the circumference of the
+            # vertex shape: Tip of the arrow
+            x2, y2 = intersect_bezier_curve_and_circle(
+                x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
+            )
+
+            # Calculate the arrow head coordinates
+            angle = atan2(y_dest - y2, x_dest - x2)  # navid
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
+            aux_points = [
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
+            ]
+
+            # Midpoint of the base of the arrow triangle
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
+
+            # Vector representing the base of the arrow triangle
+            x_arrow_base_vec, y_arrow_base_vec = (
+                aux_points[0][0] - aux_points[1][0]
+            ), (aux_points[0][1] - aux_points[1][1])
+
+            # Recalculate the curve such that it lands on the base of the arrow triangle
+            aux1 = (2 * x_src + x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (2 * y_src + y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
+            aux2 = (x_src + 2 * x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (y_src + 2 * y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
+
+            # Offset the second control point (aux2) such that it falls precisely
+            # on the normal to the arrow base vector. Strictly speaking,
+            # offset_length is the offset length divided by the length of the
+            # arrow base vector.
+            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
+                y_arrow_mid - aux2[1]
+            ) * y_arrow_base_vec
+            offset_length /= (
+                euclidean_distance(0, 0, x_arrow_base_vec, y_arrow_base_vec) ** 2
+            )
+
+            aux2 = (
+                aux2[0] + x_arrow_base_vec * offset_length,
+                aux2[1] + y_arrow_base_vec * offset_length,
+            )
+
+            # Draw the curve from the first vertex to the midpoint of the base
+            # of the arrow head
+            path["vertices"].append(aux1)
+            path["vertices"].append(aux2)
+            path["vertices"].append([x_arrow_mid, y_arrow_mid])
+            path["codes"].extend(["CURVE4"] * 3)
+
+        else:
+            # Determine where the edge intersects the circumference of the
+            # vertex shape.
+            x2, y2 = dest_vertex.shape.intersection_point(
+                x2, y2, x1, y1, dest_vertex.size
+            )
+
+            # Draw the arrowhead
+            angle = atan2(y_dest - y2, x_dest - x2)
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
+            aux_points = [
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
+            ]
+
+            # Midpoint of the base of the arrow triangle
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
+            # Draw the line
+            path["vertices"].append([x_arrow_mid, y_arrow_mid])
+            path["codes"].append("LINETO")
+
+        # Draw the edge
+        stroke = mpl.patches.PathPatch(
+            mpl.path.Path(
+                path["vertices"],
+                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+            ),
+            edgecolor=edge.color,
+            facecolor="none",
+            linewidth=edge.width,
+        )
+        ax.add_patch(stroke)
+
+        # Draw the arrow head
+        arrowhead = mpl.patches.Polygon(
+            [
+                [x2, y2],
+                aux_points[0],
+                aux_points[1],
+            ],
+            closed=True,
+            facecolor=edge.color,
+            edgecolor="none",
+        )
+        ax.add_patch(arrowhead)
+
+    def draw_loop_edge(self, edge, vertex):
+        """Draws a loop edge.
+
+        The default implementation draws a small circle.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param vertex: the vertex to which the edge is attached. Visual
+          properties are given again as attributes.
+        """
+        ax = self.context
+        radius = vertex.size * 1.5
+        center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
+        center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
+        stroke = mpl.patches.Arc(
+            (center_x, center_y),
+            radius / 2.0,
+            radius / 2.0,
+            theta1=0,
+            theta2=360.0,
+            linewidth=edge.width,
+            facecolor="none",
+            edgecolor=edge.color,
+        )
+        # FIXME: make a PathCollection??
+        ax.add_patch(stroke)
+
+    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
+        """Draws an undirected edge.
+
+        The default implementation of this method draws undirected edges
+        as straight lines. Loop edges are drawn as small circles.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. Visual properties are given
+          again as attributes.
+        @param dest_vertex: the target vertex. Visual properties are given
+          again as attributes.
+        """
+        if src_vertex == dest_vertex:
+            return self.draw_loop_edge(edge, src_vertex)
+
+        ax = self.context
+
+        path = {"vertices": [], "codes": []}
+        path["vertices"].append(src_vertex.position)
+        path["codes"].append("MOVETO")
+
+        if edge.curved:
+            (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+
+            path["vertices"].append(aux1)
+            path["vertices"].append(aux2)
+            path["vertices"].append(dest_vertex.position)
+            path["codes"].extend(["CURVE4"] * 3)
+        else:
+            path["vertices"].append(dest_vertex.position)
+            path["codes"].append("LINETO")
+
+        stroke = mpl.patches.PathPatch(
+            mpl.path.Path(
+                path["vertices"],
+                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+            ),
+            edgecolor=edge.color,
+            facecolor="none",
+            linewidth=edge.width,
+        )
+        # FIXME: make a PathCollection??
+        ax.add_artist(stroke)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
new file mode 100644
index 000000000..4578249e2
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -0,0 +1,317 @@
+"""
+Drawing routines to draw graphs.
+
+This module contains routines to draw graphs on:
+
+  - Cairo surfaces (L{DefaultGraphDrawer})
+  - Matplotlib axes (L{MatplotlibGraphDrawer})
+
+It also contains routines to send an igraph graph directly to
+(U{Cytoscape<http://www.cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
+network from Cytoscape and convert it to igraph format.
+"""
+
+from warnings import warn
+
+from igraph._igraph import convex_hull, VertexSeq
+from igraph.drawing.baseclasses import AbstractGraphDrawer
+from igraph.drawing.utils import Point
+
+from .edge import MatplotlibEdgeDrawer
+from .polygon import MatplotlibPolygonDrawer
+from .utils import find_matplotlib
+from .vertex import MatplotlibVertexDrawer
+
+__all__ = ("MatplotlibGraphDrawer",)
+
+_, plt = find_matplotlib()
+
+#####################################################################
+
+
+class MatplotlibGraphDrawer(AbstractGraphDrawer):
+    """Graph drawer that uses a pyplot.Axes as context"""
+
+    _shape_dict = {
+        "rectangle": "s",
+        "circle": "o",
+        "hidden": "none",
+        "triangle-up": "^",
+        "triangle-down": "v",
+    }
+
+    def __init__(
+        self,
+        ax,
+        vertex_drawer_factory=MatplotlibVertexDrawer,
+        edge_drawer_factory=MatplotlibEdgeDrawer,
+    ):
+        """Constructs the graph drawer and associates it with the mpl Axes
+
+        @param ax: the matplotlib Axes to draw into.
+        @param vertex_drawer_factory: a factory method that returns an
+            L{AbstractVertexDrawer} instance bound to the given Matplotlib axes.
+            The factory method must take three parameters: the axes and the
+            palette to be used for drawing colored vertices, and the layout of
+            the graph. The default vertex drawer is L{MatplotlibVertexDrawer}.
+        @param edge_drawer_factory: a factory method that returns an
+            L{AbstractEdgeDrawer} instance bound to a given Matplotlib Axes.
+            The factory method must take two parameters: the Axes and the palette
+            to be used for drawing colored edges. The default edge drawer is
+            L{MatplotlibEdgeDrawer}.
+        """
+        self.ax = ax
+        self.vertex_drawer_factory = vertex_drawer_factory
+        self.edge_drawer_factory = edge_drawer_factory
+
+    def draw(self, graph, *args, **kwds):
+        # Deferred import to avoid a cycle in the import graph
+        from igraph.clustering import VertexClustering, VertexCover
+
+        # Positional arguments are not used
+        if args:
+            warn(
+                "Positional arguments to plot functions are ignored "
+                "and will be deprecated soon.",
+                DeprecationWarning,
+            )
+
+        # Some abbreviations for sake of simplicity
+        directed = graph.is_directed()
+        ax = self.ax
+
+        # Palette
+        palette = kwds.pop("palette", None)
+
+        # Calculate/get the layout of the graph
+        layout = self.ensure_layout(kwds.get("layout", None), graph)
+
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in graph.edge_attributes()
+            and graph.ecount() < 10000
+        ):
+            from igraph import autocurve
+
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            kwds["edge_curved"] = autocurve(
+                graph,
+                attribute=None,
+                default=default,
+            )
+
+        # Construct the vertex, edge and label drawers
+        vertex_drawer = self.vertex_drawer_factory(ax, palette, layout)
+        edge_drawer = self.edge_drawer_factory(ax, palette)
+
+        # Construct the visual vertex/edge builders based on the specifications
+        # provided by the vertex_drawer and the edge_drawer
+        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
+        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+
+        # Draw the highlighted groups (if any)
+        if "mark_groups" in kwds:
+            mark_groups = kwds["mark_groups"]
+
+            # Deferred import to avoid a cycle in the import graph
+            from igraph.clustering import VertexClustering, VertexCover
+
+            # Figure out what to do with mark_groups in order to be able to
+            # iterate over it and get memberlist-color pairs
+            if isinstance(mark_groups, dict):
+                # Dictionary mapping vertex indices or tuples of vertex
+                # indices to colors
+                group_iter = iter(mark_groups.items())
+            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
+                # Vertex clustering
+                group_iter = ((group, color) for color, group in enumerate(mark_groups))
+            elif hasattr(mark_groups, "__iter__"):
+                # Lists, tuples, iterators etc
+                group_iter = iter(mark_groups)
+            else:
+                # False
+                group_iter = iter({}.items())
+
+            if kwds.get("legend", False):
+                legend_info = {
+                    "handles": [],
+                    "labels": [],
+                }
+
+            # Iterate over color-memberlist pairs
+            for group, color_id in group_iter:
+                if not group or color_id is None:
+                    continue
+
+                color = palette.get(color_id)
+
+                if isinstance(group, VertexSeq):
+                    group = [vertex.index for vertex in group]
+                if not hasattr(group, "__iter__"):
+                    raise TypeError("group membership list must be iterable")
+
+                # Get the vertex indices that constitute the convex hull
+                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
+
+                # Calculate the preferred rounding radius for the corners
+                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
+
+                # Construct the polygon
+                polygon = [layout[idx] for idx in hull]
+
+                if len(polygon) == 2:
+                    # Expand the polygon (which is a flat line otherwise)
+                    a, b = Point(*polygon[0]), Point(*polygon[1])
+                    c = corner_radius * (a - b).normalized()
+                    n = Point(-c[1], c[0])
+                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+                else:
+                    # Expand the polygon around its center of mass
+                    center = Point(
+                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                    )
+                    polygon = [
+                        Point(*point).towards(center, -corner_radius)
+                        for point in polygon
+                    ]
+
+                # Draw the hull
+                facecolor = (color[0], color[1], color[2], 0.25 * color[3])
+                drawer = MatplotlibPolygonDrawer(ax)
+                drawer.draw(
+                    polygon,
+                    corner_radius=corner_radius,
+                    facecolor=facecolor,
+                    edgecolor=color,
+                )
+
+                if kwds.get("legend", False):
+                    legend_info["handles"].append(
+                        plt.Rectangle(
+                            (0, 0),
+                            0,
+                            0,
+                            facecolor=facecolor,
+                            edgecolor=color,
+                        )
+                    )
+                    legend_info["labels"].append(str(color_id))
+
+            if kwds.get("legend", False):
+                ax.legend(
+                    legend_info["handles"],
+                    legend_info["labels"],
+                )
+
+        # Determine the order in which we will draw the vertices and edges
+        vertex_order = self._determine_vertex_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
+
+        # Construct the iterator that we will use to draw the vertices
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
+
+        # Draw the vertices
+        drawer_method = vertex_drawer.draw
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            drawer_method(visual_vertex, vertex, coords)
+
+        # Construct the iterator that we will use to draw the vertex labels
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            if vertex.label is None:
+                continue
+
+            label_size = kwds.get(
+                "vertex_label_size",
+                vertex.label_size,
+            )
+
+            ax.text(
+                *coords,
+                vertex.label,
+                fontsize=label_size,
+                # TODO: alignment, overlap, offset, etc.
+            )
+
+        # Construct the iterator that we will use to draw the edges
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        # Draw the edges
+        if directed:
+            drawer_method = edge_drawer.draw_directed_edge
+        else:
+            drawer_method = edge_drawer.draw_undirected_edge
+        for edge, visual_edge in edge_coord_iter:
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            drawer_method(visual_edge, src_vertex, dest_vertex)
+
+        # Draw the edge labels
+        labels = kwds.get("edge_label", None)
+        if labels is not None:
+            edge_label_iter = (
+                (labels[i], edge_builder[i], graph.es[i]) for i in range(graph.ecount())
+            )
+            for label, visual_edge, edge in edge_label_iter:
+                # Ask the edge drawer to propose an anchor point for the label
+                src, dest = edge.tuple
+                src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+                (x, y), (halign, valign) = edge_drawer.get_label_position(
+                    edge,
+                    src_vertex,
+                    dest_vertex,
+                )
+
+                ax.text(
+                    x,
+                    y,
+                    label,
+                    fontsize=visual_edge.label_size,
+                    color=visual_edge.label_color,
+                    ha=halign,
+                    va=valign,
+                    # TODO: offset, etc.
+                )
+
+        # Despine
+        ax.spines["right"].set_visible(False)
+        ax.spines["top"].set_visible(False)
+        ax.spines["left"].set_visible(False)
+        ax.spines["bottom"].set_visible(False)
+
+        # Remove axis ticks
+        ax.set_xticks([])
+        ax.set_yticks([])
+
+        ax.autoscale_view()
diff --git a/src/igraph/drawing/matplotlib/histogram.py b/src/igraph/drawing/matplotlib/histogram.py
new file mode 100644
index 000000000..0084875c1
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/histogram.py
@@ -0,0 +1,37 @@
+"""This module provides implementation for a Matplotlib-specific histogram drawer."""
+
+from igraph.drawing.baseclasses import AbstractDrawer
+
+__all__ = ("MatplotlibHistogramDrawer",)
+
+
+class MatplotlibHistogramDrawer(AbstractDrawer):
+    """Matplotlib drawer object for matrices."""
+
+    def __init__(self, ax):
+        """Constructs the drawer and associates it to the given Axes.
+
+        @param ax: the Axes on which we will draw
+        """
+        self.context = ax
+
+    def draw(self, matrix, **kwds):
+        """Draws the given Matrix in a matplotlib Axes.
+
+        @param matrix: the igraph.Histogram to plot.
+
+        """
+        ax = self.context
+
+        xmin = kwds.get("min", self._min)
+        ymin = 0
+        xmax = kwds.get("max", self._max)
+        ymax = kwds.get("max_value", max(self._bins))
+        width = self._bin_width
+
+        x = [self._min + width * i for i, _ in enumerate(self._bins)]
+        y = self._bins
+        # Draw the boxes/bars
+        ax.bar(x, y, align='left')
+        ax.set_xlim(xmin, xmax)
+        ax.set_ylim(ymin, ymax)
diff --git a/src/igraph/drawing/matplotlib/matrix.py b/src/igraph/drawing/matplotlib/matrix.py
new file mode 100644
index 000000000..5a255ee08
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/matrix.py
@@ -0,0 +1,26 @@
+"""This module provides implementation for a Matplotlib-specific matrix drawer."""
+
+from igraph.drawing.baseclasses import AbstractDrawer
+
+__all__ = ("MatplotlibMatrixDrawer",)
+
+
+class MatplotlibMatrixDrawer(AbstractDrawer):
+    """Matplotlib drawer object for matrices."""
+
+    def __init__(self, ax):
+        """Constructs the drawer and associates it to the given Axes.
+
+        @param ax: the Axes on which we will draw
+        """
+        self.context = ax
+
+    def draw(self, matrix, **kwds):
+        """Draws the given Matrix in a matplotlib Axes.
+
+        @param matrix: the igraph.Matrix to plot.
+
+        Keyword arguments are passed to Axes.imshow.
+        """
+        ax = self.context
+        ax.imshow(matrix.data, interpolation="nearest", **kwds)
diff --git a/src/igraph/drawing/matplotlib/palette.py b/src/igraph/drawing/matplotlib/palette.py
new file mode 100644
index 000000000..fb9fc3850
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/palette.py
@@ -0,0 +1,49 @@
+"""This module provides implementation for a Matplotlib-specific palette drawer."""
+
+from igraph.drawing.baseclasses import AbstractDrawer
+
+__all__ = ("MatplotlibPaletteDrawer",)
+
+
+class MatplotlibPaletteDrawer(AbstractDrawer):
+    """Matplotlib drawer object for matrices."""
+
+    def __init__(self, ax):
+        """Constructs the drawer and associates it to the given Axes.
+
+        @param ax: the Axes on which we will draw
+        """
+        self.context = ax
+
+    def draw(self, matrix, **kwds):
+        """Draws the given Matrix in a matplotlib Axes.
+
+        @param matrix: the igraph.Histogram to plot.
+
+        """
+        from igraph.datatypes import Matrix
+        from igraph.drawing.utils import find_matplotlib, str_to_orientation
+
+        mpl, _ = find_matplotlib()
+        ax = self.context
+
+        orientation = str_to_orientation(kwds.get("orientation", "lr"))
+
+        # Construct a matrix and plot that
+        indices = list(range(len(self)))
+        if orientation in ("rl", "bt"):
+            indices.reverse()
+        if orientation in ("lr", "rl"):
+            matrix = Matrix([indices])
+        else:
+            matrix = Matrix([[i] for i in indices])
+
+        cmap = mpl.colors.ListedColormap(
+            [self.get(i) for i in range(self.length)],
+        )
+        matrix.__plot__(
+            'matplotlib',
+            ax,
+            cmap=cmap,
+            **kwds,
+        )
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
new file mode 100644
index 000000000..9267b806d
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -0,0 +1,88 @@
+from igraph.drawing.utils import calculate_corner_radii
+from igraph.utils import consecutive_pairs
+
+from .utils import find_matplotlib
+
+__all__ = ("MatplotlibPolygonDrawer",)
+
+mpl, plt = find_matplotlib()
+
+
+class MatplotlibPolygonDrawer:
+    """Class that is used to draw polygons in matplotlib.
+
+    The corner points of the polygon can be set by the C{points}
+    property of the drawer, or passed at construction time. Most
+    drawing methods in this class also have an extra C{points}
+    argument that can be used to override the set of points in the
+    C{points} property."""
+
+    def __init__(self, ax):
+        """Constructs a new polygon drawer that draws on the given
+        Matplotlib axes.
+
+        @param  ax: the matplotlib Axes to draw on
+        @param  points:  the list of corner points
+        """
+        self.context = ax
+
+    def draw(self, points, corner_radius=0, **kwds):
+        """Draws a polygon to the associated axes.
+
+        @param points: the coordinates of the corners of the polygon,
+          in clockwise or counter-clockwise order, or C{None} if we are
+          about to use the C{points} property of the class.
+        @param corner_radius: if zero, an ordinary polygon will be drawn.
+          If positive, the corners of the polygon will be rounded with
+          the given radius.
+        """
+        if len(points) < 2:
+            # Well, a polygon must have at least two corner points
+            return
+
+        ax = self.context
+        if corner_radius <= 0:
+            # No rounded corners, this is simple
+            stroke = mpl.patches.Polygon(points, **kwds)
+            ax.add_patch(stroke)
+
+        # Rounded corners. First, we will take each side of the
+        # polygon and find what the corner radius should be on
+        # each corner. If the side is longer than 2r (where r is
+        # equal to corner_radius), the radius allowed by that side
+        # is r; if the side is shorter, the radius is the length
+        # of the side / 2. For each corner, the final corner radius
+        # is the smaller of the radii on the two sides adjacent to
+        # the corner.
+        corner_radii = calculate_corner_radii(points, corner_radius)
+
+        # Okay, move to the last corner, adjusted by corner_radii[-1]
+        # towards the first corner
+        path = []
+        codes = []
+        path.append((points[-1].towards(points[0], corner_radii[-1])))
+        codes.append(mpl.path.Path.MOVETO)
+
+        # Now, for each point in points, draw a line towards the
+        # corner, stopping before it in a distance of corner_radii[idx],
+        # then draw the corner
+        u = points[-1]
+        for idx, (v, w) in enumerate(consecutive_pairs(points, True)):
+            radius = corner_radii[idx]
+            path.append(v.towards(u, radius))
+            codes.append(mpl.path.Path.LINETO)
+
+            aux1 = v.towards(u, radius / 2)
+            aux2 = v.towards(w, radius / 2)
+
+            path.append(aux1)
+            path.append(aux2)
+            path.append(v.towards(w, corner_radii[idx]))
+            codes.extend([mpl.path.Path.CURVE4] * 3)
+            u = v
+
+        stroke = mpl.patches.PathPatch(
+            mpl.path.Path(path, codes=codes, closed=True),
+            **kwds,
+        )
+        ax.add_patch(stroke)
diff --git a/src/igraph/drawing/matplotlib/utils.py b/src/igraph/drawing/matplotlib/utils.py
new file mode 100644
index 000000000..3c842c656
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/utils.py
@@ -0,0 +1,26 @@
+from igraph.drawing.utils import FakeModule
+from typing import Any
+
+__all__ = ("find_matplotlib", )
+
+
+def find_matplotlib() -> Any:
+    """Tries to import the ``matplotlib`` Python module if it is installed.
+    Returns a fake module if everything fails.
+    """
+    try:
+        import matplotlib as mpl
+
+        has_mpl = True
+    except ImportError:
+        mpl = FakeModule("You need to install matplotlib to use this functionality")
+        has_mpl = False
+
+    if has_mpl:
+        import matplotlib.pyplot as plt
+    else:
+        plt = FakeModule(
+            "You need to install matplotlib.pyplot to use this functionality"
+        )
+
+    return mpl, plt
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
new file mode 100644
index 000000000..3a7db0d90
--- /dev/null
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -0,0 +1,71 @@
+"""This module provides implementations of Matplotlib-specific vertex drawers,
+i.e. drawers that the Matplotlib graph drawer will use to draw vertices.
+"""
+
+from math import pi
+
+from igraph.drawing.baseclasses import AbstractVertexDrawer
+from igraph.drawing.metamagic import AttributeCollectorBase
+from igraph.drawing.shapes import ShapeDrawerDirectory
+
+__all__ = ("MatplotlibVertexDrawer",)
+
+
+class MatplotlibVertexDrawer(AbstractVertexDrawer):
+    """Matplotlib backend-specific vertex drawer."""
+
+    def __init__(self, ax, palette, layout):
+        self.context = ax
+        super().__init__(palette, layout)
+        self.VisualVertexBuilder = self._construct_visual_vertex_builder()
+
+    def _construct_visual_vertex_builder(self):
+        class VisualVertexBuilder(AttributeCollectorBase):
+            """Collects some visual properties of a vertex for drawing"""
+
+            _kwds_prefix = "vertex_"
+            color = ("red", self.palette.get)
+            frame_color = ("black", self.palette.get)
+            frame_width = 1.0
+            label = None
+            label_angle = -pi / 2
+            label_dist = 0.0
+            label_color = ("black", self.palette.get)
+            font = "sans-serif"
+            label_size = 12.0
+            # FIXME? mpl.rcParams["font.size"])
+            position = dict(func=self.layout.__getitem__)
+            shape = ("circle", ShapeDrawerDirectory.resolve_default)
+            size = 0.2
+            width = None
+            height = None
+            zorder = 2
+
+        return VisualVertexBuilder
+
+    def draw(self, visual_vertex, vertex, coords):
+        ax = self.context
+
+        width = (
+            visual_vertex.width
+            if visual_vertex.width is not None
+            else visual_vertex.size
+        )
+        height = (
+            visual_vertex.height
+            if visual_vertex.height is not None
+            else visual_vertex.size
+        )
+
+        stroke = visual_vertex.shape.draw_path(
+            ax,
+            coords[0],
+            coords[1],
+            width,
+            height,
+            facecolor=visual_vertex.color,
+            edgecolor=visual_vertex.frame_color,
+            linewidth=visual_vertex.frame_width,
+            zorder=visual_vertex.zorder,
+        )
+        ax.add_patch(stroke)
diff --git a/src/igraph/drawing/plotly/__init__.py b/src/igraph/drawing/plotly/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
new file mode 100644
index 000000000..410b04d5f
--- /dev/null
+++ b/src/igraph/drawing/plotly/edge.py
@@ -0,0 +1,270 @@
+"""Drawers for various edge styles in Matplotlib graph plots."""
+
+from math import atan2, cos, pi, sin
+
+from igraph.drawing.baseclasses import AbstractEdgeDrawer
+from igraph.drawing.metamagic import AttributeCollectorBase
+from igraph.drawing.plotly.utils import find_plotly, format_path_step, format_arc, format_rgba
+from igraph.drawing.utils import Point, euclidean_distance, intersect_bezier_curve_and_circle
+
+__all__ = ("PlotlyEdgeDrawer",)
+
+plotly = find_plotly()
+
+
+class PlotlyEdgeDrawer(AbstractEdgeDrawer):
+    """Matplotlib-specific abstract edge drawer object."""
+
+    def __init__(self, context, palette):
+        """Constructs the edge drawer.
+
+        @param context: a plotly Figure object on which the edges will be
+            drawn.
+        @param palette: the palette that can be used to map integer color
+            indices to colors when drawing edges
+        """
+        self.context = context
+        self.palette = palette
+        self.VisualEdgeBuilder = self._construct_visual_edge_builder()
+
+    def _construct_visual_edge_builder(self):
+        """Construct the visual edge builder that will collect the visual
+        attributes of an edge when it is being drawn."""
+
+        class VisualEdgeBuilder(AttributeCollectorBase):
+            """Builder that collects some visual properties of an edge for
+            drawing"""
+
+            _kwds_prefix = "edge_"
+            arrow_size = 0.007
+            arrow_width = 1.4
+            color = "#444"
+            curved = (0.0, self._curvature_to_float)
+            label = None
+            label_color = ("black", self.palette.get)
+            label_size = 12.0
+            font = "sans-serif"
+            width = 2.0
+
+        return VisualEdgeBuilder
+
+    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
+        if src_vertex == dest_vertex:  # TODO
+            return self.draw_loop_edge(edge, src_vertex)
+
+        fig = self.context
+        (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+        (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
+
+        # Draw the edge
+        path = [
+            format_path_step("M", [x1, y1]),
+        ]
+
+        if edge.curved:
+            # Calculate the curve
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+
+            # Coordinates of the control points of the Bezier curve
+            xc1, yc1 = aux1
+            xc2, yc2 = aux2
+
+            # Determine where the edge intersects the circumference of the
+            # vertex shape: Tip of the arrow
+            x2, y2 = intersect_bezier_curve_and_circle(
+                x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
+            )
+
+            # Calculate the arrow head coordinates
+            angle = atan2(y_dest - y2, x_dest - x2)  # navid
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
+            aux_points = [
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
+            ]
+
+            # Midpoint of the base of the arrow triangle
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
+
+            # Vector representing the base of the arrow triangle
+            x_arrow_base_vec, y_arrow_base_vec = (
+                aux_points[0][0] - aux_points[1][0]
+            ), (aux_points[0][1] - aux_points[1][1])
+
+            # Recalculate the curve such that it lands on the base of the arrow triangle
+            aux1 = (2 * x_src + x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (2 * y_src + y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
+            aux2 = (x_src + 2 * x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
+                y_arrow_mid - y_src
+            ), (y_src + 2 * y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
+                x_arrow_mid - x_src
+            )
+
+            # Offset the second control point (aux2) such that it falls precisely
+            # on the normal to the arrow base vector. Strictly speaking,
+            # offset_length is the offset length divided by the length of the
+            # arrow base vector.
+            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
+                y_arrow_mid - aux2[1]
+            ) * y_arrow_base_vec
+            offset_length /= (
+                euclidean_distance(0, 0, x_arrow_base_vec, y_arrow_base_vec) ** 2
+            )
+
+            aux2 = (
+                aux2[0] + x_arrow_base_vec * offset_length,
+                aux2[1] + y_arrow_base_vec * offset_length,
+            )
+
+            # Draw the curve from the first vertex to the midpoint of the base
+            # of the arrow head
+            path.append(format_path_step(
+                "C", [aux1, aux2, [x_arrow_mid, y_arrow_mid]]
+            ))
+
+        else:
+            # FIXME: this is tricky in plotly, let's skip for now
+            ## Determine where the edge intersects the circumference of the
+            ## vertex shape.
+            #x2, y2 = dest_vertex.shape.intersection_point(
+            #    x2, y2, x1, y1, dest_vertex.size
+            #)
+
+            # Draw the arrowhead
+            angle = atan2(y_dest - y2, x_dest - x2)
+            arrow_size = 15.0 * edge.arrow_size
+            arrow_width = 10.0 / edge.arrow_width
+            aux_points = [
+                (
+                    x2 - arrow_size * cos(angle - pi / arrow_width),
+                    y2 - arrow_size * sin(angle - pi / arrow_width),
+                ),
+                (
+                    x2 - arrow_size * cos(angle + pi / arrow_width),
+                    y2 - arrow_size * sin(angle + pi / arrow_width),
+                ),
+            ]
+
+            # Midpoint of the base of the arrow triangle
+            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
+                aux_points[0][1] + aux_points[1][1]
+            ) / 2.0
+            # Draw the line
+            path.append(format_path_step(
+                "L", Point(x_arrow_mid, y_arrow_mid),
+            ))
+
+        path = ' '.join(path)
+
+        # Draw the edge
+        stroke = dict(
+            type='path',
+            path=path,
+            line_color=format_rgba(edge.color),
+            line_width=edge.width,
+        )
+        fig.add_shape(stroke)
+
+        # Draw the arrow head
+        arrowhead = plotly.graph_objects.Scatter(
+            x=[x2, aux_points[0][0], aux_points[1][0], x2],
+            y=[y2, aux_points[0][1], aux_points[1][1], y2],
+            fillcolor=format_rgba(edge.color),
+            mode="lines",
+        )
+        fig.add_trace(arrowhead)
+
+    def draw_loop_edge(self, edge, vertex):
+        """Draws a loop edge.
+
+        The default implementation draws a small circle.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param vertex: the vertex to which the edge is attached. Visual
+          properties are given again as attributes.
+        """
+        fig = self.context
+        radius = vertex.size * 1.5
+        center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
+        center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
+        stroke = dict(
+            type='path',
+            path=format_arc(
+                (center_x, center_y),
+                radius / 2.0,
+                radius / 2.0,
+                theta1=0,
+                theta2=360.0,
+            ),
+            line_color=edge.color,
+            line_width=edge.width,
+        )
+        fig.add_shape(stroke)
+
+    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
+        """Draws an undirected edge.
+
+        The default implementation of this method draws undirected edges
+        as straight lines. Loop edges are drawn as small circles.
+
+        @param edge: the edge to be drawn. Visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. Visual properties are given
+          again as attributes.
+        @param dest_vertex: the target vertex. Visual properties are given
+          again as attributes.
+        """
+        if src_vertex == dest_vertex:
+            return self.draw_loop_edge(edge, src_vertex)
+
+        fig = self.context
+
+        path = [
+            format_path_step("M", src_vertex.position)
+        ]
+
+        if edge.curved:
+            (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+
+            path.append(format_path_step(
+                "C", [aux1, aux2, dest_vertex.position],
+            ))
+
+        else:
+            path.append(format_path_step(
+                "L", dest_vertex.position,
+            ))
+
+        path = ' '.join(path)
+
+        stroke = dict(
+            type='path',
+            path=path,
+            line_color=format_rgba(edge.color),
+            line_width=edge.width,
+        )
+        fig.add_shape(stroke)
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
new file mode 100644
index 000000000..e45e7d3db
--- /dev/null
+++ b/src/igraph/drawing/plotly/graph.py
@@ -0,0 +1,281 @@
+"""
+Drawing routines to draw graphs.
+
+This module contains routines to draw graphs on plotly surfaces.
+
+"""
+
+from collections import defaultdict
+from warnings import warn
+
+from igraph._igraph import convex_hull, VertexSeq
+from igraph.drawing.baseclasses import AbstractGraphDrawer
+from igraph.drawing.utils import Point
+
+from .edge import PlotlyEdgeDrawer
+from .polygon import PlotlyPolygonDrawer
+from .utils import find_plotly, format_rgba
+from .vertex import PlotlyVerticesDrawer
+
+__all__ = ("PlotlyGraphDrawer",)
+
+plotly = find_plotly()
+
+#####################################################################
+
+
+class PlotlyGraphDrawer(AbstractGraphDrawer):
+    """Graph drawer that uses a pyplot.Axes as context"""
+
+    # These need conversions, plus default passthrough for arbitrary
+    # plotly shapes
+    _shape_dict = {
+        "rectangle": "square",
+        "hidden": "none",
+    }
+
+    def __init__(
+        self,
+        fig,
+        vertex_drawer_factory=PlotlyVerticesDrawer,
+        edge_drawer_factory=PlotlyEdgeDrawer,
+    ):
+        """Constructs the graph drawer and associates it with the plotly Figure
+
+        @param fig: the plotly.graph_objects.Figure to draw into.
+
+        """
+        self.fig = fig
+        self.vertex_drawer_factory = vertex_drawer_factory
+        self.edge_drawer_factory = edge_drawer_factory
+
+    def draw(self, graph, *args, **kwds):
+        # Deferred import to avoid a cycle in the import graph
+        from igraph.clustering import VertexClustering, VertexCover
+
+        # Positional arguments are not used
+        if args:
+            warn(
+                "Positional arguments to plot functions are ignored "
+                "and will be deprecated soon.",
+                DeprecationWarning,
+            )
+
+        # Some abbreviations for sake of simplicity
+        directed = graph.is_directed()
+        fig = self.fig
+
+        # Palette
+        palette = kwds.pop("palette", None)
+
+        # Calculate/get the layout of the graph
+        layout = self.ensure_layout(kwds.get("layout", None), graph)
+
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in graph.edge_attributes()
+            and graph.ecount() < 10000
+        ):
+            from igraph import autocurve
+
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            kwds["edge_curved"] = autocurve(
+                graph,
+                attribute=None,
+                default=default,
+            )
+
+        # Construct the vertex, edge and label drawers
+        vertex_drawer = self.vertex_drawer_factory(fig, palette, layout)
+        edge_drawer = self.edge_drawer_factory(fig, palette)
+
+        # Construct the visual edge builders based on the specifications
+        # provided by the edge_drawer
+        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
+        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+
+        # Draw the highlighted groups (if any)
+        if "mark_groups" in kwds:
+            mark_groups = kwds["mark_groups"]
+
+            # Deferred import to avoid a cycle in the import graph
+            from igraph.clustering import VertexClustering, VertexCover
+
+            # Figure out what to do with mark_groups in order to be able to
+            # iterate over it and get memberlist-color pairs
+            if isinstance(mark_groups, dict):
+                # Dictionary mapping vertex indices or tuples of vertex
+                # indices to colors
+                group_iter = iter(mark_groups.items())
+            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
+                # Vertex clustering
+                group_iter = ((group, color) for color, group in enumerate(mark_groups))
+            elif hasattr(mark_groups, "__iter__"):
+                # Lists, tuples, iterators etc
+                group_iter = iter(mark_groups)
+            else:
+                # False
+                group_iter = iter({}.items())
+
+            # Iterate over color-memberlist pairs
+            for group, color_id in group_iter:
+                if not group or color_id is None:
+                    continue
+
+                color = palette.get(color_id)
+
+                if isinstance(group, VertexSeq):
+                    group = [vertex.index for vertex in group]
+                if not hasattr(group, "__iter__"):
+                    raise TypeError("group membership list must be iterable")
+
+                # Get the vertex indices that constitute the convex hull
+                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
+
+                # Calculate the preferred rounding radius for the corners
+                #FIXME
+                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
+
+                # Construct the polygon
+                polygon = [layout[idx] for idx in hull]
+
+                if len(polygon) == 2:
+                    # Expand the polygon (which is a flat line otherwise)
+                    a, b = Point(*polygon[0]), Point(*polygon[1])
+                    c = corner_radius * (a - b).normalized()
+                    n = Point(-c[1], c[0])
+                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+                else:
+                    # Expand the polygon around its center of mass
+                    center = Point(
+                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                    )
+                    polygon = [
+                        Point(*point).towards(center, -corner_radius)
+                        for point in polygon
+                    ]
+
+                # Draw the hull
+                facecolor = (color[0], color[1], color[2], 0.25 * color[3])
+                drawer = PlotlyPolygonDrawer(fig)
+                drawer.draw(
+                    polygon,
+                    corner_radius=corner_radius,
+                    fillcolor=format_rgba(facecolor),
+                    line_color=format_rgba(color),
+                )
+
+                if kwds.get("legend", False):
+                    # Proxy artist for legend
+                    fig.add_trace(
+                        plotly.graph_objects.Bar(
+                            name=str(color_id),
+                            x=[], y=[],
+                            fillcolor=facecolor,
+                            line_color=color,
+                        )
+                    )
+
+            if kwds.get("legend", False):
+                fig.update_layout(showlegend=True)
+
+        # Determine the order in which we will draw the vertices and edges
+        vertex_order = self._determine_vertex_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
+
+        # Construct the iterator that we will use to draw the vertices
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
+
+        # Draw the vertices
+        drawer_method = vertex_drawer.draw
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            drawer_method(visual_vertex, vertex, coords)
+
+        # Construct the iterator that we will use to draw the vertex labels
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            vertex_drawer.draw_label(vertex, coords, **kwds)
+
+        # Construct the iterator that we will use to draw the edges
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        # Draw the edges and labels
+        # We need the vertex builder to get the layout and offsets
+        if directed:
+            drawer_method = edge_drawer.draw_directed_edge
+        else:
+            drawer_method = edge_drawer.draw_undirected_edge
+        for edge, visual_edge in edge_coord_iter:
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            drawer_method(visual_edge, src_vertex, dest_vertex)
+
+        # Draw the edge labels
+        labels = kwds.get("edge_label", None)
+        if labels is not None:
+            edge_label_iter = (
+                (labels[i], edge_builder[i], graph.es[i]) for i in range(graph.ecount())
+            )
+            lab_args = {
+                'text': [],
+                'x': [],
+                'y': [],
+                'color': [],
+                # FIXME: horizontal/vertical alignment, offset, etc?
+            }
+            for label, visual_edge, edge in edge_label_iter:
+                # Ask the edge drawer to propose an anchor point for the label
+                src, dest = edge.tuple
+                src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+                (x, y), (halign, valign) = edge_drawer.get_label_position(
+                    edge,
+                    src_vertex,
+                    dest_vertex,
+                )
+                if label is None:
+                    continue
+
+                lab_args['text'].append(label)
+                lab_args['x'].append(x)
+                lab_args['y'].append(y)
+                lab_args['color'].append(visual_edge.label_color)
+            stroke = plotly.graph_objects.Scatter(
+                mode='text',
+                **lab_args,
+            )
+            fig.add_trace(stroke)
+
+        # Despine
+        fig.update_layout(
+            yaxis={'visible': False, 'showticklabels': False},
+            xaxis={'visible': False, 'showticklabels': False},
+        )
diff --git a/src/igraph/drawing/plotly/polygon.py b/src/igraph/drawing/plotly/polygon.py
new file mode 100644
index 000000000..c0978e42b
--- /dev/null
+++ b/src/igraph/drawing/plotly/polygon.py
@@ -0,0 +1,104 @@
+from igraph.drawing.utils import calculate_corner_radii
+from igraph.utils import consecutive_pairs
+
+from .utils import find_plotly, format_path_step
+
+__all__ = ("PlotlyPolygonDrawer",)
+
+plotly = find_plotly()
+
+
+class PlotlyPolygonDrawer:
+    """Class that is used to draw polygons in matplotlib.
+
+    The corner points of the polygon can be set by the C{points}
+    property of the drawer, or passed at construction time. Most
+    drawing methods in this class also have an extra C{points}
+    argument that can be used to override the set of points in the
+    C{points} property."""
+
+    def __init__(self, fig):
+        """Constructs a new polygon drawer that draws on the given
+        Matplotlib axes.
+
+        @param  fig: the plotly Figure to draw on
+        @param  points:  the list of corner points
+        """
+        self.context = fig
+
+    def draw(self, points, corner_radius=0, **kwds):
+        """Draws a polygon to the associated axes.
+
+        @param points: the coordinates of the corners of the polygon,
+          in clockwise or counter-clockwise order, or C{None} if we are
+          about to use the C{points} property of the class.
+        @param corner_radius: if zero, an ordinary polygon will be drawn.
+          If positive, the corners of the polygon will be rounded with
+          the given radius.
+        """
+        if len(points) < 2:
+            # Well, a polygon must have at least two corner points
+            return
+
+        fig = self.context
+        if corner_radius <= 0:
+            # No rounded corners, this is simple
+            # We need to repeat the initial point to get a closed shape
+            x = [p[0] for p in points] + [points[0][0]]
+            y = [p[1] for p in points] + [points[0][1]]
+            kwds['mode'] = kwds.get('mode', 'line')
+            stroke = plotly.graph_objects.Scatter(
+                    x=x,
+                    y=y,
+                    **kwds,
+            )
+            fig.add_trace(stroke)
+
+        # Rounded corners. First, we will take each side of the
+        # polygon and find what the corner radius should be on
+        # each corner. If the side is longer than 2r (where r is
+        # equal to corner_radius), the radius allowed by that side
+        # is r; if the side is shorter, the radius is the length
+        # of the side / 2. For each corner, the final corner radius
+        # is the smaller of the radii on the two sides adjacent to
+        # the corner.
+        corner_radii = calculate_corner_radii(points, corner_radius)
+
+        # Okay, move to the last corner, adjusted by corner_radii[-1]
+        # towards the first corner
+        path = []
+        path.append(format_path_step(
+            "M",
+            [points[-1].towards(points[0], corner_radii[-1])],
+        ))
+
+        # Now, for each point in points, draw a line towards the
+        # corner, stopping before it in a distance of corner_radii[idx],
+        # then draw the corner
+        u = points[-1]
+        for idx, (v, w) in enumerate(consecutive_pairs(points, True)):
+            radius = corner_radii[idx]
+            path.append(format_path_step(
+                "L",
+                [v.towards(u, radius)],
+            ))
+
+            aux1 = v.towards(u, radius / 2)
+            aux2 = v.towards(w, radius / 2)
+
+            path.append(format_path_step(
+                "C",
+                [aux1, aux2, v.towards(w, corner_radii[idx])],
+            ))
+            u = v
+
+        # Close path
+        path = "".join(path).strip(" ")+" Z"
+        stroke = dict(
+            type="path",
+            path=path,
+            **kwds,
+        )
+        fig.update_layout(
+            shapes=[stroke],
+        )
diff --git a/src/igraph/drawing/plotly/utils.py b/src/igraph/drawing/plotly/utils.py
new file mode 100644
index 000000000..be28dfc50
--- /dev/null
+++ b/src/igraph/drawing/plotly/utils.py
@@ -0,0 +1,74 @@
+from igraph.drawing.utils import FakeModule, Point
+from typing import Any
+
+__all__ = ("find_plotly", )
+
+
+def find_plotly() -> Any:
+    """Tries to import the ``plotly`` Python module if it is installed.
+    Returns a fake module if everything fails.
+    """
+    try:
+        import plotly
+
+    except ImportError:
+        plotly = FakeModule("You need to install plotly to use this functionality")
+
+    return plotly
+
+
+def format_path_step(code, point_or_points):
+    """Format step in SVG path for plotly"""
+    if isinstance(point_or_points[0], (float, int)):
+        points = [point_or_points]
+    else:
+        points = point_or_points
+
+    step = f"{code}"
+    for point in points:
+        x, y = point[0], point[1]
+        step += f" {x},{y}"
+    return step
+
+
+# Adapted from https://community.plotly.com/t/arc-shape-with-path/7205/3
+def format_arc(center, radius_x, radius_y, theta1, theta2, N=100, closed=False):
+    """Approximation of an SVG-style arc
+
+    NOTE: plotly does not currently support the native SVG "A/a" commands"""
+    import math
+
+    xc, yc = center
+    dt = 1.0 * (theta2 - theta1)
+    t = [theta1 + dt * i / (N-1) for i in range(N)]
+    x = [xc + radius_x * math.cos(i) for i in t]
+    y = [yc + radius_y * math.sin(i) for i in t]
+    path = f'M {x[0]}, {y[0]}'
+    for k in range(1, len(t)):
+        path += f'L{x[k]}, {y[k]}'
+    if closed:
+        path += ' Z'
+    return path
+
+
+def format_rgba(color):
+    """Format colors in a way understood by plotly"""
+    if isinstance(color, str):
+        return color
+
+    if isinstance(color, float):
+        if color > 1:
+            color /= 255.
+        color = [color] * 3
+
+    r = int(255 * color[0])
+    g = int(255 * color[1])
+    b = int(255 * color[2])
+    if len(color) > 3:
+        a = int(255 * color[3])
+    else:
+        a = 255
+
+    colstr = f'rgba({r},{g},{b},{a})'
+    return colstr
+
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
new file mode 100644
index 000000000..4d6f6df52
--- /dev/null
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -0,0 +1,95 @@
+"""Vertices drawer. Unlike other backends, all vertices are drawn at once"""
+
+from math import pi
+
+from igraph.drawing.baseclasses import AbstractVertexDrawer
+from igraph.drawing.metamagic import AttributeCollectorBase
+from .utils import find_plotly, format_rgba
+
+__all__ = ('PlotlyVerticesDrawer',)
+
+plotly = find_plotly()
+
+
+class PlotlyVerticesDrawer(AbstractVertexDrawer):
+    """Plotly backend-specific vertex drawer."""
+
+    def __init__(self, fig, palette, layout):
+        self.fig = fig
+        super().__init__(palette, layout)
+        self.VisualVertexBuilder = self._construct_visual_vertex_builder()
+
+    def _construct_visual_vertex_builder(self):
+        class VisualVertexBuilder(AttributeCollectorBase):
+            """Collects some visual properties of a vertex for drawing"""
+
+            _kwds_prefix = "vertex_"
+            color = ("red", self.palette.get)
+            frame_color = ("black", self.palette.get)
+            frame_width = 1.0
+            label = None
+            label_angle = -pi / 2
+            label_dist = 0.0
+            label_color = "black"
+            font = "sans-serif"
+            label_size = 12.0
+            # FIXME? mpl.rcParams["font.size"])
+            position = dict(func=self.layout.__getitem__)
+            shape = "circle"
+            size = 0.2
+            width = None
+            height = None
+            zorder = 2
+
+        return VisualVertexBuilder
+
+
+    def draw(self, visual_vertex, vertex, point):
+        if visual_vertex.size <= 0:
+            return
+
+        fig = self.fig
+
+        marker_kwds = {}
+        marker_kwds['x'] = [point[0]]
+        marker_kwds['y'] = [point[1]]
+        marker_kwds['marker'] = {
+                'symbol': visual_vertex.shape,
+                'size': visual_vertex.size,
+                'color': format_rgba(visual_vertex.color),
+                'line_color': format_rgba(visual_vertex.frame_color),
+        }
+
+        #if visual_vertex.label is not None:
+        #    text_kwds['x'].append(point[0])
+        #    text_kwds['y'].append(point[1])
+        #    text_kwds['text'].append(visual_vertex.label)
+
+        # Draw dots
+        stroke = plotly.graph_objects.Scatter(
+            mode='markers',
+            **marker_kwds,
+        )
+        fig.add_trace(stroke)
+
+    def draw_label(self, visual_vertex, point, **kwds):
+        if visual_vertex.label is None:
+            return
+
+        fig = self.fig
+
+        text_kwds = {}
+        text_kwds['x'] = [point[0]]
+        text_kwds['y'] = [point[1]]
+        text_kwds['text'].append(visual_vertex.label)
+
+        # TODO: add more options
+
+        # Draw text labels
+        stroke = plotly.graph_objects.Scatter(
+            mode='text',
+            **text_kwds,
+        )
+        fig.add_trace(stroke)
+
+
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index a868cbf4a..79a274043 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -19,15 +19,16 @@
 
 __all__ = ("ShapeDrawerDirectory",)
 
+from abc import ABCMeta, abstractmethod
 from math import atan2, copysign, cos, pi, sin
 import sys
 
-from igraph.drawing.baseclasses import AbstractCairoDrawer
-from igraph.drawing.utils import Point
-from igraph.utils import consecutive_pairs
+from igraph.drawing.matplotlib.utils import find_matplotlib
 
+mpl, plt = find_matplotlib()
 
-class ShapeDrawer:
+
+class ShapeDrawer(metaclass=ABCMeta):
     """Static class, the ancestor of all vertex shape drawer classes.
 
     Custom shapes must implement at least the C{draw_path} method of the class.
@@ -35,7 +36,8 @@ class ShapeDrawer:
     Cairo path appropriately."""
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    @abstractmethod
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws the path of the shape on the given Cairo context, without
         stroking or filling it.
 
@@ -48,7 +50,7 @@ def draw_path(ctx, center_x, center_y, width, height=None):
         @param width: the width of the object
         @param height: the height of the object. If C{None}, equals to the width.
         """
-        raise NotImplementedError("abstract class")
+        raise NotImplementedError
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -84,15 +86,20 @@ def draw_path(ctx, center_x, center_y, width, height=None):
 class RectangleDrawer(ShapeDrawer):
     """Static class which draws rectangular vertices"""
 
-    names = "rectangle rect rectangular square box"
+    names = "rectangle rect rectangular square box s"
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws a rectangle-shaped path on the Cairo context without stroking
         or filling it.
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
+        if isinstance(ctx, plt.Axes):
+            return mpl.patches.Rectangle(
+                (center_x - width / 2, center_y - height / 2), width, height, **kwargs
+            )
+        else:
+            ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -145,17 +152,20 @@ def intersection_point(center_x, center_y, source_x, source_y, width, height=Non
 class CircleDrawer(ShapeDrawer):
     """Static class which draws circular vertices"""
 
-    names = "circle circular"
+    names = "circle circular o"
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws a circular path on the Cairo context without stroking or
         filling it.
 
         Height is ignored, it is the width that determines the diameter of the circle.
 
         @see: ShapeDrawer.draw_path"""
-        ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
+        if isinstance(ctx, plt.Axes):
+            return mpl.patches.Circle((center_x, center_y), width / 2, **kwargs)
+        else:
+            ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -172,19 +182,27 @@ def intersection_point(center_x, center_y, source_x, source_y, width, height=Non
 class UpTriangleDrawer(ShapeDrawer):
     """Static class which draws upright triangles"""
 
-    names = "triangle triangle-up up-triangle arrow arrow-up up-arrow"
+    names = "triangle triangle-up up-triangle arrow arrow-up up-arrow ^"
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws an upright triangle on the Cairo context without stroking or
         filling it.
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x - width / 2, center_y + height / 2)
-        ctx.line_to(center_x, center_y - height / 2)
-        ctx.line_to(center_x + width / 2, center_y + height / 2)
-        ctx.close_path()
+        if isinstance(ctx, plt.Axes):
+            vertices = [
+                [center_x - 0.5 * width, center_y - 0.333 * height],
+                [center_x + 0.5 * width, center_y - 0.333 * height],
+                [center_x, center_x + 0.667 * height],
+            ]
+            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+        else:
+            ctx.move_to(center_x - width / 2, center_y + height / 2)
+            ctx.line_to(center_x, center_y - height / 2)
+            ctx.line_to(center_x + width / 2, center_y + height / 2)
+            ctx.close_path()
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -201,19 +219,28 @@ def intersection_point(center_x, center_y, source_x, source_y, width, height=Non
 class DownTriangleDrawer(ShapeDrawer):
     """Static class which draws triangles pointing down"""
 
-    names = "down-triangle triangle-down arrow-down down-arrow"
+    names = "down-triangle triangle-down arrow-down down-arrow v"
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws a triangle on the Cairo context without stroking or
         filling it.
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x - width / 2, center_y - height / 2)
-        ctx.line_to(center_x, center_y + height / 2)
-        ctx.line_to(center_x + width / 2, center_y - height / 2)
-        ctx.close_path()
+        if isinstance(ctx, plt.Axes):
+            vertices = [
+                [center_x - 0.5 * width, center_y + 0.333 * height],
+                [center_x + 0.5 * width, center_y + 0.333 * height],
+                [center_x, center_y - 0.667 * height],
+            ]
+            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+
+        else:
+            ctx.move_to(center_x - width / 2, center_y - height / 2)
+            ctx.line_to(center_x, center_y + height / 2)
+            ctx.line_to(center_x + width / 2, center_y - height / 2)
+            ctx.close_path()
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -230,20 +257,29 @@ def intersection_point(center_x, center_y, source_x, source_y, width, height=Non
 class DiamondDrawer(ShapeDrawer):
     """Static class which draws diamonds (i.e. rhombuses)"""
 
-    names = "diamond rhombus"
+    names = "diamond rhombus d"
 
     @staticmethod
-    def draw_path(ctx, center_x, center_y, width, height=None):
+    def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         """Draws a rhombus on the Cairo context without stroking or
         filling it.
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        ctx.move_to(center_x - width / 2, center_y)
-        ctx.line_to(center_x, center_y + height / 2)
-        ctx.line_to(center_x + width / 2, center_y)
-        ctx.line_to(center_x, center_y - height / 2)
-        ctx.close_path()
+        if isinstance(ctx, plt.Axes):
+            vertices = [
+                [center_x - 0.5 * width, center_y],
+                [center_x, center_y - 0.5 * height],
+                [center_x + 0.5 * width, center_y],
+                [center_x, center_y + 0.5 * height],
+            ]
+            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+        else:
+            ctx.move_to(center_x - width / 2, center_y)
+            ctx.line_to(center_x, center_y + height / 2)
+            ctx.line_to(center_x + width / 2, center_y)
+            ctx.line_to(center_x, center_y - height / 2)
+            ctx.close_path()
 
     @staticmethod
     def intersection_point(center_x, center_y, source_x, source_y, width, height=None):
@@ -276,102 +312,6 @@ def intersection_point(center_x, center_y, source_x, source_y, width, height=Non
 #####################################################################
 
 
-class PolygonDrawer(AbstractCairoDrawer):
-    """Class that is used to draw polygons.
-
-    The corner points of the polygon can be set by the C{points}
-    property of the drawer, or passed at construction time. Most
-    drawing methods in this class also have an extra C{points}
-    argument that can be used to override the set of points in the
-    C{points} property."""
-
-    def __init__(self, context, bbox=(1, 1), points=[]):
-        """Constructs a new polygon drawer that draws on the given
-        Cairo context.
-
-        @param  context: the Cairo context to draw on
-        @param  bbox:    ignored, leave it at its default value
-        @param  points:  the list of corner points
-        """
-        super().__init__(context, bbox)
-        self.points = points
-
-    def draw_path(self, points=None, corner_radius=0):
-        """Sets up a Cairo path for the outline of a polygon on the given
-        Cairo context.
-
-        @param points: the coordinates of the corners of the polygon,
-          in clockwise or counter-clockwise order, or C{None} if we are
-          about to use the C{points} property of the class.
-        @param corner_radius: if zero, an ordinary polygon will be drawn.
-          If positive, the corners of the polygon will be rounded with
-          the given radius.
-        """
-        if points is None:
-            points = self.points
-
-        self.context.new_path()
-
-        if len(points) < 2:
-            # Well, a polygon must have at least two corner points
-            return
-
-        ctx = self.context
-        if corner_radius <= 0:
-            # No rounded corners, this is simple
-            ctx.move_to(*points[-1])
-            for point in points:
-                ctx.line_to(*point)
-            return
-
-        # Rounded corners. First, we will take each side of the
-        # polygon and find what the corner radius should be on
-        # each corner. If the side is longer than 2r (where r is
-        # equal to corner_radius), the radius allowed by that side
-        # is r; if the side is shorter, the radius is the length
-        # of the side / 2. For each corner, the final corner radius
-        # is the smaller of the radii on the two sides adjacent to
-        # the corner.
-        points = [Point(*point) for point in points]
-        side_vecs = [v - u for u, v in consecutive_pairs(points, circular=True)]
-        half_side_lengths = [side.length() / 2 for side in side_vecs]
-        corner_radii = [corner_radius] * len(points)
-        for idx in range(len(corner_radii)):
-            prev_idx = -1 if idx == 0 else idx - 1
-            radii = [corner_radius, half_side_lengths[prev_idx], half_side_lengths[idx]]
-            corner_radii[idx] = min(radii)
-
-        # Okay, move to the last corner, adjusted by corner_radii[-1]
-        # towards the first corner
-        ctx.move_to(*(points[-1].towards(points[0], corner_radii[-1])))
-        # Now, for each point in points, draw a line towards the
-        # corner, stopping before it in a distance of corner_radii[idx],
-        # then draw the corner
-        u = points[-1]
-        for idx, (v, w) in enumerate(consecutive_pairs(points, True)):
-            radius = corner_radii[idx]
-            ctx.line_to(*v.towards(u, radius))
-            aux1 = v.towards(u, radius / 2)
-            aux2 = v.towards(w, radius / 2)
-            ctx.curve_to(
-                aux1.x, aux1.y, aux2.x, aux2.y, *v.towards(w, corner_radii[idx])
-            )
-            u = v
-
-    def draw(self, points=None):
-        """Draws the polygon using the current stroke of the Cairo context.
-
-        @param points: the coordinates of the corners of the polygon,
-          in clockwise or counter-clockwise order, or C{None} if we are
-          about to use the C{points} property of the class.
-        """
-        self.draw_path(points)
-        self.context.stroke()
-
-
-#####################################################################
-
-
 class ShapeDrawerDirectory:
     """Static class that resolves shape names to their corresponding
     shape drawer classes.
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index eb248e5e7..df48bbdb9 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -2,369 +2,18 @@
 Drawers for labels on plots.
 """
 
-import re
+from enum import Enum
 
-from igraph.drawing.baseclasses import AbstractCairoDrawer
-from warnings import warn
-
-__all__ = ("TextAlignment", "TextDrawer")
-
-__docformat__ = "restructuredtext en"
+__all__ = ("TextAlignment", )
 
 #####################################################################
 
 
-class TextAlignment:
+class TextAlignment(Enum):
     """Text alignment constants."""
 
-    LEFT, CENTER, RIGHT = "left", "center", "right"
-    TOP, BOTTOM = "top", "bottom"
-
-
-#####################################################################
-
-
-class TextDrawer(AbstractCairoDrawer):
-    """Class that draws text on a Cairo context.
-
-    This class supports multi-line text unlike the original Cairo text
-    drawing methods."""
-
-    LEFT, CENTER, RIGHT = "left", "center", "right"
-    TOP, BOTTOM = "top", "bottom"
-
-    def __init__(self, context, text="", halign="center", valign="center"):
-        """Constructs a new instance that will draw the given `text` on
-        the given Cairo `context`."""
-        super().__init__(context, (0, 0))
-        self.text = text
-        self.halign = halign
-        self.valign = valign
-
-    def draw(self, wrap=False):
-        """Draws the text in the current bounding box of the drawer.
-
-        Since the class itself is an instance of `AbstractCairoDrawer`, it
-        has an attribute named ``bbox`` which will be used as a bounding
-        box.
-
-        @param wrap: whether to allow re-wrapping of the text if it does not
-            fit within the bounding box horizontally.
-        """
-        ctx = self.context
-        bbox = self.bbox
-
-        text_layout = self.get_text_layout(bbox.left, bbox.top, bbox.width, wrap)
-        if not text_layout:
-            return
-
-        _, font_descent, line_height = ctx.font_extents()[:3]
-        yb = ctx.text_extents(text_layout[0][2])[1]
-        total_height = len(text_layout) * line_height
-
-        if self.valign == self.BOTTOM:
-            # Bottom vertical alignment
-            dy = bbox.height - total_height - yb + font_descent
-        elif self.valign == self.CENTER:
-            # Centered vertical alignment
-            dy = (bbox.height - total_height - yb + font_descent + line_height) / 2.0
-        else:
-            # Top vertical alignment
-            dy = line_height
-
-        for ref_x, ref_y, line in text_layout:
-            ctx.move_to(ref_x, ref_y + dy)
-            ctx.show_text(line)
-        ctx.new_path()
-
-    def get_text_layout(self, x=None, y=None, width=None, wrap=False):
-        """Calculates the layout of the current text. `x` and `y` denote the
-        coordinates where the drawing should start. If they are both ``None``,
-        the current position of the context will be used.
-
-        Vertical alignment settings are not taken into account in this method
-        as the text is not drawn within a box.
-
-        @param x: The X coordinate of the reference point where the layout should
-            start.
-        @param y: The Y coordinate of the reference point where the layout should
-            start.
-        @param width: The width of the box in which the text will be fitted. It
-            matters only when the text is right-aligned or centered. The text
-            will overflow the box if any of the lines is longer than the box
-            width and `wrap` is ``False``.
-        @param wrap: whether to allow re-wrapping of the text if it does not
-            fit within the given width.
-
-        @return: a list consisting of ``(x, y, line)`` tuples where ``x`` and
-            ``y`` refer to reference points on the Cairo canvas and ``line``
-            refers to the corresponding text that should be plotted there.
-        """
-        ctx = self.context
-
-        if x is None or y is None:
-            x, y = ctx.get_current_point()
-
-        line_height = ctx.font_extents()[2]
-
-        if wrap:
-            if width and width > 0:
-                iterlines = self._iterlines_wrapped(width)
-            else:
-                warn("ignoring wrap=True as no width was specified")
-        else:
-            iterlines = self._iterlines()
-
-        result = []
-
-        if self.halign == self.CENTER:
-            # Centered alignment
-            if width is None:
-                width = self.text_extents()[2]
-            for line, line_width, x_bearing in iterlines:
-                result.append((x + (width - line_width) / 2.0 - x_bearing, y, line))
-                y += line_height
-
-        elif self.halign == self.RIGHT:
-            # Right alignment
-            if width is None:
-                width = self.text_extents()[2]
-            x += width
-            for line, line_width, x_bearing in iterlines:
-                result.append((x - line_width - x_bearing, y, line))
-                y += line_height
-
-        else:
-            # Left alignment
-            for line, _, x_bearing in iterlines:
-                result.append((x - x_bearing, y, line))
-                y += line_height
-
-        return result
-
-    def draw_at(self, x=None, y=None, width=None, wrap=False):
-        """Draws the text by setting up an appropriate path on the Cairo
-        context and filling it. `x` and `y` denote the coordinates where the
-        drawing should start. If they are both ``None``, the current position
-        of the context will be used.
-
-        Vertical alignment settings are not taken into account in this method
-        as the text is not drawn within a box.
-
-        @param x: The X coordinate of the reference point where the layout should
-            start.
-        @param y: The Y coordinate of the reference point where the layout should
-            start.
-        @param width: The width of the box in which the text will be fitted. It
-            matters only when the text is right-aligned or centered. The text
-            will overflow the box if any of the lines is longer than the box
-            width and `wrap` is ``False``.
-        @param wrap: whether to allow re-wrapping of the text if it does not
-            fit within the given width.
-        """
-        ctx = self.context
-        for ref_x, ref_y, line in self.get_text_layout(x, y, width, wrap):
-            ctx.move_to(ref_x, ref_y)
-            ctx.show_text(line)
-        ctx.new_path()
-
-    def _iterlines(self):
-        """Iterates over the label line by line and returns a tuple containing
-        the folloing for each line: the line itself, the width of the line and
-        the X-bearing of the line."""
-        ctx = self.context
-        for line in self._text.split("\n"):
-            xb, _, line_width, _, _, _ = ctx.text_extents(line)
-            yield (line, line_width, xb)
-
-    def _iterlines_wrapped(self, width):
-        """Iterates over the label line by line and returns a tuple containing
-        the folloing for each line: the line itself, the width of the line and
-        the X-bearing of the line.
-
-        The difference between this method and `_iterlines()` is that this
-        method is allowed to re-wrap the line if necessary.
-
-        @param width: The width of the box in which the text will be fitted.
-            Lines will be wrapped if they are wider than this width.
-        """
-        ctx = self.context
-        for line in self._text.split("\n"):
-            xb, _, line_width, _, _, _ = ctx.text_extents(line)
-            if line_width <= width:
-                yield (line, line_width, xb)
-                continue
-
-            # We have to wrap the line
-            current_line, current_width, last_sep_width = [], 0, 0
-            for match in re.finditer(r"(\S+)(\s+)?", line):
-                word, sep = match.groups()
-                word_width = ctx.text_extents(word)[4]
-                if sep:
-                    sep_width = ctx.text_extents(sep)[4]
-                else:
-                    sep_width = 0
-                current_width += word_width
-                if current_width >= width and current_line:
-                    yield ("".join(current_line), current_width - word_width, 0)
-                    # Starting a new line
-                    current_line, current_width = [word], word_width
-                    if sep is not None:
-                        current_line.append(sep)
-                else:
-                    current_width += last_sep_width
-                    current_line.append(word)
-                    if sep is not None:
-                        current_line.append(sep)
-                last_sep_width = sep_width
-            if current_line:
-                yield ("".join(current_line), current_width, 0)
-
-    @property
-    def text(self):
-        """Returns the text to be drawn."""
-        return self._text
-
-    @text.setter
-    def text(self, text):
-        """Sets the text that will be drawn.
-
-        If `text` is ``None``, it will be mapped to an empty string; otherwise,
-        it will be converted to a string."""
-        if text is None:
-            self._text = ""
-        else:
-            self._text = str(text)
-
-    def text_extents(self):
-        """Returns the X-bearing, Y-bearing, width, height, X-advance and
-        Y-advance of the text.
-
-        For multi-line text, the X-bearing and Y-bearing correspond to the
-        first line, while the X-advance is extracted from the last line.
-        and the Y-advance is the sum of all the Y-advances. The width and
-        height correspond to the entire bounding box of the text."""
-        lines = self.text.split("\n")
-        if len(lines) <= 1:
-            return self.context.text_extents(self.text)
-
-        (
-            x_bearing,
-            y_bearing,
-            width,
-            height,
-            x_advance,
-            y_advance,
-        ) = self.context.text_extents(lines[0])
-
-        line_height = self.context.font_extents()[2]
-        for line in lines[1:]:
-            _, _, w, _, x_advance, ya = self.context.text_extents(line)
-            width = max(width, w)
-            height += line_height
-            y_advance += ya
-
-        return x_bearing, y_bearing, width, height, x_advance, y_advance
-
-
-def test():
-    """Testing routine for L{TextDrawer}"""
-    import math
-    from igraph.drawing.utils import find_cairo
-
-    cairo = find_cairo()
-
-    text = "The quick brown fox\njumps over a\nlazy dog"
-    width, height = (600, 1000)
-
-    surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, width, height)
-    context = cairo.Context(surface)
-    drawer = TextDrawer(context, text)
-
-    context.set_source_rgb(1, 1, 1)
-    context.set_font_size(16.0)
-    context.rectangle(0, 0, width, height)
-    context.fill()
-
-    context.set_source_rgb(0.5, 0.5, 0.5)
-    for i in range(200, width, 200):
-        context.move_to(i, 0)
-        context.line_to(i, height)
-        context.stroke()
-    for i in range(200, height, 200):
-        context.move_to(0, i)
-        context.line_to(width, i)
-        context.stroke()
-    context.set_source_rgb(0.75, 0.75, 0.75)
-    context.set_line_width(0.5)
-    for i in range(100, width, 200):
-        context.move_to(i, 0)
-        context.line_to(i, height)
-        context.stroke()
-    for i in range(100, height, 200):
-        context.move_to(0, i)
-        context.line_to(width, i)
-        context.stroke()
-
-    def mark_point(red, green, blue):
-        """Marks the current point on the canvas by the given color"""
-        x, y = context.get_current_point()
-        context.set_source_rgba(red, green, blue, 0.5)
-        context.arc(x, y, 4, 0, 2 * math.pi)
-        context.fill()
-
-    # Testing drawer.draw_at()
-    for i, halign in enumerate(("left", "center", "right")):
-        # Mark the reference points
-        context.move_to(i * 200, 40)
-        mark_point(0, 0, 1)
-        context.move_to(i * 200, 140)
-        mark_point(0, 0, 1)
-
-        # Draw the text
-        context.set_source_rgb(0, 0, 0)
-        drawer.halign = halign
-        drawer.draw_at(i * 200, 40)
-        drawer.draw_at(i * 200, 140, width=200)
-
-        # Mark the new reference point
-        mark_point(1, 0, 0)
-
-    # Testing TextDrawer.draw()
-    for i, halign in enumerate(("left", "center", "right")):
-        for j, valign in enumerate(("top", "center", "bottom")):
-            # Draw the text
-            context.set_source_rgb(0, 0, 0)
-            drawer.halign = halign
-            drawer.valign = valign
-            drawer.bbox = (i * 200, j * 200 + 200, i * 200 + 200, j * 200 + 400)
-            drawer.draw()
-            # Mark the new reference point
-            mark_point(1, 0, 0)
-
-    # Testing TextDrawer.wrap()
-    drawer.text = (
-        "Jackdaws love my big sphinx of quartz. Yay, wrapping! "
-        + "Jackdaws love my big sphinx of quartz.\n\n"
-        + "Jackdaws  love  my  big  sphinx  of  quartz."
-    )
-    drawer.valign = TextDrawer.TOP
-    for i, halign in enumerate(("left", "center", "right")):
-        context.move_to(i * 200, 840)
-
-        # Mark the reference point
-        mark_point(0, 0, 1)
-
-        # Draw the text
-        context.set_source_rgb(0, 0, 0)
-        drawer.halign = halign
-        drawer.draw_at(i * 200, 840, width=199, wrap=True)
-
-        # Mark the new reference point
-        mark_point(1, 0, 0)
-
-    surface.write_to_png("test.png")
-
-
-if __name__ == "__main__":
-    test()
+    LEFT = "left"
+    CENTER = "center"
+    RIGHT = "right"
+    TOP = "top"
+    BOTTOM = "bottom"
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index ecf546320..216d13298 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -2,11 +2,21 @@
 Utility classes for drawing routines.
 """
 
-
-from math import atan2, cos, sin
-from operator import itemgetter
-
-__all__ = ("BoundingBox", "Point", "Rectangle")
+from math import atan2, cos, hypot, sin
+from typing import NamedTuple
+
+from igraph.utils import consecutive_pairs
+
+__all__ = (
+    "BoundingBox",
+    "Point",
+    "Rectangle",
+    "calculate_corner_radii",
+    "euclidean_distance",
+    "evaluate_cubic_bezier",
+    "intersect_bezier_curve_and_circle",
+    "str_to_orientation",
+)
 
 #####################################################################
 
@@ -400,6 +410,7 @@ def __or__(self, other):
 
 #####################################################################
 
+
 class FakeModule:
     """Fake module that raises an exception for everything"""
 
@@ -426,91 +437,9 @@ def __setattr__(self, key, value):
 #####################################################################
 
 
-def find_cairo():
-    """Tries to import the ``cairo`` Python module if it is installed,
-    also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
-    Returns a fake module if everything fails.
-    """
-    module_names = ["cairo", "cairocffi"]
-    module = FakeModule("Plotting not available; please install pycairo or cairocffi")
-    for module_name in module_names:
-        try:
-            module = __import__(module_name)
-            break
-        except ImportError:
-            pass
-    return module
-
-
-#####################################################################
-
-
-def find_matplotlib():
-    """Tries to import the ``matplotlib`` Python module if it is installed.
-    Returns a fake module if everything fails.
-    """
-    try:
-        import matplotlib as mpl
-
-        has_mpl = True
-    except ImportError:
-        mpl = FakeModule("You need to install matplotlib to use this functionality")
-        has_mpl = False
-
-    if has_mpl:
-        import matplotlib.pyplot as plt
-    else:
-        plt = FakeModule(
-            "You need to install matplotlib.pyplot to use this functionality"
-        )
-
-    return mpl, plt
-
-
-#####################################################################
-
-
-class Point(tuple):
+class Point(NamedTuple("_Point", [("x", float), ("y", float)])):
     """Class representing a point on the 2D plane."""
 
-    __slots__ = ()
-    _fields = ("x", "y")
-
-    def __new__(cls, x, y):
-        """Creates a new point with the given coordinates"""
-        return tuple.__new__(cls, (x, y))
-
-    @classmethod
-    def _make(cls, iterable, new=tuple.__new__, len=len):
-        """Creates a new point from a sequence or iterable"""
-        result = new(cls, iterable)
-        if len(result) != 2:
-            raise TypeError("Expected 2 arguments, got %d" % len(result))
-        return result
-
-    def __repr__(self):
-        """Returns a nicely formatted representation of the point"""
-        return "Point(x=%r, y=%r)" % self
-
-    def _asdict(self):
-        """Returns a new dict which maps field names to their values"""
-        return dict(zip(self._fields, self))
-
-    def _replace(self, **kwds):
-        """Returns a new point object replacing specified fields with new
-        values"""
-        result = self._make(map(kwds.pop, ("x", "y"), self))
-        if kwds:
-            raise ValueError("Got unexpected field names: %r" % list(kwds.keys()))
-        return result
-
-    def __getnewargs__(self):
-        """Return self as a plain tuple. Used by copy and pickle."""
-        return tuple(self)
-
-    x = property(itemgetter(0), doc="Alias for field number 0")
-    y = property(itemgetter(1), doc="Alias for field number 1")
-
     def __add__(self, other):
         """Adds the coordinates of a point to another one"""
         return self.__class__(x=self.x + other.x, y=self.y + other.y)
@@ -558,7 +487,7 @@ def interpolate(self, other, ratio=0.5):
           return this point, 1 will return the other point.
         """
         ratio = float(ratio)
-        return Point(
+        return self.__class__(
             x=self.x * (1.0 - ratio) + other.x * ratio,
             y=self.y * (1.0 - ratio) + other.y * ratio,
         )
@@ -573,8 +502,8 @@ def normalized(self):
         after normalization. Returns the normalized point."""
         len = self.length()
         if len == 0:
-            return Point(x=self.x, y=self.y)
-        return Point(x=self.x / len, y=self.y / len)
+            return self.__class__(x=self.x, y=self.y)
+        return self.__class__(x=self.x / len, y=self.y / len)
 
     def sq_length(self):
         """Returns the squared length of the vector pointing from the origin
@@ -588,7 +517,9 @@ def towards(self, other, distance=0):
             return self
 
         angle = atan2(other.y - self.y, other.x - self.x)
-        return Point(self.x + distance * cos(angle), self.y + distance * sin(angle))
+        return self.__class__(
+            self.x + distance * cos(angle), self.y + distance * sin(angle)
+        )
 
     @classmethod
     def FromPolar(cls, radius, angle):
@@ -599,3 +530,138 @@ def FromPolar(cls, radius, angle):
         the origin.
         """
         return cls(radius * cos(angle), radius * sin(angle))
+
+
+def calculate_corner_radii(points, corner_radius):
+    """Given a list of points and a desired corner radius, returns a list
+    containing proposed corner radii for each of the points such that it is
+    ensured that the corner radius at a point is never larger than half of
+    the minimum distance between the point and its neighbors.
+    """
+    points = [Point(*point) for point in points]
+    side_vecs = [v - u for u, v in consecutive_pairs(points, circular=True)]
+    half_side_lengths = [side.length() / 2 for side in side_vecs]
+    corner_radii = [corner_radius] * len(points)
+    for idx in range(len(corner_radii)):
+        prev_idx = -1 if idx == 0 else idx - 1
+        radii = [corner_radius, half_side_lengths[prev_idx], half_side_lengths[idx]]
+        corner_radii[idx] = min(radii)
+    return corner_radii
+
+
+def euclidean_distance(x1, y1, x2, y2):
+    """Computes the Euclidean distance between points (x1,y1) and (x2,y2)."""
+    return hypot(x2 - x1, y2 - y1)
+
+
+def evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t):
+    """Evaluates the Bezier curve from point (x0,y0) to (x3,y3)
+    via control points (x1,y1) and (x2,y2) at t. t is typically in the range
+    [0; 1] such that 0 returns (x0, y0) and 1 returns (x3, y3).
+    """
+    xt = (
+        (1.0 - t) ** 3 * x0
+        + 3.0 * t * (1.0 - t) ** 2 * x1
+        + 3.0 * t ** 2 * (1.0 - t) * x2
+        + t ** 3 * x3
+    )
+    yt = (
+        (1.0 - t) ** 3 * y0
+        + 3.0 * t * (1.0 - t) ** 2 * y1
+        + 3.0 * t ** 2 * (1.0 - t) * y2
+        + t ** 3 * y3
+    )
+    return xt, yt
+
+
+def intersect_bezier_curve_and_circle(
+    x0, y0, x1, y1, x2, y2, x3, y3, radius, max_iter=10
+):
+    """Binary search solver for finding the intersection of a Bezier curve
+    and a circle centered at the curve's end point.
+
+    Returns the x, y coordinates of the intersection point.
+    """
+    # The exact formulation of the problem is a quartic equation and it is
+    # probably not worth coding up an exact quartic solver. The solution below
+    # uses binary search. Another solution would be simply to intersect the
+    # circle with the line pointing from (x2, y2) to (x3, y3) as the difference
+    # is likely to be negligible.
+
+    precision = radius / 20.0
+    source_target_distance = euclidean_distance(x0, y0, x3, y3)
+    radius = float(radius)
+    t0 = 1.0
+    t1 = 1.0 - radius / source_target_distance
+
+    xt1, yt1 = evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t1)
+
+    distance_t0 = 0
+    distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
+    counter = 0
+    while abs(distance_t1 - radius) > precision and counter < max_iter:
+        if ((distance_t1 - radius) > 0) != ((distance_t0 - radius) > 0):
+            t_new = (t0 + t1) / 2.0
+        else:
+            if abs(distance_t1 - radius) < abs(distance_t0 - radius):
+                # If t1 gets us closer to the circumference step in the
+                # same direction
+                t_new = t1 + (t1 - t0) / 2.0
+            else:
+                t_new = t1 - (t1 - t0)
+        t_new = 1 if t_new > 1 else (0 if t_new < 0 else t_new)
+        t0, t1 = t1, t_new
+        distance_t0 = distance_t1
+        xt1, yt1 = evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t1)
+        distance_t1 = euclidean_distance(x3, y3, xt1, yt1)
+        counter += 1
+
+    return evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t1)
+
+
+def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False):
+    """Tries to interpret a string as an orientation value.
+
+    The following basic values are understood: ``left-right``, ``bottom-top``,
+    ``right-left``, ``top-bottom``. Possible aliases are:
+
+      - ``horizontal``, ``horiz``, ``h`` and ``lr`` for ``left-right``
+
+      - ``vertical``, ``vert``, ``v`` and ``tb`` for top-bottom.
+
+      - ``lr`` for ``left-right``.
+
+      - ``rl`` for ``right-left``.
+
+    ``reversed_horizontal`` reverses the meaning of ``horizontal``, ``horiz``
+    and ``h`` to ``rl`` (instead of ``lr``); similarly, ``reversed_vertical``
+    reverses the meaning of ``vertical``, ``vert`` and ``v`` to ``bt``
+    (instead of ``tb``).
+
+    Returns one of ``lr``, ``rl``, ``tb`` or ``bt``, or throws ``ValueError``
+    if the string cannot be interpreted as an orientation.
+    """
+
+    aliases = {
+        "left-right": "lr",
+        "right-left": "rl",
+        "top-bottom": "tb",
+        "bottom-top": "bt",
+        "top-down": "tb",
+        "bottom-up": "bt",
+        "top-bottom": "tb",
+        "bottom-top": "bt",
+        "td": "tb",
+        "bu": "bt",
+    }
+
+    dir = ["lr", "rl"][reversed_horizontal]
+    aliases.update(horizontal=dir, horiz=dir, h=dir)
+
+    dir = ["tb", "bt"][reversed_vertical]
+    aliases.update(vertical=dir, vert=dir, v=dir)
+
+    result = aliases.get(value, value)
+    if result not in ("lr", "rl", "tb", "bt"):
+        raise ValueError("unknown orientation: %s" % result)
+    return result
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index ad5473d15..6ea24ce21 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -75,8 +75,7 @@ def generate_edges(formula):
             else:
                 msg = (
                     "invalid token found in edge specification: %s; "
-                    "token_type=%r; tok=%r"
-                    % (formula, token_type, tok)
+                    "token_type=%r; tok=%r" % (formula, token_type, tok)
                 )
                 raise SyntaxError(msg)
         else:
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 68350b86a..73773aec3 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -230,39 +230,12 @@ def bins(self):
             yield (x, x + self._bin_width, elem)
             x += self._bin_width
 
-    def __plot__(self, context, bbox, _, **kwds):
+    def __plot__(self, backend, context, **kwds):
         """Plotting support"""
-        from igraph.drawing.coord import DescartesCoordinateSystem
-
-        coord_system = DescartesCoordinateSystem(
-            context,
-            bbox,
-            (
-                kwds.get("min", self._min),
-                0,
-                kwds.get("max", self._max),
-                kwds.get("max_value", max(self._bins)),
-            ),
-        )
-
-        # Draw the boxes
-        context.set_line_width(1)
-        context.set_source_rgb(1.0, 0.0, 0.0)
-        x = self._min
-        for value in self._bins:
-            top_left_x, top_left_y = coord_system.local_to_context(x, value)
-            x += self._bin_width
-            bottom_right_x, bottom_right_y = coord_system.local_to_context(x, 0)
-            context.rectangle(
-                top_left_x,
-                top_left_y,
-                bottom_right_x - top_left_x,
-                bottom_right_y - top_left_y,
-            )
-            context.fill()
+        from igraph.drawing import DrawerDirectory
 
-        # Draw the axes
-        coord_system.draw()
+        drawer = DrawerDirectory.resolve(self, backend)(context)
+        drawer.draw(self, **kwds)
 
     def to_string(self, max_width=78, show_bars=True, show_counts=True):
         """Returns the string representation of the histogram.
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index d195a6263..f919ef717 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -142,54 +142,6 @@ def rescale(values, out_range=(0.0, 1.0), in_range=None, clamp=False, scale=None
         return result
 
 
-def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False):
-    """Tries to interpret a string as an orientation value.
-
-    The following basic values are understood: ``left-right``, ``bottom-top``,
-    ``right-left``, ``top-bottom``. Possible aliases are:
-
-      - ``horizontal``, ``horiz``, ``h`` and ``lr`` for ``left-right``
-
-      - ``vertical``, ``vert``, ``v`` and ``tb`` for top-bottom.
-
-      - ``lr`` for ``left-right``.
-
-      - ``rl`` for ``right-left``.
-
-    ``reversed_horizontal`` reverses the meaning of ``horizontal``, ``horiz``
-    and ``h`` to ``rl`` (instead of ``lr``); similarly, ``reversed_vertical``
-    reverses the meaning of ``vertical``, ``vert`` and ``v`` to ``bt``
-    (instead of ``tb``).
-
-    Returns one of ``lr``, ``rl``, ``tb`` or ``bt``, or throws ``ValueError``
-    if the string cannot be interpreted as an orientation.
-    """
-
-    aliases = {
-        "left-right": "lr",
-        "right-left": "rl",
-        "top-bottom": "tb",
-        "bottom-top": "bt",
-        "top-down": "tb",
-        "bottom-up": "bt",
-        "top-bottom": "tb",
-        "bottom-top": "bt",
-        "td": "tb",
-        "bu": "bt",
-    }
-
-    dir = ["lr", "rl"][reversed_horizontal]
-    aliases.update(horizontal=dir, horiz=dir, h=dir)
-
-    dir = ["tb", "bt"][reversed_vertical]
-    aliases.update(vertical=dir, vert=dir, v=dir)
-
-    result = aliases.get(value, value)
-    if result not in ("lr", "rl", "tb", "bt"):
-        raise ValueError("unknown orientation: %s" % result)
-    return result
-
-
 def consecutive_pairs(iterable, circular=False):
     """Returns consecutive pairs of items from the given iterable.
 
diff --git a/tests/drawing/__init__.py b/tests/drawing/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/drawing/cairo/__init__.py b/tests/drawing/cairo/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
new file mode 100644
index 0000000000000000000000000000000000000000..32baed2ca0a88cf68d3f8283a6b951b1fd0613b1
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
new file mode 100644
index 000000000..c5a7dc735
--- /dev/null
+++ b/tests/drawing/cairo/test_graph.py
@@ -0,0 +1,99 @@
+import os
+import random
+import unittest
+
+
+from igraph import Graph, InternalError, plot, VertexClustering
+from igraph.drawing import find_cairo
+
+# FIXME: find a better way to do this that works for both direct call and module
+# import e.g. tox
+try:
+    from .utils import find_image_comparison, result_image_folder
+except ImportError:
+    from utils import find_image_comparison, result_image_folder
+
+
+cairo = find_cairo()
+if not hasattr(cairo, 'version'):
+    raise unittest.SkipTest("cairo not found, skipping tests")
+
+image_comparison = find_image_comparison()
+
+
+class GraphTestRunner(unittest.TestCase):
+    @classmethod
+    def setUpClass(self):
+        result_image_folder.mkdir(parents=True, exist_ok=True)
+
+    @image_comparison(baseline_images=["graph_basic"])
+    def test_basic(self):
+        g = Graph.Ring(5)
+        plot(g, target=result_image_folder / 'graph_basic.png')
+
+    @image_comparison(baseline_images=["graph_directed"])
+    def test_directed(self):
+        g = Graph.Ring(5, directed=True)
+        plot(g, target=result_image_folder / 'graph_directed.png')
+
+    @image_comparison(baseline_images=["graph_mark_groups_directed"])
+    def test_mark_groups(self):
+        g = Graph.Ring(5, directed=True)
+        plot(
+            g,
+            target=result_image_folder / 'graph_mark_groups_directed.png',
+            mark_groups=True)
+
+    @image_comparison(
+        baseline_images=["graph_mark_groups_squares_directed"]
+    )
+    def test_mark_groups_squares(self):
+        g = Graph.Ring(5, directed=True)
+        plot(
+            g,
+            target=result_image_folder / 'graph_mark_groups_squares_directed.png',
+            mark_groups=True,
+            vertex_shape="square",
+        )
+
+
+class ClusteringTestRunner(unittest.TestCase):
+    @image_comparison(baseline_images=["clustering_directed"])
+    def test_clustering_directed_small(self):
+        g = Graph.Ring(5, directed=True)
+        clu = VertexClustering(g, [0] * 5)
+        plot(
+            clu,
+            target=result_image_folder / 'clustering_directed.png',
+            mark_groups=True,
+        )
+
+    @image_comparison(baseline_images=["clustering_directed_large"])
+    def test_clustering_directed_large(self):
+        g = Graph.Ring(50, directed=True)
+        clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
+        layout = [(x*2.5, y*2.5) for x, y in g.layout("circle")]
+        plot(
+            clu,
+            layout=layout,
+            target=result_image_folder / 'clustering_directed_large.png',
+            mark_groups=True,
+        )
+
+
+def suite():
+    graph = unittest.makeSuite(GraphTestRunner)
+    clustering = unittest.makeSuite(ClusteringTestRunner)
+    return unittest.TestSuite([
+        graph,
+        clustering,
+    ])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
new file mode 100644
index 000000000..382253051
--- /dev/null
+++ b/tests/drawing/cairo/utils.py
@@ -0,0 +1,170 @@
+# Functions adapted from matplotlib.testing. Credit for the original functions
+# goes to the amazing folks over at matplotlib.
+from pathlib import Path
+import os
+import sys
+import inspect
+import functools
+
+from igraph.drawing import find_cairo
+
+cairo = find_cairo()
+if not hasattr(cairo, 'version'):
+    cairo = None
+
+__all__ = ("find_image_comparison", "result_image_folder")
+
+
+result_image_folder = Path('result_images') / 'cairo'
+
+
+def find_open_image_png_function():
+    try:
+        from cv2 import imread
+
+        def fun(filename):
+            return imread(str(filename))
+        return fun
+    except ImportError:
+        pass
+
+    try:
+        import numpy as np
+        from PIL import Image
+
+        def fun(filename):
+            with Image.open(filename) as f:
+                return np.asarray(f)
+        return fun
+    except ImportError:
+        pass
+
+    raise ImportError('PIL or OpenCV required to run Cairo tests')
+
+
+def find_image_comparison():
+    def dummy_comparison(*args, **kwargs):
+        return lambda *args, **kwargs: None
+
+    if cairo is None:
+        return dummy_comparison
+    return image_comparison
+
+
+def _load_image(filename, fmt):
+    if fmt == 'png':
+        return find_open_image_png_function()(filename)
+
+    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+
+
+def _load_baseline_images(filenames, fmt='png'):
+    baseline_folder = Path(__file__).parent / 'baseline_images'
+
+    images = []
+    for fn in filenames:
+        fn_abs = baseline_folder / f'{fn}.{fmt}'
+        image = _load_image(fn_abs, fmt)
+        assert image is not None
+        images.append(image)
+    return images
+
+
+def _load_result_images(filenames, fmt='png'):
+    images = []
+    for fn in filenames:
+        fn_abs = result_image_folder / f'{fn}.{fmt}'
+        image = _load_image(fn_abs, fmt)
+        assert image is not None
+        images.append(image)
+    return images
+
+
+def _compare_image_png(baseline, fig, tol=0):
+    import numpy as np
+
+    diff = (np.abs(baseline - fig)).sum()
+    if diff <= tol:
+        return False
+    else:
+        return diff
+
+
+def compare_image(baseline, fig, tol=0, fmt='png'):
+    if fmt == 'png':
+        return _compare_image_png(baseline, fig, tol=tol)
+
+    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+
+
+def _unittest_image_comparison(
+    baseline_images, tol,
+):
+    """
+    Decorate function with image comparison for unittest.
+    This function creates a decorator that wraps a figure-generating function
+    with image comparison code.
+    """
+    def decorator(func):
+        old_sig = inspect.signature(func)
+
+        # This saves us to lift name, docstring, etc.
+        # NOTE: not super sure why we need this additional layer of wrapping
+        # seems to have to do with stripping arguments from the test function
+        # probably redundant in this adaptation
+        @functools.wraps(func)
+        def wrapper(*args, **kwargs):
+            # This decorator is applied to unittest methods
+            self = args[0]
+
+            # Three steps:
+            # 1. run the function
+            func(*args, **kwargs)
+
+            # 2. locate the control and result images
+            baselines = _load_baseline_images(baseline_images)
+            figs = _load_result_images(baseline_images)
+
+            # 3. compare them one by one
+            for i, (baseline, fig) in enumerate(zip(baselines, figs)):
+                res = compare_image(baseline, fig, tol)
+                self.assertLessEqual(res, tol)
+
+            return figs
+
+        parameters = list(old_sig.parameters.values())
+        new_sig = old_sig.replace(parameters=parameters)
+        wrapper.__signature__ = new_sig
+
+        return wrapper
+
+    return decorator
+
+
+def image_comparison(
+    baseline_images,
+    tol=0,
+):
+    """
+    Compare images generated by the test with those specified in
+    *baseline_images*, which must correspond, else an `ImageComparisonFailure`
+    exception will be raised.
+    Parameters
+    ----------
+    baseline_images : list or None
+        A list of strings specifying the names of the images generated by
+        calls to `.Figure.savefig`.
+        If *None*, the test function must use the ``baseline_images`` fixture,
+        either as a parameter or with `pytest.mark.usefixtures`. This value is
+        only allowed when using pytest.
+    tol : float, default: 0
+        The RMS threshold above which the test is considered failed.
+        Due to expected small differences in floating-point calculations, on
+        32-bit systems an additional 0.06 is added to this threshold.
+    """
+    if sys.maxsize <= 2 ** 32:
+        tol += 0.06
+    return _unittest_image_comparison(
+        baseline_images=baseline_images,
+        tol=tol,
+    )
diff --git a/tests/drawing/matplotlib/__init__.py b/tests/drawing/matplotlib/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
new file mode 100644
index 0000000000000000000000000000000000000000..b8ae42ae5db3d7741064b11b0f2c36dff606091d
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
new file mode 100644
index 000000000..d188a882c
--- /dev/null
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -0,0 +1,176 @@
+import random
+import unittest
+
+
+from igraph import Graph, InternalError, plot, VertexClustering
+
+# FIXME: find a better way to do this that works for both direct call and module
+# import e.g. tox
+try:
+    from .utils import find_image_comparison
+except ImportError:
+    from utils import find_image_comparison
+
+try:
+    import matplotlib as mpl
+    import matplotlib.pyplot as plt
+except ImportError:
+    raise unittest.SkipTest("matplotlib/pyplot not found, skipping tests")
+
+image_comparison = find_image_comparison()
+
+
+class GraphTestRunner(unittest.TestCase):
+    @property
+    def layout_small_ring(self):
+        coords = [
+            [1.015318095035966, 0.03435580194714975],
+            [0.29010409851547664, 1.0184451153265959],
+            [-0.8699239050738742, 0.6328259400443561],
+            [-0.8616466426732888, -0.5895891303732176],
+            [0.30349699041342515, -0.9594640169691343],
+        ]
+        return coords
+
+    @image_comparison(baseline_images=["graph_basic"], remove_text=True)
+    def test_basic(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        fig, ax = plt.subplots()
+        plot(g, target=ax, layout=self.layout_small_ring)
+
+    @image_comparison(baseline_images=["graph_directed"], remove_text=True)
+    def test_directed(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        fig, ax = plt.subplots()
+        plot(g, target=ax, layout=self.layout_small_ring)
+
+    @image_comparison(baseline_images=["graph_mark_groups_directed"], remove_text=True)
+    def test_mark_groups(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        fig, ax = plt.subplots()
+        plot(g, target=ax, mark_groups=True, layout=self.layout_small_ring)
+
+    @image_comparison(
+        baseline_images=["graph_mark_groups_squares_directed"], remove_text=True
+    )
+    def test_mark_groups_squares(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        fig, ax = plt.subplots()
+        plot(g, target=ax, mark_groups=True, vertex_shape="s",
+             layout=self.layout_small_ring)
+
+    @image_comparison(baseline_images=["graph_edit_children"], remove_text=True)
+    def test_mark_groups_squares(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        fig, ax = plt.subplots()
+        plot(g, target=ax, vertex_shape="o",
+             layout=self.layout_small_ring)
+        dot = ax.get_children()[0]
+        dot.set_facecolor("blue")
+        dot.radius *= 0.5
+
+
+class ClusteringTestRunner(unittest.TestCase):
+    @property
+    def layout_small_ring(self):
+        coords = [
+            [1.015318095035966, 0.03435580194714975],
+            [0.29010409851547664, 1.0184451153265959],
+            [-0.8699239050738742, 0.6328259400443561],
+            [-0.8616466426732888, -0.5895891303732176],
+            [0.30349699041342515, -0.9594640169691343],
+        ]
+        return coords
+
+    @property
+    def layout_large_ring(self):
+        coords = [
+            (2.5, 0.0),
+            (2.4802867532861947, 0.31333308391076065),
+            (2.4214579028215777, 0.621724717912137),
+            (2.324441214720628, 0.9203113817116949),
+            (2.190766700109659, 1.2043841852542883),
+            (2.0225424859373686, 1.469463130731183),
+            (1.822421568553529, 1.7113677648217218),
+            (1.5935599743717241, 1.926283106939473),
+            (1.3395669874474914, 2.110819813755038),
+            (1.0644482289126818, 2.262067631165049),
+            (0.7725424859373686, 2.3776412907378837),
+            (0.4684532864643113, 2.4557181268217216),
+            (0.15697629882328326, 2.495066821070679),
+            (-0.1569762988232835, 2.495066821070679),
+            (-0.46845328646431206, 2.4557181268217216),
+            (-0.7725424859373689, 2.3776412907378837),
+            (-1.0644482289126818, 2.2620676311650487),
+            (-1.3395669874474923, 2.1108198137550374),
+            (-1.5935599743717244, 1.926283106939473),
+            (-1.8224215685535292, 1.7113677648217211),
+            (-2.022542485937368, 1.4694631307311832),
+            (-2.190766700109659, 1.204384185254288),
+            (-2.3244412147206286, 0.9203113817116944),
+            (-2.4214579028215777, 0.621724717912137),
+            (-2.4802867532861947, 0.3133330839107602),
+            (-2.5, -8.040613248383183e-16),
+            (-2.4802867532861947, -0.3133330839107607),
+            (-2.4214579028215777, -0.6217247179121376),
+            (-2.324441214720628, -0.9203113817116958),
+            (-2.1907667001096587, -1.2043841852542885),
+            (-2.022542485937368, -1.4694631307311834),
+            (-1.822421568553529, -1.7113677648217218),
+            (-1.5935599743717237, -1.9262831069394735),
+            (-1.339566987447491, -2.1108198137550382),
+            (-1.0644482289126804, -2.2620676311650496),
+            (-0.7725424859373689, -2.3776412907378837),
+            (-0.46845328646431156, -2.4557181268217216),
+            (-0.156976298823283, -2.495066821070679),
+            (0.1569762988232843, -2.495066821070679),
+            (0.46845328646431283, -2.4557181268217216),
+            (0.7725424859373681, -2.377641290737884),
+            (1.0644482289126815, -2.262067631165049),
+            (1.3395669874474918, -2.1108198137550374),
+            (1.593559974371725, -1.9262831069394726),
+            (1.8224215685535297, -1.7113677648217207),
+            (2.0225424859373695, -1.4694631307311814),
+            (2.190766700109659, -1.2043841852542883),
+            (2.3244412147206286, -0.9203113817116947),
+            (2.421457902821578, -0.6217247179121362),
+            (2.4802867532861947, -0.3133330839107595),
+        ]
+        return coords
+
+    @image_comparison(baseline_images=["clustering_directed"], remove_text=True)
+    def test_clustering_directed_small(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        clu = VertexClustering(g, [0] * 5)
+        fig, ax = plt.subplots()
+        plot(clu, target=ax, mark_groups=True,
+             layout=self.layout_small_ring)
+
+    @image_comparison(baseline_images=["clustering_directed_large"], remove_text=True)
+    def test_clustering_directed_large(self):
+        plt.close("all")
+        g = Graph.Ring(50, directed=True)
+        clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
+        fig, ax = plt.subplots()
+        plot(clu, layout=self.layout_large_ring, target=ax, mark_groups=True)
+
+
+def suite():
+    graph = unittest.makeSuite(GraphTestRunner)
+    clustering = unittest.makeSuite(ClusteringTestRunner)
+    return unittest.TestSuite([graph, clustering])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
new file mode 100644
index 000000000..c9872a2fd
--- /dev/null
+++ b/tests/drawing/matplotlib/utils.py
@@ -0,0 +1,122 @@
+# Functions adapted from matplotlib.testing. Credit for the original functions
+# goes to the amazing folks over at matplotlib.
+from pathlib import Path
+import sys
+import inspect
+import functools
+
+try:
+    import matplotlib
+    from matplotlib.testing.decorators import _ImageComparisonBase
+    from matplotlib.testing.compare import comparable_formats
+    import matplotlib.pyplot as plt
+except ImportError:
+    matplotlib = None
+
+__all__ = ("find_image_comparison",)
+
+
+def find_image_comparison():
+    def dummy_comparison(*args, **kwargs):
+        return lambda *args, **kwargs: None
+
+    if matplotlib is None:
+        return dummy_comparison
+    return image_comparison
+
+
+# NOTE: Parametrizing this requires pytest (see matplotlib's test suite)
+_default_extension = "png"
+
+
+def _unittest_image_comparison(
+    baseline_images, tol, remove_text, savefig_kwargs, style
+):
+    """
+    Decorate function with image comparison for unittest.
+    This function creates a decorator that wraps a figure-generating function
+    with image comparison code.
+    """
+    import unittest
+
+    def decorator(func):
+        old_sig = inspect.signature(func)
+
+        @functools.wraps(func)
+        @matplotlib.style.context(style)
+        @functools.wraps(func)
+        def wrapper(*args, **kwargs):
+            __tracebackhide__ = True
+
+            img = _ImageComparisonBase(
+                func, tol=tol, remove_text=remove_text, savefig_kwargs=savefig_kwargs
+            )
+            matplotlib.testing.set_font_settings_for_testing()
+
+            func(*args, **kwargs)
+
+            assert len(plt.get_fignums()) == len(
+                baseline_images
+            ), "Test generated {} images but there are {} baseline images".format(
+                len(plt.get_fignums()), len(baseline_images)
+            )
+            for idx, baseline in enumerate(baseline_images):
+                img.compare(idx, baseline, _default_extension, _lock=False)
+
+        parameters = list(old_sig.parameters.values())
+        new_sig = old_sig.replace(parameters=parameters)
+        wrapper.__signature__ = new_sig
+
+        return wrapper
+
+    return decorator
+
+
+def image_comparison(
+    baseline_images,
+    tol=0.01,
+    remove_text=False,
+    savefig_kwarg=None,
+    # Default of mpl_test_settings fixture and cleanup too.
+    style=("classic", "_classic_test_patch"),
+):
+    """
+    Compare images generated by the test with those specified in
+    *baseline_images*, which must correspond, else an `ImageComparisonFailure`
+    exception will be raised.
+    Parameters
+    ----------
+    baseline_images : list or None
+        A list of strings specifying the names of the images generated by
+        calls to `.Figure.savefig`.
+        If *None*, the test function must use the ``baseline_images`` fixture,
+        either as a parameter or with `pytest.mark.usefixtures`. This value is
+        only allowed when using pytest.
+    tol : float, default: 0
+        The RMS threshold above which the test is considered failed.
+        Due to expected small differences in floating-point calculations, on
+        32-bit systems an additional 0.06 is added to this threshold.
+    remove_text : bool
+        Remove the title and tick text from the figure before comparison.  This
+        is useful to make the baseline images independent of variations in text
+        rendering between different versions of FreeType.
+        This does not remove other, more deliberate, text, such as legends and
+        annotations.
+    savefig_kwarg : dict
+        Optional arguments that are passed to the savefig method.
+    style : str, dict, or list
+        The optional style(s) to apply to the image test. The test itself
+        can also apply additional styles if desired. Defaults to ``["classic",
+        "_classic_test_patch"]``.
+    """
+    if savefig_kwarg is None:
+        savefig_kwarg = dict()  # default no kwargs to savefig
+    if sys.maxsize <= 2 ** 32:
+        tol += 0.06
+    return _unittest_image_comparison(
+        baseline_images=baseline_images,
+        tol=tol,
+        remove_text=remove_text,
+        savefig_kwargs=savefig_kwarg,
+        style=style,
+    )
diff --git a/tests/drawing/plotly/__init__.py b/tests/drawing/plotly/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
new file mode 100644
index 000000000..db9b712ef
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -0,0 +1,1056 @@
+{
+  "data": [
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 0.2,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 0.2,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 0.2,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 0.2,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 0.2,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959,
+        1.0631519409409285,
+        0.9737382897122633,
+        1.0184451153265959
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742,
+        -0.9649307455828062,
+        -0.9649307455828062,
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176,
+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343,
+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975,
+        0.07906262756148238,
+        -0.010351023667182872,
+        0.03435580194714975
+      ]
+    }
+  ],
+  "layout": {
+    "shapes": [
+      {
+        "fillcolor": "rgba(255,0,0,63)",
+        "line": {
+          "color": "rgba(255,0,0,255)"
+        },
+        "path": "M 1.1197388996537003,-0.16719602520017673L 0.5279328528097523,-0.9934550030368812C 0.45514612062341064,-1.0950773018577296 0.26321850173201045,-1.1588783220760186 0.14407761502695185,-1.1210570434734595L -0.8246194958406551,-0.8135441121460627C -0.9437603825457136,-0.7757228335435037 -1.0637476544979572,-0.6129044204457357 -1.0645940397451423,-0.4879072859505267L -1.0714757322212005,0.5284051354266215C -1.0723221174683857,0.6534022699218305 -0.9545507108608489,0.8178306034288613 -0.8359329190061271,0.8572618024406833L 0.12851107201115136,1.1778644907130693C 0.2471288638658731,1.2172956897248912 0.4399028680044583,1.1560995754479715 0.5140590802883218,1.0554722621592298L 1.1169999394586567,0.23730319901900315C 1.1911561517425202,0.13667588573026146 1.1925256318400421,-0.06557372637932848 1.1197388996537003,-0.16719602520017673 Z",
+        "type": "path"
+      },
+      {
+        "line": {
+          "color": "rgb(51,51,51)",
+          "width": 2
+        },
+        "path": "M 1.015318095035966,0.03435580194714975 L 0.1950972580065446,1.0184451153265959",
+        "type": "path"
+      },
+      {
+        "line": {
+          "color": "rgb(51,51,51)",
+          "width": 2
+        },
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new file mode 100644
index 000000000..8f525f7de
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diff --git a/tests/drawing/plotly/baseline_images/graph_basic.json b/tests/drawing/plotly/baseline_images/graph_basic.json
new file mode 100644
index 000000000..48df85504
--- /dev/null
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diff --git a/tests/drawing/plotly/baseline_images/graph_directed.json b/tests/drawing/plotly/baseline_images/graph_directed.json
new file mode 100644
index 000000000..b30d80114
--- /dev/null
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diff --git a/tests/drawing/plotly/baseline_images/graph_edit_children.json b/tests/drawing/plotly/baseline_images/graph_edit_children.json
new file mode 100644
index 000000000..48df85504
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_edit_children.json
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diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
new file mode 100644
index 000000000..b30d80114
--- /dev/null
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+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
new file mode 100644
index 000000000..288ebeb7f
--- /dev/null
+++ b/tests/drawing/plotly/test_graph.py
@@ -0,0 +1,185 @@
+import random
+import unittest
+
+
+from igraph import Graph, InternalError, plot, VertexClustering
+
+# FIXME: find a better way to do this that works for both direct call and module
+# import e.g. tox
+try:
+    from .utils import find_image_comparison
+except ImportError:
+    from utils import find_image_comparison
+
+try:
+    import plotly
+except ImportError:
+    raise unittest.SkipTest("plotly not found, skipping tests")
+
+# FIXME: trying to debug this specific import on CI
+try:
+    from plotly import graph_objects as go
+except ImportError:
+    raise ImportError('Cannot import graph_objects, dir(plotly): '+str(dir(plotly)))
+
+image_comparison = find_image_comparison()
+
+
+class GraphTestRunner(unittest.TestCase):
+    @property
+    def layout_small_ring(self):
+        coords = [
+            [1.015318095035966, 0.03435580194714975],
+            [0.29010409851547664, 1.0184451153265959],
+            [-0.8699239050738742, 0.6328259400443561],
+            [-0.8616466426732888, -0.5895891303732176],
+            [0.30349699041342515, -0.9594640169691343],
+        ]
+        return coords
+
+    @image_comparison(baseline_images=["graph_basic"])
+    def test_basic(self):
+        g = Graph.Ring(5)
+        fig = go.Figure()
+        plot(g, target=fig, layout=self.layout_small_ring)
+        return fig
+
+    @image_comparison(baseline_images=["graph_directed"])
+    def test_directed(self):
+        g = Graph.Ring(5, directed=True)
+        fig = go.Figure()
+        plot(g, target=fig, layout=self.layout_small_ring)
+        return fig
+
+    @image_comparison(baseline_images=["graph_mark_groups_directed"])
+    def test_mark_groups(self):
+        g = Graph.Ring(5, directed=True)
+        fig = go.Figure()
+        plot(g, target=fig, mark_groups=True,
+             layout=self.layout_small_ring)
+        return fig
+
+    @image_comparison(
+        baseline_images=["graph_mark_groups_squares_directed"]
+    )
+    def test_mark_groups_squares(self):
+        g = Graph.Ring(5, directed=True)
+        fig = go.Figure()
+        plot(g, target=fig, mark_groups=True, vertex_shape="square",
+             layout=self.layout_small_ring)
+        return fig
+
+    @image_comparison(baseline_images=["graph_edit_children"])
+    def test_mark_groups_squares(self):
+        g = Graph.Ring(5)
+        fig = go.Figure()
+        plot(g, target=fig, vertex_shape="circle",
+             layout=self.layout_small_ring)
+        # FIXME
+        #dot = ax.get_children()[0]
+        #dot.set_facecolor("blue")
+        #dot.radius *= 0.5
+        return fig
+
+
+class ClusteringTestRunner(unittest.TestCase):
+    @property
+    def layout_small_ring(self):
+        coords = [
+            [1.015318095035966, 0.03435580194714975],
+            [0.29010409851547664, 1.0184451153265959],
+            [-0.8699239050738742, 0.6328259400443561],
+            [-0.8616466426732888, -0.5895891303732176],
+            [0.30349699041342515, -0.9594640169691343],
+        ]
+        return coords
+
+    @property
+    def layout_large_ring(self):
+        coords = [
+            (2.5, 0.0),
+            (2.4802867532861947, 0.31333308391076065),
+            (2.4214579028215777, 0.621724717912137),
+            (2.324441214720628, 0.9203113817116949),
+            (2.190766700109659, 1.2043841852542883),
+            (2.0225424859373686, 1.469463130731183),
+            (1.822421568553529, 1.7113677648217218),
+            (1.5935599743717241, 1.926283106939473),
+            (1.3395669874474914, 2.110819813755038),
+            (1.0644482289126818, 2.262067631165049),
+            (0.7725424859373686, 2.3776412907378837),
+            (0.4684532864643113, 2.4557181268217216),
+            (0.15697629882328326, 2.495066821070679),
+            (-0.1569762988232835, 2.495066821070679),
+            (-0.46845328646431206, 2.4557181268217216),
+            (-0.7725424859373689, 2.3776412907378837),
+            (-1.0644482289126818, 2.2620676311650487),
+            (-1.3395669874474923, 2.1108198137550374),
+            (-1.5935599743717244, 1.926283106939473),
+            (-1.8224215685535292, 1.7113677648217211),
+            (-2.022542485937368, 1.4694631307311832),
+            (-2.190766700109659, 1.204384185254288),
+            (-2.3244412147206286, 0.9203113817116944),
+            (-2.4214579028215777, 0.621724717912137),
+            (-2.4802867532861947, 0.3133330839107602),
+            (-2.5, -8.040613248383183e-16),
+            (-2.4802867532861947, -0.3133330839107607),
+            (-2.4214579028215777, -0.6217247179121376),
+            (-2.324441214720628, -0.9203113817116958),
+            (-2.1907667001096587, -1.2043841852542885),
+            (-2.022542485937368, -1.4694631307311834),
+            (-1.822421568553529, -1.7113677648217218),
+            (-1.5935599743717237, -1.9262831069394735),
+            (-1.339566987447491, -2.1108198137550382),
+            (-1.0644482289126804, -2.2620676311650496),
+            (-0.7725424859373689, -2.3776412907378837),
+            (-0.46845328646431156, -2.4557181268217216),
+            (-0.156976298823283, -2.495066821070679),
+            (0.1569762988232843, -2.495066821070679),
+            (0.46845328646431283, -2.4557181268217216),
+            (0.7725424859373681, -2.377641290737884),
+            (1.0644482289126815, -2.262067631165049),
+            (1.3395669874474918, -2.1108198137550374),
+            (1.593559974371725, -1.9262831069394726),
+            (1.8224215685535297, -1.7113677648217207),
+            (2.0225424859373695, -1.4694631307311814),
+            (2.190766700109659, -1.2043841852542883),
+            (2.3244412147206286, -0.9203113817116947),
+            (2.421457902821578, -0.6217247179121362),
+            (2.4802867532861947, -0.3133330839107595),
+        ]
+        return coords
+
+    @image_comparison(baseline_images=["clustering_directed"])
+    def test_clustering_directed_small(self):
+        g = Graph.Ring(5, directed=True)
+        clu = VertexClustering(g, [0] * 5)
+        fig = go.Figure()
+        plot(clu, target=fig, mark_groups=True, layout=self.layout_small_ring)
+        return fig
+
+    @image_comparison(baseline_images=["clustering_directed_large"])
+    def test_clustering_directed_large(self):
+        g = Graph.Ring(50, directed=True)
+        clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
+        fig = go.Figure()
+        plot(clu, layout=self.layout_large_ring, target=fig, mark_groups=True)
+        return fig
+
+
+def suite():
+    graph = unittest.makeSuite(GraphTestRunner)
+    clustering = unittest.makeSuite(ClusteringTestRunner)
+    return unittest.TestSuite([
+        graph,
+        clustering,
+    ])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
new file mode 100644
index 000000000..eaf54dca9
--- /dev/null
+++ b/tests/drawing/plotly/utils.py
@@ -0,0 +1,274 @@
+# Functions adapted from matplotlib.testing. Credit for the original functions
+# goes to the amazing folks over at matplotlib.
+from pathlib import Path
+import os
+import sys
+import inspect
+import functools
+
+try:
+    import plotly
+except ImportError:
+    plotly = None
+
+__all__ = ("find_image_comparison",)
+
+
+def find_image_comparison():
+    def dummy_comparison(*args, **kwargs):
+        return lambda *args, **kwargs: None
+
+    if plotly is None:
+        return dummy_comparison
+    return image_comparison
+
+
+def _load_baseline_image(filename, fmt):
+    import json
+
+    if fmt == "json":
+        with open(filename, "rt") as handle:
+            image = json.load(handle)
+        return image
+
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
+
+
+def _load_baseline_images(filenames, fmt="json"):
+    baseline_folder = Path(__file__).parent / "baseline_images"
+
+    images = []
+    for fn in filenames:
+        fn_abs = baseline_folder / f"{fn}.{fmt}"
+        image = _load_baseline_image(fn_abs, fmt)
+        images.append(image)
+    return images
+
+
+def _store_result_image_json(fig, result_fn):
+    import os
+    import json
+
+    os.makedirs(result_fn.parent, exist_ok=True)
+
+    # This produces a Python dict that's JSON compatible. We print it to a
+    # file in a way that is easy to diff and lists properties in a predictable
+    # order
+    fig_json = fig.to_dict()
+    with open(result_fn, "wt") as handle:
+        json.dump(fig_json, handle, indent=2, sort_keys=True)
+
+
+def _store_result_image(image, filename, fmt="json"):
+    result_folder = Path("result_images") / 'plotly'
+    result_fn = result_folder / (filename + f".{fmt}")
+
+    if fmt == "json":
+        return _store_result_image_json(image, result_fn)
+
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
+
+
+def _compare_image_json(baseline, fig, tol=0.001):
+    '''This function compares the two JSON dictionaries within some tolerance'''
+    def is_coords(path_element):
+        if ',' not in path_element:
+            return False
+        coords = path_element.split(',')
+        for coord in coords:
+            try:
+                float(coord)
+            except ValueError:
+                return False
+        return True
+
+    def same_coords(path_elem1, path_elem2, tol):
+        coords1 = [float(x) for x in path_elem1.split(',')]
+        coords2 = [float(x) for x in path_elem2.split(',')]
+        for coord1, coord2 in zip(coords1, coords2):
+            if abs(coord1 - coord2) > tol:
+                return False
+        return True
+
+    # Fig has two keys, 'data' and 'layout'
+    figd = fig.to_dict()
+    # 'data' has a list of dots and lines. The order is required to match
+    if len(baseline['data']) != len(figd['data']):
+        return False
+    for stroke1, stroke2 in zip(baseline['data'], figd['data']):
+        # Some properties are strings, no tolerance
+        for prop in ['fillcolor', 'mode', 'type']:
+            if (prop in stroke1) != (prop in stroke2):
+                return False
+            if prop not in stroke1:
+                continue
+            if stroke1[prop] != stroke2[prop]:
+                return False
+
+        # Other properties are numeric, recast as float and use tolerance
+        for prop in ['x', 'y']:
+            if (prop in stroke1) != (prop in stroke2):
+                return False
+            if prop not in stroke1:
+                continue
+            if len(stroke1[prop]) != len(stroke2[prop]):
+                return False
+            for prop_elem1, prop_elem2 in zip(stroke1[prop], stroke2[prop]):
+                if abs(float(prop_elem1) - float(prop_elem2)) > tol:
+                    return False
+
+    # 'layout' has a dict of various things, some of which should be identical
+    if sorted(baseline['layout'].keys()) != sorted(figd['layout'].keys()):
+        return False
+    if baseline['layout']['xaxis'] != baseline['layout']['xaxis']:
+        return False
+    if baseline['layout']['yaxis'] != baseline['layout']['yaxis']:
+        return False
+    # 'shapes' is a list of shape, should be the same up to tolerance
+    if len(baseline['layout']['shapes']) != len(figd['layout']['shapes']):
+        return False
+    for shape1, shape2 in zip(baseline['layout']['shapes'], figd['layout']['shapes']):
+        if sorted(shape1.keys()) != sorted(shape2.keys()):
+            return False
+        if shape1['type'] != shape2['type']:
+            return False
+        if 'line' in shape1:
+            if shape1['line']['color'] != shape2['line']['color']:
+                return False
+            if ('width' in shape1['line']) != ('width' in shape2['line']):
+                return False
+            if 'width' in shape1['line']:
+                w1 = float(shape1['line']['width'])
+                w2 = float(shape2['line']['width'])
+                if abs(w1 - w2) > tol:
+                    return False
+
+        if 'path' in shape1:
+            # SVG path
+            path1, path2 = shape1['path'].split(), shape2['path'].split()
+            if len(path1) != len(path2):
+                return False
+            for path_elem1, path_elem2 in zip(path1, path2):
+                is_coords1 = is_coords(path_elem1)
+                is_coords2 = is_coords(path_elem2)
+                if is_coords1 != is_coords2:
+                    return False
+                if is_coords1:
+                    if not same_coords(path_elem1, path_elem2, tol):
+                        return False
+
+    # 'layout': skipping that for now, seems mostly plotly internals
+
+    return True
+
+
+def compare_image(baseline, fig, tol=0, fmt="json"):
+    if fmt == "json":
+        return _compare_image_json(baseline, fig)
+
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
+
+
+def _unittest_image_comparison(
+    baseline_images,
+    tol,
+    remove_text,
+):
+    """
+    Decorate function with image comparison for unittest.
+    This function creates a decorator that wraps a figure-generating function
+    with image comparison code.
+    """
+    import unittest
+
+    def decorator(func):
+        old_sig = inspect.signature(func)
+
+        # This saves us to lift name, docstring, etc.
+        # NOTE: not super sure why we need this additional layer of wrapping
+        # seems to have to do with stripping arguments from the test function
+        # probably redundant in this adaptation
+        @functools.wraps(func)
+        def wrapper(*args, **kwargs):
+
+            # Three steps:
+            # 1. run the function and store the results
+            figs = func(*args, **kwargs)
+            if isinstance(figs, plotly.graph_objects.Figure):
+                figs = [figs]
+
+            # Store images (used to bootstrap new tests)
+            for fig, image_file in zip(figs, baseline_images):
+                _store_result_image(fig, image_file)
+
+            assert len(baseline_images) == len(
+                figs
+            ), "Test generated {} images but there are {} baseline images".format(
+                len(figs), len(baseline_images)
+            )
+
+            # 2. load the control images
+            baselines = _load_baseline_images(baseline_images)
+
+            # 3. compare them one by one
+            for i, (baseline, fig) in enumerate(zip(baselines, figs)):
+                if remove_text:
+                    # TODO
+                    pass
+
+                # FIXME: what does tolerance mean for json?
+                res = compare_image(baseline, fig, tol)
+                assert res, f"Image {i} does not match the corresponding baseline"
+
+            return figs
+
+        parameters = list(old_sig.parameters.values())
+        new_sig = old_sig.replace(parameters=parameters)
+        wrapper.__signature__ = new_sig
+
+        return wrapper
+
+    return decorator
+
+
+def image_comparison(
+    baseline_images,
+    tol=0,
+    remove_text=False,
+):
+    """
+    Compare images generated by the test with those specified in
+    *baseline_images*, which must correspond, else an `ImageComparisonFailure`
+    exception will be raised.
+    Parameters
+    ----------
+    baseline_images : list or None
+        A list of strings specifying the names of the images generated by
+        calls to `.Figure.savefig`.
+        If *None*, the test function must use the ``baseline_images`` fixture,
+        either as a parameter or with `pytest.mark.usefixtures`. This value is
+        only allowed when using pytest.
+    tol : float, default: 0
+        The RMS threshold above which the test is considered failed.
+        Due to expected small differences in floating-point calculations, on
+        32-bit systems an additional 0.06 is added to this threshold.
+    remove_text : bool
+        Remove the title and tick text from the figure before comparison.  This
+        is useful to make the baseline images independent of variations in text
+        rendering between different versions of FreeType.
+        This does not remove other, more deliberate, text, such as legends and
+        annotations.
+    savefig_kwarg : dict
+        Optional arguments that are passed to the savefig method.
+    style : str, dict, or list
+        The optional style(s) to apply to the image test. The test itself
+        can also apply additional styles if desired. Defaults to ``["classic",
+        "_classic_test_patch"]``.
+    """
+    if sys.maxsize <= 2 ** 32:
+        tol += 0.06
+    return _unittest_image_comparison(
+        baseline_images=baseline_images,
+        tol=tol,
+        remove_text=remove_text,
+    )
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 1f77a33be..e7f0d6786 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -105,8 +105,7 @@ def testUnhashableVertexNames(self):
 
         # Check the exception
         self.assertTrue(isinstance(err, RuntimeError))
-        if sys.version_info >= (3, 4):
-            self.assertTrue(repr(value) in str(err))
+        self.assertTrue(repr(value) in str(err))
 
     def testVertexNameIndexingBug196(self):
         g = Graph()
diff --git a/tox.ini b/tox.ini
index 099458469..1ec3997ed 100644
--- a/tox.ini
+++ b/tox.ini
@@ -21,7 +21,10 @@ deps =
     numpy; platform_python_implementation != "PyPy"
     networkx; platform_python_implementation != "PyPy"
     pandas; platform_python_implementation != "PyPy"
-extras = plotting
+    matplotlib; platform_python_implementation != "PyPy"
+    pytest; platform_python_implementation != "PyPy"
+extras =
+    test
 passenv = PATH
 setenv =
     TESTING_IN_TOX=1

From df440be8f664dcceb4bd45df75cf9fbd85a4bcab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Sep 2021 16:24:49 +0200
Subject: [PATCH 0419/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index bc13f2d05..81ff00f20 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,9 @@
   [@fwitter](https://github.com/user/fwitter). See PR
   [#418](https://github.com/igraph/python-igraph/pull/418) for more details.
 
+- Changed default value of the `use_vids=...` argument of `Graph.DataFrame()`
+  to `True`, thanks to [@fwitter](https://github.com/user/fwitter).
+
 ### Removed
 
 - Removed deprecated `UbiGraphDrawer`.

From cdf08b03b1dd7d5b78bf1bc276eb61cd34498501 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Sep 2021 12:18:55 +0200
Subject: [PATCH 0420/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6f154c7ac..9b636bc9f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6f154c7ac0946f7a0baf1ce403c520cacf6035d7
+Subproject commit 9b636bc9fe56ce2162791a081c487e2459c901f6

From e1a31bcbd78cca34777db563052cc0603fd37694 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 20 Sep 2021 12:59:14 +0200
Subject: [PATCH 0421/1681] doc: removed reference to Nexus from tutorial,
 fixes #438

---
 doc/source/assets/zachary.zip | Bin 0 -> 766 bytes
 doc/source/tutorial.rst       |  18 ++++++++----------
 2 files changed, 8 insertions(+), 10 deletions(-)
 create mode 100644 doc/source/assets/zachary.zip

diff --git a/doc/source/assets/zachary.zip b/doc/source/assets/zachary.zip
new file mode 100644
index 0000000000000000000000000000000000000000..d6a99901fad4ba6563510025b0b3fde3c4f464f0
GIT binary patch
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zmI9Rt%8as{Z#){@nQVnVOgzxfTBmb$E|~g|+$hieC*r|zCVR0TnT_*-#LB||C*NCz
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zX5nwRc+Z4Kzu?qPIm9({!!1PtyT%WkE&d9BSY^AD(t6aAO`aFIeHB}~`^H|^w`abJ
zeUOw^;knj#EFr6)FQdSk(QFEHK~CF^PY>&L{Ka0oFR){i)@JiAUbx+2t?df+UMrRa
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z*~z!6QQLm<26!_v$uZ+floG(i%D@0jbqq@yK`e|U$_h!MXvs6co0ScuoDm2^f%Ifx
IDraB-08kA}FaQ7m

literal 0
HcmV?d00001

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index b9d7cf25e..5c12742b9 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -1010,20 +1010,18 @@ Pickled graph    ``pickle``    :meth:`Graph.Read_Pickle`    :meth:`Graph.write_p
 
 As an exercise, download the graph representation of the well-known
 `Zachary karate club study <http://nexus.igraph.org/api/dataset?id=1&format=GraphML>`_
-from igraph's own graph repository called `Nexus <http://nexus.igraph.org>`_,
-unzip it and try to load it into |igraph|. Since it is a GraphML file, you must
-must use the GraphML reader method from the table above (make sure you use the
-appropriate path to the downloaded file):
+from :download:`this file </assets/zachary.zip>`, unzip it and try to load it into
+|igraph|. Since it is a GraphML file, you must use the GraphML reader method from
+the table above (make sure you use the appropriate path to the downloaded file):
 
->>> karate = Graph.Read_GraphML("karate.GraphML")
+>>> karate = Graph.Read_GraphML("zachary.graphml")
 >>> summary(karate)
 IGRAPH UNW- 34 78 -- Zachary's karate club network
-+ attr: Author (g), Citation (g), name (g), Faction (v), id (v), name (v), weight (e)
 
 If you want to convert the very same graph into, say, Pajek's format, you can do it
 with the Pajek writer method from the table above:
 
->>> karate.write_pajek("karate.net")
+>>> karate.write_pajek("zachary.net")
 
 .. note:: Most of the formats have their own limitations; for instance, not all of
    them can store attributes. Your best bet is probably GraphML or GML if you
@@ -1042,9 +1040,9 @@ the preferred format is again inferred from the extension. The format detection
 :func:`load` and :meth:`Graph.save` can be overridden by the ``format`` keyword
 argument which accepts the short names of the formats from the above table:
 
->>> karate = load("karate.GraphML")
->>> karate.save("karate.net")
->>> karate.save("karate.my_extension", format="gml")
+>>> karate = load("zachary.graphml")
+>>> karate.save("zachary.net")
+>>> karate.save("zachary.my_extension", format="gml")
 
 
 Where to go next

From 845fbc9ddda461160ec7962a7c6ebd66e7668307 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 20 Sep 2021 12:59:43 +0200
Subject: [PATCH 0422/1681] doc: added 'doc' extra to setup.py to document
 what's needed for building the docs

---
 setup.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/setup.py b/setup.py
index 4d2a7ffcf..fc8945562 100644
--- a/setup.py
+++ b/setup.py
@@ -831,6 +831,10 @@ def use_educated_guess(self) -> None:
             "pandas>=1.1.0,<1.3.1; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
         ],
+        "doc": [
+            "Sphinx>=4.2.0",
+            "sphinxbootstrap4theme>=0.6.0"
+        ]
     },
     python_requires=">=3.6",
     headers=headers,

From 9bde4c29f714a971f6ee5c58a4567b0debd79aab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 20 Sep 2021 14:05:52 +0200
Subject: [PATCH 0423/1681] doc: update igraph version in example output of the
 documentation

---
 doc/source/tutorial.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 5c12742b9..854c9195b 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -36,7 +36,7 @@ following:
 
 >>> import igraph
 >>> print(igraph.__version__)
-0.6
+0.9.6
 
 Another way to make use of |igraph| is to import all its objects and methods into the main
 Python namespace (so you do not have to type the namespace-qualification every time).
@@ -57,7 +57,7 @@ When you start the script, you will see something like this::
 
   $ igraph
   No configuration file, using defaults
-  igraph 0.9.4 running inside Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  igraph 0.9.6 running inside Python 3.9.6 (default, Jun 29 2021, 05:25:02)
   Type "copyright", "credits" or "license" for more information.
   >>>
 

From 8a518d6ed7585f473c3d52af3d84e483d6ed5161 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 22 Sep 2021 00:13:29 +1000
Subject: [PATCH 0424/1681] Graph.is_chordal (#437)

* Implement Graph.is_chordal in its simplest form

* feat: added 'alpha' and 'alpham1' arguments to is_chordal()

* feat: added Graph.maximum_cardinality_search()

* feat: added Graph.chordal_completion()

* doc: mention that chordal_completion() can be suboptimal

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/_igraph/graphobject.c | 249 ++++++++++++++++++++++++++++++++++++++
 tests/test_structural.py  | 114 +++++++++++++++++
 2 files changed, 363 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 429e183cd..26a6405c2 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4134,6 +4134,84 @@ PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
   return o;
 }
 
+PyObject *igraphmodule_Graph_chordal_completion(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "alpha", "alpham1", NULL };
+  PyObject *alpha_o = Py_None, *alpham1_o = Py_None, *res_o;
+  igraph_vector_int_t alpha, alpham1, edges;
+  igraph_vector_int_t *alpha_ptr = 0, *alpham1_ptr = 0;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &alpha_o, &alpham1_o)) {
+    return NULL;
+  }
+
+  if (alpha_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_int_t(alpha_o, &alpha)) {
+      return NULL;
+    }
+
+    alpha_ptr = &alpha;
+  }
+
+  if (alpham1_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_int_t(alpham1_o, &alpham1)) {
+      if (alpha_ptr) {
+        igraph_vector_int_destroy(alpha_ptr);
+      }
+      return NULL;
+    }
+
+    alpham1_ptr = &alpham1;
+  }
+  
+  if (igraph_vector_int_init(&edges, 0)) {
+    igraphmodule_handle_igraph_error();
+    if (alpham1_ptr) {
+      igraph_vector_int_destroy(alpham1_ptr);
+    }
+    if (alpha_ptr) {
+      igraph_vector_int_destroy(alpha_ptr);
+    }
+    return NULL;
+  }
+
+  if (igraph_is_chordal(
+        &self->g,
+        alpha_ptr, /* alpha */
+        alpham1_ptr, /* alpham1 */
+        0, /* chordal */
+        &edges, /* fill_in */
+        NULL /* new_graph */
+  )) {
+    igraph_vector_int_destroy(&edges);
+
+    if (alpha_ptr) {
+      igraph_vector_int_destroy(alpha_ptr);
+    }
+
+    if (alpham1_ptr) {
+      igraph_vector_int_destroy(alpham1_ptr);
+    }
+
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (alpha_ptr) {
+    igraph_vector_int_destroy(alpha_ptr);
+  }
+
+  if (alpham1_ptr) {
+    igraph_vector_int_destroy(alpham1_ptr);
+  }
+
+  res_o = igraphmodule_vector_int_t_to_PyList_pairs(&edges);
+  igraph_vector_int_destroy(&edges);
+
+  return res_o;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the closeness centrality of some vertices in a graph.
  * \return the closeness centralities as a list (or a single float)
@@ -5159,6 +5237,68 @@ PyObject *igraphmodule_Graph_hub_score(
   return res_o;
 }
 
+PyObject *igraphmodule_Graph_is_chordal(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "alpha", "alpham1", NULL };
+  PyObject *alpha_o = Py_None, *alpham1_o = Py_None;
+  igraph_vector_int_t alpha, alpham1;
+  igraph_vector_int_t *alpha_ptr = 0, *alpham1_ptr = 0;
+  igraph_bool_t res;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &alpha_o, &alpham1_o)) {
+    return NULL;
+  }
+
+  if (alpha_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_int_t(alpha_o, &alpha)) {
+      return NULL;
+    }
+
+    alpha_ptr = &alpha;
+  }
+
+  if (alpham1_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_int_t(alpham1_o, &alpham1)) {
+      if (alpha_ptr) {
+        igraph_vector_int_destroy(alpha_ptr);
+      }
+      return NULL;
+    }
+
+    alpham1_ptr = &alpham1;
+  }
+  
+  if (igraph_is_chordal(
+        &self->g,
+        alpha_ptr, /* alpha */
+        alpham1_ptr, /* alpham1 */
+        &res,
+        NULL, /* fill_in */
+        NULL /* new_graph */
+  )) {
+    if (alpha_ptr) {
+      igraph_vector_int_destroy(alpha_ptr);
+    }
+
+    if (alpham1_ptr) {
+      igraph_vector_int_destroy(alpham1_ptr);
+    }
+
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (alpha_ptr) {
+    igraph_vector_int_destroy(alpha_ptr);
+  }
+
+  if (alpham1_ptr) {
+    igraph_vector_int_destroy(alpham1_ptr);
+  }
+
+  return res ? Py_True : Py_False;
+}
 
 /** \ingroup python_interface_graph
  * \brief Returns the line graph of the graph
@@ -5179,6 +5319,51 @@ PyObject *igraphmodule_Graph_linegraph(igraphmodule_GraphObject * self) {
   return (PyObject *) result;
 }
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Conducts a maximum cardinality search on the graph.
+ * \sa igraph_maximum_cardinality_search
+ */
+PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject *self) {
+  igraph_vector_int_t alpha, alpham1;
+  PyObject *alpha_o, *alpham1_o;
+
+  if (igraph_vector_int_init(&alpha, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  
+  if (igraph_vector_int_init(&alpham1, 0)) {
+    igraph_vector_int_destroy(&alpha);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_maximum_cardinality_search(&self->g, &alpha, &alpham1)) {
+    igraph_vector_int_destroy(&alpha);
+    igraph_vector_int_destroy(&alpham1);
+    return NULL;
+  }
+
+  alpha_o = igraphmodule_vector_int_t_to_PyList(&alpha);
+  igraph_vector_int_destroy(&alpha);
+
+  if (!alpha_o) {
+    igraph_vector_int_destroy(&alpham1);
+    return NULL;
+  }
+
+  alpham1_o = igraphmodule_vector_int_t_to_PyList(&alpham1);
+  igraph_vector_int_destroy(&alpham1);
+
+  if (!alpham1_o) {
+    Py_DECREF(alpha_o);
+    return NULL;
+  }
+
+  return PyTuple_Pack(2, alpha_o, alpham1_o);
+}
+
 /**
  * \ingroup python_interface_graph
  * \brief Returns the k-neighborhood of some vertices in the
@@ -13284,6 +13469,33 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "components in the graph.\n"
   },
 
+  /* interface to igraph_is_chordal with alternative arguments */
+  {"chordal_completion", (PyCFunction)igraphmodule_Graph_chordal_completion,
+   METH_VARARGS | METH_KEYWORDS,
+   "chordal_complation(alpha=None, alpham1=None)\n--\n\n"
+   "Returns the list of edges needed to be added to the graph to make it chordal.\n\n"
+   "A graph is chordal if each of its cycles of four or more nodes\n"
+   "has a chord, i.e. an edge joining two nodes that are not\n"
+   "adjacent in the cycle. An equivalent definition is that any\n"
+   "chordless cycles have at most three nodes.\n\n"
+   "The chordal completion of a graph is the list of edges that needed to be\n"
+   "added to the graph to make it chordal. It is an empty list if the graph is\n"
+   "already chordal.\n\n"
+   "Note that at the moment igraph does not guarantee that the returned\n"
+   "chordal completion is I{minimal}; there may exist a subset of the returned\n"
+   "chordal completion that is still a valid chordal completion.\n\n"
+   "@param alpha: the alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the alpha vector; simply passing C{None} here will make igraph\n"
+   "  calculate the alpha vector on its own.\n"
+   "@param alpham1: the inverse alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the inverse alpha vector; simply passing C{None} here will make\n"
+   "  igraph calculate the inverse alpha vector on its own.\n"
+   "@return: the list of edges to add to the graph; each item in the list is a\n"
+   "  source-target pair of vertex indices.\n"
+  },
+
   /* interface to igraph_closeness */
   {"closeness", (PyCFunction) igraphmodule_Graph_closeness,
    METH_VARARGS | METH_KEYWORDS,
@@ -13766,6 +13978,26 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
   },
 
+  /* interface to igraph_is_chordal */
+  {"is_chordal", (PyCFunction)igraphmodule_Graph_is_chordal,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_chordal(alpha=None, alpham1=None)\n--\n\n"
+   "Returns whether the graph is chordal or not.\n\n"
+   "A graph is chordal if each of its cycles of four or more nodes\n"
+   "has a chord, i.e. an edge joining two nodes that are not\n"
+   "adjacent in the cycle. An equivalent definition is that any\n"
+   "chordless cycles have at most three nodes.\n\n"
+   "@param alpha: the alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the alpha vector; simply passing C{None} here will make igraph\n"
+   "  calculate the alpha vector on its own.\n"
+   "@param alpham1: the inverse alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the inverse alpha vector; simply passing C{None} here will make\n"
+   "  igraph calculate the inverse alpha vector on its own.\n"
+   "@return: C{True} if the graph is chordal, C{False} otherwise.\n"
+  },
+
   /* interface to igraph_avg_nearest_neighbor_degree */
   {"knn", (PyCFunction) igraphmodule_Graph_knn,
    METH_VARARGS | METH_KEYWORDS,
@@ -13825,6 +14057,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  them).\n"
    "@param loops: whether self-loops should be counted.\n"},
 
+  /* interface to maximum_cardinality_search */
+  {"maximum_cardinality_search", (PyCFunction) igraphmodule_Graph_maximum_cardinality_search,
+   METH_NOARGS,
+   "maximum_cardinality_search()\n--\n\n"
+   "Conducts a maximum cardinality search on the graph. The function computes\n"
+   "a rank I{alpha} for each vertex such that visiting vertices in decreasing\n"
+   "rank order corresponds to always choosing the vertex with the most already\n"
+   "visited neighbors as the next one to visit.\n\n"
+   "Maximum cardinality search is useful in deciding the chordality of a graph:\n"
+   "a graph is chordal if and only if any two neighbors of a vertex that are\n"
+   "higher in rank than the original vertex are connected to each other.\n\n"
+   "The result of this function can be passed to L{is_chordal()} to speed up\n"
+   "the chordality computation if you also need the result of the maximum\n"
+   "cardinality search for other purposes.\n\n"
+   "@return: a tuple consisting of the rank vector and its inverse.\n"
+  },
+
   /* interface to igraph_neighborhood */
   {"neighborhood", (PyCFunction) igraphmodule_Graph_neighborhood,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index edec2f8f4..dccf2921d 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -496,6 +496,27 @@ def testNeighborhoodSize(self):
 
 
 class MiscTests(unittest.TestCase):
+    def assert_valid_maximum_cardinality_search_result(self, graph, alpha, alpham1):
+        visited = []
+        n = graph.vcount()
+        not_visited = list(range(n))
+
+        # Check if alpham1 is a valid visiting order
+        for vertex in reversed(alpham1):
+            neis = graph.neighbors(vertex)
+            visited_neis = sum(1 for v in neis if v in visited)
+            for other_vertex in not_visited:
+                neis = graph.neighbors(other_vertex)
+                other_visited_neis = sum(1 for v in neis if v in visited)
+                self.assertTrue(other_visited_neis <= visited_neis)
+
+            visited.append(vertex)
+            not_visited.remove(vertex)
+
+        # Check if alpha is the inverse of alpham1
+        for index, vertex in enumerate(alpham1):
+            self.assertEqual(alpha[vertex], index)
+
     def testBridges(self):
         g = Graph(5, [(0, 1), (1, 2), (2, 0), (0, 3), (3, 4)])
         self.assertEqual(g.bridges(), [3, 4])
@@ -504,6 +525,45 @@ def testBridges(self):
         g = Graph(3, [(0, 1), (1, 2), (2, 3)])
         self.assertEqual(g.bridges(), [0, 1, 2])
 
+    def testChordalCompletion(self):
+        g = Graph()
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Full(3)
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Full(5)
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(4)
+        cc = g.chordal_completion()
+        self.assertEqual(len(cc), 1)
+        g += cc
+        self.assertTrue(g.is_chordal())
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(5)
+        cc = g.chordal_completion()
+        self.assertEqual(len(cc), 2)
+        g += cc
+        self.assertListEqual([], g.chordal_completion())
+
+    def testChordalCompletionWithHints(self):
+        g = Graph.Ring(4)
+        alpha, _ = g.maximum_cardinality_search()
+        cc = g.chordal_completion(alpha=alpha)
+        self.assertEqual(len(cc), 1)
+        g += cc
+        self.assertTrue(g.is_chordal())
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(5)
+        _, alpham1 = g.maximum_cardinality_search()
+        cc = g.chordal_completion(alpham1=alpham1)
+        self.assertEqual(len(cc), 2)
+        g += cc
+        self.assertListEqual([], g.chordal_completion())
+
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         self.assertTrue(isinstance(g.constraint(), list))  # TODO check more
@@ -567,6 +627,43 @@ def testIsTree(self):
             g.is_tree("all")
         )
 
+    def testIsChordal(self):
+        g = Graph()
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Full(3)
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Full(5)
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Ring(4)
+        self.assertFalse(g.is_chordal())
+
+        g = Graph.Ring(5)
+        self.assertFalse(g.is_chordal())
+
+    def testIsChordalWithHint(self):
+        g = Graph()
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpha=alpha))
+
+        g = Graph.Full(3)
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpha=alpha))
+
+        g = Graph.Ring(5)
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertFalse(g.is_chordal(alpha=alpha))
+
+        g = Graph.Ring(4)
+        _, alpham1 = g.maximum_cardinality_search()
+        self.assertFalse(g.is_chordal(alpham1=alpham1))
+
+        g = Graph.Full(5)
+        _, alpham1 = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpham1=alpham1))
+
     def testLineGraph(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         el = g.linegraph().get_edgelist()
@@ -580,6 +677,23 @@ def testLineGraph(self):
         el.sort()
         self.assertTrue(el == [(0, 2), (0, 4)])
 
+    def testMaximumCardinalitySearch(self):
+        g = Graph()
+        alpha, alpham1 = g.maximum_cardinality_search()
+        self.assertListEqual([], alpha)
+        self.assertListEqual([], alpham1)
+
+        g = Graph.Famous("petersen")
+        alpha, alpham1 = g.maximum_cardinality_search()
+
+        print(repr(alpha), repr(alpham1))
+        self.assert_valid_maximum_cardinality_search_result(g, alpha, alpham1)
+
+        g = Graph.GRG(100, 0.2)
+        alpha, alpham1 = g.maximum_cardinality_search()
+
+        self.assert_valid_maximum_cardinality_search_result(g, alpha, alpham1)
+
 
 class PathTests(unittest.TestCase):
     def testShortestPaths(self):

From 25e4f2e65a990b10540d374b34dc62b5e4f517d7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 22 Sep 2021 00:13:29 +1000
Subject: [PATCH 0425/1681] Graph.is_chordal (#437)

* Implement Graph.is_chordal in its simplest form

* feat: added 'alpha' and 'alpham1' arguments to is_chordal()

* feat: added Graph.maximum_cardinality_search()

* feat: added Graph.chordal_completion()

* doc: mention that chordal_completion() can be suboptimal

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/_igraph/graphobject.c | 249 ++++++++++++++++++++++++++++++++++++++
 tests/test_structural.py  | 114 +++++++++++++++++
 2 files changed, 363 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2bb48112b..ca0409bf9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4190,6 +4190,84 @@ PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
   return o;
 }
 
+PyObject *igraphmodule_Graph_chordal_completion(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "alpha", "alpham1", NULL };
+  PyObject *alpha_o = Py_None, *alpham1_o = Py_None, *res_o;
+  igraph_vector_t alpha, alpham1, edges;
+  igraph_vector_t *alpha_ptr = 0, *alpham1_ptr = 0;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &alpha_o, &alpham1_o)) {
+    return NULL;
+  }
+
+  if (alpha_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_t(alpha_o, &alpha, IGRAPHMODULE_TYPE_INT)) {
+      return NULL;
+    }
+
+    alpha_ptr = &alpha;
+  }
+
+  if (alpham1_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_t(alpham1_o, &alpham1, IGRAPHMODULE_TYPE_INT)) {
+      if (alpha_ptr) {
+        igraph_vector_destroy(alpha_ptr);
+      }
+      return NULL;
+    }
+
+    alpham1_ptr = &alpham1;
+  }
+  
+  if (igraph_vector_init(&edges, 0)) {
+    igraphmodule_handle_igraph_error();
+    if (alpham1_ptr) {
+      igraph_vector_destroy(alpham1_ptr);
+    }
+    if (alpha_ptr) {
+      igraph_vector_destroy(alpha_ptr);
+    }
+    return NULL;
+  }
+
+  if (igraph_is_chordal(
+        &self->g,
+        alpha_ptr, /* alpha */
+        alpham1_ptr, /* alpham1 */
+        0, /* chordal */
+        &edges, /* fill_in */
+        NULL /* new_graph */
+  )) {
+    igraph_vector_destroy(&edges);
+
+    if (alpha_ptr) {
+      igraph_vector_destroy(alpha_ptr);
+    }
+
+    if (alpham1_ptr) {
+      igraph_vector_destroy(alpham1_ptr);
+    }
+
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (alpha_ptr) {
+    igraph_vector_destroy(alpha_ptr);
+  }
+
+  if (alpham1_ptr) {
+    igraph_vector_destroy(alpham1_ptr);
+  }
+
+  res_o = igraphmodule_vector_t_to_PyList_pairs(&edges);
+  igraph_vector_destroy(&edges);
+
+  return res_o;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the closeness centrality of some vertices in a graph.
  * \return the closeness centralities as a list (or a single float)
@@ -5190,6 +5268,68 @@ PyObject *igraphmodule_Graph_hub_score(
   return res_o;
 }
 
+PyObject *igraphmodule_Graph_is_chordal(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "alpha", "alpham1", NULL };
+  PyObject *alpha_o = Py_None, *alpham1_o = Py_None;
+  igraph_vector_t alpha, alpham1;
+  igraph_vector_t *alpha_ptr = 0, *alpham1_ptr = 0;
+  igraph_bool_t res;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &alpha_o, &alpham1_o)) {
+    return NULL;
+  }
+
+  if (alpha_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_t(alpha_o, &alpha, IGRAPHMODULE_TYPE_INT)) {
+      return NULL;
+    }
+
+    alpha_ptr = &alpha;
+  }
+
+  if (alpham1_o != Py_None) {
+    if (igraphmodule_PyObject_to_vector_t(alpham1_o, &alpham1, IGRAPHMODULE_TYPE_INT)) {
+      if (alpha_ptr) {
+        igraph_vector_destroy(alpha_ptr);
+      }
+      return NULL;
+    }
+
+    alpham1_ptr = &alpham1;
+  }
+  
+  if (igraph_is_chordal(
+        &self->g,
+        alpha_ptr, /* alpha */
+        alpham1_ptr, /* alpham1 */
+        &res,
+        NULL, /* fill_in */
+        NULL /* new_graph */
+  )) {
+    if (alpha_ptr) {
+      igraph_vector_destroy(alpha_ptr);
+    }
+
+    if (alpham1_ptr) {
+      igraph_vector_destroy(alpham1_ptr);
+    }
+
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (alpha_ptr) {
+    igraph_vector_destroy(alpha_ptr);
+  }
+
+  if (alpham1_ptr) {
+    igraph_vector_destroy(alpham1_ptr);
+  }
+
+  return res ? Py_True : Py_False;
+}
 
 /** \ingroup python_interface_graph
  * \brief Returns the line graph of the graph
@@ -5210,6 +5350,51 @@ PyObject *igraphmodule_Graph_linegraph(igraphmodule_GraphObject * self) {
   return (PyObject *) result;
 }
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Conducts a maximum cardinality search on the graph.
+ * \sa igraph_maximum_cardinality_search
+ */
+PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject *self) {
+  igraph_vector_t alpha, alpham1;
+  PyObject *alpha_o, *alpham1_o;
+
+  if (igraph_vector_init(&alpha, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  
+  if (igraph_vector_init(&alpham1, 0)) {
+    igraph_vector_destroy(&alpha);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_maximum_cardinality_search(&self->g, &alpha, &alpham1)) {
+    igraph_vector_destroy(&alpha);
+    igraph_vector_destroy(&alpham1);
+    return NULL;
+  }
+
+  alpha_o = igraphmodule_vector_t_to_PyList(&alpha, IGRAPHMODULE_TYPE_INT);
+  igraph_vector_destroy(&alpha);
+
+  if (!alpha_o) {
+    igraph_vector_destroy(&alpham1);
+    return NULL;
+  }
+
+  alpham1_o = igraphmodule_vector_t_to_PyList(&alpham1, IGRAPHMODULE_TYPE_INT);
+  igraph_vector_destroy(&alpham1);
+
+  if (!alpham1_o) {
+    Py_DECREF(alpha_o);
+    return NULL;
+  }
+
+  return PyTuple_Pack(2, alpha_o, alpham1_o);
+}
+
 /**
  * \ingroup python_interface_graph
  * \brief Returns the k-neighborhood of some vertices in the
@@ -13174,6 +13359,33 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "components in the graph.\n"
   },
 
+  /* interface to igraph_is_chordal with alternative arguments */
+  {"chordal_completion", (PyCFunction)igraphmodule_Graph_chordal_completion,
+   METH_VARARGS | METH_KEYWORDS,
+   "chordal_complation(alpha=None, alpham1=None)\n--\n\n"
+   "Returns the list of edges needed to be added to the graph to make it chordal.\n\n"
+   "A graph is chordal if each of its cycles of four or more nodes\n"
+   "has a chord, i.e. an edge joining two nodes that are not\n"
+   "adjacent in the cycle. An equivalent definition is that any\n"
+   "chordless cycles have at most three nodes.\n\n"
+   "The chordal completion of a graph is the list of edges that needed to be\n"
+   "added to the graph to make it chordal. It is an empty list if the graph is\n"
+   "already chordal.\n\n"
+   "Note that at the moment igraph does not guarantee that the returned\n"
+   "chordal completion is I{minimal}; there may exist a subset of the returned\n"
+   "chordal completion that is still a valid chordal completion.\n\n"
+   "@param alpha: the alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the alpha vector; simply passing C{None} here will make igraph\n"
+   "  calculate the alpha vector on its own.\n"
+   "@param alpham1: the inverse alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the inverse alpha vector; simply passing C{None} here will make\n"
+   "  igraph calculate the inverse alpha vector on its own.\n"
+   "@return: the list of edges to add to the graph; each item in the list is a\n"
+   "  source-target pair of vertex indices.\n"
+  },
+
   /* interface to igraph_closeness */
   {"closeness", (PyCFunction) igraphmodule_Graph_closeness,
    METH_VARARGS | METH_KEYWORDS,
@@ -13656,6 +13868,26 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
   },
 
+  /* interface to igraph_is_chordal */
+  {"is_chordal", (PyCFunction)igraphmodule_Graph_is_chordal,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_chordal(alpha=None, alpham1=None)\n--\n\n"
+   "Returns whether the graph is chordal or not.\n\n"
+   "A graph is chordal if each of its cycles of four or more nodes\n"
+   "has a chord, i.e. an edge joining two nodes that are not\n"
+   "adjacent in the cycle. An equivalent definition is that any\n"
+   "chordless cycles have at most three nodes.\n\n"
+   "@param alpha: the alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the alpha vector; simply passing C{None} here will make igraph\n"
+   "  calculate the alpha vector on its own.\n"
+   "@param alpham1: the inverse alpha vector from the result of calling\n"
+   "  L{maximum_cardinality_search()} on the graph. Useful only if you already\n"
+   "  have the inverse alpha vector; simply passing C{None} here will make\n"
+   "  igraph calculate the inverse alpha vector on its own.\n"
+   "@return: C{True} if the graph is chordal, C{False} otherwise.\n"
+  },
+
   /* interface to igraph_avg_nearest_neighbor_degree */
   {"knn", (PyCFunction) igraphmodule_Graph_knn,
    METH_VARARGS | METH_KEYWORDS,
@@ -13715,6 +13947,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  them).\n"
    "@param loops: whether self-loops should be counted.\n"},
 
+  /* interface to maximum_cardinality_search */
+  {"maximum_cardinality_search", (PyCFunction) igraphmodule_Graph_maximum_cardinality_search,
+   METH_NOARGS,
+   "maximum_cardinality_search()\n--\n\n"
+   "Conducts a maximum cardinality search on the graph. The function computes\n"
+   "a rank I{alpha} for each vertex such that visiting vertices in decreasing\n"
+   "rank order corresponds to always choosing the vertex with the most already\n"
+   "visited neighbors as the next one to visit.\n\n"
+   "Maximum cardinality search is useful in deciding the chordality of a graph:\n"
+   "a graph is chordal if and only if any two neighbors of a vertex that are\n"
+   "higher in rank than the original vertex are connected to each other.\n\n"
+   "The result of this function can be passed to L{is_chordal()} to speed up\n"
+   "the chordality computation if you also need the result of the maximum\n"
+   "cardinality search for other purposes.\n\n"
+   "@return: a tuple consisting of the rank vector and its inverse.\n"
+  },
+
   /* interface to igraph_neighborhood */
   {"neighborhood", (PyCFunction) igraphmodule_Graph_neighborhood,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 9ea13d990..eaeef42d6 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -496,6 +496,27 @@ def testNeighborhoodSize(self):
 
 
 class MiscTests(unittest.TestCase):
+    def assert_valid_maximum_cardinality_search_result(self, graph, alpha, alpham1):
+        visited = []
+        n = graph.vcount()
+        not_visited = list(range(n))
+
+        # Check if alpham1 is a valid visiting order
+        for vertex in reversed(alpham1):
+            neis = graph.neighbors(vertex)
+            visited_neis = sum(1 for v in neis if v in visited)
+            for other_vertex in not_visited:
+                neis = graph.neighbors(other_vertex)
+                other_visited_neis = sum(1 for v in neis if v in visited)
+                self.assertTrue(other_visited_neis <= visited_neis)
+
+            visited.append(vertex)
+            not_visited.remove(vertex)
+
+        # Check if alpha is the inverse of alpham1
+        for index, vertex in enumerate(alpham1):
+            self.assertEqual(alpha[vertex], index)
+
     def testBridges(self):
         g = Graph(5, [(0, 1), (1, 2), (2, 0), (0, 3), (3, 4)])
         self.assertTrue(g.bridges() == [3, 4])
@@ -504,6 +525,45 @@ def testBridges(self):
         g = Graph(3, [(0, 1), (1, 2), (2, 3)])
         self.assertTrue(g.bridges() == [0, 1, 2])
 
+    def testChordalCompletion(self):
+        g = Graph()
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Full(3)
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Full(5)
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(4)
+        cc = g.chordal_completion()
+        self.assertEqual(len(cc), 1)
+        g += cc
+        self.assertTrue(g.is_chordal())
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(5)
+        cc = g.chordal_completion()
+        self.assertEqual(len(cc), 2)
+        g += cc
+        self.assertListEqual([], g.chordal_completion())
+
+    def testChordalCompletionWithHints(self):
+        g = Graph.Ring(4)
+        alpha, _ = g.maximum_cardinality_search()
+        cc = g.chordal_completion(alpha=alpha)
+        self.assertEqual(len(cc), 1)
+        g += cc
+        self.assertTrue(g.is_chordal())
+        self.assertListEqual([], g.chordal_completion())
+
+        g = Graph.Ring(5)
+        _, alpham1 = g.maximum_cardinality_search()
+        cc = g.chordal_completion(alpham1=alpham1)
+        self.assertEqual(len(cc), 2)
+        g += cc
+        self.assertListEqual([], g.chordal_completion())
+
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         self.assertTrue(isinstance(g.constraint(), list))  # TODO check more
@@ -567,6 +627,43 @@ def testIsTree(self):
             g.is_tree("all")
         )
 
+    def testIsChordal(self):
+        g = Graph()
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Full(3)
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Full(5)
+        self.assertTrue(g.is_chordal())
+
+        g = Graph.Ring(4)
+        self.assertFalse(g.is_chordal())
+
+        g = Graph.Ring(5)
+        self.assertFalse(g.is_chordal())
+
+    def testIsChordalWithHint(self):
+        g = Graph()
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpha=alpha))
+
+        g = Graph.Full(3)
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpha=alpha))
+
+        g = Graph.Ring(5)
+        alpha, _ = g.maximum_cardinality_search()
+        self.assertFalse(g.is_chordal(alpha=alpha))
+
+        g = Graph.Ring(4)
+        _, alpham1 = g.maximum_cardinality_search()
+        self.assertFalse(g.is_chordal(alpham1=alpham1))
+
+        g = Graph.Full(5)
+        _, alpham1 = g.maximum_cardinality_search()
+        self.assertTrue(g.is_chordal(alpham1=alpham1))
+
     def testLineGraph(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         el = g.linegraph().get_edgelist()
@@ -580,6 +677,23 @@ def testLineGraph(self):
         el.sort()
         self.assertTrue(el == [(0, 2), (0, 4)])
 
+    def testMaximumCardinalitySearch(self):
+        g = Graph()
+        alpha, alpham1 = g.maximum_cardinality_search()
+        self.assertListEqual([], alpha)
+        self.assertListEqual([], alpham1)
+
+        g = Graph.Famous("petersen")
+        alpha, alpham1 = g.maximum_cardinality_search()
+
+        print(repr(alpha), repr(alpham1))
+        self.assert_valid_maximum_cardinality_search_result(g, alpha, alpham1)
+
+        g = Graph.GRG(100, 0.2)
+        alpha, alpham1 = g.maximum_cardinality_search()
+
+        self.assert_valid_maximum_cardinality_search_result(g, alpha, alpham1)
+
 
 class PathTests(unittest.TestCase):
     def testShortestPaths(self):

From 2fded26f050ff55cb72e188490262c8f71384bb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 21 Sep 2021 16:25:37 +0200
Subject: [PATCH 0426/1681] chore: updated changelog

---
 CHANGELOG.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e6d9c4755..312aeb0b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,15 @@
 
 ## [Unreleased]
 
+### Added 
+
+* Added `Graph.is_chordal()` to test whether a graph is chordal and
+  `Graph.chordal_completion()` to return a possible (not necessary minimal)
+  chordal completion of a graph.
+
+* Added `Graph.maximum_cardinality_search()`, primarily as an aid for
+  `Graph.is_chordal()`.
+
 ### Changed
 
 * Improved performance of `Graph.DataFrame()`, thanks to

From 55df7b2409155521d60f4f90d0ba777e555b9857 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 25 Sep 2021 22:44:39 +0200
Subject: [PATCH 0427/1681] ci: build macOS x86_64 and arm64 wheels separately

---
 .github/workflows/build.yml | 20 ++++++++++++++------
 1 file changed, 14 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index afd7a2df1..9f9fd128c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,7 +8,7 @@ env:
   CIBW_TEST_SKIP: "cp310-*"
 
 jobs:
-  build_wheels:
+  build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
     runs-on: ubuntu-20.04
     strategy:
@@ -36,8 +36,8 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
-  build_aarch64_wheels:
-    name: Build wheels on Linux AArch64
+  build_wheel_linux_aarch64:
+    name: Build wheels on Linux (aarch64)
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     runs-on: ubuntu-20.04
     steps:
@@ -62,8 +62,15 @@ jobs:
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
-    name: Build wheels on macOS
+    name: Build wheels on macOS (${{ matrix.wheel_arch }})
     runs-on: macos-10.15
+    strategy:
+      matrix:
+        include:
+          - cmake_arch: x86_64
+            wheel_arch: x86_64
+          - cmake_arch: arm64
+            wheel_arch: arm64
 
     steps:
       - uses: actions/checkout@v2
@@ -76,7 +83,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v1-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v1-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -91,8 +98,9 @@ jobs:
       - name: Build wheels
         uses: joerick/cibuildwheel@v2.1.1
         env:
-          CIBW_ARCHS_MACOS: "x86_64 arm64"
+          CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_APPLE_SILICON_PROCESSOR=${{ matrix.cmake_arch }}
 
       - uses: actions/upload-artifact@v2
         with:

From 604ef60e5031652cea88b24ddcd4c2b89e2f1944 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 26 Sep 2021 17:09:49 +0200
Subject: [PATCH 0428/1681] chore: more project URLs in setup.py

---
 setup.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/setup.py b/setup.py
index 020e8a6bb..aa8e4c816 100644
--- a/setup.py
+++ b/setup.py
@@ -817,6 +817,12 @@ def use_educated_guess(self) -> None:
     license="GNU General Public License (GPL)",
     author="Tamas Nepusz",
     author_email="ntamas@gmail.com",
+    project_urls={
+        "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
+        "CI": "https://github.com/igraph/python-igraph/actions",
+        "Documentation": "https://igraph.org/python/doc",
+        "Source Code": "https://github.com/igraph/python-igraph",
+    },
     ext_modules=[igraph_extension],
     package_dir={"igraph": "src/igraph"},
     packages=find_packages(where="src"),

From f322b9342058d87c3d2595f737bd1f0251c66716 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Sep 2021 17:31:52 +0200
Subject: [PATCH 0429/1681] ci: another attempt at compiling the C core for
 Apple Silicon

---
 .github/workflows/build.yml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9f9fd128c..395e66f78 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -70,6 +70,7 @@ jobs:
           - cmake_arch: x86_64
             wheel_arch: x86_64
           - cmake_arch: arm64
+            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=etc/arith_apple_m1.h
             wheel_arch: arm64
 
     steps:
@@ -83,7 +84,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v1-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -100,7 +101,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
-          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_APPLE_SILICON_PROCESSOR=${{ matrix.cmake_arch }}
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }}
 
       - uses: actions/upload-artifact@v2
         with:

From 7b9267f536c244754ca796362f1f957dd53507db Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 29 Sep 2021 01:39:22 +1000
Subject: [PATCH 0430/1681] Construct graph from a few more input data
 structures (mimicking networkx) (#434)

* First pass, poor docs

* Forgot classmethod decorator

* Some polishing and one more input constructor

* Graph constructor from pandas adjacency matrix

* Move adjacency constructors to module

* Move more constructors to dedicated module

* Clean up namespace at the end

* Small constructor modules

* IO module

* fix: remove licenses from igraph.io, it is enough to have it in __init__.py

* refactor: prefix names of internal functions in igraph.io with an underscore

* refactor: moved _first to igraph.utils

* style: blackened igraph.io source

* Export to dict of sequences

* Recover and refine lost PR on use_vids

* Match export graph functions for dict/list/tuple types

* Include PR #408 in this one

* Docstrings and documentation

* Bugfix on dict-dict

* Implement most of Vincent's suggestions

* Running local tests helps... sigh

* style: nitpicking, probably ready to merge

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 doc/source/generation.rst  |   23 +-
 src/igraph/__init__.py     | 1830 +++---------------------------------
 src/igraph/io/__init__.py  |    0
 src/igraph/io/adjacency.py |  146 +++
 src/igraph/io/bipartite.py |  152 +++
 src/igraph/io/files.py     |  487 ++++++++++
 src/igraph/io/images.py    |  365 +++++++
 src/igraph/io/libraries.py |  267 ++++++
 src/igraph/io/objects.py   |  831 ++++++++++++++++
 src/igraph/io/random.py    |   17 +
 tests/test_basic.py        |   86 ++
 tests/test_foreign.py      |  157 +++-
 tests/test_generators.py   |    3 +-
 13 files changed, 2651 insertions(+), 1713 deletions(-)
 create mode 100644 src/igraph/io/__init__.py
 create mode 100644 src/igraph/io/adjacency.py
 create mode 100644 src/igraph/io/bipartite.py
 create mode 100644 src/igraph/io/files.py
 create mode 100644 src/igraph/io/images.py
 create mode 100644 src/igraph/io/libraries.py
 create mode 100644 src/igraph/io/objects.py
 create mode 100644 src/igraph/io/random.py

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index d41da27d4..b83317f6f 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -29,13 +29,30 @@ To specify edge weights (or any other vertex/edge attributes), use dictionaries:
 >>>           edge_attrs={'weight': [0.1, 0.2]},
 >>>           vertex_attrs={'color': ['b', 'g', 'g', 'y']})
 
-Variations on this constructor is :meth:`Graph.DictList`, which constructs a graph from a list-of-dictionaries representation, and :meth:`Graph.TupleList`, which constructs a graph from a list-of-tuples representation.
-
 To create a bipartite graph from a list of types and a list of edges, use :meth:`Graph.Bipartite`.
 
+From Python builtin structures (lists, tuples, dicts)
++++++++++++++++++++++++++++++++++++++++++++++++++++++
+|igraph| supports a number of "conversion" methods to import graphs from Python builtin data structures such as dictionaries, lists and tuples:
+
+ - :meth:`Graph.DictList`: from a list of dictionaries
+ - :meth:`Graph.TupleList`: from a list of tuples
+ - :meth:`Graph.ListDict`: from a dict of lists
+ - :meth:`Graph.DictDict`: from a dict of dictionaries
+
+Equivalent methods are available to export a graph, i.e. to convert a graph into
+a representation that uses Python builtin data structures:
+
+ - :meth:`Graph.to_dict_list`
+ - :meth:`Graph.to_tuple_list`
+ - :meth:`Graph.to_list_dict`
+ - :meth:`Graph.to_dict_dict`
+
+See the `API documentation`_ of each function for details and examples.
+
 From matrices
 +++++++++++++
-To create a graph from an adjecency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`:
+To create a graph from an adjacency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`:
 
 >>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
 
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index d3cacd368..94541a63e 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -4,8 +4,7 @@
 
 
 __license__ = """
-Copyright (C) 2006-2012  Tamás Nepusz <ntamas@gmail.com>
-Pázmány Péter sétány 1/a, 1117 Budapest, Hungary
+Copyright (C) 2006- The igraph development team
 
 This program is free software; you can redistribute it and/or modify
 it under the terms of the GNU General Public License as published by
@@ -121,6 +120,53 @@
 )
 from igraph.datatypes import Matrix, DyadCensus, TriadCensus, UniqueIdGenerator
 from igraph.formula import construct_graph_from_formula
+from igraph.io.files import (
+    _construct_graph_from_graphmlz_file,
+    _construct_graph_from_dimacs_file,
+    _construct_graph_from_pickle_file,
+    _construct_graph_from_picklez_file,
+    _construct_graph_from_adjacency_file,
+    _construct_graph_from_file,
+    _write_graph_to_adjacency_file,
+    _write_graph_to_dimacs_file,
+    _write_graph_to_graphmlz_file,
+    _write_graph_to_pickle_file,
+    _write_graph_to_picklez_file,
+    _write_graph_to_file,
+)
+from igraph.io.objects import (
+    _construct_graph_from_dict_list,
+    _export_graph_to_dict_list,
+    _construct_graph_from_tuple_list,
+    _export_graph_to_tuple_list,
+    _construct_graph_from_list_dict,
+    _export_graph_to_list_dict,
+    _construct_graph_from_dict_dict,
+    _export_graph_to_dict_dict,
+    _construct_graph_from_dataframe,
+    _export_vertex_dataframe,
+    _export_edge_dataframe,
+)
+from igraph.io.adjacency import (
+    _construct_graph_from_adjacency,
+    _construct_graph_from_weighted_adjacency,
+)
+from igraph.io.libraries import (
+    _construct_graph_from_networkx,
+    _export_graph_to_networkx,
+    _construct_graph_from_graph_tool,
+    _export_graph_to_graph_tool,
+)
+from igraph.io.random import (
+    _construct_random_geometric_graph,
+)
+from igraph.io.bipartite import (
+    _construct_bipartite_graph,
+    _construct_incidence_bipartite_graph,
+    _construct_full_bipartite_graph,
+    _construct_random_bipartite_graph,
+)
+from igraph.io.images import _write_graph_to_svg
 from igraph.layout import Layout
 from igraph.matching import Matching
 from igraph.operators import disjoint_union, union, intersection
@@ -145,14 +191,8 @@
     safemax,
 )
 from igraph.version import __version__, __version_info__
-from igraph.sparse_matrix import (
-    _graph_from_sparse_matrix,
-    _graph_from_weighted_sparse_matrix,
-)
 
 import os
-import math
-import gzip
 import sys
 import operator
 
@@ -1877,1339 +1917,76 @@ def maximum_bipartite_matching(self, types="type", weights=None, eps=None):
     #############################################
     # Auxiliary I/O functions
 
-    def to_networkx(self, create_using=None):
-        """Converts the graph to networkx format.
-
-        @param create_using: specifies which NetworkX graph class to use when
-            constructing the graph. C{None} means to let igraph infer the most
-            appropriate class based on whether the graph is directed and whether
-            it has multi-edges.
-        """
-        import networkx as nx
-
-        # Graph: decide on directness and mutliplicity
-        if create_using is None:
-            if self.has_multiple():
-                cls = nx.MultiDiGraph if self.is_directed() else nx.MultiGraph
-            else:
-                cls = nx.DiGraph if self.is_directed() else nx.Graph
-        else:
-            cls = create_using
-
-        # Graph attributes
-        kw = {x: self[x] for x in self.attributes()}
-        g = cls(**kw)
-
-        # Nodes and node attributes
-        for i, v in enumerate(self.vs):
-            # TODO: use _nx_name if the attribute is present so we can achieve
-            # a lossless round-trip in terms of vertex names
-            g.add_node(i, **v.attributes())
-
-        # Edges and edge attributes
-        for edge in self.es:
-            g.add_edge(edge.source, edge.target, **edge.attributes())
-
-        return g
-
-    @classmethod
-    def from_networkx(cls, g):
-        """Converts the graph from networkx
-
-        Vertex names will be converted to "_nx_name" attribute and the vertices
-        will get new ids from 0 up (as standard in igraph).
-
-        @param g: networkx Graph or DiGraph
-        """
-        # Graph attributes
-        gattr = dict(g.graph)
-
-        # Nodes
-        vnames = list(g.nodes)
-        vattr = {"_nx_name": vnames}
-        vcount = len(vnames)
-        vd = {v: i for i, v in enumerate(vnames)}
-
-        # NOTE: we do not need a special class for multigraphs, it is taken
-        # care for at the edge level rather than at the graph level.
-        graph = cls(
-            n=vcount, directed=g.is_directed(), graph_attrs=gattr, vertex_attrs=vattr
-        )
-
-        # Node attributes
-        for v, datum in g.nodes.data():
-            for key, val in list(datum.items()):
-                graph.vs[vd[v]][key] = val
-
-        # Edges and edge attributes
-        eattr_names = {name for (_, _, data) in g.edges.data() for name in data}
-        eattr = {name: [] for name in eattr_names}
-        edges = []
-        for (u, v, data) in g.edges.data():
-            edges.append((vd[u], vd[v]))
-            for name in eattr_names:
-                eattr[name].append(data.get(name))
-
-        graph.add_edges(edges, eattr)
-
-        return graph
-
-    def to_graph_tool(
-        self, graph_attributes=None, vertex_attributes=None, edge_attributes=None
-    ):
-        """Converts the graph to graph-tool
-
-        Data types: graph-tool only accepts specific data types. See the
-        following web page for a list:
-
-        https://graph-tool.skewed.de/static/doc/quickstart.html
-
-        Note: because of the restricted data types in graph-tool, vertex and
-        edge attributes require to be type-consistent across all vertices or
-        edges. If you set the property for only some vertices/edges, the other
-        will be tagged as None in python-igraph, so they can only be converted
-        to graph-tool with the type 'object' and any other conversion will
-        fail.
-
-        @param graph_attributes: dictionary of graph attributes to transfer.
-          Keys are attributes from the graph, values are data types (see
-          below). C{None} means no graph attributes are transferred.
-        @param vertex_attributes: dictionary of vertex attributes to transfer.
-          Keys are attributes from the vertices, values are data types (see
-          below). C{None} means no vertex attributes are transferred.
-        @param edge_attributes: dictionary of edge attributes to transfer.
-          Keys are attributes from the edges, values are data types (see
-          below). C{None} means no vertex attributes are transferred.
-        """
-        import graph_tool as gt
-
-        # Graph
-        g = gt.Graph(directed=self.is_directed())
-
-        # Nodes
-        vc = self.vcount()
-        g.add_vertex(vc)
-
-        # Graph attributes
-        if graph_attributes is not None:
-            for x, dtype in list(graph_attributes.items()):
-                # Strange syntax for setting internal properties
-                gprop = g.new_graph_property(str(dtype))
-                g.graph_properties[x] = gprop
-                g.graph_properties[x] = self[x]
-
-        # Vertex attributes
-        if vertex_attributes is not None:
-            for x, dtype in list(vertex_attributes.items()):
-                # Create a new vertex property
-                g.vertex_properties[x] = g.new_vertex_property(str(dtype))
-                # Fill the values from the igraph.Graph
-                for i in range(vc):
-                    g.vertex_properties[x][g.vertex(i)] = self.vs[i][x]
-
-        # Edges and edge attributes
-        if edge_attributes is not None:
-            for x, dtype in list(edge_attributes.items()):
-                g.edge_properties[x] = g.new_edge_property(str(dtype))
-        for edge in self.es:
-            e = g.add_edge(edge.source, edge.target)
-            if edge_attributes is not None:
-                for x, dtype in list(edge_attributes.items()):
-                    prop = edge.attributes().get(x, None)
-                    g.edge_properties[x][e] = prop
-
-        return g
-
-    @classmethod
-    def from_graph_tool(cls, g):
-        """Converts the graph from graph-tool
-
-        @param g: graph-tool Graph
-        """
-        # Graph attributes
-        gattr = dict(g.graph_properties)
-
-        # Nodes
-        vcount = g.num_vertices()
-
-        # Graph
-        graph = cls(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
-
-        # Node attributes
-        for key, val in g.vertex_properties.items():
-            prop = val.get_array()
-            for i in range(vcount):
-                graph.vs[i][key] = prop[i]
-
-        # Edges and edge attributes
-        # NOTE: graph-tool is quite strongly typed, so each property is always
-        # defined for all edges, using default values for the type. E.g. for a
-        # string property/attribute the missing edges get an empty string.
-        edges = []
-        eattr_names = list(g.edge_properties)
-        eattr = {name: [] for name in eattr_names}
-        for e in g.edges():
-            edges.append((int(e.source()), int(e.target())))
-            for name, attr_map in g.edge_properties.items():
-                eattr[name].append(attr_map[e])
-
-        graph.add_edges(edges, eattr)
-
-        return graph
-
-    def write_adjacency(self, f, sep=" ", eol="\n", *args, **kwds):
-        """Writes the adjacency matrix of the graph to the given file
-
-        All the remaining arguments not mentioned here are passed intact
-        to L{Graph.get_adjacency}.
-
-        @param f: the name of the file to be written.
-        @param sep: the string that separates the matrix elements in a row
-        @param eol: the string that separates the rows of the matrix. Please
-          note that igraph is able to read back the written adjacency matrix
-          if and only if this is a single newline character
-        """
-        if isinstance(f, str):
-            f = open(f, "w")
-        matrix = self.get_adjacency(*args, **kwds)
-        for row in matrix:
-            f.write(sep.join(map(str, row)))
-            f.write(eol)
-        f.close()
-
-    @classmethod
-    def Read_Adjacency(
-        cls, f, sep=None, comment_char="#", attribute=None, *args, **kwds
-    ):
-        """Constructs a graph based on an adjacency matrix from the given file.
-
-        Additional positional and keyword arguments not mentioned here are
-        passed intact to L{Adjacency}.
-
-        @param f: the name of the file to be read or a file object
-        @param sep: the string that separates the matrix elements in a row.
-          C{None} means an arbitrary sequence of whitespace characters.
-        @param comment_char: lines starting with this string are treated
-          as comments.
-        @param attribute: an edge attribute name where the edge weights are
-          stored in the case of a weighted adjacency matrix. If C{None},
-          no weights are stored, values larger than 1 are considered as
-          edge multiplicities.
-        @return: the created graph"""
-        if isinstance(f, str):
-            f = open(f)
-
-        matrix, ri = [], 0
-        for line in f:
-            line = line.strip()
-            if len(line) == 0:
-                continue
-            if line.startswith(comment_char):
-                continue
-            row = [float(x) for x in line.split(sep)]
-            matrix.append(row)
-            ri += 1
-
-        f.close()
-
-        if attribute is None:
-            graph = cls.Adjacency(matrix, *args, **kwds)
-        else:
-            kwds["attr"] = attribute
-            graph = cls.Weighted_Adjacency(matrix, *args, **kwds)
-
-        return graph
-
-    @classmethod
-    def Adjacency(cls, matrix, mode="directed", *args, **kwargs):
-        """Generates a graph from its adjacency matrix.
-
-        @param matrix: the adjacency matrix. Possible types are:
-          - a list of lists
-          - a numpy 2D array or matrix (will be converted to list of lists)
-          - a scipy.sparse matrix (will be converted to a COO matrix, but not
-            to a dense matrix)
-        @param mode: the mode to be used. Possible values are:
-          - C{"directed"} - the graph will be directed and a matrix
-            element gives the number of edges between two vertex.
-          - C{"undirected"} - alias to C{"max"} for convenience.
-          - C{"max"} - undirected graph will be created and the number of
-            edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
-          - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
-          - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
-          - C{"upper"} - undirected graph with the upper right triangle of
-            the matrix (including the diagonal)
-          - C{"lower"} - undirected graph with the lower left triangle of
-            the matrix (including the diagonal)
-        """
-        try:
-            import numpy as np
-        except ImportError:
-            np = None
-
-        try:
-            from scipy import sparse
-        except ImportError:
-            sparse = None
-
-        if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
-            return _graph_from_sparse_matrix(cls, matrix, mode=mode)
-
-        if (np is not None) and isinstance(matrix, np.ndarray):
-            matrix = matrix.tolist()
-
-        return super().Adjacency(matrix, mode=mode)
+    # Graph libraries
+    from_networkx = classmethod(_construct_graph_from_networkx)
+    to_networkx = _export_graph_to_networkx
 
-    @classmethod
-    def Weighted_Adjacency(cls, matrix, mode="directed", attr="weight", loops=True):
-        """Generates a graph from its weighted adjacency matrix.
-
-        @param matrix: the adjacency matrix. Possible types are:
-          - a list of lists
-          - a numpy 2D array or matrix (will be converted to list of lists)
-          - a scipy.sparse matrix (will be converted to a COO matrix, but not
-            to a dense matrix)
-        @param mode: the mode to be used. Possible values are:
-          - C{"directed"} - the graph will be directed and a matrix
-            element gives the number of edges between two vertex.
-          - C{"undirected"} - alias to C{"max"} for convenience.
-          - C{"max"}   - undirected graph will be created and the number of
-            edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
-          - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
-          - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
-          - C{"upper"} - undirected graph with the upper right triangle of
-            the matrix (including the diagonal)
-          - C{"lower"} - undirected graph with the lower left triangle of
-            the matrix (including the diagonal)
-
-          These values can also be given as strings without the C{ADJ} prefix.
-        @param attr: the name of the edge attribute that stores the edge
-          weights.
-        @param loops: whether to include loop edges. When C{False}, the diagonal
-          of the adjacency matrix will be ignored.
-
-        """
-        try:
-            import numpy as np
-        except ImportError:
-            np = None
-
-        try:
-            from scipy import sparse
-        except ImportError:
-            sparse = None
-
-        if sparse is not None and isinstance(matrix, sparse.spmatrix):
-            return _graph_from_weighted_sparse_matrix(
-                cls,
-                matrix,
-                mode=mode,
-                attr=attr,
-                loops=loops,
-            )
-
-        if np is not None and isinstance(matrix, np.ndarray):
-            matrix = matrix.tolist()
+    from_graph_tool = classmethod(_construct_graph_from_graph_tool)
+    to_graph_tool = _export_graph_to_graph_tool
 
-        return super().Weighted_Adjacency(
-            matrix,
-            mode=mode,
-            attr=attr,
-            loops=loops,
-        )
-
-    def write_dimacs(self, f, source=None, target=None, capacity="capacity"):
-        """Writes the graph in DIMACS format to the given file.
-
-        @param f: the name of the file to be written or a Python file handle.
-        @param source: the source vertex ID. If C{None}, igraph will try to
-          infer it from the C{source} graph attribute.
-        @param target: the target vertex ID. If C{None}, igraph will try to
-          infer it from the C{target} graph attribute.
-        @param capacity: the capacities of the edges in a list or the name of
-          an edge attribute that holds the capacities. If there is no such
-          edge attribute, every edge will have a capacity of 1.
-        """
-        if source is None:
-            try:
-                source = self["source"]
-            except KeyError:
-                raise ValueError(
-                    "source vertex must be provided in the 'source' graph "
-                    "attribute or in the 'source' argument of write_dimacs()"
-                )
-
-        if target is None:
-            try:
-                target = self["target"]
-            except KeyError:
-                raise ValueError(
-                    "target vertex must be provided in the 'target' graph "
-                    "attribute or in the 'target' argument of write_dimacs()"
-                )
+    # Files
+    Read_DIMACS = classmethod(_construct_graph_from_dimacs_file)
+    write_dimacs = _write_graph_to_dimacs_file
 
-        if isinstance(capacity, str) and capacity not in self.edge_attributes():
-            warn("'%s' edge attribute does not exist" % capacity)
-            capacity = [1] * self.ecount()
+    Read_GraphMLz = classmethod(_construct_graph_from_graphmlz_file)
+    write_graphmlz = _write_graph_to_graphmlz_file
 
-        return GraphBase.write_dimacs(self, f, source, target, capacity)
+    Read_Pickle = classmethod(_construct_graph_from_pickle_file)
+    write_pickle = _write_graph_to_pickle_file
 
-    def write_graphmlz(self, f, compresslevel=9):
-        """Writes the graph to a zipped GraphML file.
+    Read_Picklez = classmethod(_construct_graph_from_picklez_file)
+    write_picklez = _write_graph_to_picklez_file
 
-        The library uses the gzip compression algorithm, so the resulting
-        file can be unzipped with regular gzip uncompression (like
-        C{gunzip} or C{zcat} from Unix command line) or the Python C{gzip}
-        module.
-
-        Uses a temporary file to store intermediate GraphML data, so
-        make sure you have enough free space to store the unzipped
-        GraphML file as well.
-
-        @param f: the name of the file to be written.
-        @param compresslevel: the level of compression. 1 is fastest and
-          produces the least compression, and 9 is slowest and produces
-          the most compression."""
-        with named_temporary_file() as tmpfile:
-            self.write_graphml(tmpfile)
-            outf = gzip.GzipFile(f, "wb", compresslevel)
-            copyfileobj(open(tmpfile, "rb"), outf)
-            outf.close()
-
-    @classmethod
-    def Read_DIMACS(cls, f, directed=False):
-        """Reads a graph from a file conforming to the DIMACS minimum-cost flow
-        file format.
-
-        For the exact definition of the format, see
-        U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}.
-
-        Restrictions compared to the official description of the format are
-        as follows:
-
-          - igraph's DIMACS reader requires only three fields in an arc
-            definition, describing the edge's source and target node and
-            its capacity.
-          - Source vertices are identified by 's' in the FLOW field, target
-            vertices are identified by 't'.
-          - Node indices start from 1. Only a single source and target node
-            is allowed.
-
-        @param f: the name of the file or a Python file handle
-        @param directed: whether the generated graph should be directed.
-        @return: the generated graph. The indices of the source and target
-          vertices are attached as graph attributes C{source} and C{target},
-          the edge capacities are stored in the C{capacity} edge attribute.
-        """
-        graph, source, target, cap = super().Read_DIMACS(f, directed)
-        graph.es["capacity"] = cap
-        graph["source"] = source
-        graph["target"] = target
-        return graph
-
-    @classmethod
-    def Read_GraphMLz(cls, f, directed=True, index=0):
-        """Reads a graph from a zipped GraphML file.
-
-        @param f: the name of the file
-        @param index: if the GraphML file contains multiple graphs,
-          specified the one that should be loaded. Graph indices
-          start from zero, so if you want to load the first graph,
-          specify 0 here.
-        @return: the loaded graph object"""
-        with named_temporary_file() as tmpfile:
-            with open(tmpfile, "wb") as outf:
-                copyfileobj(gzip.GzipFile(f, "rb"), outf)
-            return cls.Read_GraphML(tmpfile, directed=directed, index=index)
-
-    def write_pickle(self, fname=None, version=-1):
-        """Saves the graph in Python pickled format
-
-        @param fname: the name of the file or a stream to save to. If
-          C{None}, saves the graph to a string and returns the string.
-        @param version: pickle protocol version to be used. If -1, uses
-          the highest protocol available
-        @return: C{None} if the graph was saved successfully to the
-          given file, or a string if C{fname} was C{None}.
-        """
-        import pickle as pickle
-
-        if fname is None:
-            return pickle.dumps(self, version)
-        if not hasattr(fname, "write"):
-            file_was_opened = True
-            fname = open(fname, "wb")
-        else:
-            file_was_opened = False
-        result = pickle.dump(self, fname, version)
-        if file_was_opened:
-            fname.close()
-        return result
-
-    def write_picklez(self, fname=None, version=-1):
-        """Saves the graph in Python pickled format, compressed with
-        gzip.
-
-        Saving in this format is a bit slower than saving in a Python pickle
-        without compression, but the final file takes up much less space on
-        the hard drive.
-
-        @param fname: the name of the file or a stream to save to.
-        @param version: pickle protocol version to be used. If -1, uses
-          the highest protocol available
-        @return: C{None} if the graph was saved successfully to the
-          given file.
-        """
-        import pickle as pickle
-
-        file_was_opened = False
-
-        if not hasattr(fname, "write"):
-            file_was_opened = True
-            fname = gzip.open(fname, "wb")
-        elif not isinstance(fname, gzip.GzipFile):
-            file_was_opened = True
-            fname = gzip.GzipFile(mode="wb", fileobj=fname)
-
-        result = pickle.dump(self, fname, version)
-
-        if file_was_opened:
-            fname.close()
-
-        return result
-
-    @classmethod
-    def Read_Pickle(cls, fname=None):
-        """Reads a graph from Python pickled format
-
-        @param fname: the name of the file, a stream to read from, or
-          a string containing the pickled data.
-        @return: the created graph object.
-        """
-        import pickle as pickle
-
-        if hasattr(fname, "read"):
-            # Probably a file or a file-like object
-            result = pickle.load(fname)
-        else:
-            try:
-                fp = open(fname, "rb")
-            except UnicodeDecodeError:
-                try:
-                    # We are on Python 3.6 or above and we are passing a pickled
-                    # stream that cannot be decoded as Unicode. Try unpickling
-                    # directly.
-                    result = pickle.loads(fname)
-                except TypeError:
-                    raise IOError(
-                        "Cannot load file. If fname is a file name, that "
-                        "filename may be incorrect."
-                    )
-            except IOError:
-                try:
-                    # No file with the given name, try unpickling directly.
-                    result = pickle.loads(fname)
-                except TypeError:
-                    raise IOError(
-                        "Cannot load file. If fname is a file name, that "
-                        "filename may be incorrect."
-                    )
-            else:
-                result = pickle.load(fp)
-                fp.close()
-
-        if not isinstance(result, cls):
-            raise TypeError("unpickled object is not a %s" % cls.__name__)
-
-        return result
-
-    @classmethod
-    def Read_Picklez(cls, fname):
-        """Reads a graph from compressed Python pickled format, uncompressing
-        it on-the-fly.
-
-        @param fname: the name of the file or a stream to read from.
-        @return: the created graph object.
-        """
-        import pickle as pickle
-
-        if hasattr(fname, "read"):
-            # Probably a file or a file-like object
-            if isinstance(fname, gzip.GzipFile):
-                result = pickle.load(fname)
-            else:
-                result = pickle.load(gzip.GzipFile(mode="rb", fileobj=fname))
-        else:
-            result = pickle.load(gzip.open(fname, "rb"))
-
-        if not isinstance(result, cls):
-            raise TypeError("unpickled object is not a %s" % cls.__name__)
-
-        return result
-
-    def write_svg(
-        self,
-        fname,
-        layout="auto",
-        width=None,
-        height=None,
-        labels="label",
-        colors="color",
-        shapes="shape",
-        vertex_size=10,
-        edge_colors="color",
-        edge_stroke_widths="width",
-        font_size=16,
-        *args,
-        **kwds,
-    ):
-        """Saves the graph as an SVG (Scalable Vector Graphics) file
-
-        The file will be Inkscape (http://inkscape.org) compatible.
-        In Inkscape, as nodes are rearranged, the edges auto-update.
-
-        @param fname: the name of the file or a Python file handle
-        @param layout: the layout of the graph. Can be either an
-          explicitly specified layout (using a list of coordinate
-          pairs) or the name of a layout algorithm (which should
-          refer to a method in the L{Graph} object, but without
-          the C{layout_} prefix.
-        @param width: the preferred width in pixels (default: 400)
-        @param height: the preferred height in pixels (default: 400)
-        @param labels: the vertex labels. Either it is the name of
-          a vertex attribute to use, or a list explicitly specifying
-          the labels. It can also be C{None}.
-        @param colors: the vertex colors. Either it is the name of
-          a vertex attribute to use, or a list explicitly specifying
-          the colors. A color can be anything acceptable in an SVG
-          file.
-        @param shapes: the vertex shapes. Either it is the name of
-          a vertex attribute to use, or a list explicitly specifying
-          the shapes as integers. Shape 0 means hidden (nothing is drawn),
-          shape 1 is a circle, shape 2 is a rectangle and shape 3 is a
-          rectangle that automatically sizes to the inner text.
-        @param vertex_size: vertex size in pixels
-        @param edge_colors: the edge colors. Either it is the name
-          of an edge attribute to use, or a list explicitly specifying
-          the colors. A color can be anything acceptable in an SVG
-          file.
-        @param edge_stroke_widths: the stroke widths of the edges. Either
-          it is the name of an edge attribute to use, or a list explicitly
-          specifying the stroke widths. The stroke width can be anything
-          acceptable in an SVG file.
-        @param font_size: font size. If it is a string, it is written into
-          the SVG file as-is (so you can specify anything which is valid
-          as the value of the C{font-size} style). If it is a number, it
-          is interpreted as pixel size and converted to the proper attribute
-          value accordingly.
-        """
-        if width is None and height is None:
-            width = 400
-            height = 400
-        elif width is None:
-            width = height
-        elif height is None:
-            height = width
-
-        if width <= 0 or height <= 0:
-            raise ValueError("width and height must be positive")
-
-        if isinstance(layout, str):
-            layout = self.layout(layout, *args, **kwds)
-
-        if isinstance(labels, str):
-            try:
-                labels = self.vs.get_attribute_values(labels)
-            except KeyError:
-                labels = [x + 1 for x in range(self.vcount())]
-        elif labels is None:
-            labels = [""] * self.vcount()
-
-        if isinstance(colors, str):
-            try:
-                colors = self.vs.get_attribute_values(colors)
-            except KeyError:
-                colors = ["red"] * self.vcount()
-
-        if isinstance(shapes, str):
-            try:
-                shapes = self.vs.get_attribute_values(shapes)
-            except KeyError:
-                shapes = [1] * self.vcount()
-
-        if isinstance(edge_colors, str):
-            try:
-                edge_colors = self.es.get_attribute_values(edge_colors)
-            except KeyError:
-                edge_colors = ["black"] * self.ecount()
-
-        if isinstance(edge_stroke_widths, str):
-            try:
-                edge_stroke_widths = self.es.get_attribute_values(edge_stroke_widths)
-            except KeyError:
-                edge_stroke_widths = [2] * self.ecount()
-
-        if not isinstance(font_size, str):
-            font_size = "%spx" % str(font_size)
-        else:
-            if ";" in font_size:
-                raise ValueError("font size can't contain a semicolon")
-
-        vcount = self.vcount()
-        labels.extend(str(i + 1) for i in range(len(labels), vcount))
-        colors.extend(["red"] * (vcount - len(colors)))
-
-        if isinstance(fname, str):
-            f = open(fname, "w")
-            our_file = True
-        else:
-            f = fname
-            our_file = False
-
-        bbox = BoundingBox(layout.bounding_box())
-
-        sizes = [width - 2 * vertex_size, height - 2 * vertex_size]
-        w, h = bbox.width, bbox.height
-
-        ratios = []
-        if w == 0:
-            ratios.append(1.0)
-        else:
-            ratios.append(sizes[0] / w)
-        if h == 0:
-            ratios.append(1.0)
-        else:
-            ratios.append(sizes[1] / h)
-
-        layout = [
-            [
-                (row[0] - bbox.left) * ratios[0] + vertex_size,
-                (row[1] - bbox.top) * ratios[1] + vertex_size,
-            ]
-            for row in layout
-        ]
-
-        directed = self.is_directed()
-
-        print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
-        print(
-            "<!-- Created by igraph (http://igraph.org/) -->",
-            file=f,
-        )
-        print(file=f)
-        print(
-            '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" '
-            'xmlns:cc="http://creativecommons.org/ns#" '
-            'xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" '
-            'xmlns:svg="http://www.w3.org/2000/svg" '
-            'xmlns="http://www.w3.org/2000/svg" '
-            'xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" '
-            'xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"',
-            file=f,
-        )
-        print('width="{0}px" height="{1}px">'.format(width, height), end=" ", file=f)
-
-        edge_color_dict = {}
-        print('<defs id="defs3">', file=f)
-        for e_col in set(edge_colors):
-            if e_col == "#000000":
-                marker_index = ""
-            else:
-                marker_index = str(len(edge_color_dict))
-            # Print an arrow marker for each possible line color
-            # This is a copy of Inkscape's standard Arrow 2 marker
-            print("<marker", file=f)
-            print('   inkscape:stockid="Arrow2Lend{0}"'.format(marker_index), file=f)
-            print('   orient="auto"', file=f)
-            print('   refY="0.0"', file=f)
-            print('   refX="0.0"', file=f)
-            print('   id="Arrow2Lend{0}"'.format(marker_index), file=f)
-            print('   style="overflow:visible;">', file=f)
-            print("  <path", file=f)
-            print('     id="pathArrow{0}"'.format(marker_index), file=f)
-            print(
-                '     style="font-size:12.0;fill-rule:evenodd;'
-                "stroke-width:0.62500000;stroke-linejoin:round;"
-                'fill:{0}"'.format(e_col),
-                file=f,
-            )
-            print(
-                '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 '
-                "L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 "
-                '6.9831476,1.6157441 8.7185878,4.0337352 z "',
-                file=f,
-            )
-            print('     transform="scale(1.1) rotate(180) translate(1,0)" />', file=f)
-            print("</marker>", file=f)
-
-            edge_color_dict[e_col] = "Arrow2Lend{0}".format(marker_index)
-        print("</defs>", file=f)
-        print(
-            '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" '
-            'sodipodi:insensitive="true">',
-            file=f,
-        )
-
-        for eidx, edge in enumerate(self.es):
-            vidxs = edge.tuple
-            x1 = layout[vidxs[0]][0]
-            y1 = layout[vidxs[0]][1]
-            x2 = layout[vidxs[1]][0]
-            y2 = layout[vidxs[1]][1]
-            angle = math.atan2(y2 - y1, x2 - x1)
-            x2 = x2 - vertex_size * math.cos(angle)
-            y2 = y2 - vertex_size * math.sin(angle)
-
-            print("<path", file=f)
-            print(
-                '    style="fill:none;stroke:{0};stroke-width:{2};'
-                "stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;"
-                'stroke-opacity:1;stroke-dasharray:none{1}"'.format(
-                    edge_colors[eidx],
-                    ";marker-end:url(#{0})".format(edge_color_dict[edge_colors[eidx]])
-                    if directed
-                    else "",
-                    edge_stroke_widths[eidx],
-                ),
-                file=f,
-            )
-            print('    d="M {0},{1} {2},{3}"'.format(x1, y1, x2, y2), file=f)
-            print('    id="path{0}"'.format(eidx), file=f)
-            print('    inkscape:connector-type="polyline"', file=f)
-            print('    inkscape:connector-curvature="0"', file=f)
-            print('    inkscape:connection-start="#g{0}"'.format(edge.source), file=f)
-            print('    inkscape:connection-start-point="d4"', file=f)
-            print('    inkscape:connection-end="#g{0}"'.format(edge.target), file=f)
-            print('    inkscape:connection-end-point="d4" />', file=f)
-
-        print("  </g>", file=f)
-        print(file=f)
-
-        print(
-            '  <g inkscape:label="Nodes" \
-                    inkscape:groupmode="layer" id="layer1">',
-            file=f,
-        )
-        print("  <!-- Vertices -->", file=f)
-
-        if any(x == 3 for x in shapes):
-            # Only import tkFont if we really need it. Unfortunately, this will
-            # flash up an unneccesary Tk window in some cases
-            import tkinter.font
-            import tkinter as tk
-
-            # This allows us to dynamically size the width of the nodes.
-            # Unfortunately this works only with font sizes specified in pixels.
-            if font_size.endswith("px"):
-                font_size_in_pixels = int(font_size[:-2])
-            else:
-                try:
-                    font_size_in_pixels = int(font_size)
-                except Exception:
-                    raise ValueError(
-                        "font sizes must be specified in pixels "
-                        "when any of the nodes has shape=3 (i.e. "
-                        "node size determined by text size)"
-                    )
-            tk_window = tk.Tk()
-            font = tkinter.font.Font(
-                root=tk_window, font=("Sans", font_size_in_pixels, tkinter.font.NORMAL)
-            )
-        else:
-            tk_window = None
-
-        for vidx in range(self.vcount()):
-            print(
-                '    <g id="g{0}" transform="translate({1},{2})">'.format(
-                    vidx, layout[vidx][0], layout[vidx][1]
-                ),
-                file=f,
-            )
-            if shapes[vidx] == 1:
-                # Undocumented feature: can handle two colors but only for circles
-                c = str(colors[vidx])
-                if " " in c:
-                    c = c.split(" ")
-                    vs = str(vertex_size)
-                    print(
-                        '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                            vs, c[0]
-                        ),
-                        file=f,
-                    )
-                    print(
-                        '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                            vs, c[1]
-                        ),
-                        file=f,
-                    )
-                    print(
-                        '     <circle cx="0" cy="0" r="{0}" fill="none"/>'.format(vs),
-                        file=f,
-                    )
-                else:
-                    print(
-                        '     <circle cx="0" cy="0" r="{0}" fill="{1}"/>'.format(
-                            str(vertex_size), str(colors[vidx])
-                        ),
-                        file=f,
-                    )
-            elif shapes[vidx] == 2:
-                print(
-                    '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" '
-                    'id="rect{2}" style="fill:{3};fill-opacity:1" />'.format(
-                        vertex_size, vertex_size * 2, vidx, colors[vidx]
-                    ),
-                    file=f,
-                )
-            elif shapes[vidx] == 3:
-                (vertex_width, vertex_height) = (
-                    font.measure(str(labels[vidx])) + 2,
-                    font.metrics("linespace") + 2,
-                )
-                print(
-                    '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" '
-                    'height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" '
-                    "/>".format(
-                        vertex_width / 2.0,
-                        vertex_height / 2.0,
-                        vertex_width,
-                        vertex_height,
-                        vidx,
-                        colors[vidx],
-                    ),
-                    file=f,
-                )
-
-            print(
-                '      <text sodipodi:linespacing="125%" y="{0}" x="0" '
-                'id="text{1}" style="font-size:{2};font-style:normal;'
-                "font-weight:normal;text-align:center;line-height:125%;"
-                "letter-spacing:0px;word-spacing:0px;text-anchor:middle;"
-                "fill:#000000;fill-opacity:1;stroke:none;"
-                'font-family:Sans">'.format(vertex_size / 2.0, vidx, font_size),
-                file=f,
-            )
-            print(
-                '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">'
-                "{2}</tspan></text>".format(vertex_size / 2.0, vidx, str(labels[vidx])),
-                file=f,
-            )
-            print("    </g>", file=f)
-
-        print("</g>", file=f)
-        print(file=f)
-        print("</svg>", file=f)
-
-        if our_file:
-            f.close()
-        if tk_window:
-            tk_window.destroy()
-
-    @classmethod
-    def _identify_format(cls, filename):
-        """_identify_format(filename)
-
-        Tries to identify the format of the graph stored in the file with the
-        given filename. It identifies most file formats based on the extension
-        of the file (and not on syntactic evaluation). The only exception is
-        the adjacency matrix format and the edge list format: the first few
-        lines of the file are evaluated to decide between the two.
-
-        @note: Internal function, should not be called directly.
-
-        @param filename: the name of the file or a file object whose C{name}
-          attribute is set.
-        @return: the format of the file as a string.
-        """
-        import os.path
-
-        if hasattr(filename, "name") and hasattr(filename, "read"):
-            # It is most likely a file
-            try:
-                filename = filename.name
-            except Exception:
-                return None
-
-        root, ext = os.path.splitext(filename)
-        ext = ext.lower()
-
-        if ext == ".gz":
-            _, ext2 = os.path.splitext(root)
-            ext2 = ext2.lower()
-            if ext2 == ".pickle":
-                return "picklez"
-            elif ext2 == ".graphml":
-                return "graphmlz"
-
-        if ext in [
-            ".graphml",
-            ".graphmlz",
-            ".lgl",
-            ".ncol",
-            ".pajek",
-            ".gml",
-            ".dimacs",
-            ".edgelist",
-            ".edges",
-            ".edge",
-            ".net",
-            ".pickle",
-            ".picklez",
-            ".dot",
-            ".gw",
-            ".lgr",
-            ".dl",
-        ]:
-            return ext[1:]
-
-        if ext == ".txt" or ext == ".dat":
-            # Most probably an adjacency matrix or an edge list
-            f = open(filename, "r")
-            line = f.readline()
-            if line is None:
-                return "edges"
-            parts = line.strip().split()
-            if len(parts) == 2:
-                line = f.readline()
-                if line is None:
-                    return "edges"
-                parts = line.strip().split()
-                if len(parts) == 2:
-                    line = f.readline()
-                    if line is None:
-                        # This is a 2x2 matrix, it can be a matrix or an edge
-                        # list as well and we cannot decide
-                        return None
-                    else:
-                        parts = line.strip().split()
-                        if len(parts) == 0:
-                            return None
-                    return "edges"
-                else:
-                    # Not a matrix
-                    return None
-            else:
-                return "adjacency"
-
-    @classmethod
-    def Read(cls, f, format=None, *args, **kwds):
-        """Unified reading function for graphs.
-
-        This method tries to identify the format of the graph given in
-        the first parameter and calls the corresponding reader method.
-
-        The remaining arguments are passed to the reader method without
-        any changes.
-
-        @param f: the file containing the graph to be loaded
-        @param format: the format of the file (if known in advance).
-          C{None} means auto-detection. Possible values are: C{"ncol"}
-          (NCOL format), C{"lgl"} (LGL format), C{"graphdb"} (GraphDB
-          format), C{"graphml"}, C{"graphmlz"} (GraphML and gzipped
-          GraphML format), C{"gml"} (GML format), C{"net"}, C{"pajek"}
-          (Pajek format), C{"dimacs"} (DIMACS format), C{"edgelist"},
-          C{"edges"} or C{"edge"} (edge list), C{"adjacency"}
-          (adjacency matrix), C{"dl"} (DL format used by UCINET),
-          C{"pickle"} (Python pickled format),
-          C{"picklez"} (gzipped Python pickled format)
-        @raises IOError: if the file format can't be identified and
-          none was given.
-        """
-        if format is None:
-            format = cls._identify_format(f)
-        try:
-            reader = cls._format_mapping[format][0]
-        except (KeyError, IndexError):
-            raise IOError("unknown file format: %s" % str(format))
-        if reader is None:
-            raise IOError("no reader method for file format: %s" % str(format))
-        reader = getattr(cls, reader)
-        return reader(f, *args, **kwds)
+    Read_Adjacency = classmethod(_construct_graph_from_adjacency_file)
+    write_adjacency = _write_graph_to_adjacency_file
 
+    Read = classmethod(_construct_graph_from_file)
     Load = Read
+    write = _write_graph_to_file
+    save = write
 
-    def write(self, f, format=None, *args, **kwds):
-        """Unified writing function for graphs.
-
-        This method tries to identify the format of the graph given in
-        the first parameter (based on extension) and calls the corresponding
-        writer method.
-
-        The remaining arguments are passed to the writer method without
-        any changes.
-
-        @param f: the file containing the graph to be saved
-        @param format: the format of the file (if one wants to override the
-          format determined from the filename extension, or the filename itself
-          is a stream). C{None} means auto-detection. Possible values are:
-
-            - C{"adjacency"}: adjacency matrix format
-
-            - C{"dimacs"}: DIMACS format
+    # Various objects
+    # list of dict representation of graphs
+    DictList = classmethod(_construct_graph_from_dict_list)
+    to_dict_list = _export_graph_to_dict_list
 
-            - C{"dot"}, C{"graphviz"}: GraphViz DOT format
+    # tuple-like representation of graphs
+    TupleList = classmethod(_construct_graph_from_tuple_list)
+    to_tuple_list = _export_graph_to_tuple_list
 
-            - C{"edgelist"}, C{"edges"} or C{"edge"}: numeric edge list format
+    # dict of sequence representation of graphs
+    ListDict = classmethod(_construct_graph_from_list_dict)
+    to_list_dict = _export_graph_to_list_dict
 
-            - C{"gml"}: GML format
+    # dict of dicts representation of graphs
+    DictDict = classmethod(_construct_graph_from_dict_dict)
+    to_dict_dict = _export_graph_to_dict_dict
 
-            - C{"graphml"} and C{"graphmlz"}: standard and gzipped GraphML
-              format
+    # adjacency matrix
+    Adjacency = classmethod(_construct_graph_from_adjacency)
 
-            - C{"gw"}, C{"leda"}, C{"lgr"}: LEDA native format
+    Weighted_Adjacency = classmethod(_construct_graph_from_weighted_adjacency)
 
-            - C{"lgl"}: LGL format
+    # pandas dataframe(s)
+    DataFrame = classmethod(_construct_graph_from_dataframe)
 
-            - C{"ncol"}: NCOL format
+    get_vertex_dataframe = _export_vertex_dataframe
 
-            - C{"net"}, C{"pajek"}: Pajek format
+    get_edge_dataframe = _export_edge_dataframe
 
-            - C{"pickle"}, C{"picklez"}: standard and gzipped Python pickled
-              format
+    # Bipartite graphs
+    Bipartite = classmethod(_construct_bipartite_graph)
 
-            - C{"svg"}: SVG format
+    Incidence = classmethod(_construct_incidence_bipartite_graph)
 
-        @raises IOError: if the file format can't be identified and
-          none was given.
-        """
-        if format is None:
-            format = self._identify_format(f)
-        try:
-            writer = self._format_mapping[format][1]
-        except (KeyError, IndexError):
-            raise IOError("unknown file format: %s" % str(format))
-        if writer is None:
-            raise IOError("no writer method for file format: %s" % str(format))
-        writer = getattr(self, writer)
-        return writer(f, *args, **kwds)
+    Full_Bipartite = classmethod(_construct_full_bipartite_graph)
 
-    save = write
+    Random_Bipartite = classmethod(_construct_random_bipartite_graph)
 
-    #####################################################
-    # Constructor for dict-like representation of graphs
+    # Other constructors
+    GRG = classmethod(_construct_random_geometric_graph)
 
-    @classmethod
-    def DictList(
-        cls,
-        vertices,
-        edges,
-        directed=False,
-        vertex_name_attr="name",
-        edge_foreign_keys=("source", "target"),
-        iterative=False,
-    ):
-        """Constructs a graph from a list-of-dictionaries representation.
-
-        This representation assumes that vertices and edges are encoded in
-        two lists, each list containing a Python dict for each vertex and
-        each edge, respectively. A distinguished element of the vertex dicts
-        contain a vertex ID which is used in the edge dicts to refer to
-        source and target vertices. All the remaining elements of the dict
-        are considered vertex and edge attributes. Note that the implementation
-        does not assume that the objects passed to this method are indeed
-        lists of dicts, but they should be iterable and they should yield
-        objects that behave as dicts. So, for instance, a database query
-        result is likely to be fit as long as it's iterable and yields
-        dict-like objects with every iteration.
-
-        @param vertices: the data source for the vertices or C{None} if
-          there are no special attributes assigned to vertices and we
-          should simply use the edge list of dicts to infer vertex names.
-        @param edges: the data source for the edges.
-        @param directed: whether the constructed graph will be directed
-        @param vertex_name_attr: the name of the distinguished key in the
-          dicts in the vertex data source that contains the vertex names.
-          Ignored if C{vertices} is C{None}.
-        @param edge_foreign_keys: the name of the attributes in the dicts
-          in the edge data source that contain the source and target
-          vertex names.
-        @param iterative: whether to add the edges to the graph one by one,
-          iteratively, or to build a large edge list first and use that to
-          construct the graph. The latter approach is faster but it may
-          not be suitable if your dataset is large. The default is to
-          add the edges in a batch from an edge list.
-        @return: the graph that was constructed
-        """
-
-        def create_list_from_indices(indices, n):
-            result = [None] * n
-            for i, v in indices:
-                result[i] = v
-            return result
-
-        # Construct the vertices
-        vertex_attrs, n = {}, 0
-        if vertices:
-            for idx, vertex_data in enumerate(vertices):
-                for k, v in vertex_data.items():
-                    try:
-                        vertex_attrs[k].append((idx, v))
-                    except KeyError:
-                        vertex_attrs[k] = [(idx, v)]
-                n += 1
-            for k, v in vertex_attrs.items():
-                vertex_attrs[k] = create_list_from_indices(v, n)
-        else:
-            vertex_attrs[vertex_name_attr] = []
-
-        vertex_names = vertex_attrs[vertex_name_attr]
-        # Check for duplicates in vertex_names
-        if len(vertex_names) != len(set(vertex_names)):
-            raise ValueError("vertex names are not unique")
-        # Create a reverse mapping from vertex names to indices
-        vertex_name_map = UniqueIdGenerator(initial=vertex_names)
-
-        # Construct the edges
-        efk_src, efk_dest = edge_foreign_keys
-        if iterative:
-            g = cls(n, [], directed, {}, vertex_attrs)
-            for idx, edge_data in enumerate(edges):
-                src_name, dst_name = edge_data[efk_src], edge_data[efk_dest]
-                v1 = vertex_name_map[src_name]
-                if v1 == n:
-                    g.add_vertices(1)
-                    g.vs[n][vertex_name_attr] = src_name
-                    n += 1
-                v2 = vertex_name_map[dst_name]
-                if v2 == n:
-                    g.add_vertices(1)
-                    g.vs[n][vertex_name_attr] = dst_name
-                    n += 1
-                g.add_edge(v1, v2)
-                for k, v in edge_data.items():
-                    g.es[idx][k] = v
-
-            return g
-        else:
-            edge_list, edge_attrs, m = [], {}, 0
-            for idx, edge_data in enumerate(edges):
-                v1 = vertex_name_map[edge_data[efk_src]]
-                v2 = vertex_name_map[edge_data[efk_dest]]
-
-                edge_list.append((v1, v2))
-                for k, v in edge_data.items():
-                    try:
-                        edge_attrs[k].append((idx, v))
-                    except KeyError:
-                        edge_attrs[k] = [(idx, v)]
-                m += 1
-            for k, v in edge_attrs.items():
-                edge_attrs[k] = create_list_from_indices(v, m)
-
-            # It may have happened that some vertices were added during
-            # the process
-            if len(vertex_name_map) > n:
-                diff = len(vertex_name_map) - n
-                more = [None] * diff
-                for k, v in vertex_attrs.items():
-                    v.extend(more)
-                vertex_attrs[vertex_name_attr] = list(vertex_name_map.values())
-                n = len(vertex_name_map)
-
-            # Create the graph
-            return cls(n, edge_list, directed, {}, vertex_attrs, edge_attrs)
-
-    #####################################################
-    # Constructor for tuple-like representation of graphs
-
-    @classmethod
-    def TupleList(
-        cls,
-        edges,
-        directed=False,
-        vertex_name_attr="name",
-        edge_attrs=None,
-        weights=False,
-    ):
-        """Constructs a graph from a list-of-tuples representation.
-
-        This representation assumes that the edges of the graph are encoded
-        in a list of tuples (or lists). Each item in the list must have at least
-        two elements, which specify the source and the target vertices of the edge.
-        The remaining elements (if any) specify the edge attributes of that edge,
-        where the names of the edge attributes originate from the C{edge_attrs}
-        list. The names of the vertices will be stored in the vertex attribute
-        given by C{vertex_name_attr}.
-
-        The default parameters of this function are suitable for creating
-        unweighted graphs from lists where each item contains the source vertex
-        and the target vertex. If you have a weighted graph, you can use items
-        where the third item contains the weight of the edge by setting
-        C{edge_attrs} to C{"weight"} or C{["weight"]}. If you have even more
-        edge attributes, add them to the end of each item in the C{edges}
-        list and also specify the corresponding edge attribute names in
-        C{edge_attrs} as a list.
-
-        @param edges: the data source for the edges. This must be a list
-          where each item is a tuple (or list) containing at least two
-          items: the name of the source and the target vertex. Note that
-          names will be assigned to the C{name} vertex attribute (or another
-          vertex attribute if C{vertex_name_attr} is specified), even if
-          all the vertex names in the list are in fact numbers.
-        @param directed: whether the constructed graph will be directed
-        @param vertex_name_attr: the name of the vertex attribute that will
-          contain the vertex names.
-        @param edge_attrs: the names of the edge attributes that are filled
-          with the extra items in the edge list (starting from index 2, since
-          the first two items are the source and target vertices). C{None}
-          means that only the source and target vertices will be extracted
-          from each item. If you pass a string here, it will be wrapped in
-          a list for convenience.
-        @param weights: alternative way to specify that the graph is
-          weighted. If you set C{weights} to C{true} and C{edge_attrs} is
-          not given, it will be assumed that C{edge_attrs} is C{["weight"]}
-          and igraph will parse the third element from each item into an
-          edge weight. If you set C{weights} to a string, it will be assumed
-          that C{edge_attrs} contains that string only, and igraph will
-          store the edge weights in that attribute.
-        @return: the graph that was constructed
-        """
-        if edge_attrs is None:
-            if not weights:
-                edge_attrs = ()
-            else:
-                if not isinstance(weights, str):
-                    weights = "weight"
-                edge_attrs = [weights]
-        else:
-            if weights:
-                raise ValueError(
-                    "`weights` must be False if `edge_attrs` is " "not None"
-                )
-
-        if isinstance(edge_attrs, str):
-            edge_attrs = [edge_attrs]
-
-        # Set up a vertex ID generator
-        idgen = UniqueIdGenerator()
-
-        # Construct the edges and the edge attributes
-        edge_list = []
-        edge_attributes = {}
-        for name in edge_attrs:
-            edge_attributes[name] = []
-
-        for item in edges:
-            edge_list.append((idgen[item[0]], idgen[item[1]]))
-            for index, name in enumerate(edge_attrs, 2):
-                try:
-                    edge_attributes[name].append(item[index])
-                except IndexError:
-                    edge_attributes[name].append(None)
-
-        # Set up the "name" vertex attribute
-        vertex_attributes = {}
-        vertex_attributes[vertex_name_attr] = list(idgen.values())
-        n = len(idgen)
-
-        # Construct the graph
-        return cls(n, edge_list, directed, {}, vertex_attributes, edge_attributes)
-
-    #################################
-    # Constructor for graph formulae
+    # Graph formulae
     Formula = classmethod(construct_graph_from_formula)
 
     ###########################
@@ -3225,390 +2002,6 @@ def es(self):
         """The edge sequence of the graph"""
         return EdgeSeq(self)
 
-    #############################################
-    # Friendlier interface for bipartite methods
-
-    @classmethod
-    def Bipartite(cls, types, edges, directed=False, *args, **kwds):
-        """Creates a bipartite graph with the given vertex types and edges.
-        This is similar to the default constructor of the graph, the
-        only difference is that it checks whether all the edges go
-        between the two vertex classes and it assigns the type vector
-        to a C{type} attribute afterwards.
-
-        Examples:
-
-        >>> g = Graph.Bipartite([0, 1, 0, 1], [(0, 1), (2, 3), (0, 3)])
-        >>> g.is_bipartite()
-        True
-        >>> g.vs["type"]
-        [False, True, False, True]
-
-        @param types: the vertex types as a boolean list. Anything that
-          evaluates to C{False} will denote a vertex of the first kind,
-          anything that evaluates to C{True} will denote a vertex of the
-          second kind.
-        @param edges: the edges as a list of tuples.
-        @param directed: whether to create a directed graph. Bipartite
-          networks are usually undirected, so the default is C{False}
-
-        @return: the graph with a binary vertex attribute named C{"type"} that
-          stores the vertex classes.
-        """
-        result = cls._Bipartite(types, edges, directed, *args, **kwds)
-        result.vs["type"] = [bool(x) for x in types]
-        return result
-
-    @classmethod
-    def Full_Bipartite(cls, n1, n2, directed=False, mode="all", *args, **kwds):
-        """Generates a full bipartite graph (directed or undirected, with or
-        without loops).
-
-        >>> g = Graph.Full_Bipartite(2, 3)
-        >>> g.is_bipartite()
-        True
-        >>> g.vs["type"]
-        [False, False, True, True, True]
-
-        @param n1: the number of vertices of the first kind.
-        @param n2: the number of vertices of the second kind.
-        @param directed: whether tp generate a directed graph.
-        @param mode: if C{"out"}, then all vertices of the first kind are
-          connected to the others; C{"in"} specifies the opposite direction,
-          C{"all"} creates mutual edges. Ignored for undirected graphs.
-
-        @return: the graph with a binary vertex attribute named C{"type"} that
-          stores the vertex classes.
-        """
-        result, types = cls._Full_Bipartite(n1, n2, directed, mode, *args, **kwds)
-        result.vs["type"] = types
-        return result
-
-    @classmethod
-    def Random_Bipartite(
-        cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds
-    ):
-        """Generates a random bipartite graph with the given number of vertices and
-        edges (if m is given), or with the given number of vertices and the given
-        connection probability (if p is given).
-
-        If m is given but p is not, the generated graph will have n1 vertices of
-        type 1, n2 vertices of type 2 and m randomly selected edges between them. If
-        p is given but m is not, the generated graph will have n1 vertices of type 1
-        and n2 vertices of type 2, and each edge will exist between them with
-        probability p.
-
-        @param n1: the number of vertices of type 1.
-        @param n2: the number of vertices of type 2.
-        @param p: the probability of edges. If given, C{m} must be missing.
-        @param m: the number of edges. If given, C{p} must be missing.
-        @param directed: whether to generate a directed graph.
-        @param neimode: if the graph is directed, specifies how the edges will be
-          generated. If it is C{"all"}, edges will be generated in both directions
-          (from type 1 to type 2 and vice versa) independently. If it is C{"out"}
-          edges will always point from type 1 to type 2. If it is C{"in"}, edges
-          will always point from type 2 to type 1. This argument is ignored for
-          undirected graphs.
-        """
-        if p is None:
-            p = -1
-        if m is None:
-            m = -1
-        result, types = cls._Random_Bipartite(
-            n1, n2, p, m, directed, neimode, *args, **kwds
-        )
-        result.vs["type"] = types
-        return result
-
-    @classmethod
-    def GRG(cls, n, radius, torus=False):
-        """Generates a random geometric graph.
-
-        The algorithm drops the vertices randomly on the 2D unit square and
-        connects them if they are closer to each other than the given radius.
-        The coordinates of the vertices are stored in the vertex attributes C{x}
-        and C{y}.
-
-        @param n: The number of vertices in the graph
-        @param radius: The given radius
-        @param torus: This should be C{True} if we want to use a torus instead of a
-          square.
-        """
-        result, xs, ys = cls._GRG(n, radius, torus)
-        result.vs["x"] = xs
-        result.vs["y"] = ys
-        return result
-
-    @classmethod
-    def Incidence(
-        cls,
-        matrix,
-        directed=False,
-        mode="out",
-        multiple=False,
-        weighted=None,
-        *args,
-        **kwds,
-    ):
-        """Creates a bipartite graph from an incidence matrix.
-
-        Example:
-
-        >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
-
-        @param matrix: the incidence matrix.
-        @param directed: whether to create a directed graph.
-        @param mode: defines the direction of edges in the graph. If
-          C{"out"}, then edges go from vertices of the first kind
-          (corresponding to rows of the matrix) to vertices of the
-          second kind (the columns of the matrix). If C{"in"}, the
-          opposite direction is used. C{"all"} creates mutual edges.
-          Ignored for undirected graphs.
-        @param multiple: defines what to do with non-zero entries in the
-          matrix. If C{False}, non-zero entries will create an edge no matter
-          what the value is. If C{True}, non-zero entries are rounded up to
-          the nearest integer and this will be the number of multiple edges
-          created.
-        @param weighted: defines whether to create a weighted graph from the
-          incidence matrix. If it is c{None} then an unweighted graph is created
-          and the multiple argument is used to determine the edges of the graph.
-          If it is a string then for every non-zero matrix entry, an edge is created
-          and the value of the entry is added as an edge attribute named by the
-          weighted argument. If it is C{True} then a weighted graph is created and
-          the name of the edge attribute will be ‘weight’.
-
-        @raise ValueError: if the weighted and multiple are passed together.
-
-        @return: the graph with a binary vertex attribute named C{"type"} that
-          stores the vertex classes.
-        """
-        is_weighted = True if weighted or weighted == "" else False
-        if is_weighted and multiple:
-            raise ValueError("arguments weighted and multiple can not co-exist")
-        result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
-        result.vs["type"] = types
-        if is_weighted:
-            weight_attr = "weight" if weighted is True else weighted
-            _, rows, _ = result.get_incidence()
-            num_vertices_of_first_kind = len(rows)
-            for edge in result.es:
-                source, target = edge.tuple
-                if source in rows:
-                    edge[weight_attr] = matrix[source][
-                        target - num_vertices_of_first_kind
-                    ]
-                else:
-                    edge[weight_attr] = matrix[target][
-                        source - num_vertices_of_first_kind
-                    ]
-        return result
-
-    @classmethod
-    def DataFrame(cls, edges, directed=True, vertices=None, use_vids=True):
-        """Generates a graph from one or two dataframes.
-
-        @param edges: pandas DataFrame containing edges and metadata. The first
-          two columns of this DataFrame contain the source and target vertices
-          for each edge. These indicate the vertex IDs as nonnegative integers
-          rather than vertex *names* unless `use_vids` is False. Further columns
-          may contain edge attributes.
-        @param directed: bool setting whether the graph is directed
-        @param vertices: None (default) or pandas DataFrame containing vertex
-          metadata. The DataFrame's index must contain the vertex IDs as a
-          sequence of intergers from `0` to `len(vertices) - 1`. If `use_vids`
-          is False, the first column must contain the unique vertex *names*.
-          Although vertex names are usually strings, they can be any hashable
-          object. All other columns will be added as vertex attributes by column
-          name.
-        @use_vids: whether to interpret the first two columns of the `edges`
-          argument as vertex ids (0-based integers) instead of vertex names.
-          If this argument is set to True and the first two columns of `edges`
-          are not integers, an error is thrown.
-
-        @return: the graph
-
-        Vertex names in either the `edges` or `vertices` arguments that are set
-        to NaN (not a number) will be set to the string "NA". That might lead
-        to unexpected behaviour: fill your NaNs with values before calling this
-        function to mitigate.
-        """
-        try:
-            import pandas as pd
-        except ImportError:
-            raise ImportError("You should install pandas in order to use this function")
-        try:
-            import numpy as np
-        except:
-            raise ImportError("You should install numpy in order to use this function")
-
-        if edges.shape[1] < 2:
-            raise ValueError("The 'edges' DataFrame must contain at least two columns")
-        if vertices is not None and vertices.shape[1] < 1:
-            raise ValueError(
-                "The 'vertices' DataFrame must contain at least one column"
-            )
-
-        if use_vids:
-            if not (
-                str(edges.dtypes[0]).startswith("int")
-                and str(edges.dtypes[1]).startswith("int")
-            ):
-                raise TypeError(
-                    f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
-                )
-            elif (edges.iloc[:, :2] < 0).any(axis=None):
-                raise ValueError("Source and target IDs must not be negative")
-            if vertices is not None:
-                vertices = vertices.sort_index()
-                if not vertices.index.equals(
-                    pd.RangeIndex.from_range(range(vertices.shape[0]))
-                ):
-                    if not str(vertices.index.dtype).startswith("int"):
-                        raise TypeError(
-                            f"Vertex IDs must be 0-based integers, found type {vertices.index.dtype}"
-                        )
-                    elif (vertices.index < 0).any(axis=None):
-                        raise ValueError("Vertex IDs must not be negative")
-                    else:
-                        raise ValueError(
-                            f"Vertex IDs must be an integer sequence from 0 to {vertices.shape[0] - 1}"
-                        )
-        else:
-            # Handle if some source and target names in 'edges' are 'NA'
-            if edges.iloc[:, :2].isna().any(axis=None):
-                warn(
-                    "In the first two columns of 'edges' NA elements were replaced with string \"NA\""
-                )
-                edges = edges.copy()
-                edges.iloc[:, :2].fillna("NA", inplace=True)
-
-            # Bring DataFrame(s) into same format as with 'use_vids=True'
-            if vertices is None:
-                vertices = pd.DataFrame({"name": np.unique(edges.values[:, :2])})
-
-            if vertices.iloc[:, 0].isna().any():
-                warn(
-                    "In the first column of 'vertices' NA elements were replaced with string \"NA\""
-                )
-                vertices = vertices.copy()
-                vertices.iloc[:, 0].fillna("NA", inplace=True)
-
-            if vertices.iloc[:, 0].duplicated().any():
-                raise ValueError("Vertex names must be unique")
-
-            if vertices.shape[1] > 1 and "name" in vertices.columns[1:]:
-                raise ValueError(
-                    "Vertex attribute conflict: DataFrame already contains column 'name'"
-                )
-
-            vertices = vertices.rename(
-                {vertices.columns[0]: "name"}, axis=1
-            ).reset_index(drop=True)
-
-            # Map source and target names in 'edges' to IDs
-            vid_map = pd.Series(vertices.index, index=vertices.iloc[:, 0])
-            edges = edges.copy()
-            edges.iloc[:, 0] = edges.iloc[:, 0].map(vid_map)
-            edges.iloc[:, 1] = edges.iloc[:, 1].map(vid_map)
-
-        # Create graph
-        if vertices is None:
-            nv = edges.iloc[:, :2].max().max() + 1
-            g = Graph(n=nv, directed=directed)
-        else:
-            if not edges.iloc[:, :2].isin(vertices.index).all(axis=None):
-                raise ValueError(
-                    "Some vertices in the edge DataFrame are missing from vertices DataFrame"
-                )
-            nv = vertices.shape[0]
-            g = Graph(n=nv, directed=directed)
-            # Add vertex attributes
-            for col in vertices.columns:
-                g.vs[col] = vertices[col].tolist()
-
-        # add edges including optional attributes
-        e_list = list(edges.iloc[:, :2].itertuples(index=False, name=None))
-        e_attr = (
-            edges.iloc[:, 2:].to_dict(orient="list") if edges.shape[1] > 2 else None
-        )
-        g.add_edges(e_list, e_attr)
-
-        return g
-
-    def get_vertex_dataframe(self):
-        """Export vertices with attributes to pandas.DataFrame
-
-        If you want to use vertex names as index, you can do:
-
-        >>> from string import ascii_letters
-        >>> graph = Graph.GRG(25, 0.4)
-        >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
-        >>> df = graph.get_vertex_dataframe()
-        >>> df.set_index('name', inplace=True)
-
-        @return: a pandas.DataFrame representing vertices and their attributes.
-          The index uses vertex IDs, from 0 to N - 1 where N is the number of
-          vertices.
-        """
-        try:
-            import pandas as pd
-        except ImportError:
-            raise ImportError("You should install pandas in order to use this function")
-
-        df = pd.DataFrame(
-            {attr: self.vs[attr] for attr in self.vertex_attributes()},
-            index=list(range(self.vcount())),
-        )
-        df.index.name = "vertex ID"
-
-        return df
-
-    def get_edge_dataframe(self):
-        """Export edges with attributes to pandas.DataFrame
-
-        If you want to use source and target vertex IDs as index, you can do:
-
-        >>> from string import ascii_letters
-        >>> graph = Graph.GRG(25, 0.4)
-        >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
-        >>> df = graph.get_edge_dataframe()
-        >>> df.set_index(['source', 'target'], inplace=True)
-
-        The index will be a pandas.MultiIndex. You can use the `drop=False`
-        option to keep the `source` and `target` columns.
-
-        If you want to use vertex names in the source and target columns:
-
-        >>> df = graph.get_edge_dataframe()
-        >>> df_vert = graph.get_vertex_dataframe()
-        >>> df['source'].replace(df_vert['name'], inplace=True)
-        >>> df['target'].replace(df_vert['name'], inplace=True)
-        >>> df_vert.set_index('name', inplace=True)  # Optional
-
-        @return: a pandas.DataFrame representing edges and their attributes.
-          The index uses edge IDs, from 0 to M - 1 where M is the number of
-          edges. The first two columns of the dataframe represent the IDs of
-          source and target vertices for each edge. These columns have names
-          "source" and "target". If your edges have attributes with the same
-          names, they will be present in the dataframe, but not in the first
-          two columns.
-        """
-        try:
-            import pandas as pd
-        except ImportError:
-            raise ImportError("You should install pandas in order to use this function")
-
-        df = pd.DataFrame(
-            {attr: self.es[attr] for attr in self.edge_attributes()},
-            index=list(range(self.ecount())),
-        )
-        df.index.name = "edge ID"
-
-        df.insert(0, "source", [e.source for e in self.es], allow_duplicates=True)
-        df.insert(1, "target", [e.target for e in self.es], allow_duplicates=True)
-
-        return df
-
     def bipartite_projection(
         self, types="type", multiplicity=True, probe1=-1, which="both"
     ):
@@ -4189,7 +2582,6 @@ def __plot__(self, backend, context, *args, **kwds):
         drawer = kwds.pop(
             "drawer_factory",
             DrawerDirectory.resolve(self, backend)(context),
-
         )
         drawer.draw(self, *args, **kwds)
 
@@ -5317,4 +3709,34 @@ def write(graph, filename, *args, **kwds):
 
 
 config = init_configuration()
-del construct_graph_from_formula
+
+# Remove constructors from namespace
+del (
+    construct_graph_from_formula,
+    _construct_graph_from_graphmlz_file,
+    _construct_graph_from_dimacs_file,
+    _construct_graph_from_pickle_file,
+    _construct_graph_from_picklez_file,
+    _construct_graph_from_adjacency_file,
+    _construct_graph_from_file,
+    _construct_graph_from_dict_list,
+    _construct_graph_from_tuple_list,
+    _construct_graph_from_list_dict,
+    _construct_graph_from_dict_dict,
+    _construct_graph_from_adjacency,
+    _construct_graph_from_weighted_adjacency,
+    _construct_graph_from_dataframe,
+    _construct_random_geometric_graph,
+    _construct_bipartite_graph,
+    _construct_incidence_bipartite_graph,
+    _construct_full_bipartite_graph,
+    _construct_random_bipartite_graph,
+    _construct_graph_from_networkx,
+    _export_graph_to_networkx,
+    _construct_graph_from_graph_tool,
+    _export_graph_to_graph_tool,
+    _export_graph_to_list_dict,
+    _export_graph_to_dict_dict,
+    _export_graph_to_dict_list,
+    _export_graph_to_tuple_list,
+)
diff --git a/src/igraph/io/__init__.py b/src/igraph/io/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
new file mode 100644
index 000000000..0cb81688e
--- /dev/null
+++ b/src/igraph/io/adjacency.py
@@ -0,0 +1,146 @@
+from igraph.sparse_matrix import (
+    _graph_from_sparse_matrix,
+    _graph_from_weighted_sparse_matrix,
+)
+
+
+def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwargs):
+    """Generates a graph from its adjacency matrix.
+
+    @param matrix: the adjacency matrix. Possible types are:
+      - a list of lists
+      - a numpy 2D array or matrix (will be converted to list of lists)
+      - a scipy.sparse matrix (will be converted to a COO matrix, but not
+        to a dense matrix)
+      - a pandas.DataFrame (column/row names must match, and will be used
+        as vertex names).
+    @param mode: the mode to be used. Possible values are:
+      - C{"directed"} - the graph will be directed and a matrix
+        element gives the number of edges between two vertex.
+      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"max"} - undirected graph will be created and the number of
+        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
+      - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
+      - C{"upper"} - undirected graph with the upper right triangle of
+        the matrix (including the diagonal)
+      - C{"lower"} - undirected graph with the lower left triangle of
+        the matrix (including the diagonal)
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    try:
+        import numpy as np
+    except ImportError:
+        np = None
+
+    try:
+        from scipy import sparse
+    except ImportError:
+        sparse = None
+
+    try:
+        import pandas as pd
+    except ImportError:
+        pd = None
+
+    if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
+        return _graph_from_sparse_matrix(cls, matrix, mode=mode)
+
+    if (pd is not None) and isinstance(matrix, pd.DataFrame):
+        vertex_names = matrix.index.tolist()
+        matrix = matrix.values
+    else:
+        vertex_names = None
+
+    if (np is not None) and isinstance(matrix, np.ndarray):
+        matrix = matrix.tolist()
+
+    graph = super(Graph, cls).Adjacency(matrix, mode=mode)
+
+    # Add vertex names if present
+    if vertex_names is not None:
+        graph.vs["name"] = vertex_names
+
+    return graph
+
+
+def _construct_graph_from_weighted_adjacency(
+    cls, matrix, mode="directed", attr="weight", loops=True
+):
+    """Generates a graph from its weighted adjacency matrix.
+
+    @param matrix: the adjacency matrix. Possible types are:
+      - a list of lists
+      - a numpy 2D array or matrix (will be converted to list of lists)
+      - a scipy.sparse matrix (will be converted to a COO matrix, but not
+        to a dense matrix)
+    @param mode: the mode to be used. Possible values are:
+      - C{"directed"} - the graph will be directed and a matrix
+        element gives the number of edges between two vertex.
+      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"max"}   - undirected graph will be created and the number of
+        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
+      - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
+      - C{"upper"} - undirected graph with the upper right triangle of
+        the matrix (including the diagonal)
+      - C{"lower"} - undirected graph with the lower left triangle of
+        the matrix (including the diagonal)
+
+      These values can also be given as strings without the C{ADJ} prefix.
+    @param attr: the name of the edge attribute that stores the edge
+      weights.
+    @param loops: whether to include loop edges. When C{False}, the diagonal
+      of the adjacency matrix will be ignored.
+
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    try:
+        import numpy as np
+    except ImportError:
+        np = None
+
+    try:
+        from scipy import sparse
+    except ImportError:
+        sparse = None
+
+    try:
+        import pandas as pd
+    except ImportError:
+        pd = None
+
+    if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
+        return _graph_from_weighted_sparse_matrix(
+            cls,
+            matrix,
+            mode=mode,
+            attr=attr,
+            loops=loops,
+        )
+
+    if (pd is not None) and isinstance(matrix, pd.DataFrame):
+        vertex_names = matrix.index.tolist()
+        matrix = matrix.values
+    else:
+        vertex_names = None
+
+    if (np is not None) and isinstance(matrix, np.ndarray):
+        matrix = matrix.tolist()
+
+    graph = super(Graph, cls).Weighted_Adjacency(
+        matrix,
+        mode=mode,
+        attr=attr,
+        loops=loops,
+    )
+
+    # Add vertex names if present
+    if vertex_names is not None:
+        graph.vs["name"] = vertex_names
+
+    return graph
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
new file mode 100644
index 000000000..aa359b8f1
--- /dev/null
+++ b/src/igraph/io/bipartite.py
@@ -0,0 +1,152 @@
+def _construct_incidence_bipartite_graph(
+    cls,
+    matrix,
+    directed=False,
+    mode="out",
+    multiple=False,
+    weighted=None,
+    *args,
+    **kwds
+):
+    """Creates a bipartite graph from an incidence matrix.
+
+    Example:
+
+    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+
+    @param matrix: the incidence matrix.
+    @param directed: whether to create a directed graph.
+    @param mode: defines the direction of edges in the graph. If
+      C{"out"}, then edges go from vertices of the first kind
+      (corresponding to rows of the matrix) to vertices of the
+      second kind (the columns of the matrix). If C{"in"}, the
+      opposite direction is used. C{"all"} creates mutual edges.
+      Ignored for undirected graphs.
+    @param multiple: defines what to do with non-zero entries in the
+      matrix. If C{False}, non-zero entries will create an edge no matter
+      what the value is. If C{True}, non-zero entries are rounded up to
+      the nearest integer and this will be the number of multiple edges
+      created.
+    @param weighted: defines whether to create a weighted graph from the
+      incidence matrix. If it is c{None} then an unweighted graph is created
+      and the multiple argument is used to determine the edges of the graph.
+      If it is a string then for every non-zero matrix entry, an edge is created
+      and the value of the entry is added as an edge attribute named by the
+      weighted argument. If it is C{True} then a weighted graph is created and
+      the name of the edge attribute will be ‘weight’.
+
+    @raise ValueError: if the weighted and multiple are passed together.
+
+    @return: the graph with a binary vertex attribute named C{"type"} that
+      stores the vertex classes.
+    """
+    is_weighted = True if weighted or weighted == "" else False
+    if is_weighted and multiple:
+        raise ValueError("arguments weighted and multiple can not co-exist")
+    result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
+    result.vs["type"] = types
+    if is_weighted:
+        weight_attr = "weight" if weighted is True else weighted
+        _, rows, _ = result.get_incidence()
+        num_vertices_of_first_kind = len(rows)
+        for edge in result.es:
+            source, target = edge.tuple
+            if source in rows:
+                edge[weight_attr] = matrix[source][target - num_vertices_of_first_kind]
+            else:
+                edge[weight_attr] = matrix[target][source - num_vertices_of_first_kind]
+    return result
+
+
+def _construct_bipartite_graph(cls, types, edges, directed=False, *args, **kwds):
+    """Creates a bipartite graph with the given vertex types and edges.
+    This is similar to the default constructor of the graph, the
+    only difference is that it checks whether all the edges go
+    between the two vertex classes and it assigns the type vector
+    to a C{type} attribute afterwards.
+
+    Examples:
+
+    >>> g = Graph.Bipartite([0, 1, 0, 1], [(0, 1), (2, 3), (0, 3)])
+    >>> g.is_bipartite()
+    True
+    >>> g.vs["type"]
+    [False, True, False, True]
+
+    @param types: the vertex types as a boolean list. Anything that
+      evaluates to C{False} will denote a vertex of the first kind,
+      anything that evaluates to C{True} will denote a vertex of the
+      second kind.
+    @param edges: the edges as a list of tuples.
+    @param directed: whether to create a directed graph. Bipartite
+      networks are usually undirected, so the default is C{False}
+
+    @return: the graph with a binary vertex attribute named C{"type"} that
+      stores the vertex classes.
+    """
+    result = cls._Bipartite(types, edges, directed, *args, **kwds)
+    result.vs["type"] = [bool(x) for x in types]
+    return result
+
+
+def _construct_full_bipartite_graph(
+    cls, n1, n2, directed=False, mode="all", *args, **kwds
+):
+    """Generates a full bipartite graph (directed or undirected, with or
+    without loops).
+
+    >>> g = Graph.Full_Bipartite(2, 3)
+    >>> g.is_bipartite()
+    True
+    >>> g.vs["type"]
+    [False, False, True, True, True]
+
+    @param n1: the number of vertices of the first kind.
+    @param n2: the number of vertices of the second kind.
+    @param directed: whether tp generate a directed graph.
+    @param mode: if C{"out"}, then all vertices of the first kind are
+      connected to the others; C{"in"} specifies the opposite direction,
+      C{"all"} creates mutual edges. Ignored for undirected graphs.
+
+    @return: the graph with a binary vertex attribute named C{"type"} that
+      stores the vertex classes.
+    """
+    result, types = cls._Full_Bipartite(n1, n2, directed, mode, *args, **kwds)
+    result.vs["type"] = types
+    return result
+
+
+def _construct_random_bipartite_graph(
+    cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds
+):
+    """Generates a random bipartite graph with the given number of vertices and
+    edges (if m is given), or with the given number of vertices and the given
+    connection probability (if p is given).
+
+    If m is given but p is not, the generated graph will have n1 vertices of
+    type 1, n2 vertices of type 2 and m randomly selected edges between them. If
+    p is given but m is not, the generated graph will have n1 vertices of type 1
+    and n2 vertices of type 2, and each edge will exist between them with
+    probability p.
+
+    @param n1: the number of vertices of type 1.
+    @param n2: the number of vertices of type 2.
+    @param p: the probability of edges. If given, C{m} must be missing.
+    @param m: the number of edges. If given, C{p} must be missing.
+    @param directed: whether to generate a directed graph.
+    @param neimode: if the graph is directed, specifies how the edges will be
+      generated. If it is C{"all"}, edges will be generated in both directions
+      (from type 1 to type 2 and vice versa) independently. If it is C{"out"}
+      edges will always point from type 1 to type 2. If it is C{"in"}, edges
+      will always point from type 2 to type 1. This argument is ignored for
+      undirected graphs.
+    """
+    if p is None:
+        p = -1
+    if m is None:
+        m = -1
+    result, types = cls._Random_Bipartite(
+        n1, n2, p, m, directed, neimode, *args, **kwds
+    )
+    result.vs["type"] = types
+    return result
diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
new file mode 100644
index 000000000..96c2ea41e
--- /dev/null
+++ b/src/igraph/io/files.py
@@ -0,0 +1,487 @@
+import gzip
+from shutil import copyfileobj
+from warnings import warn
+
+from igraph._igraph import GraphBase
+from igraph.utils import (
+    named_temporary_file,
+)
+
+
+def _identify_format(filename):
+    """_identify_format(filename)
+
+    Tries to identify the format of the graph stored in the file with the
+    given filename. It identifies most file formats based on the extension
+    of the file (and not on syntactic evaluation). The only exception is
+    the adjacency matrix format and the edge list format: the first few
+    lines of the file are evaluated to decide between the two.
+
+    @note: Internal function, should not be called directly.
+
+    @param filename: the name of the file or a file object whose C{name}
+      attribute is set.
+    @return: the format of the file as a string.
+    """
+    import os.path
+
+    if hasattr(filename, "name") and hasattr(filename, "read"):
+        # It is most likely a file
+        try:
+            filename = filename.name
+        except Exception:
+            return None
+
+    root, ext = os.path.splitext(filename)
+    ext = ext.lower()
+
+    if ext == ".gz":
+        _, ext2 = os.path.splitext(root)
+        ext2 = ext2.lower()
+        if ext2 == ".pickle":
+            return "picklez"
+        elif ext2 == ".graphml":
+            return "graphmlz"
+
+    if ext in [
+        ".graphml",
+        ".graphmlz",
+        ".lgl",
+        ".ncol",
+        ".pajek",
+        ".gml",
+        ".dimacs",
+        ".edgelist",
+        ".edges",
+        ".edge",
+        ".net",
+        ".pickle",
+        ".picklez",
+        ".dot",
+        ".gw",
+        ".lgr",
+        ".dl",
+    ]:
+        return ext[1:]
+
+    if ext == ".txt" or ext == ".dat":
+        # Most probably an adjacency matrix or an edge list
+        f = open(filename, "r")
+        line = f.readline()
+        if line is None:
+            return "edges"
+        parts = line.strip().split()
+        if len(parts) == 2:
+            line = f.readline()
+            if line is None:
+                return "edges"
+            parts = line.strip().split()
+            if len(parts) == 2:
+                line = f.readline()
+                if line is None:
+                    # This is a 2x2 matrix, it can be a matrix or an edge
+                    # list as well and we cannot decide
+                    return None
+                else:
+                    parts = line.strip().split()
+                    if len(parts) == 0:
+                        return None
+                return "edges"
+            else:
+                # Not a matrix
+                return None
+        else:
+            return "adjacency"
+
+
+def _construct_graph_from_adjacency_file(
+    cls, f, sep=None, comment_char="#", attribute=None, *args, **kwds
+):
+    """Constructs a graph based on an adjacency matrix from the given file.
+
+    Additional positional and keyword arguments not mentioned here are
+    passed intact to L{Adjacency}.
+
+    @param f: the name of the file to be read or a file object
+    @param sep: the string that separates the matrix elements in a row.
+      C{None} means an arbitrary sequence of whitespace characters.
+    @param comment_char: lines starting with this string are treated
+      as comments.
+    @param attribute: an edge attribute name where the edge weights are
+      stored in the case of a weighted adjacency matrix. If C{None},
+      no weights are stored, values larger than 1 are considered as
+      edge multiplicities.
+    @return: the created graph"""
+    if isinstance(f, str):
+        f = open(f)
+
+    matrix, ri = [], 0
+    for line in f:
+        line = line.strip()
+        if len(line) == 0:
+            continue
+        if line.startswith(comment_char):
+            continue
+        row = [float(x) for x in line.split(sep)]
+        matrix.append(row)
+        ri += 1
+
+    f.close()
+
+    if attribute is None:
+        graph = cls.Adjacency(matrix, *args, **kwds)
+    else:
+        kwds["attr"] = attribute
+        graph = cls.Weighted_Adjacency(matrix, *args, **kwds)
+
+    return graph
+
+
+def _construct_graph_from_dimacs_file(cls, f, directed=False):
+    """Reads a graph from a file conforming to the DIMACS minimum-cost flow
+    file format.
+
+    For the exact definition of the format, see
+    U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}.
+
+    Restrictions compared to the official description of the format are
+    as follows:
+
+      - igraph's DIMACS reader requires only three fields in an arc
+        definition, describing the edge's source and target node and
+        its capacity.
+      - Source vertices are identified by 's' in the FLOW field, target
+        vertices are identified by 't'.
+      - Node indices start from 1. Only a single source and target node
+        is allowed.
+
+    @param f: the name of the file or a Python file handle
+    @param directed: whether the generated graph should be directed.
+    @return: the generated graph. The indices of the source and target
+      vertices are attached as graph attributes C{source} and C{target},
+      the edge capacities are stored in the C{capacity} edge attribute.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    graph, source, target, cap = super(Graph, cls).Read_DIMACS(f, directed)
+    graph.es["capacity"] = cap
+    graph["source"] = source
+    graph["target"] = target
+    return graph
+
+
+def _construct_graph_from_graphmlz_file(cls, f, directed=True, index=0):
+    """Reads a graph from a zipped GraphML file.
+
+    @param f: the name of the file
+    @param index: if the GraphML file contains multiple graphs,
+      specified the one that should be loaded. Graph indices
+      start from zero, so if you want to load the first graph,
+      specify 0 here.
+    @return: the loaded graph object"""
+    with named_temporary_file() as tmpfile:
+        with open(tmpfile, "wb") as outf:
+            copyfileobj(gzip.GzipFile(f, "rb"), outf)
+        return cls.Read_GraphML(tmpfile, directed=directed, index=index)
+
+
+def _construct_graph_from_pickle_file(cls, fname=None):
+    """Reads a graph from Python pickled format
+
+    @param fname: the name of the file, a stream to read from, or
+      a string containing the pickled data.
+    @return: the created graph object.
+    """
+    import pickle as pickle
+
+    if hasattr(fname, "read"):
+        # Probably a file or a file-like object
+        result = pickle.load(fname)
+    else:
+        try:
+            fp = open(fname, "rb")
+        except UnicodeDecodeError:
+            try:
+                # We are on Python 3.6 or above and we are passing a pickled
+                # stream that cannot be decoded as Unicode. Try unpickling
+                # directly.
+                result = pickle.loads(fname)
+            except TypeError:
+                raise IOError(
+                    "Cannot load file. If fname is a file name, that "
+                    "filename may be incorrect."
+                )
+        except IOError:
+            try:
+                # No file with the given name, try unpickling directly.
+                result = pickle.loads(fname)
+            except TypeError:
+                raise IOError(
+                    "Cannot load file. If fname is a file name, that "
+                    "filename may be incorrect."
+                )
+        else:
+            result = pickle.load(fp)
+            fp.close()
+
+    if not isinstance(result, cls):
+        raise TypeError("unpickled object is not a %s" % cls.__name__)
+
+    return result
+
+
+def _construct_graph_from_picklez_file(cls, fname):
+    """Reads a graph from compressed Python pickled format, uncompressing
+    it on-the-fly.
+
+    @param fname: the name of the file or a stream to read from.
+    @return: the created graph object.
+    """
+    import pickle as pickle
+
+    if hasattr(fname, "read"):
+        # Probably a file or a file-like object
+        if isinstance(fname, gzip.GzipFile):
+            result = pickle.load(fname)
+        else:
+            result = pickle.load(gzip.GzipFile(mode="rb", fileobj=fname))
+    else:
+        result = pickle.load(gzip.open(fname, "rb"))
+
+    if not isinstance(result, cls):
+        raise TypeError("unpickled object is not a %s" % cls.__name__)
+
+    return result
+
+
+def _construct_graph_from_file(cls, f, format=None, *args, **kwds):
+    """Unified reading function for graphs.
+
+    This method tries to identify the format of the graph given in
+    the first parameter and calls the corresponding reader method.
+
+    The remaining arguments are passed to the reader method without
+    any changes.
+
+    @param f: the file containing the graph to be loaded
+    @param format: the format of the file (if known in advance).
+      C{None} means auto-detection. Possible values are: C{"ncol"}
+      (NCOL format), C{"lgl"} (LGL format), C{"graphdb"} (GraphDB
+      format), C{"graphml"}, C{"graphmlz"} (GraphML and gzipped
+      GraphML format), C{"gml"} (GML format), C{"net"}, C{"pajek"}
+      (Pajek format), C{"dimacs"} (DIMACS format), C{"edgelist"},
+      C{"edges"} or C{"edge"} (edge list), C{"adjacency"}
+      (adjacency matrix), C{"dl"} (DL format used by UCINET),
+      C{"pickle"} (Python pickled format),
+      C{"picklez"} (gzipped Python pickled format)
+    @raises IOError: if the file format can't be identified and
+      none was given.
+    """
+    if format is None:
+        format = _identify_format(f)
+    try:
+        reader = cls._format_mapping[format][0]
+    except (KeyError, IndexError):
+        raise IOError("unknown file format: %s" % str(format))
+    if reader is None:
+        raise IOError("no reader method for file format: %s" % str(format))
+    reader = getattr(cls, reader)
+    return reader(f, *args, **kwds)
+
+
+def _write_graph_to_adjacency_file(graph, f, sep=" ", eol="\n", *args, **kwds):
+    """Writes the adjacency matrix of the graph to the given file
+
+    All the remaining arguments not mentioned here are passed intact
+    to L{Graph.get_adjacency}.
+
+    @param f: the name of the file to be written.
+    @param sep: the string that separates the matrix elements in a row
+    @param eol: the string that separates the rows of the matrix. Please
+      note that igraph is able to read back the written adjacency matrix
+      if and only if this is a single newline character
+    """
+    if isinstance(f, str):
+        f = open(f, "w")
+    matrix = graph.get_adjacency(*args, **kwds)
+    for row in matrix:
+        f.write(sep.join(map(str, row)))
+        f.write(eol)
+    f.close()
+
+
+def _write_graph_to_dimacs_file(
+    graph, f, source=None, target=None, capacity="capacity"
+):
+    """Writes the graph in DIMACS format to the given file.
+
+    @param f: the name of the file to be written or a Python file handle.
+    @param source: the source vertex ID. If C{None}, igraph will try to
+      infer it from the C{source} graph attribute.
+    @param target: the target vertex ID. If C{None}, igraph will try to
+      infer it from the C{target} graph attribute.
+    @param capacity: the capacities of the edges in a list or the name of
+      an edge attribute that holds the capacities. If there is no such
+      edge attribute, every edge will have a capacity of 1.
+    """
+    if source is None:
+        try:
+            source = graph["source"]
+        except KeyError:
+            raise ValueError(
+                "source vertex must be provided in the 'source' graph "
+                "attribute or in the 'source' argument of write_dimacs()"
+            )
+
+    if target is None:
+        try:
+            target = graph["target"]
+        except KeyError:
+            raise ValueError(
+                "target vertex must be provided in the 'target' graph "
+                "attribute or in the 'target' argument of write_dimacs()"
+            )
+
+    if isinstance(capacity, str) and capacity not in graph.edge_attributes():
+        warn("'%s' edge attribute does not exist" % capacity)
+        capacity = [1] * graph.ecount()
+
+    return GraphBase.write_dimacs(graph, f, source, target, capacity)
+
+
+def _write_graph_to_graphmlz_file(graph, f, compresslevel=9):
+    """Writes the graph to a zipped GraphML file.
+
+    The library uses the gzip compression algorithm, so the resulting
+    file can be unzipped with regular gzip uncompression (like
+    C{gunzip} or C{zcat} from Unix command line) or the Python C{gzip}
+    module.
+
+    Uses a temporary file to store intermediate GraphML data, so
+    make sure you have enough free space to store the unzipped
+    GraphML file as well.
+
+    @param f: the name of the file to be written.
+    @param compresslevel: the level of compression. 1 is fastest and
+      produces the least compression, and 9 is slowest and produces
+      the most compression."""
+    with named_temporary_file() as tmpfile:
+        graph.write_graphml(tmpfile)
+        outf = gzip.GzipFile(f, "wb", compresslevel)
+        copyfileobj(open(tmpfile, "rb"), outf)
+        outf.close()
+
+
+def _write_graph_to_pickle_file(graph, fname=None, version=-1):
+    """Saves the graph in Python pickled format
+
+    @param fname: the name of the file or a stream to save to. If
+      C{None}, saves the graph to a string and returns the string.
+    @param version: pickle protocol version to be used. If -1, uses
+      the highest protocol available
+    @return: C{None} if the graph was saved successfully to the
+      given file, or a string if C{fname} was C{None}.
+    """
+    import pickle as pickle
+
+    if fname is None:
+        return pickle.dumps(graph, version)
+    if not hasattr(fname, "write"):
+        file_was_opened = True
+        fname = open(fname, "wb")
+    else:
+        file_was_opened = False
+    result = pickle.dump(graph, fname, version)
+    if file_was_opened:
+        fname.close()
+    return result
+
+
+def _write_graph_to_picklez_file(graph, fname=None, version=-1):
+    """Saves the graph in Python pickled format, compressed with
+    gzip.
+
+    Saving in this format is a bit slower than saving in a Python pickle
+    without compression, but the final file takes up much less space on
+    the hard drive.
+
+    @param fname: the name of the file or a stream to save to.
+    @param version: pickle protocol version to be used. If -1, uses
+      the highest protocol available
+    @return: C{None} if the graph was saved successfully to the
+      given file.
+    """
+    import pickle as pickle
+
+    file_was_opened = False
+
+    if not hasattr(fname, "write"):
+        file_was_opened = True
+        fname = gzip.open(fname, "wb")
+    elif not isinstance(fname, gzip.GzipFile):
+        file_was_opened = True
+        fname = gzip.GzipFile(mode="wb", fileobj=fname)
+
+    result = pickle.dump(graph, fname, version)
+
+    if file_was_opened:
+        fname.close()
+
+    return result
+
+
+def _write_graph_to_file(graph, f, format=None, *args, **kwds):
+    """Unified writing function for graphs.
+
+    This method tries to identify the format of the graph given in
+    the first parameter (based on extension) and calls the corresponding
+    writer method.
+
+    The remaining arguments are passed to the writer method without
+    any changes.
+
+    @param f: the file containing the graph to be saved
+    @param format: the format of the file (if one wants to override the
+      format determined from the filename extension, or the filename itself
+      is a stream). C{None} means auto-detection. Possible values are:
+
+        - C{"adjacency"}: adjacency matrix format
+
+        - C{"dimacs"}: DIMACS format
+
+        - C{"dot"}, C{"graphviz"}: GraphViz DOT format
+
+        - C{"edgelist"}, C{"edges"} or C{"edge"}: numeric edge list format
+
+        - C{"gml"}: GML format
+
+        - C{"graphml"} and C{"graphmlz"}: standard and gzipped GraphML
+          format
+
+        - C{"gw"}, C{"leda"}, C{"lgr"}: LEDA native format
+
+        - C{"lgl"}: LGL format
+
+        - C{"ncol"}: NCOL format
+
+        - C{"net"}, C{"pajek"}: Pajek format
+
+        - C{"pickle"}, C{"picklez"}: standard and gzipped Python pickled
+          format
+
+        - C{"svg"}: SVG format
+
+    @raises IOError: if the file format can't be identified and
+      none was given.
+    """
+    if format is None:
+        format = _identify_format(f)
+    try:
+        writer = graph._format_mapping[format][1]
+    except (KeyError, IndexError):
+        raise IOError("unknown file format: %s" % str(format))
+    if writer is None:
+        raise IOError("no writer method for file format: %s" % str(format))
+    writer = getattr(graph, writer)
+    return writer(f, *args, **kwds)
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
new file mode 100644
index 000000000..934ab01c0
--- /dev/null
+++ b/src/igraph/io/images.py
@@ -0,0 +1,365 @@
+import math
+
+from igraph.drawing import BoundingBox
+
+
+def _write_graph_to_svg(
+    graph,
+    fname,
+    layout="auto",
+    width=None,
+    height=None,
+    labels="label",
+    colors="color",
+    shapes="shape",
+    vertex_size=10,
+    edge_colors="color",
+    edge_stroke_widths="width",
+    font_size=16,
+    *args,
+    **kwds
+):
+    """Saves the graph as an SVG (Scalable Vector Graphics) file
+
+    The file will be Inkscape (http://inkscape.org) compatible.
+    In Inkscape, as nodes are rearranged, the edges auto-update.
+
+    @param fname: the name of the file or a Python file handle
+    @param layout: the layout of the graph. Can be either an
+      explicitly specified layout (using a list of coordinate
+      pairs) or the name of a layout algorithm (which should
+      refer to a method in the L{Graph} object, but without
+      the C{layout_} prefix.
+    @param width: the preferred width in pixels (default: 400)
+    @param height: the preferred height in pixels (default: 400)
+    @param labels: the vertex labels. Either it is the name of
+      a vertex attribute to use, or a list explicitly specifying
+      the labels. It can also be C{None}.
+    @param colors: the vertex colors. Either it is the name of
+      a vertex attribute to use, or a list explicitly specifying
+      the colors. A color can be anything acceptable in an SVG
+      file.
+    @param shapes: the vertex shapes. Either it is the name of
+      a vertex attribute to use, or a list explicitly specifying
+      the shapes as integers. Shape 0 means hidden (nothing is drawn),
+      shape 1 is a circle, shape 2 is a rectangle and shape 3 is a
+      rectangle that automatically sizes to the inner text.
+    @param vertex_size: vertex size in pixels
+    @param edge_colors: the edge colors. Either it is the name
+      of an edge attribute to use, or a list explicitly specifying
+      the colors. A color can be anything acceptable in an SVG
+      file.
+    @param edge_stroke_widths: the stroke widths of the edges. Either
+      it is the name of an edge attribute to use, or a list explicitly
+      specifying the stroke widths. The stroke width can be anything
+      acceptable in an SVG file.
+    @param font_size: font size. If it is a string, it is written into
+      the SVG file as-is (so you can specify anything which is valid
+      as the value of the C{font-size} style). If it is a number, it
+      is interpreted as pixel size and converted to the proper attribute
+      value accordingly.
+    """
+    if width is None and height is None:
+        width = 400
+        height = 400
+    elif width is None:
+        width = height
+    elif height is None:
+        height = width
+
+    if width <= 0 or height <= 0:
+        raise ValueError("width and height must be positive")
+
+    if isinstance(layout, str):
+        layout = graph.layout(layout, *args, **kwds)
+
+    if isinstance(labels, str):
+        try:
+            labels = graph.vs.get_attribute_values(labels)
+        except KeyError:
+            labels = [x + 1 for x in range(graph.vcount())]
+    elif labels is None:
+        labels = [""] * graph.vcount()
+
+    if isinstance(colors, str):
+        try:
+            colors = graph.vs.get_attribute_values(colors)
+        except KeyError:
+            colors = ["red"] * graph.vcount()
+
+    if isinstance(shapes, str):
+        try:
+            shapes = graph.vs.get_attribute_values(shapes)
+        except KeyError:
+            shapes = [1] * graph.vcount()
+
+    if isinstance(edge_colors, str):
+        try:
+            edge_colors = graph.es.get_attribute_values(edge_colors)
+        except KeyError:
+            edge_colors = ["black"] * graph.ecount()
+
+    if isinstance(edge_stroke_widths, str):
+        try:
+            edge_stroke_widths = graph.es.get_attribute_values(edge_stroke_widths)
+        except KeyError:
+            edge_stroke_widths = [2] * graph.ecount()
+
+    if not isinstance(font_size, str):
+        font_size = "%spx" % str(font_size)
+    else:
+        if ";" in font_size:
+            raise ValueError("font size can't contain a semicolon")
+
+    vcount = graph.vcount()
+    labels.extend(str(i + 1) for i in range(len(labels), vcount))
+    colors.extend(["red"] * (vcount - len(colors)))
+
+    if isinstance(fname, str):
+        f = open(fname, "w")
+        our_file = True
+    else:
+        f = fname
+        our_file = False
+
+    bbox = BoundingBox(layout.bounding_box())
+
+    sizes = [width - 2 * vertex_size, height - 2 * vertex_size]
+    w, h = bbox.width, bbox.height
+
+    ratios = []
+    if w == 0:
+        ratios.append(1.0)
+    else:
+        ratios.append(sizes[0] / w)
+    if h == 0:
+        ratios.append(1.0)
+    else:
+        ratios.append(sizes[1] / h)
+
+    layout = [
+        [
+            (row[0] - bbox.left) * ratios[0] + vertex_size,
+            (row[1] - bbox.top) * ratios[1] + vertex_size,
+        ]
+        for row in layout
+    ]
+
+    directed = graph.is_directed()
+
+    print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
+    print(
+        "<!-- Created by igraph (http://igraph.org/) -->",
+        file=f,
+    )
+    print(file=f)
+    print(
+        '<svg xmlns:dc="http://purl.org/dc/elements/1.1/" '
+        'xmlns:cc="http://creativecommons.org/ns#" '
+        'xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" '
+        'xmlns:svg="http://www.w3.org/2000/svg" '
+        'xmlns="http://www.w3.org/2000/svg" '
+        'xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" '
+        'xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"',
+        file=f,
+    )
+    print('width="{0}px" height="{1}px">'.format(width, height), end=" ", file=f)
+
+    edge_color_dict = {}
+    print('<defs id="defs3">', file=f)
+    for e_col in set(edge_colors):
+        if e_col == "#000000":
+            marker_index = ""
+        else:
+            marker_index = str(len(edge_color_dict))
+        # Print an arrow marker for each possible line color
+        # This is a copy of Inkscape's standard Arrow 2 marker
+        print("<marker", file=f)
+        print('   inkscape:stockid="Arrow2Lend{0}"'.format(marker_index), file=f)
+        print('   orient="auto"', file=f)
+        print('   refY="0.0"', file=f)
+        print('   refX="0.0"', file=f)
+        print('   id="Arrow2Lend{0}"'.format(marker_index), file=f)
+        print('   style="overflow:visible;">', file=f)
+        print("  <path", file=f)
+        print('     id="pathArrow{0}"'.format(marker_index), file=f)
+        print(
+            '     style="font-size:12.0;fill-rule:evenodd;'
+            "stroke-width:0.62500000;stroke-linejoin:round;"
+            'fill:{0}"'.format(e_col),
+            file=f,
+        )
+        print(
+            '     d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 '
+            "L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 "
+            '6.9831476,1.6157441 8.7185878,4.0337352 z "',
+            file=f,
+        )
+        print('     transform="scale(1.1) rotate(180) translate(1,0)" />', file=f)
+        print("</marker>", file=f)
+
+        edge_color_dict[e_col] = "Arrow2Lend{0}".format(marker_index)
+    print("</defs>", file=f)
+    print(
+        '<g inkscape:groupmode="layer" id="layer2" inkscape:label="Lines" '
+        'sodipodi:insensitive="true">',
+        file=f,
+    )
+
+    for eidx, edge in enumerate(graph.es):
+        vidxs = edge.tuple
+        x1 = layout[vidxs[0]][0]
+        y1 = layout[vidxs[0]][1]
+        x2 = layout[vidxs[1]][0]
+        y2 = layout[vidxs[1]][1]
+        angle = math.atan2(y2 - y1, x2 - x1)
+        x2 = x2 - vertex_size * math.cos(angle)
+        y2 = y2 - vertex_size * math.sin(angle)
+
+        print("<path", file=f)
+        print(
+            '    style="fill:none;stroke:{0};stroke-width:{2};'
+            "stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;"
+            'stroke-opacity:1;stroke-dasharray:none{1}"'.format(
+                edge_colors[eidx],
+                ";marker-end:url(#{0})".format(edge_color_dict[edge_colors[eidx]])
+                if directed
+                else "",
+                edge_stroke_widths[eidx],
+            ),
+            file=f,
+        )
+        print('    d="M {0},{1} {2},{3}"'.format(x1, y1, x2, y2), file=f)
+        print('    id="path{0}"'.format(eidx), file=f)
+        print('    inkscape:connector-type="polyline"', file=f)
+        print('    inkscape:connector-curvature="0"', file=f)
+        print('    inkscape:connection-start="#g{0}"'.format(edge.source), file=f)
+        print('    inkscape:connection-start-point="d4"', file=f)
+        print('    inkscape:connection-end="#g{0}"'.format(edge.target), file=f)
+        print('    inkscape:connection-end-point="d4" />', file=f)
+
+    print("  </g>", file=f)
+    print(file=f)
+
+    print(
+        '  <g inkscape:label="Nodes" \
+                    inkscape:groupmode="layer" id="layer1">',
+        file=f,
+    )
+    print("  <!-- Vertices -->", file=f)
+
+    if any(x == 3 for x in shapes):
+        # Only import tkFont if we really need it. Unfortunately, this will
+        # flash up an unneccesary Tk window in some cases
+        import tkinter.font
+        import tkinter as tk
+
+        # This allows us to dynamically size the width of the nodes.
+        # Unfortunately this works only with font sizes specified in pixels.
+        if font_size.endswith("px"):
+            font_size_in_pixels = int(font_size[:-2])
+        else:
+            try:
+                font_size_in_pixels = int(font_size)
+            except Exception:
+                raise ValueError(
+                    "font sizes must be specified in pixels "
+                    "when any of the nodes has shape=3 (i.e. "
+                    "node size determined by text size)"
+                )
+        tk_window = tk.Tk()
+        font = tkinter.font.Font(
+            root=tk_window, font=("Sans", font_size_in_pixels, tkinter.font.NORMAL)
+        )
+    else:
+        tk_window = None
+
+    for vidx in range(graph.vcount()):
+        print(
+            '    <g id="g{0}" transform="translate({1},{2})">'.format(
+                vidx, layout[vidx][0], layout[vidx][1]
+            ),
+            file=f,
+        )
+        if shapes[vidx] == 1:
+            # Undocumented feature: can handle two colors but only for circles
+            c = str(colors[vidx])
+            if " " in c:
+                c = c.split(" ")
+                vs = str(vertex_size)
+                print(
+                    '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
+                                -{0},0" fill="{1}"/>'.format(
+                        vs, c[0]
+                    ),
+                    file=f,
+                )
+                print(
+                    '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
+                                -{0},0" fill="{1}"/>'.format(
+                        vs, c[1]
+                    ),
+                    file=f,
+                )
+                print(
+                    '     <circle cx="0" cy="0" r="{0}" fill="none"/>'.format(vs),
+                    file=f,
+                )
+            else:
+                print(
+                    '     <circle cx="0" cy="0" r="{0}" fill="{1}"/>'.format(
+                        str(vertex_size), str(colors[vidx])
+                    ),
+                    file=f,
+                )
+        elif shapes[vidx] == 2:
+            print(
+                '      <rect x="-{0}" y="-{0}" width="{1}" height="{1}" '
+                'id="rect{2}" style="fill:{3};fill-opacity:1" />'.format(
+                    vertex_size, vertex_size * 2, vidx, colors[vidx]
+                ),
+                file=f,
+            )
+        elif shapes[vidx] == 3:
+            (vertex_width, vertex_height) = (
+                font.measure(str(labels[vidx])) + 2,
+                font.metrics("linespace") + 2,
+            )
+            print(
+                '      <rect ry="5" rx="5" x="-{0}" y="-{1}" width="{2}" '
+                'height="{3}" id="rect{4}" style="fill:{5};fill-opacity:1" '
+                "/>".format(
+                    vertex_width / 2.0,
+                    vertex_height / 2.0,
+                    vertex_width,
+                    vertex_height,
+                    vidx,
+                    colors[vidx],
+                ),
+                file=f,
+            )
+
+        print(
+            '      <text sodipodi:linespacing="125%" y="{0}" x="0" '
+            'id="text{1}" style="font-size:{2};font-style:normal;'
+            "font-weight:normal;text-align:center;line-height:125%;"
+            "letter-spacing:0px;word-spacing:0px;text-anchor:middle;"
+            "fill:#000000;fill-opacity:1;stroke:none;"
+            'font-family:Sans">'.format(vertex_size / 2.0, vidx, font_size),
+            file=f,
+        )
+        print(
+            '<tspan y="{0}" x="0" id="tspan{1}" sodipodi:role="line">'
+            "{2}</tspan></text>".format(vertex_size / 2.0, vidx, str(labels[vidx])),
+            file=f,
+        )
+        print("    </g>", file=f)
+
+    print("</g>", file=f)
+    print(file=f)
+    print("</svg>", file=f)
+
+    if our_file:
+        f.close()
+    if tk_window:
+        tk_window.destroy()
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
new file mode 100644
index 000000000..43512acfa
--- /dev/null
+++ b/src/igraph/io/libraries.py
@@ -0,0 +1,267 @@
+def _export_graph_to_networkx(
+    graph, create_using=None, vertex_attr_hashable="_nx_name"
+):
+    """Converts the graph to networkx format.
+
+    igraph has ordered vertices and edges, but networkx does not. To keep
+    track of the original order, the '_igraph_index' vertex property is
+    added to both vertices and edges.
+
+    @param create_using: specifies which NetworkX graph class to use when
+        constructing the graph. C{None} means to let igraph infer the most
+        appropriate class based on whether the graph is directed and whether
+        it has multi-edges.
+    @param vertex_attr_hashable (str): vertex attribute used to name vertices
+        in the exported network. The default "_nx_name" ensures round trip
+        conversions to/from networkx are lossless.
+    """
+    import networkx as nx
+
+    # Graph: decide on directness and mutliplicity
+    if create_using is None:
+        if graph.has_multiple():
+            cls = nx.MultiDiGraph if graph.is_directed() else nx.MultiGraph
+        else:
+            cls = nx.DiGraph if graph.is_directed() else nx.Graph
+    else:
+        cls = create_using
+
+    # Graph attributes
+    kw = {x: graph[x] for x in graph.attributes()}
+    g = cls(**kw)
+
+    multigraph = isinstance(g, (nx.MultiGraph, nx.MultiDiGraph))
+
+    # Nodes and node attributes
+    for i, v in enumerate(graph.vs):
+        vattr = v.attributes()
+        vattr["_igraph_index"] = i
+
+        # use _nx_name if the attribute is present so we can achieve
+        # a lossless round-trip in terms of vertex names
+        if vertex_attr_hashable in vattr:
+            hashable = vattr.pop(vertex_attr_hashable)
+        else:
+            hashable = i
+
+        # adding nodes one at a time is not slower in networkx
+        g.add_node(hashable, **vattr)
+
+    # Edges and edge attributes
+    for i, edge in enumerate(graph.es):
+        eattr = edge.attributes()
+        eattr["_igraph_index"] = i
+
+        if multigraph and "_nx_multiedge_key" in eattr:
+            eattr["key"] = eattr.pop["_nx_multiedge_key"]
+
+        if vertex_attr_hashable in graph.vertex_attributes():
+            hashable_source = graph.vs[vertex_attr_hashable][edge.source]
+            hashable_target = graph.vs[vertex_attr_hashable][edge.target]
+        else:
+            hashable_source = edge.source
+            hashable_target = edge.target
+
+        # adding edges one at a time is not slower in networkx
+        g.add_edge(hashable_source, hashable_target, **eattr)
+
+    return g
+
+
+def _construct_graph_from_networkx(cls, g, vertex_attr_hashable="_nx_name"):
+    """Converts the graph from networkx
+
+    Vertex names will be stored as a vertex_attr_hashable attribute (usually
+    "_nx_name", but see below). Because python-igraph stored vertices in an
+    ordered manner, vertices will get new ids from 0 up. In case of
+    multigraphs, each edge will have an "_nx_multiedge_key" attribute, to
+    distinguish edges that connect the same two vertices.
+
+    @param g: networkx Graph or DiGraph
+    @param vertex_attr_hashable (str): attribute used to store the Python
+        hashable used by networkx to identify each vertex. The default value
+        '_nx_name' ensures lossless round trip conversions to/from networkx. An
+        alternative choice is 'name': in that case, using strings for vertex
+        names is recommended and, if the graph is re-exported to networkx,
+        Graph.to_networkx(vertex_attr_hashable="name") must be used to recover
+        the correct vertex nomenclature in the exported network.
+
+    """
+    import networkx as nx
+
+    # Graph attributes
+    gattr = dict(g.graph)
+
+    # Nodes
+    vnames = list(g.nodes)
+    vattr = {vertex_attr_hashable: vnames}
+    vcount = len(vnames)
+
+    # Dictionary connecting networkx hashables with igraph indices
+    if len(g) and "_igraph_index" in g.nodes[0]:
+        # Collect _igraph_index and fill gaps
+        idx = [x["_igraph_index"] for v, x in g.nodes.data()]
+        idx.sort()
+        idx_dict = {x: i for i, x in enumerate(idx)}
+
+        vd = {}
+        for v, datum in g.nodes.data():
+            vd[v] = idx_dict[datum["_igraph_index"]]
+    else:
+        vd = {v: i for i, v in enumerate(vnames)}
+
+    # NOTE: we do not need a special class for multigraphs, it is taken
+    # care for at the edge level rather than at the graph level.
+    graph = cls(
+        n=vcount, directed=g.is_directed(), graph_attrs=gattr, vertex_attrs=vattr
+    )
+
+    # Vertex attributes
+    for v, datum in g.nodes.data():
+        for key, val in list(datum.items()):
+            # Get rid of _igraph_index (we used it already)
+            if key == "_igraph_index":
+                continue
+            graph.vs[vd[v]][key] = val
+
+    # Edges and edge attributes
+    eattr_names = {name for (_, _, data) in g.edges.data() for name in data}
+    eattr = {name: [] for name in eattr_names}
+    edges = []
+    # Multigraphs need a hidden attribute for multiedges
+    if isinstance(g, (nx.MultiGraph, nx.MultiDiGraph)):
+        eattr["_nx_multiedge_key"] = []
+        for (u, v, edgekey, data) in g.edges.data(keys=True):
+            edges.append((vd[u], vd[v]))
+            for name in eattr_names:
+                eattr[name].append(data.get(name))
+            eattr["_nx_multiedge_key"].append(edgekey)
+
+    else:
+        for (u, v, data) in g.edges.data():
+            edges.append((vd[u], vd[v]))
+            for name in eattr_names:
+                eattr[name].append(data.get(name))
+
+    # Sort edges if there is a trace of a previous igraph ordering
+    if "_igraph_index" in eattr:
+        # Poor man's argsort
+        sortd = [(i, x) for i, x in enumerate(eattr["_igraph_index"])]
+        sortd.sort(key=lambda x: x[1])
+        idx = [i for i, x in sortd]
+
+        # Get rid of the _igraph_index now
+        del eattr["_igraph_index"]
+
+        # Sort edges
+        edges = [edges[i] for i in idx]
+        # Sort each attribute
+        eattr = {key: [val[i] for i in idx] for key, val in eattr.items()}
+
+    graph.add_edges(edges, eattr)
+
+    return graph
+
+
+def _export_graph_to_graph_tool(
+    graph, graph_attributes=None, vertex_attributes=None, edge_attributes=None
+):
+    """Converts the graph to graph-tool
+
+    Data types: graph-tool only accepts specific data types. See the
+    following web page for a list:
+
+    https://graph-tool.skewed.de/static/doc/quickstart.html
+
+    Note: because of the restricted data types in graph-tool, vertex and
+    edge attributes require to be type-consistent across all vertices or
+    edges. If you set the property for only some vertices/edges, the other
+    will be tagged as None in python-igraph, so they can only be converted
+    to graph-tool with the type 'object' and any other conversion will
+    fail.
+
+    @param graph_attributes: dictionary of graph attributes to transfer.
+      Keys are attributes from the graph, values are data types (see
+      below). C{None} means no graph attributes are transferred.
+    @param vertex_attributes: dictionary of vertex attributes to transfer.
+      Keys are attributes from the vertices, values are data types (see
+      below). C{None} means no vertex attributes are transferred.
+    @param edge_attributes: dictionary of edge attributes to transfer.
+      Keys are attributes from the edges, values are data types (see
+      below). C{None} means no vertex attributes are transferred.
+    """
+    import graph_tool as gt
+
+    # Graph
+    g = gt.Graph(directed=graph.is_directed())
+
+    # Nodes
+    vc = graph.vcount()
+    g.add_vertex(vc)
+
+    # Graph attributes
+    if graph_attributes is not None:
+        for x, dtype in list(graph_attributes.items()):
+            # Strange syntax for setting internal properties
+            gprop = g.new_graph_property(str(dtype))
+            g.graph_properties[x] = gprop
+            g.graph_properties[x] = graph[x]
+
+    # Vertex attributes
+    if vertex_attributes is not None:
+        for x, dtype in list(vertex_attributes.items()):
+            # Create a new vertex property
+            g.vertex_properties[x] = g.new_vertex_property(str(dtype))
+            # Fill the values from the igraph.Graph
+            for i in range(vc):
+                g.vertex_properties[x][g.vertex(i)] = graph.vs[i][x]
+
+    # Edges and edge attributes
+    if edge_attributes is not None:
+        for x, dtype in list(edge_attributes.items()):
+            g.edge_properties[x] = g.new_edge_property(str(dtype))
+    for edge in graph.es:
+        e = g.add_edge(edge.source, edge.target)
+        if edge_attributes is not None:
+            for x, dtype in list(edge_attributes.items()):
+                prop = edge.attributes().get(x, None)
+                g.edge_properties[x][e] = prop
+
+    return g
+
+
+def _construct_graph_from_graph_tool(cls, g):
+    """Converts the graph from graph-tool
+
+    @param g: graph-tool Graph
+    """
+    # Graph attributes
+    gattr = dict(g.graph_properties)
+
+    # Nodes
+    vcount = g.num_vertices()
+
+    # Graph
+    graph = cls(n=vcount, directed=g.is_directed(), graph_attrs=gattr)
+
+    # Node attributes
+    for key, val in g.vertex_properties.items():
+        prop = val.get_array()
+        for i in range(vcount):
+            graph.vs[i][key] = prop[i]
+
+    # Edges and edge attributes
+    # NOTE: graph-tool is quite strongly typed, so each property is always
+    # defined for all edges, using default values for the type. E.g. for a
+    # string property/attribute the missing edges get an empty string.
+    edges = []
+    eattr_names = list(g.edge_properties)
+    eattr = {name: [] for name in eattr_names}
+    for e in g.edges():
+        edges.append((int(e.source()), int(e.target())))
+        for name, attr_map in g.edge_properties.items():
+            eattr[name].append(attr_map[e])
+
+    graph.add_edges(edges, eattr)
+
+    return graph
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
new file mode 100644
index 000000000..8300e1e03
--- /dev/null
+++ b/src/igraph/io/objects.py
@@ -0,0 +1,831 @@
+from collections import defaultdict
+from itertools import repeat
+from warnings import warn
+
+from igraph.datatypes import UniqueIdGenerator
+
+
+def _construct_graph_from_dict_list(
+    cls,
+    vertices,
+    edges,
+    directed=False,
+    vertex_name_attr="name",
+    edge_foreign_keys=("source", "target"),
+    iterative=False,
+):
+    """Constructs a graph from a list-of-dictionaries representation.
+
+    This function is useful when you have two lists of dictionaries, one for
+    vertices and one for edges, each containing their attributes (e.g. name,
+    weight). Of course, the edge dictionary must also contain two special keys
+    that indicate the source and target vertices connected by that edge.
+    Non-list iterables should work as long as they yield dictionaries or
+    dict-like objects (they should have the 'items' and '__getitem__' methods).
+    For instance, a database query result is likely to be fit as long as it's
+    iterable and yields dict-like objects with every iteration.
+
+    @param vertices: the list of dictionaries for the vertices or C{None} if
+      there are no special attributes assigned to vertices and we
+      should simply use the edge list of dicts to infer vertex names.
+    @param edges: the list of dictionaries for the edges. Each dict must have
+      at least the two keys specified by edge_foreign_keys to label the source
+      and target vertices, while additional items will be treated as edge
+      attributes.
+    @param directed: whether the constructed graph will be directed
+    @param vertex_name_attr: the name of the distinguished key in the
+      dicts in the vertex data source that contains the vertex names.
+      Ignored if C{vertices} is C{None}.
+    @param edge_foreign_keys: tuple specifying the attributes in each edge
+      dictionary that contain the source (1st) and target (2nd) vertex names.
+      These items of each dictionary are also added as edge_attributes.
+    @param iterative: whether to add the edges to the graph one by one,
+      iteratively, or to build a large edge list first and use that to
+      construct the graph. The latter approach is faster but it may
+      not be suitable if your dataset is large. The default is to
+      add the edges in a batch from an edge list.
+    @return: the graph that was constructed
+
+    Example:
+
+    >>> vertices = [{'name': 'apple'}, {'name': 'pear'}, {'name': 'peach'}]
+    >>> edges = [{'source': 'apple', 'target': 'pear', 'weight': 1.2},
+    ...          {'source': 'apple', 'target': 'peach', 'weight': 0.9}]
+    >>> g = Graph.DictList(vertices, edges)
+
+    The graph has three vertices with names and two edges with weights.
+    """
+
+    def create_list_from_indices(indices, n):
+        result = [None] * n
+        for i, v in indices:
+            result[i] = v
+        return result
+
+    # Construct the vertices
+    vertex_attrs = {}
+    n = 0
+    if vertices:
+        for idx, vertex_data in enumerate(vertices):
+            for k, v in vertex_data.items():
+                try:
+                    vertex_attrs[k].append((idx, v))
+                except KeyError:
+                    vertex_attrs[k] = [(idx, v)]
+            n += 1
+        for k, v in vertex_attrs.items():
+            vertex_attrs[k] = create_list_from_indices(v, n)
+    else:
+        vertex_attrs[vertex_name_attr] = []
+
+    if vertex_name_attr not in vertex_attrs:
+        raise AttributeError(
+            f'{vertex_name_attr} is not a key of your vertex dictionaries',
+        )
+    vertex_names = vertex_attrs[vertex_name_attr]
+
+    # Check for duplicates in vertex_names
+    if len(vertex_names) != len(set(vertex_names)):
+        raise ValueError("vertex names are not unique")
+    # Create a reverse mapping from vertex names to indices
+    vertex_name_map = UniqueIdGenerator(initial=vertex_names)
+
+    # Construct the edges
+    efk_src, efk_dest = edge_foreign_keys
+    if iterative:
+        g = cls(n, [], directed, {}, vertex_attrs)
+        for idx, edge_data in enumerate(edges):
+            src_name = edge_data[efk_src]
+            dst_name = edge_data[efk_dest]
+            v1 = vertex_name_map[src_name]
+            if v1 == n:
+                g.add_vertices(1)
+                g.vs[n][vertex_name_attr] = src_name
+                n += 1
+            v2 = vertex_name_map[dst_name]
+            if v2 == n:
+                g.add_vertices(1)
+                g.vs[n][vertex_name_attr] = dst_name
+                n += 1
+            g.add_edge(v1, v2)
+            for k, v in edge_data.items():
+                g.es[idx][k] = v
+
+        return g
+    else:
+        edge_list = []
+        edge_attrs = {}
+        m = 0
+        for idx, edge_data in enumerate(edges):
+            v1 = vertex_name_map[edge_data[efk_src]]
+            v2 = vertex_name_map[edge_data[efk_dest]]
+
+            edge_list.append((v1, v2))
+            for k, v in edge_data.items():
+                try:
+                    edge_attrs[k].append((idx, v))
+                except KeyError:
+                    edge_attrs[k] = [(idx, v)]
+            m += 1
+        for k, v in edge_attrs.items():
+            edge_attrs[k] = create_list_from_indices(v, m)
+
+        # It may have happened that some vertices were added during
+        # the process
+        if len(vertex_name_map) > n:
+            diff = len(vertex_name_map) - n
+            more = [None] * diff
+            for k, v in vertex_attrs.items():
+                v.extend(more)
+            vertex_attrs[vertex_name_attr] = list(vertex_name_map.values())
+            n = len(vertex_name_map)
+
+        # Create the graph
+        return cls(n, edge_list, directed, {}, vertex_attrs, edge_attrs)
+
+
+def _construct_graph_from_tuple_list(
+    cls,
+    edges,
+    directed=False,
+    vertex_name_attr="name",
+    edge_attrs=None,
+    weights=False,
+):
+    """Constructs a graph from a list-of-tuples representation.
+
+    This representation assumes that the edges of the graph are encoded
+    in a list of tuples (or lists). Each item in the list must have at least
+    two elements, which specify the source and the target vertices of the edge.
+    The remaining elements (if any) specify the edge attributes of that edge,
+    where the names of the edge attributes originate from the C{edge_attrs}
+    list. The names of the vertices will be stored in the vertex attribute
+    given by C{vertex_name_attr}.
+
+    The default parameters of this function are suitable for creating
+    unweighted graphs from lists where each item contains the source vertex
+    and the target vertex. If you have a weighted graph, you can use items
+    where the third item contains the weight of the edge by setting
+    C{edge_attrs} to C{"weight"} or C{["weight"]}. If you have even more
+    edge attributes, add them to the end of each item in the C{edges}
+    list and also specify the corresponding edge attribute names in
+    C{edge_attrs} as a list.
+
+    @param edges: the data source for the edges. This must be a list
+      where each item is a tuple (or list) containing at least two
+      items: the name of the source and the target vertex. Note that
+      names will be assigned to the C{name} vertex attribute (or another
+      vertex attribute if C{vertex_name_attr} is specified), even if
+      all the vertex names in the list are in fact numbers.
+    @param directed: whether the constructed graph will be directed
+    @param vertex_name_attr: the name of the vertex attribute that will
+      contain the vertex names.
+    @param edge_attrs: the names of the edge attributes that are filled
+      with the extra items in the edge list (starting from index 2, since
+      the first two items are the source and target vertices). If C{None}
+      or an empty sequence, only the source and target vertices will be
+      extracted and additional tuple items will be ignored. If a string, it is
+      interpreted as a single edge attribute.
+    @param weights: alternative way to specify that the graph is
+      weighted. If you set C{weights} to C{true} and C{edge_attrs} is
+      not given, it will be assumed that C{edge_attrs} is C{["weight"]}
+      and igraph will parse the third element from each item into an
+      edge weight. If you set C{weights} to a string, it will be assumed
+      that C{edge_attrs} contains that string only, and igraph will
+      store the edge weights in that attribute.
+    @return: the graph that was constructed
+    """
+    if edge_attrs is None:
+        if not weights:
+            edge_attrs = ()
+        else:
+            if not isinstance(weights, str):
+                weights = "weight"
+            edge_attrs = [weights]
+    else:
+        if weights:
+            raise ValueError("`weights` must be False if `edge_attrs` is " "not None")
+
+    if isinstance(edge_attrs, str):
+        edge_attrs = [edge_attrs]
+
+    # Set up a vertex ID generator
+    idgen = UniqueIdGenerator()
+
+    # Construct the edges and the edge attributes
+    edge_list = []
+    edge_attributes = {}
+    for name in edge_attrs:
+        edge_attributes[name] = []
+
+    for item in edges:
+        edge_list.append((idgen[item[0]], idgen[item[1]]))
+        for index, name in enumerate(edge_attrs, 2):
+            try:
+                edge_attributes[name].append(item[index])
+            except IndexError:
+                edge_attributes[name].append(None)
+
+    # Set up the name vertex attribute
+    vertex_attributes = {}
+    vertex_attributes[vertex_name_attr] = list(idgen.values())
+    n = len(idgen)
+
+    # Construct the graph
+    return cls(n, edge_list, directed, {}, vertex_attributes, edge_attributes)
+
+
+def _construct_graph_from_list_dict(
+    cls,
+    edges,
+    directed=False,
+    vertex_name_attr="name",
+):
+    """Constructs a graph from a dict-of-lists representation.
+
+    This function is used to construct a graph from a dictionary of
+    lists. Other, non-list sequences (e.g. tuples) and lazy iterators are
+    are accepted. For each key x, its corresponding value must be a sequence of
+    multiple values y: the edge (x,y) will be created in the graph. x and y
+    must be either one of:
+
+    - two integers: the vertices with those ids will be connected
+    - two strings: the vertices with those names will be connected
+
+    If names are used, the order of vertices is not guaranteed, and each
+    vertex will be given the vertex_name_attr attribute.
+
+    @param edges: the dict of sequences describing the edges
+    @param directed (bool): whether to create a directed graph
+    @vertex_name_attr (str): vertex attribute that will store the names
+
+    @returns: a Graph object
+
+    Example:
+
+    >>> mydict = {'apple': ['pear', 'peach'], 'pear': ['peach']}
+    >>> g = Graph.ListDict(mydict)
+
+    # The graph has three vertices with names and three edges connecting
+    # each pair.
+    """
+    first_item = next(iter(edges), 0)
+
+    if not isinstance(first_item, (int, str)):
+        raise ValueError("Keys must be integers or strings")
+
+    vertex_attributes = {}
+    if isinstance(first_item, str):
+        name_map = UniqueIdGenerator()
+        edge_list = []
+        for source, sequence in edges.items():
+            source_id = name_map[source]
+            edge_list.extend((source_id, name_map[target]) for target in sequence)
+        vertex_attributes[vertex_name_attr] = name_map.values()
+        n = len(name_map)
+
+    else:
+        edge_list = []
+        n = -1
+        for source, sequence in edges.items():
+            n = max(n, source, *sequence)
+            edge_list.extend(zip(repeat(source), sequence))
+        n += 1
+
+    # Construct the graph
+    return cls(n, edge_list, directed, {}, vertex_attributes, {})
+
+
+def _construct_graph_from_dict_dict(
+    cls,
+    edges,
+    directed=False,
+    vertex_name_attr="name",
+):
+    """Constructs a graph from a dict-of-dicts representation.
+
+    Each key can be an integer or a string and represent a vertex. Each value
+    is a dict representing edges (outgoing if the graph is directed) from that
+    vertex. Each dict key is an integer/string for a target vertex, such that
+    an edge will be created between those two vertices. Integers are
+    interpreted as vertex_ids from 0 (as used in igraph), strings are
+    interpreted as vertex names, in which case vertices are given separate
+    numeric ids. Each value is a dictionary of edge attributes for that edge.
+
+    @param edges: the dict of dict of dicts specifying the edges and their
+      attributes
+    @param directed (bool): whether to create a directed graph
+    @vertex_name_attr (str): vertex attribute that will store the names
+
+    @returns: a Graph object
+
+    Example:
+
+    {'Alice': {'Bob': {'weight': 1.5}, 'David': {'weight': 2}}}
+
+    creates a graph with three vertices (Alice, Bob, and David) and two edges:
+
+    - Alice - Bob (with weight 1.5)
+    - Alice - David (with weight 2)
+    """
+    first_item = next(iter(edges), 0)
+
+    if not isinstance(first_item, (int, str)):
+        raise ValueError("Keys must be integers or strings")
+
+    vertex_attributes = {}
+    edge_attribute_list = []
+    if isinstance(first_item, str):
+        name_map = UniqueIdGenerator()
+        edge_list = []
+        for source, target_dict in edges.items():
+            source_id = name_map[source]
+            for target, edge_attrs in target_dict.items():
+                edge_list.append((source_id, name_map[target]))
+                edge_attribute_list.append(edge_attrs)
+        vertex_attributes[vertex_name_attr] = name_map.values()
+        n = len(name_map)
+
+    else:
+        edge_list = []
+        n = -1
+        for source, target_dict in edges.items():
+            n = max(n, source, *target_dict)
+            for target, edge_attrs in target_dict.items():
+                edge_list.append((source, target))
+                edge_attribute_list.append(edge_attrs)
+        n += 1
+
+    # Construct graph without edge attributes
+    graph = cls(n, edge_list, directed, {}, vertex_attributes, {})
+
+    # Add edge attributes
+    for edge, edge_attrs in zip(graph.es, edge_attribute_list):
+        for key, val in edge_attrs.items():
+            edge[key] = val
+
+    return graph
+
+
+def _construct_graph_from_dataframe(
+    cls,
+    edges,
+    directed=True,
+    vertices=None,
+    use_vids=True,
+):
+    """Generates a graph from one or two dataframes.
+
+    @param edges: pandas DataFrame containing edges and metadata. The first
+      two columns of this DataFrame contain the source and target vertices
+      for each edge. These indicate the vertex IDs as nonnegative integers
+          rather than vertex names unless `use_vids` is False. Further columns
+          may contain edge attributes.
+    @param directed: bool setting whether the graph is directed
+    @param vertices: None (default) or pandas DataFrame containing vertex
+      metadata. The DataFrame's index must contain the vertex IDs as a
+      sequence of intergers from `0` to `len(vertices) - 1`. If `use_vids`
+      is False, the first column must contain the unique vertex *names*.
+      Vertex names should be strings for full compatibility, but many functions
+      will work if you set the name with any hashable object. All other columns
+      will be added as vertex attributes by column name.
+    @param use_vids: whether to interpret the first two columns of the `edges`
+      argument as vertex ids (0-based integers) instead of vertex names.
+      If this argument is set to True and the first two columns of `edges`
+      are not integers, an error is thrown.
+
+    @return: the graph
+
+    Vertex names in either the `edges` or `vertices` arguments that are set
+    to NaN (not a number) will be set to the string "NA". That might lead
+    to unexpected behaviour: fill your NaNs with values before calling this
+    function to mitigate.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    try:
+        import pandas as pd
+    except ImportError:
+        raise ImportError("You should install pandas in order to use this function")
+    try:
+        import numpy as np
+    except:
+        raise ImportError("You should install numpy in order to use this function")
+
+    if edges.shape[1] < 2:
+        raise ValueError("The 'edges' DataFrame must contain at least two columns")
+    if vertices is not None and vertices.shape[1] < 1:
+        raise ValueError("The 'vertices' DataFrame must contain at least one column")
+
+    if use_vids:
+        if not (
+            str(edges.dtypes[0]).startswith("int")
+            and str(edges.dtypes[1]).startswith("int")
+        ):
+            raise TypeError(
+                f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
+            )
+        elif (edges.iloc[:, :2] < 0).any(axis=None):
+            raise ValueError("Source and target IDs must not be negative")
+        if vertices is not None:
+            vertices = vertices.sort_index()
+            if not vertices.index.equals(
+                pd.RangeIndex.from_range(range(vertices.shape[0]))
+            ):
+                if not str(vertices.index.dtype).startswith("int"):
+                    raise TypeError(
+                        f"Vertex IDs must be 0-based integers, found type {vertices.index.dtype}"
+                    )
+                elif (vertices.index < 0).any(axis=None):
+                    raise ValueError("Vertex IDs must not be negative")
+                else:
+                    raise ValueError(
+                        f"Vertex IDs must be an integer sequence from 0 to {vertices.shape[0] - 1}"
+                    )
+    else:
+        # Handle if some source and target names in 'edges' are 'NA'
+        if edges.iloc[:, :2].isna().any(axis=None):
+            warn(
+                "In the first two columns of 'edges' NA elements were replaced with string \"NA\""
+            )
+            edges = edges.copy()
+            edges.iloc[:, :2].fillna("NA", inplace=True)
+
+        # Bring DataFrame(s) into same format as with 'use_vids=True'
+        if vertices is None:
+            vertices = pd.DataFrame({"name": np.unique(edges.values[:, :2])})
+
+        if vertices.iloc[:, 0].isna().any():
+            warn(
+                "In the first column of 'vertices' NA elements were replaced with string \"NA\""
+            )
+            vertices = vertices.copy()
+            vertices.iloc[:, 0].fillna("NA", inplace=True)
+
+        if vertices.iloc[:, 0].duplicated().any():
+            raise ValueError("Vertex names must be unique")
+
+        if vertices.shape[1] > 1 and "name" in vertices.columns[1:]:
+            raise ValueError(
+                "Vertex attribute conflict: DataFrame already contains column 'name'"
+            )
+
+        vertices = vertices.rename({vertices.columns[0]: "name"}, axis=1).reset_index(
+            drop=True
+        )
+
+        # Map source and target names in 'edges' to IDs
+        vid_map = pd.Series(vertices.index, index=vertices.iloc[:, 0])
+        edges = edges.copy()
+        edges.iloc[:, 0] = edges.iloc[:, 0].map(vid_map)
+        edges.iloc[:, 1] = edges.iloc[:, 1].map(vid_map)
+
+    # Create graph
+    if vertices is None:
+        nv = edges.iloc[:, :2].max().max() + 1
+        g = cls(n=nv, directed=directed)
+    else:
+        if not edges.iloc[:, :2].isin(vertices.index).all(axis=None):
+            raise ValueError(
+                "Some vertices in the edge DataFrame are missing from vertices DataFrame"
+            )
+        nv = vertices.shape[0]
+        g = cls(n=nv, directed=directed)
+        # Add vertex attributes
+        for col in vertices.columns:
+            g.vs[col] = vertices[col].tolist()
+
+    # add edges including optional attributes
+    e_list = list(edges.iloc[:, :2].itertuples(index=False, name=None))
+    e_attr = edges.iloc[:, 2:].to_dict(orient="list") if edges.shape[1] > 2 else None
+    g.add_edges(e_list, e_attr)
+
+    return g
+
+
+def _export_graph_to_dict_list(
+    graph, use_vids=True, skip_none=False, vertex_name_attr="name"
+):
+    """Export graph as two lists of dictionaries, for vertices and edges.
+
+    This function is the reverse of Graph.DictList.
+
+    @param use_vids (bool): whether to label vertices in the output data
+      structure by their ids or their vertex_name_attr attribute. If
+      use_vids=False but vertices lack a vertex_name_attr attribute, an
+      AttributeError is raised.
+    @param skip_none (bool): whether to skip, for each edge, attributes that
+      have a value of None. This is useful if only some edges are expected to
+      possess an attribute.
+    @vertex_name_attr (str): only used with use_vids=False to choose what
+      vertex attribute to use to name your vertices in the output data
+      structure.
+
+    @return: a tuple with two lists of dictionaries, representing the vertices
+      and the edges, respectively, with their attributes.
+
+    Example:
+
+    >>> g = Graph([(0, 1), (1, 2)])
+    >>> g.vs["name"] = ["apple", "pear", "peach"]
+    >>> g.es["name"] = ["first_edge", "second"]
+
+    >>> g.to_dict_list()
+    ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+     [{"source": 0, "target": 1, "name": "first_edge"},
+      {"source" 0, "target": 2, name": "second"}])
+
+    >>> g.to_dict_list(use_vids=False)
+    ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+     [{"source": "apple", "target": "pear", "name": "first_edge"},
+      {"source" "apple", "target": "peach", name": "second"}])
+    """
+    # Output data structures
+    res_vs, res_es = [], []
+
+    if not use_vids:
+        if vertex_name_attr not in graph.vertex_attributes():
+            raise AttributeError(f"No vertex attribute {vertex_name_attr}")
+
+        vs_names = graph.vs[vertex_name_attr]
+
+    for vertex in graph.vs:
+        if skip_none:
+            attrdic = {k: v for k, v in vertex.attributes() if v is not None}
+        else:
+            attrdic = vertex.attributes()
+        res_vs.append(attrdic)
+
+    for edge in graph.es:
+        source, target = edge.tuple
+        if not use_vids:
+            source, target = vs_names[source], vs_names[target]
+        if skip_none:
+            attrdic = {k: v for k, v in edge.attributes() if v is not None}
+        else:
+            attrdic = edge.attributes()
+
+        attrdic["source"] = source
+        attrdic["target"] = target
+        res_es.append(attrdic)
+
+    return (res_vs, res_es)
+
+
+def _export_graph_to_tuple_list(
+    graph, use_vids=True, edge_attrs=None, vertex_name_attr="name"
+):
+    """Export graph to a list of edge tuples
+
+    This function is the reverse of Graph.TupleList.
+
+    @param use_vids (bool): whether to label vertices in the output data
+      structure by their ids or their vertex_name_attr attribute. If
+      use_vids=False but vertices lack a vertex_name_attr attribute, an
+      AttributeError is raised.
+    @param edge_attrs (str or list of str): list of edge attributes to export
+      in addition to source and target vertex, which are always the first two
+      elements of each tuple. None (default) is equivalent to an empty list. A
+      string is acceptable to signify a single attribute and will be wrapped in
+      a list internally.
+    @vertex_name_attr (str): only used with use_vids=False to choose what
+      vertex attribute to use to name your vertices in the output data
+      structure.
+
+    @return: a list of tuples, each representing an edge of the graph.
+
+    Example:
+
+    >>> g = Graph.Full(3)
+    >>> g.vs["name"] = ["apple", "pear", "peach"]
+    >>> g.es["name"] = ["first_edge", "second", "third"]
+
+    # Get name of the edge
+    >>> g.to_tuple_list(edge_attrs=["name"])
+    [(0, 1, "first_edge"), (0, 2, "second"), (1, 2, "third")]
+
+    # Use vertex names, no edge attributes
+    >>> g.to_tuple_list(use_vids=False)
+    [("apple", "pear"), ("apple", "peach"), ("pear", "peach")]
+    """
+    # Output data structure
+    res = []
+
+    if edge_attrs is not None:
+        if isinstance(edge_attrs, str):
+            edge_attrs = [edge_attrs]
+        missing_attrs = list(set(edge_attrs) - set(graph.edge_attributes()))
+        if missing_attrs:
+            raise AttributeError(f"Missing attributes: {missing_attrs}")
+    else:
+        edge_attrs = []
+
+    if use_vids is False:
+        if vertex_name_attr not in graph.vertex_attributes():
+            raise AttributeError(f"No vertex attribute {vertex_name_attr}")
+
+        vs_names = graph.vs[vertex_name_attr]
+
+    for edge in graph.es:
+        source, target = edge.tuple
+        if not use_vids:
+            source, target = vs_names[source], vs_names[target]
+        attrlist = [source, target]
+        attrlist += [edge[attrname] for attrname in edge_attrs]
+        res.append(tuple(attrlist))
+
+    return res
+
+
+def _export_graph_to_list_dict(
+    graph, use_vids=True, sequence_constructor=list, vertex_name_attr="name",
+):
+    """Export graph to a dictionary of lists (or other sequences).
+
+    This function is the reverse of Graph.ListDict.
+
+    @param use_vids (bool): whether to label vertices in the output data
+      structure by their ids or their vertex_name_attr attribute. If
+      use_vids=False but vertices lack a vertex_name_attr attribute, an
+      AttributeError is raised.
+    @param sequence_constructor (function): constructor for the data structure
+      to be used as values of the dictionary. The default (list) makes a dict
+      of lists, with each list representing the neighbors of the vertex
+      specified in the respective dictionary key.
+    @vertex_name_attr (str): only used with use_vids=False to choose what
+      vertex attribute to use to name your vertices in the output data
+      structure.
+
+    @return: dictionary of sequences, keyed by vertices, with each value
+      containing the neighbors of that vertex.
+
+    Example:
+
+    >>> g = Graph.Full(3)
+    >>> g.to_sequence_dict() -> {0: [1, 2], 1: [2]}
+    >>> g.to_sequence_dict(sequence_constructor=tuple) -> {0: (1, 2), 1: (2,)}
+    >>> g.vs['name'] = ['apple', 'pear', 'peach']
+    >>> g.to_sequence_dict(use_vids=False)
+    {'apple': ['pear', 'peach'], 'pear': ['peach']}
+    """
+    if not use_vids:
+        if vertex_name_attr not in graph.vertex_attributes():
+            raise AttributeError(f'Vertices do not have a {vertex_name_attr} attribute')
+        vs_names = graph.vs[vertex_name_attr]
+
+    # Temporary output data structure
+    res = defaultdict(list)
+
+    for edge in graph.es:
+        source, target = edge.tuple
+
+        if not use_vids:
+            source = vs_names[source]
+            target = vs_names[target]
+
+        res[source].append(target)
+
+    res = {key: sequence_constructor(val) for key, val in res.items()}
+    return res
+
+
+def _export_graph_to_dict_dict(graph, use_vids=True, edge_attrs=None, skip_none=False, vertex_name_attr="name"):
+    """Export graph to dictionary of dicts of edge attributes
+
+    This function is the reverse of Graph.DictDict.
+
+    @param use_vids (bool): whether to label vertices in the output data
+      structure by their ids or their vertex_name_attr attribute. If
+      use_vids=False but vertices lack a vertex_name_attr attribute, an
+      AttributeError is raised.
+    @param edge_attrs (str or list of str): list of edge attributes to export.
+      None (default) signified all attributes (unlike Graph.to_tuple_list). A
+      string is acceptable to signify a single attribute and will be wrapped
+      in a list internally.
+    @param skip_none (bool): whether to skip, for each edge, attributes that
+      have a value of None. This is useful if only some edges are expected to
+      possess an attribute.
+    @vertex_name_attr (str): only used with use_vids=False to choose what
+      vertex attribute to use to name your vertices in the output data
+      structure.
+
+    @return: dictionary of dictionaries of dictionaries, with the outer keys
+      vertex ids/names, the middle keys ids/names of their neighbors, and the
+      innermost dictionary representing attributes of that edge.
+
+    Example:
+    >>> g = Graph.Full(3)
+    >>> g.es['name'] = ['first_edge', 'second', 'third']
+    >>> g.to_dict_dict()
+    {0: {1: {'name': 'first_edge'}, 2: {'name': 'second'}},
+     1: {2: {'name': 'third'}}}
+    """
+    if edge_attrs is not None:
+        if isinstance(edge_attrs, str):
+            edge_attrs = [edge_attrs]
+        missing_attrs = list(set(edge_attrs) - set(graph.edge_attributes()))
+        if missing_attrs:
+            raise AttributeError(f"Missing attributes: {missing_attrs}")
+
+    if not use_vids:
+        if vertex_name_attr not in graph.vertex_attributes():
+            raise AttributeError(f'Vertices do not have a {vertex_name_attr} attribute')
+        vs_names = graph.vs[vertex_name_attr]
+
+    # Temporary output data structure
+    res = defaultdict(lambda: defaultdict(dict))
+
+    for edge in graph.es:
+        source, target = edge.tuple
+
+        if not use_vids:
+            source = vs_names[source]
+            target = vs_names[target]
+
+        attrdic = edge.attributes()
+        if edge_attrs is not None:
+            attrdic = {k: attrdic[k] for k in edge_attrs}
+        if skip_none:
+            attrdic = {k: v for k, v in attrdic.items() if v is not None}
+
+        res[source][target] = attrdic
+
+    res = {key: dict(val) for key, val in res.items()}
+    return res
+
+
+def _export_vertex_dataframe(graph):
+    """Export vertices with attributes to pandas.DataFrame
+
+    If you want to use vertex names as index, you can do:
+
+    >>> from string import ascii_letters
+    >>> graph = Graph.GRG(25, 0.4)
+    >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
+    >>> df = graph.get_vertex_dataframe()
+    >>> df.set_index('name', inplace=True)
+
+    @return: a pandas.DataFrame representing vertices and their attributes.
+      The index uses vertex IDs, from 0 to N - 1 where N is the number of
+      vertices.
+    """
+    try:
+        import pandas as pd
+    except ImportError:
+        raise ImportError("You should install pandas in order to use this function")
+
+    df = pd.DataFrame(
+        {attr: graph.vs[attr] for attr in graph.vertex_attributes()},
+        index=list(range(graph.vcount())),
+    )
+    df.index.name = "vertex ID"
+
+    return df
+
+
+def _export_edge_dataframe(graph):
+    """Export edges with attributes to pandas.DataFrame
+
+    If you want to use source and target vertex IDs as index, you can do:
+
+    >>> from string import ascii_letters
+    >>> graph = Graph.GRG(25, 0.4)
+    >>> graph.vs["name"] = ascii_letters[:graph.vcount()]
+    >>> df = graph.get_edge_dataframe()
+    >>> df.set_index(['source', 'target'], inplace=True)
+
+    The index will be a pandas.MultiIndex. You can use the `drop=False`
+    option to keep the `source` and `target` columns.
+
+    If you want to use vertex names in the source and target columns:
+
+    >>> df = graph.get_edge_dataframe()
+    >>> df_vert = graph.get_vertex_dataframe()
+    >>> df['source'].replace(df_vert['name'], inplace=True)
+    >>> df['target'].replace(df_vert['name'], inplace=True)
+    >>> df_vert.set_index('name', inplace=True)  # Optional
+
+    @return: a pandas.DataFrame representing edges and their attributes.
+      The index uses edge IDs, from 0 to M - 1 where M is the number of
+      edges. The first two columns of the dataframe represent the IDs of
+      source and target vertices for each edge. These columns have names
+      "source" and "target". If your edges have attributes with the same
+      names, they will be present in the dataframe, but not in the first
+      two columns.
+    """
+    try:
+        import pandas as pd
+    except ImportError:
+        raise ImportError("You should install pandas in order to use this function")
+
+    df = pd.DataFrame(
+        {attr: graph.es[attr] for attr in graph.edge_attributes()},
+        index=list(range(graph.ecount())),
+    )
+    df.index.name = "edge ID"
+
+    df.insert(0, "source", [e.source for e in graph.es], allow_duplicates=True)
+    df.insert(1, "target", [e.target for e in graph.es], allow_duplicates=True)
+
+    return df
diff --git a/src/igraph/io/random.py b/src/igraph/io/random.py
new file mode 100644
index 000000000..7ae8e416a
--- /dev/null
+++ b/src/igraph/io/random.py
@@ -0,0 +1,17 @@
+def _construct_random_geometric_graph(cls, n, radius, torus=False):
+    """Generates a random geometric graph.
+
+    The algorithm drops the vertices randomly on the 2D unit square and
+    connects them if they are closer to each other than the given radius.
+    The coordinates of the vertices are stored in the vertex attributes C{x}
+    and C{y}.
+
+    @param n: The number of vertices in the graph
+    @param radius: The given radius
+    @param torus: This should be C{True} if we want to use a torus instead of a
+      square.
+    """
+    result, xs, ys = cls._GRG(n, radius, torus)
+    result.vs["x"] = xs
+    result.vs["y"] = ys
+    return result
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 340621966..a46df8458 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -613,6 +613,88 @@ def checkIfOK(self, g, name_attr, edge_attrs):
             self.assertTrue(g.edge_attributes() == [])
 
 
+class GraphListDictTests(unittest.TestCase):
+    def setUp(self):
+        self.eids = {
+            0: [1],
+            2: [1, 0],
+            3: [0, 1],
+        }
+        self.edges = {
+            "Alice": ["Bob"],
+            "Cecil": ["Bob", "Alice"],
+            "David": ["Alice", "Bob"],
+        }
+
+    def testEmptyGraphListDict(self):
+        g = Graph.ListDict({})
+        self.assertEqual(g.vcount(), 0)
+
+    def testGraphFromListDict(self):
+        g = Graph.ListDict(self.eids)
+        self.checkIfOK(g, ())
+
+    def testGraphFromListDictWithNames(self):
+        g = Graph.ListDict(self.edges)
+        self.checkIfOK(g, "name")
+
+    def checkIfOK(self, g, name_attr):
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5 and not g.is_directed())
+        self.assertTrue(g.get_edgelist() == [(0, 1), (1, 2), (0, 2), (0, 3), (1, 3)])
+        self.assertTrue(g.attributes() == [])
+        if name_attr:
+            self.assertTrue(g.vertex_attributes() == [name_attr])
+            self.assertTrue(g.vs[name_attr] == ["Alice", "Bob", "Cecil", "David"])
+        self.assertTrue(g.edge_attributes() == [])
+
+
+class GraphDictDictTests(unittest.TestCase):
+    def setUp(self):
+        self.eids = {
+            0: {1: {}},
+            2: {1: {}, 0: {}},
+            3: {0: {}, 1: {}},
+        }
+        self.edges = {
+            "Alice": {"Bob": {}},
+            "Cecil": {"Bob": {}, "Alice": {}},
+            "David": {"Alice": {}, "Bob": {}},
+        }
+        self.eids_with_props = {
+            0: {1: {"weight": 5.6, "additional": 'abc'}},
+            2: {1: {"weight": 3.4}, 0: {"weight": 2}},
+            3: {0: {"weight": 1}, 1: {"weight": 5.6}},
+        }
+
+    def testEmptyGraphDictDict(self):
+        g = Graph.DictDict({})
+        self.assertEqual(g.vcount(), 0)
+
+    def testGraphFromDictDict(self):
+        g = Graph.DictDict(self.eids)
+        self.checkIfOK(g, ())
+
+    def testGraphFromDictDict(self):
+        g = Graph.DictDict(self.eids_with_props)
+        self.checkIfOK(g, (), edge_attrs=["additional", "weight"])
+
+    def testGraphFromDictDictWithNames(self):
+        g = Graph.DictDict(self.edges)
+        self.checkIfOK(g, "name")
+
+    def checkIfOK(self, g, name_attr, edge_attrs=None):
+        self.assertTrue(g.vcount() == 4 and g.ecount() == 5 and not g.is_directed())
+        self.assertTrue(g.get_edgelist() == [(0, 1), (1, 2), (0, 2), (0, 3), (1, 3)])
+        self.assertTrue(g.attributes() == [])
+        if name_attr:
+            self.assertTrue(g.vertex_attributes() == [name_attr])
+            self.assertTrue(g.vs[name_attr] == ["Alice", "Bob", "Cecil", "David"])
+        if edge_attrs is None:
+            self.assertEqual(g.edge_attributes(), [])
+        else:
+            self.assertEqual(sorted(g.edge_attributes()), sorted(edge_attrs))
+
+
 class DegreeSequenceTests(unittest.TestCase):
     def testIsDegreeSequence(self):
         # Catch and suppress warnings because is_degree_sequence() is now
@@ -827,6 +909,8 @@ def suite():
     datatype_suite = unittest.makeSuite(DatatypeTests)
     graph_dict_list_suite = unittest.makeSuite(GraphDictListTests)
     graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
+    graph_list_dict_suite = unittest.makeSuite(GraphListDictTests)
+    graph_dict_dict_suite = unittest.makeSuite(GraphDictDictTests)
     degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
     inheritance_suite = unittest.makeSuite(InheritanceTests)
     refcount_suite = unittest.makeSuite(ReferenceCountTests)
@@ -836,6 +920,8 @@ def suite():
             datatype_suite,
             graph_dict_list_suite,
             graph_tuple_list_suite,
+            graph_list_dict_suite,
+            graph_dict_dict_suite,
             degree_sequence_suite,
             inheritance_suite,
             refcount_suite
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index e86051b27..7ad7e2fd4 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -287,8 +287,7 @@ def testAdjacency(self):
             self.assertEqual(g.vcount(), 6)
             self.assertEqual(g.ecount(), 12)
             self.assertTrue(g.is_directed())
-            self.assertTrue(
-                    g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2])
+            self.assertTrue(g.es["weight"] == [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2])
 
             g.write_adjacency(tmpfname)
 
@@ -405,6 +404,148 @@ def testPickle(self):
             self.assertTrue(g.vcount() == 3 and g.ecount() == 1 and not g.is_directed())
             g.write_pickle(tmpfname)
 
+    def testDictList(self):
+        g = Graph.Full(3)
+
+        # Check with vertex ids
+        self.assertEqual(
+            g.to_dict_list(),
+            (
+                [{}, {}, {}],
+                [
+                    {"source": 0, "target": 1},
+                    {"source": 0, "target": 2},
+                    {"source": 1, "target": 2},
+                ],
+            ),
+        )
+
+        # Check failure for vertex names
+        self.assertRaises(AttributeError, g.to_dict_list, False)
+
+        # Check with vertex names
+        g.vs["name"] = ["apple", "pear", "peach"]
+        self.assertEqual(
+            g.to_dict_list(),
+            (
+                [{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+                [
+                    {"source": 0, "target": 1},
+                    {"source": 0, "target": 2},
+                    {"source": 1, "target": 2},
+                ],
+            ),
+        )
+        self.assertEqual(
+            g.to_dict_list(use_vids=False),
+            (
+                [{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+                [
+                    {"source": "apple", "target": "pear"},
+                    {"source": "apple", "target": "peach"},
+                    {"source": "pear", "target": "peach"},
+                ],
+            ),
+        )
+
+    def testTupleList(self):
+        g = Graph.Full(3)
+
+        # Check with vertex ids
+        self.assertEqual(
+            g.to_tuple_list(),
+            [(0, 1), (0, 2), (1, 2)],
+        )
+
+        # Check failure for edge names
+        self.assertRaises(AttributeError, g.to_tuple_list, True, "name")
+
+        # Edge attributes
+        g.es["name"] = ["first_edge", "second", None]
+        self.assertEqual(
+            g.to_tuple_list(edge_attrs="name"),
+            [(0, 1, "first_edge"), (0, 2, "second"), (1, 2, None)],
+        )
+        self.assertEqual(
+            g.to_tuple_list(edge_attrs=["name"]),
+            [(0, 1, "first_edge"), (0, 2, "second"), (1, 2, None)],
+        )
+
+        # Missing vertex names
+        self.assertRaises(AttributeError, g.to_tuple_list, False)
+
+        # Vertex names
+        g.vs["name"] = ["apple", "pear", "peach"]
+        self.assertEqual(
+            g.to_tuple_list(use_vids=False, edge_attrs="name"),
+            [
+                ("apple", "pear", "first_edge"),
+                ("apple", "peach", "second"),
+                ("pear", "peach", None),
+            ],
+        )
+
+    def testSequenceDict(self):
+        g = Graph.Full(3)
+
+        # Check with vertex ids
+        self.assertEqual(g.to_list_dict(), {0: [1, 2], 1: [2]})
+        self.assertEqual(
+            g.to_list_dict(sequence_constructor=tuple),
+            {0: (1, 2), 1: (2,)},
+        )
+
+        # Check failure for vertex names
+        self.assertRaises(AttributeError, g.to_list_dict, False)
+
+        # Check with vertex names
+        g.vs["name"] = ["apple", "pear", "peach"]
+        self.assertEqual(
+            g.to_list_dict(use_vids=False),
+            {"apple": ["pear", "peach"], "pear": ["peach"]},
+        )
+
+    def testDictDict(self):
+        g = Graph([(0, 1), (0, 2), (1, 2)])
+
+        # Check with vertex ids, no edge attrs
+        self.assertEqual(
+            g.to_dict_dict(),
+            {0: {1: {}, 2: {}}, 1: {2: {}}},
+        )
+
+        # With vertex ids, edge attrs
+        g.es["name"] = ["first_edge", "second", None]
+        # Check with vertex ids, incomplete edge attrs
+        self.assertEqual(
+            g.to_dict_dict(),
+            {
+                0: {1: {"name": "first_edge"}, 2: {"name": "second"}},
+                1: {2: {"name": None}},
+            },
+        )
+        self.assertEqual(
+            g.to_dict_dict(skip_none=True),
+            {0: {1: {"name": "first_edge"}, 2: {"name": "second"}}, 1: {2: {}}},
+        )
+
+        # With vertex names
+        g.vs["name"] = ["apple", "pear", "peach"]
+        self.assertEqual(
+            g.to_dict_dict(use_vids=False),
+            {
+                "apple": {"pear": {"name": "first_edge"}, "peach": {"name": "second"}},
+                "pear": {"peach": {"name": None}},
+            },
+        )
+        self.assertEqual(
+            g.to_dict_dict(use_vids=False, skip_none=True),
+            {
+                "apple": {"pear": {"name": "first_edge"}, "peach": {"name": "second"}},
+                "pear": {"peach": {}},
+            },
+        )
+
     @unittest.skipIf(pd is None, "test case depends on Pandas")
     def testVertexDataFrames(self):
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
@@ -483,7 +624,6 @@ def testEdgeDataFrames(self):
         i = 2 + list(df.columns[2:]).index("source")
         self.assertEqual(list(df.iloc[:, i]), g.es["source"])
 
-
     @unittest.skipIf(nx is None, "test case depends on networkx")
     def testGraphNetworkx(self):
         # Undirected
@@ -549,8 +689,15 @@ def testMultigraphNetworkx(self):
 
         # Test attributes
         self.assertEqual(g.attributes(), g2.attributes())
-        self.assertEqual(sorted(["vattr", "_nx_name"]), sorted(g2.vertex_attributes()))
-        self.assertEqual(g.edge_attributes(), g2.edge_attributes())
+        self.assertEqual(
+            sorted(["vattr", "_nx_name"]),
+            sorted(g2.vertex_attributes()),
+        )
+        self.assertEqual(
+            sorted(["eattr", "_nx_multiedge_key"]),
+            sorted(g2.edge_attributes()),
+        )
+
         # Testing parallel edges is a bit more tricky
         edge2_found = set()
         for edge in g.es:
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 054b5313a..7a0a9a444 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -389,11 +389,12 @@ def testDataFrame(self):
         self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
         self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
 
-        # Vertex ids
+        # Vertex names
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
         g = Graph.DataFrame(edges, use_vids=False)
         self.assertTrue(g.vcount() == 6)
 
+        # Vertex ids
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
         g = Graph.DataFrame(edges)
         self.assertTrue(g.vcount() == 7)

From 0d9f989096129213650b26654dc73407ccef339a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Sep 2021 17:41:17 +0200
Subject: [PATCH 0431/1681] ci: fix the path to arith_apple_m1.h

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 395e66f78..539cf065d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -70,7 +70,7 @@ jobs:
           - cmake_arch: x86_64
             wheel_arch: x86_64
           - cmake_arch: arm64
-            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=etc/arith_apple_m1.h
+            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=../../../etc/arith_apple_m1.h
             wheel_arch: arm64
 
     steps:

From c272841ff6d1017d0fa2edb96f3454afe1b1a870 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Sep 2021 17:47:03 +0200
Subject: [PATCH 0432/1681] ci: added missing etc/arith_apple_m1.h

---
 etc/arith_apple_m1.h | 10 ++++++++++
 1 file changed, 10 insertions(+)
 create mode 100644 etc/arith_apple_m1.h

diff --git a/etc/arith_apple_m1.h b/etc/arith_apple_m1.h
new file mode 100644
index 000000000..86d7e1a1b
--- /dev/null
+++ b/etc/arith_apple_m1.h
@@ -0,0 +1,10 @@
+/* pre-generated arith.h for f2c when compiling on Apple M1 */
+#define IEEE_8087
+#define Arith_Kind_ASL 1
+#define Long int
+#define Intcast (int)(long)
+#define Double_Align
+#define X64_bit_pointers
+#define NANCHECK
+#define QNaN0 0x0
+#define QNaN1 0x7ff80000

From d53a98d8319a7ebbd142719c5013ab9538d2aca2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 25 Sep 2021 22:44:39 +0200
Subject: [PATCH 0433/1681] ci: build macOS x86_64 and arm64 wheels separately

---
 .github/workflows/build.yml | 20 ++++++++++++++------
 1 file changed, 14 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cf561c68e..663c7facb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,7 +8,7 @@ env:
   CIBW_TEST_SKIP: "cp310-*"
 
 jobs:
-  build_wheels:
+  build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
     runs-on: ubuntu-20.04
     strategy:
@@ -36,8 +36,8 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
-  build_aarch64_wheels:
-    name: Build wheels on Linux AArch64
+  build_wheel_linux_aarch64:
+    name: Build wheels on Linux (aarch64)
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     runs-on: ubuntu-20.04
     steps:
@@ -62,8 +62,15 @@ jobs:
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
-    name: Build wheels on macOS
+    name: Build wheels on macOS (${{ matrix.wheel_arch }})
     runs-on: macos-10.15
+    strategy:
+      matrix:
+        include:
+          - cmake_arch: x86_64
+            wheel_arch: x86_64
+          - cmake_arch: arm64
+            wheel_arch: arm64
 
     steps:
       - uses: actions/checkout@v2
@@ -76,7 +83,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}
+          key: C-core-cache-v1-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -91,8 +98,9 @@ jobs:
       - name: Build wheels
         uses: joerick/cibuildwheel@v2.1.1
         env:
-          CIBW_ARCHS_MACOS: "x86_64 arm64"
+          CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_APPLE_SILICON_PROCESSOR=${{ matrix.cmake_arch }}
 
       - uses: actions/upload-artifact@v2
         with:

From f89de44f25be8638223c69ce0cd851979d774f28 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 26 Sep 2021 17:09:49 +0200
Subject: [PATCH 0434/1681] chore: more project URLs in setup.py

---
 setup.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/setup.py b/setup.py
index fc8945562..5d5138f0d 100644
--- a/setup.py
+++ b/setup.py
@@ -817,6 +817,12 @@ def use_educated_guess(self) -> None:
     license="GNU General Public License (GPL)",
     author="Tamas Nepusz",
     author_email="ntamas@gmail.com",
+    project_urls={
+        "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
+        "CI": "https://github.com/igraph/python-igraph/actions",
+        "Documentation": "https://igraph.org/python/doc",
+        "Source Code": "https://github.com/igraph/python-igraph",
+    },
     ext_modules=[igraph_extension],
     package_dir={"igraph": "src/igraph"},
     packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],

From 4672cdc0947bcec89147500e1dab2b39836c1556 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 28 Sep 2021 17:31:52 +0200
Subject: [PATCH 0435/1681] ci: another attempt at compiling the C core for
 Apple Silicon

---
 .github/workflows/build.yml | 5 +++--
 etc/arith_apple_m1.h        | 9 +++++++++
 2 files changed, 12 insertions(+), 2 deletions(-)
 create mode 100644 etc/arith_apple_m1.h

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 663c7facb..d3b6b97b0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -70,6 +70,7 @@ jobs:
           - cmake_arch: x86_64
             wheel_arch: x86_64
           - cmake_arch: arm64
+            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=../../../etc/arith_apple_m1.h
             wheel_arch: arm64
 
     steps:
@@ -83,7 +84,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v1-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -100,7 +101,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
-          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_APPLE_SILICON_PROCESSOR=${{ matrix.cmake_arch }}
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }}
 
       - uses: actions/upload-artifact@v2
         with:
diff --git a/etc/arith_apple_m1.h b/etc/arith_apple_m1.h
new file mode 100644
index 000000000..cbdbd5fdf
--- /dev/null
+++ b/etc/arith_apple_m1.h
@@ -0,0 +1,9 @@
+#define IEEE_8087
+#define Arith_Kind_ASL 1
+#define Long int
+#define Intcast (int)(long)
+#define Double_Align
+#define X64_bit_pointers
+#define NANCHECK
+#define QNaN0 0x0
+#define QNaN1 0x7ff80000

From f517c62a1ebf76505f8ad0c6956adad7b0d58988 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 29 Sep 2021 12:41:20 +1000
Subject: [PATCH 0436/1681] Update changelog

---
 CHANGELOG.md | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 81ff00f20..b03f5450c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,25 @@
 
 ## [Unreleased]
 
+
+### Added
+
+- More robust support for Matplotlib and initial support for plotly as graph
+  plotting backends, controlled by a configuration option. See PR
+  [#425](https://github.com/igraph/python-igraph/pull/425) for more details.
+
+- Added support for additional ways to construct a graph, such as from a 
+  dictionary of dictionaries, and to export a graph object back to those
+  data structures. See PR [#434](https://github.com/igraph/python-igraph/pull/434)
+  for more details.
+
+- Added support for graph chordality which was already available in the C core:
+  `Graph.is_chordal()`, `Graph.chordal_completion()`, and
+  `Graph.maximal_cardinality_search()`. See PR
+  [#437](https://github.com/igraph/python-igraph/pull/437) for more details.
+  Thanks to [@cptwunderlich](https://github.com/cptwunderlich) for requesting
+  this.
+
 ### Changed
 
 - Improved performance of `Graph.DataFrame()`, thanks to

From 3ef065005f20621525eea739d3ec6f842c54358d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Oct 2021 17:44:05 +0200
Subject: [PATCH 0437/1681] chore: updated changelog

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 312aeb0b0..78aa7fa13 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -17,6 +17,11 @@
   [@fwitter](https://github.com/user/fwitter). See PR
   [#418](https://github.com/igraph/python-igraph/pull/418) for more details.
 
+### Fixed
+
+* Fixed the Apple Silicon wheels so they should now work out of the box on
+  newer Macs with Apple M1 CPUs.
+
 ## [0.9.6]
 
 ### Fixed

From 97be0c1762ef96feacc2180bd39a3d357bd7e1d2 Mon Sep 17 00:00:00 2001
From: John Boy <jboy+github@bius.moe>
Date: Fri, 1 Oct 2021 18:17:14 +0200
Subject: [PATCH 0438/1681] fix: handle text wrapping if width=0 (#439)

Co-authored-by: John D. Boy <jboy@bius.moe>
---
 src/igraph/drawing/text.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index eb248e5e7..2895d9061 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -107,11 +107,11 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
 
         line_height = ctx.font_extents()[2]
 
-        if wrap:
-            if width and width > 0:
-                iterlines = self._iterlines_wrapped(width)
-            else:
-                warn("ignoring wrap=True as no width was specified")
+        if wrap and width and width > 0:
+            iterlines = self._iterlines_wrapped(width)
+        elif wrap:
+            warn("ignoring wrap=True as no width was specified")
+            iterlines = self._iterlines()
         else:
             iterlines = self._iterlines()
 

From d51b33fc790810d03615c02f5bce3ec2d1c85ebf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Oct 2021 18:19:32 +0200
Subject: [PATCH 0439/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 78aa7fa13..dfd77b13a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,6 +22,11 @@
 * Fixed the Apple Silicon wheels so they should now work out of the box on
   newer Macs with Apple M1 CPUs.
 
+* Fixed a bug that resulted in an unexpected error when plotting a graph with
+  `wrap_labels=True` if the size of one of the vertices was zero or negative,
+  thanks to [@jboynyc](https://github.com/user/jboynyc). See PR
+  [#439](https://github.com/igraph/python-igraph/pull/439) for more details.
+
 ## [0.9.6]
 
 ### Fixed

From 21b4d8013f545729e29925a621323e558e1fd1c3 Mon Sep 17 00:00:00 2001
From: "John D. Boy" <jboy@bius.moe>
Date: Mon, 4 Oct 2021 11:26:55 +0200
Subject: [PATCH 0440/1681] fix: recognize SVG format from file extension

The list in Graph._identify_format omitted the .svg extension. I added
it and alphabetized the list to make it easier to spot other omissions.
---
 src/igraph/__init__.py | 21 +++++++++++----------
 1 file changed, 11 insertions(+), 10 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 530cbc3cb..e6194a9d2 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2842,23 +2842,24 @@ def _identify_format(cls, filename):
                 return "graphmlz"
 
         if ext in [
+            ".dimacs",
+            ".dl",
+            ".dot",
+            ".edge",
+            ".edgelist",
+            ".edges",
+            ".gml",
             ".graphml",
             ".graphmlz",
+            ".gw",
             ".lgl",
+            ".lgr",
             ".ncol",
-            ".pajek",
-            ".gml",
-            ".dimacs",
-            ".edgelist",
-            ".edges",
-            ".edge",
             ".net",
+            ".pajek",
             ".pickle",
             ".picklez",
-            ".dot",
-            ".gw",
-            ".lgr",
-            ".dl",
+            ".svg",
         ]:
             return ext[1:]
 

From 2ea15a612cf0b03db9a4aa0d6f00f8746c2041eb Mon Sep 17 00:00:00 2001
From: "John D. Boy" <jboy@bius.moe>
Date: Mon, 4 Oct 2021 10:59:42 +0200
Subject: [PATCH 0441/1681] fix: handle PathLike in Graph.write and Graph.Read

os.PathLike was introduced in Python 3.6, and given igraph's aim of
supporting the three most recent minor versions of Python 3, depending
on it should not be an issue.

This is a minimal fix, which simply turns PathLike objects into their
string representation and otherwise keeps existing behavior. A more
ambitious fix would be to rewrite how files and paths are handled using
pathlib.Path.
---
 src/igraph/__init__.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e6194a9d2..1e9178902 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2916,6 +2916,8 @@ def Read(cls, f, format=None, *args, **kwds):
         @raises IOError: if the file format can't be identified and
           none was given.
         """
+        if isinstance(f, os.PathLike):
+            f = str(f)
         if format is None:
             format = cls._identify_format(f)
         try:
@@ -2973,6 +2975,8 @@ def write(self, f, format=None, *args, **kwds):
         @raises IOError: if the file format can't be identified and
           none was given.
         """
+        if isinstance(f, os.PathLike):
+            f = str(f)
         if format is None:
             format = self._identify_format(f)
         try:

From 800f619c1ee6b8e9a41a47550016c7da14457fc4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Oct 2021 13:27:42 +0200
Subject: [PATCH 0442/1681] chore: fixing up changelog format to be consistent
 with the develop branch [ci skip]

---
 CHANGELOG.md | 96 ++++++++++++++++++++++++++--------------------------
 1 file changed, 48 insertions(+), 48 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dfd77b13a..31a504c50 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,25 +4,25 @@
 
 ### Added 
 
-* Added `Graph.is_chordal()` to test whether a graph is chordal and
-  `Graph.chordal_completion()` to return a possible (not necessary minimal)
-  chordal completion of a graph.
-
-* Added `Graph.maximum_cardinality_search()`, primarily as an aid for
-  `Graph.is_chordal()`.
+- Added support for graph chordality which was already available in the C core:
+  `Graph.is_chordal()`, `Graph.chordal_completion()`, and
+  `Graph.maximal_cardinality_search()`. See PR
+  [#437](https://github.com/igraph/python-igraph/pull/437) for more details.
+  Thanks to [@cptwunderlich](https://github.com/cptwunderlich) for requesting
+  this.
 
 ### Changed
 
-* Improved performance of `Graph.DataFrame()`, thanks to
+- Improved performance of `Graph.DataFrame()`, thanks to
   [@fwitter](https://github.com/user/fwitter). See PR
   [#418](https://github.com/igraph/python-igraph/pull/418) for more details.
 
 ### Fixed
 
-* Fixed the Apple Silicon wheels so they should now work out of the box on
+- Fixed the Apple Silicon wheels so they should now work out of the box on
   newer Macs with Apple M1 CPUs.
 
-* Fixed a bug that resulted in an unexpected error when plotting a graph with
+- Fixed a bug that resulted in an unexpected error when plotting a graph with
   `wrap_labels=True` if the size of one of the vertices was zero or negative,
   thanks to [@jboynyc](https://github.com/user/jboynyc). See PR
   [#439](https://github.com/igraph/python-igraph/pull/439) for more details.
@@ -31,7 +31,7 @@
 
 ### Fixed
 
-* Version 0.9.5 accidentally broke the Matplotlib backend when it was invoked
+- Version 0.9.5 accidentally broke the Matplotlib backend when it was invoked
   without the `mark_groups=...` keyword argument; this version fixes the issue.
   Thanks to @dschult for reporting it!
 
@@ -39,13 +39,13 @@
 
 ### Fixed
 
-* `plot(g, ..., mark_groups=True)` now works with the Matplotlib plotting backend.
+- `plot(g, ..., mark_groups=True)` now works with the Matplotlib plotting backend.
 
-* `set_random_number_generator(None)` now correctly switches back to igraph's
+- `set_random_number_generator(None)` now correctly switches back to igraph's
   own random number generator instead of the default one that hooks into
   the `random` module of Python.
 
-* Improved performance in cases when igraph has to call back to Python's
+- Improved performance in cases when igraph has to call back to Python's
   `random` module to generate random numbers. One example is
   `Graph.Degree_Sequence(method="vl")`, whose performance suffered a more than
   30x slowdown on 32-bit platforms before, compared to the native C
@@ -58,73 +58,73 @@
 
 ### Added
 
-* Added `Graph.is_tree()` to test whether a graph is a tree.
+- Added `Graph.is_tree()` to test whether a graph is a tree.
 
-* Added `Graph.Realize_Degree_Sequence()` to construct a graph that realizes a
+- Added `Graph.Realize_Degree_Sequence()` to construct a graph that realizes a
   given degree sequence, using a deterministic (Havel-Hakimi-style) algorithm.
 
-* Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
+- Added `Graph.Tree_Game()` to generate random trees with uniform sampling.
 
-* `Graph.to_directed()` now supports a `mode=...` keyword argument.
+- `Graph.to_directed()` now supports a `mode=...` keyword argument.
 
-* Added a `create_using=...` keyword argument to `Graph.to_networkx()` to
+- Added a `create_using=...` keyword argument to `Graph.to_networkx()` to
   let the user specify which NetworkX class to use when converting the graph.
 
 ### Changed
 
-* Updated igraph dependency to 0.9.4.
+- Updated igraph dependency to 0.9.4.
 
 ### Fixed
 
-* Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
+- Improved performance of `Graph.from_networkx()` and `Graph.from_graph_tool()`
   on large graphs, thanks to @szhorvat and @iosonofabio for fixing the issue.
 
-* Fixed the `autocurve=...` keyword argument of `plot()` when using the
+- Fixed the `autocurve=...` keyword argument of `plot()` when using the
   Matplotlib backend.
 
 ### Deprecated
 
-* Functions and methods that take string arguments that represent an underlying
+- Functions and methods that take string arguments that represent an underlying
   enum in the C core of igraph now print a deprecation warning when provided
   with a string that does not match one of the enum member names (as documented
   in the docstrings) exactly. Partial matches will be removed in the next
   minor or major version, whichever comes first.
 
-* `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
+- `Graph.to_directed(mutual=...)` is now deprecated, use `mode=...` instead.
 
-* `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
+- `igraph.graph.drawing.UbiGraphDrawer` is deprecated as the upstream project
   is not maintained since 2008.
 
 ## [0.9.1]
 
 ### Changed
 
-* Calling `plot()` without a filename or a target surface is now deprecated.
+- Calling `plot()` without a filename or a target surface is now deprecated.
   The original intention was to plot to a temporary file and then open it in
   the default image viewer of the platform of the user automatically, but this
   has never worked reliably. The feature will be removed in 0.10.0.
 
 ### Fixed
 
-* Fixed plotting of `VertexClustering` objects on Matplotlib axes.
+- Fixed plotting of `VertexClustering` objects on Matplotlib axes.
 
-* The `IGRAPH_CMAKE_EXTRA_ARGS` environment variable is now applied _after_ the
+- The `IGRAPH_CMAKE_EXTRA_ARGS` environment variable is now applied _after_ the
   default CMake arguments when building the C core of igraph from source. This
   enables package maintainers to override any of the default arguments we pass
   to CMake.
 
-* Fixed the documentation build by replacing Epydoc with PyDoctor.
+- Fixed the documentation build by replacing Epydoc with PyDoctor.
 
 ### Miscellaneous
 
-* Building `python-igraph` from source should not require `flex` and `bison`
+- Building `python-igraph` from source should not require `flex` and `bison`
   any more; sources of the parsers used by the C core are now included in the
   Python source tarball.
 
-* Many old code constructs that were used to maintain compatibility with Python
+- Many old code constructs that were used to maintain compatibility with Python
   2.x are removed now that we have dropped support for Python 2.x.
 
-* Reading GraphML files is now also supported on Windows if you use one of the
+- Reading GraphML files is now also supported on Windows if you use one of the
   official Python wheels.
   
 
@@ -132,27 +132,27 @@
 
 ### Added
 
-* `Graph.DataFrame` now has a `use_vids=...` keyword argument that decides whether
+- `Graph.DataFrame` now has a `use_vids=...` keyword argument that decides whether
   the data frame contains vertex IDs (`True`) or vertex names (`False`). (PR #348)
 
-* Added `MatplotlibGraphDrawer` to draw a graph on an existing Matplotlib
+- Added `MatplotlibGraphDrawer` to draw a graph on an existing Matplotlib
   figure. (PR #341)
 
-* Added a code path to choose between preferred image viewers on FreeBSD. (PR #354)
+- Added a code path to choose between preferred image viewers on FreeBSD. (PR #354)
 
-* Added `Graph.harmonic_centrality()` that wraps `igraph_harmonic_centrality()`
+- Added `Graph.harmonic_centrality()` that wraps `igraph_harmonic_centrality()`
   from the underlying C library.
 
 ### Changed
 
-* `python-igraph` is now compatible with `igraph` 0.9.0.
+- `python-igraph` is now compatible with `igraph` 0.9.0.
 
-* The setup script was adapted to the new CMake-based build system of `igraph`.
+- The setup script was adapted to the new CMake-based build system of `igraph`.
 
-* Dropped support for older Python versions; the oldest Python version that
+- Dropped support for older Python versions; the oldest Python version that
   `python-igraph` is tested on is now Python 3.6.
 
-* The default splitting heuristic of the BLISS isomorphism algorithm was changed
+- The default splitting heuristic of the BLISS isomorphism algorithm was changed
   from `IGRAPH_BLISS_FM` (first maximally non-trivially connected non-singleton cell)
   to `IGRAPH_BLISS_FL` (first largest non-singleton cell) as this seems to provide
   better performance on a variety of graph classes. This change is a follow-up
@@ -160,28 +160,28 @@
 
 ### Fixed
 
-* Fixed crashes in the Python-C glue code related to the handling of empty
+- Fixed crashes in the Python-C glue code related to the handling of empty
   vectors in certain attribute merging functions (see issue #358).
 
-* Fixed a memory leak in `Graph.closeness_centrality()` when an invalid `cutoff`
+- Fixed a memory leak in `Graph.closeness_centrality()` when an invalid `cutoff`
   argument was provided to the function.
 
-* Clarified that the `fixed=...` argument is ineffective for the DrL layout
+- Clarified that the `fixed=...` argument is ineffective for the DrL layout
   because the underlying C code does not handle it. The argument was _not_
   removed for sake of backwards compatibility.
 
-* `VertexSeq.find(name=x)` now works correctly when `x` is an integer; fixes
+- `VertexSeq.find(name=x)` now works correctly when `x` is an integer; fixes
   #367
 
 ### Miscellaneous
 
-* The Python codebase was piped through `black` for consistent formatting.
+- The Python codebase was piped through `black` for consistent formatting.
 
-* Wildcard imports were removed from the codebase.
+- Wildcard imports were removed from the codebase.
 
-* CI tests were moved to Github Actions from Travis.
+- CI tests were moved to Github Actions from Travis.
 
-* The core C library is now built with `-fPIC` on Linux to allow linking to the
+- The core C library is now built with `-fPIC` on Linux to allow linking to the
   Python interface.
 
 
@@ -192,7 +192,7 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..HEAD
+[unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..master
 [0.9.6]: https://github.com/igraph/python-igraph/compare/0.9.5...0.9.6
 [0.9.5]: https://github.com/igraph/python-igraph/compare/0.9.4...0.9.5
 [0.9.4]: https://github.com/igraph/python-igraph/compare/0.9.1...0.9.4

From f224e9995d4e23329b58a8e61ce3423d317f9af1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Oct 2021 20:49:16 +0200
Subject: [PATCH 0443/1681] doc: fix a few broken links

---
 src/_igraph/graphobject.c | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ca0409bf9..39fcf0311 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12759,7 +12759,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
      "the Chvatal graph, the Petersen graph or the Tutte graph. This method\n"
      "generates one of them based on its name (case insensitive). See the\n"
      "documentation of the C interface of C{igraph} for the names available:\n"
-     "U{http://igraph.org/doc/c}.\n\n"
+     "U{https://igraph.org/c/doc}.\n\n"
      "@param name: the name of the graph to be generated.\n"
     },
 
@@ -13113,7 +13113,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      graphs are to be generated and execution time is not a concern.\n"
    "      igraph uses the original implementation of Fabien Viger; see the\n"
    "      following URL and the paper cited on it for the details of the\n"
-   "      algorithm: U{http://www-rp.lip6.fr/~latapy/FV/generation.html}.\n"
+   "      algorithm: U{https://www-complexnetworks.lip6.fr/~latapy/FV/generation.html}.\n"
   },
 
   /* interface to igraph_isoclass_create */
@@ -15192,8 +15192,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "It is also useful for creating graphs from \"named\" (and\n"
    "optionally weighted) edge lists.\n\n"
    "This format is used by the Large Graph Layout program. See the\n"
-   "U{documentation of LGL <http://bioinformatics.icmb.utexas.edu/lgl/>}\n"
-   "regarding the exact format description.\n\n"
+   "U{repository of LGL <https://github.com/TheOpteProject/LGL/>}\n"
+   "for more information.\n\n"
    "LGL originally cannot deal with graphs containing multiple or loop\n"
    "edges, but this condition is not checked here, as igraph is happy\n"
    "with these.\n\n"

From d0264f660a696de43869ece533f4acd42ad69123 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Oct 2021 20:53:18 +0200
Subject: [PATCH 0444/1681] chore: updated changelog

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 31a504c50..f2a1472cd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,11 @@
   Thanks to [@cptwunderlich](https://github.com/cptwunderlich) for requesting
   this.
 
+- `Graph.write()` and `Graph.Read()` now accept `Path` objects as well as
+  strings. See PR [#441](https://github.com/igraph/python-igraph/pull/441) for
+  more details. Thanks to [@jboynyc](https://github.com/jboynyc) for the
+  implementation.
+
 ### Changed
 
 - Improved performance of `Graph.DataFrame()`, thanks to

From 51e16d29c53c7bbfe4d757d2cec57ef6b9756b30 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Oct 2021 20:53:35 +0200
Subject: [PATCH 0445/1681] ci: NumPy and Pandas now have wheels for Python
 3.10; still waiting for SciPy

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d3b6b97b0..ebd7e5fad 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  # skip testing on Python 3.10 until NumPy/SciPy/Pandas publish wheels
+  # skip testing on Python 3.10 until SciPy publishes wheels
   CIBW_TEST_SKIP: "cp310-*"
 
 jobs:

From 38cdc604a80a82a57244b4d214cad2795a53dacc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 13:53:22 +0200
Subject: [PATCH 0446/1681] test: added regression test for #446

---
 tests/test_foreign.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index a3db0b869..df45281bb 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -201,6 +201,13 @@ def testNCOL(self):
                 "name" in g.vertex_attributes() and "weight" not in g.edge_attributes()
             )
 
+    @unittest.skipIf(pd is None, "test case depends on Pandas")
+    def testNCOLWithDataFrame(self):
+        # Regression test for https://github.com/igraph/python-igraph/issues/446
+        from pandas import DataFrame
+        df = DataFrame({'from': [1, 2], 'to': [2, 3]})
+        self.assertRaises(TypeError, Graph.Read_Ncol, df)
+
     def testLGL(self):
         with temporary_file(
             """\

From fd831b262239bd6add6b6dce512715da7ed10b73 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 14:21:22 +0200
Subject: [PATCH 0447/1681] test: remove a debug statement from a test case

---
 tests/test_structural.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index eaeef42d6..8db1ed194 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -686,7 +686,6 @@ def testMaximumCardinalitySearch(self):
         g = Graph.Famous("petersen")
         alpha, alpham1 = g.maximum_cardinality_search()
 
-        print(repr(alpha), repr(alpham1))
         self.assert_valid_maximum_cardinality_search_result(g, alpha, alpham1)
 
         g = Graph.GRG(100, 0.2)

From 633c4bd4b09cda3326d4cdbe800d470e4fc0e4ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 14:21:53 +0200
Subject: [PATCH 0448/1681] chore: ignore more virtualenv folders

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 323291f0c..2391ed900 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,6 +11,7 @@ src/igraph/*.so
 .eggs/
 .tox
 .venv/
+.venv-*/
 .vscode/
 vendor/build/
 vendor/install/

From 53258b0fb73f0fd302725861de853f922f7f062d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 14:56:57 +0200
Subject: [PATCH 0449/1681] refactor: code cleanup

---
 src/_igraph/filehandle.c  |  7 +++++--
 src/_igraph/graphobject.c | 12 +++++++-----
 2 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index f7bc72f38..1e0a9f3b2 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -33,6 +33,7 @@ static int igraphmodule_i_filehandle_init_cpython_3(igraphmodule_filehandle_t* h
         return 1;
     }
 
+    handle->fp = 0;
     handle->need_close = 0;
     handle->object = 0;
 
@@ -85,7 +86,9 @@ static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* hand
         return 1;
     }
 
+    handle->fp = 0;
     handle->need_close = 0;
+    handle->object = 0;
 
     if (PyBaseString_Check(object)) {
         /* We have received a string; we need to open the file denoted by this
@@ -116,6 +119,7 @@ static int igraphmodule_i_filehandle_init_pypy_3(igraphmodule_filehandle_t* hand
         /* This already called Py_DECREF(handle->object), no need to call it */
         return 1;
     }
+
     handle->fp = fdopen(fp, mode);
     if (handle->fp == 0) {
         igraphmodule_filehandle_destroy(handle);
@@ -156,9 +160,8 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
         if (handle->need_close && !handle->object) {
             fclose(handle->fp);
         }
+        handle->fp = 0;
     }
-
-    handle->fp = 0;
     
     if (handle->object != 0) {
         /* igraphmodule_PyFile_Close might mess up the stored exception, so let's
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 39fcf0311..4b797c98f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2858,7 +2858,7 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
   if (igraphmodule_PyObject_to_vector_t(outdeg_o, &outdeg, 0))
     return NULL;
 
-  /* Indegree vector, PyNone means undirected graph */
+  /* Indegree vector, Py_None means undirected graph */
   if (indeg_o != Py_None) {
     if (igraphmodule_PyObject_to_vector_t(indeg_o, &indeg, 0)) {
       igraph_vector_destroy(&outdeg);
@@ -2870,15 +2870,17 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
   /* C function takes care of multi-sw and directed corner case */
   if (igraph_realize_degree_sequence(&g, &outdeg, indegp, allowed_edge_types, method)) {
     igraph_vector_destroy(&outdeg);
-    if (indegp != 0)
-      igraph_vector_destroy(&indeg);
+    if (indegp != 0) {
+      igraph_vector_destroy(indegp);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   igraph_vector_destroy(&outdeg);
-  if (indegp != 0)
-    igraph_vector_destroy(&indeg);
+  if (indegp != 0) {
+    igraph_vector_destroy(indegp);
+  }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 

From 07d3969c723fa30b5c124bb93c4a9245bd7a3724 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 14:59:48 +0200
Subject: [PATCH 0450/1681] refactor: more code cleanup

---
 src/_igraph/convert.c | 34 +++++++++++++++++++++-------------
 1 file changed, 21 insertions(+), 13 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 8b2330b57..2bfa6349d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -160,7 +160,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
  * \param result the result is returned here. The default value must be
  *   passed in before calling this function, since this value is
  *   returned untouched if the given Python object is Py_None.
- * \return 0 if everything is OK, 1 otherwise. An appropriate exception
+ * \return 0 if everything is OK, -1 otherwise. An appropriate exception
  *   is raised in this case.
  */
 int igraphmodule_PyObject_to_enum_strict(PyObject *o,
@@ -168,33 +168,41 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
   int *result) {
     char *s, *s2;
 
-    if (o == 0 || o == Py_None)
+    if (o == 0 || o == Py_None) {
       return 0;
-    if (PyLong_Check(o))
+    }
+
+    if (PyLong_Check(o)) {
       return PyLong_AsInt(o, result);
+    }
+
     s = PyUnicode_CopyAsString(o);
     if (s == 0) {
-        PyErr_SetString(PyExc_TypeError, "int, long or string expected");
-        return -1;
+      PyErr_SetString(PyExc_TypeError, "int, long or string expected");
+      return -1;
     }
+
     /* Convert string to lowercase */
-    for (s2=s; *s2; s2++)
+    for (s2 = s; *s2; s2++) {
       *s2 = tolower(*s2);
+    }
+
     /* Search for exact matches */
     while (table->name != 0) {
-        if (strcmp(s, table->name) == 0) {
-          *result = table->value;
-          free(s);
-          return 0;
-        }
-        table++;
+      if (strcmp(s, table->name) == 0) {
+        *result = table->value;
+        free(s);
+        return 0;
+      }
+      table++;
     }
+
     free(s);
     PyErr_SetObject(PyExc_ValueError, o);
+
     return -1;
 }
 
-
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_neimode_t

From be01f0162caa67c14986de3ff68d40a607498c82 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 15:00:11 +0200
Subject: [PATCH 0451/1681] fix: fix crash in Graph.Realize_Degree_Sequence()
 on Python 3.7 (maybe other versions)

---
 src/_igraph/convert.c | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 2bfa6349d..2f8ee29ca 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3143,6 +3143,7 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
  * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
  */
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result) {
+  int result_int, retval;
   static igraphmodule_enum_translation_table_entry_t edge_type_sw_tt[] = {
         {"simple", IGRAPH_SIMPLE_SW},
         {"loops", IGRAPH_LOOPS_SW},
@@ -3151,7 +3152,14 @@ int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *
         {0,0}
     };
 
-  return igraphmodule_PyObject_to_enum_strict(o, edge_type_sw_tt, (int*)result);
+  retval = igraphmodule_PyObject_to_enum_strict(o, edge_type_sw_tt, &result_int);
+
+  if (retval) {
+    return retval;
+  }
+
+  *result = result_int;
+  return 0;
 }
 
 /**

From 78adc9e776eabfa7ba2f63602d5241a9040fc483 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Oct 2021 15:12:26 +0200
Subject: [PATCH 0452/1681] fix: make sure that
 igraphmodule_PyObject_to_edge_type_sw_t() respects the default value passed
 in

---
 src/_igraph/convert.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 2f8ee29ca..80fe02a8d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3143,7 +3143,8 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
  * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
  */
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result) {
-  int result_int, retval;
+  int result_int = *result;
+  int retval;
   static igraphmodule_enum_translation_table_entry_t edge_type_sw_tt[] = {
         {"simple", IGRAPH_SIMPLE_SW},
         {"loops", IGRAPH_LOOPS_SW},

From 1b665ae59bac96d9b81be80b6e72af3ef747f69d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Oct 2021 12:12:47 +0200
Subject: [PATCH 0453/1681] chore: updated changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f2a1472cd..462823bc7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -32,6 +32,10 @@
   thanks to [@jboynyc](https://github.com/user/jboynyc). See PR
   [#439](https://github.com/igraph/python-igraph/pull/439) for more details.
 
+- Fixed a bug that sometimes caused random crashes in
+  `Graph.Realize_Degree_Sequence()` and at other times caused weird errors in
+  `Graph.Read_Ncol()` when it received an invalid data type.
+
 ## [0.9.6]
 
 ### Fixed

From 477577961dfacc878c21454c86be81ba934515b9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Oct 2021 12:22:11 +0200
Subject: [PATCH 0454/1681] chore: bumped version to 0.9.7

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index eb5b48839..e94dd981f 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.6'
+version = '0.9.7'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.6'
+release = '0.9.7'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index fd77afc92..752360a77 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 6)
+__version_info__ = (0, 9, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 55f88b642b4a19910ea0ee1fd78c63be095ac9c9 Mon Sep 17 00:00:00 2001
From: Gwyn Ciesla <gwync@protonmail.com>
Date: Fri, 15 Oct 2021 09:41:48 -0500
Subject: [PATCH 0455/1681] Fix for #448.

---
 setup.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 5d5138f0d..88daf42a2 100644
--- a/setup.py
+++ b/setup.py
@@ -378,14 +378,13 @@ def build_ext(self) -> Command:
         of igraph before compiling the Python extension.
         """
         from setuptools.command.build_ext import build_ext
-        from distutils.sysconfig import get_python_inc
 
         buildcfg = self
 
         class custom_build_ext(build_ext):
             def run(self):
                 # Bail out if we don't have the Python include files
-                include_dir = get_python_inc()
+                include_dir = sysconfig.get_path('include')
                 if not os.path.isfile(os.path.join(include_dir, "Python.h")):
                     print("You will need the Python headers to compile this extension.")
                     sys.exit(1)

From 4105e3c0c3a025cd37f3f77cd7863113431b6021 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 15 Oct 2021 17:34:30 +0200
Subject: [PATCH 0456/1681] chore: updated changelog

---
 CHANGELOG.md | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 462823bc7..6d6851f34 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,14 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.9.8]
+
+### Fixed
+
+- `setup.py` no longer uses `distutils`, thanks to
+  [@limburgher](https://github.com/limburgher).
+  ([#449](https://github.com/igraph/python-igraph/pull/449))
+
+## [0.9.7]
 
 ### Added 
 
@@ -201,7 +209,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[unreleased]: https://github.com/igraph/python-igraph/compare/0.9.6..master
+[unreleased]: https://github.com/igraph/python-igraph/compare/0.9.7..master
+[0.9.7]: https://github.com/igraph/python-igraph/compare/0.9.6...0.9.7
 [0.9.6]: https://github.com/igraph/python-igraph/compare/0.9.5...0.9.6
 [0.9.5]: https://github.com/igraph/python-igraph/compare/0.9.4...0.9.5
 [0.9.4]: https://github.com/igraph/python-igraph/compare/0.9.1...0.9.4

From cd22d6c5bd01fb037e17b5a38fab95f54fe82009 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Wed, 13 Oct 2021 22:47:25 +0200
Subject: [PATCH 0457/1681] doc: Removed mentions of test in conda section.

---
 doc/source/install.rst | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 45c3759fc..a29159be3 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -61,7 +61,7 @@ The unit tests of `python-igraph` are implemented with the standard `unittest` m
 run them like this from your virtualenv:
 
   $ python -m unittest discover
-  
+
 As usual, you can also do this without activating the virtualenv:
 
   $ venv/bin/python -m unittest discover
@@ -75,14 +75,6 @@ using conda. That can be achieved by running the following command:
 
   $ conda install -c conda-forge python-igraph
 
-To test the installed package, launch Python and run the following:
-
-  >>> import igraph.test
-  >>> igraph.test.run_tests()
-
-The above commands run the bundled test cases to ensure that everything is fine with your
-|igraph| installation.
-
 |igraph| on Windows
 -------------------
 

From e42310eb0e64f93f8d8bc646dd8c43f33a09da6a Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Fri, 15 Oct 2021 12:20:18 +0200
Subject: [PATCH 0458/1681] doc: only explain tests when building from source.

---
 doc/source/install.rst | 17 ++++++++---------
 1 file changed, 8 insertions(+), 9 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index a29159be3..11499ac65 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -57,15 +57,6 @@ in it directly:
   $ python -m venv venv
   $ venv/bin/pip install python-igraph
 
-The unit tests of `python-igraph` are implemented with the standard `unittest` module so you can
-run them like this from your virtualenv:
-
-  $ python -m unittest discover
-
-As usual, you can also do this without activating the virtualenv:
-
-  $ venv/bin/python -m unittest discover
-
 Installing |igraph| via Conda
 -----------------------------
 
@@ -214,3 +205,11 @@ script to install it from there:
   $ python setup.py install
 
 .. note:: The `setup.py` script takes a number of options to customize the install location.
+
+Testing your installation
+-------------------------
+
+The unit tests of `python-igraph` are implemented with the standard `unittest` module so you can
+run them like this from your the source folder:
+
+  $ python -m unittest discover

From 18646292b068b38b12d94523733601d62f12a58f Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Fri, 15 Oct 2021 14:39:22 +0200
Subject: [PATCH 0459/1681] doc: corrected formatting for install.

---
 doc/source/install.rst | 48 +++++++++++++++++++++---------------------
 1 file changed, 24 insertions(+), 24 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 11499ac65..01e32fa7e 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -39,20 +39,20 @@ that you install it from the `Python Package Index
 and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
 
 To install |python-igraph| globally, use the following command (you probably need
-administrator/root priviledges):
+administrator/root priviledges)::
 
   $ pip install python-igraph
 
 Many users like to install packages into a project-specific `virtual environment
 <https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_.
-A variation of the following commands should work on most platforms:
+A variation of the following commands should work on most platforms::
 
   $ python -m venv venv
   $ source venv/bin/activate
   $ pip install python-igraph
 
-Alternatively, if you do not want to activate the virtualenv, you can call the `pip` executable
-in it directly:
+Alternatively, if you do not want to activate the virtualenv, you can call the ``pip`` executable
+in it directly::
 
   $ python -m venv venv
   $ venv/bin/pip install python-igraph
@@ -62,7 +62,7 @@ Installing |igraph| via Conda
 
 Users of the `Anaconda Python distribution <https://www.anaconda.com/distribution/>`_ or the
 `conda package manager <https://conda.io/>`_ may opt to install |igraph|'s Python interface
-using conda. That can be achieved by running the following command:
+using conda. That can be achieved by running the following command::
 
   $ conda install -c conda-forge python-igraph
 
@@ -105,7 +105,7 @@ Graph plotting in |igraph| is implemented using a third-party package called `Ca
 on macOS, you must also install Cairo and its Python bindings. The Cairo project does not
 provide pre-compiled binaries for macOS, but the `Homebrew package manager
 <https://brew.sh/>`, so you can use it to install Cairo. After installing Homebrew itself, you
-can run:
+can run::
 
   $ brew install cairo
 
@@ -148,27 +148,27 @@ Both will be covered in the next sections.
 
 Compiling using pip
 -------------------
-If you want the development version of |python-igraph|, call:
+If you want the development version of |python-igraph|, call::
 
   $ pip install git+https://github.com/igraph/python-igraph
 
-`pip` is smart enough to download the sources from Github, initialize the submodule for the |igraph| C core,
+``pip`` is smart enough to download the sources from Github, initialize the submodule for the |igraph| C core,
 compile it, and then compile |python-igraph| against it and install it. As above, a virtual environment is
 a commonly used sandbox to test experimental packages.
 
-If you want the latest release from PyPI but prefer to (or have to) install from source, call:
+If you want the latest release from PyPI but prefer to (or have to) install from source, call::
 
   $ pip install --no-binary ':all:' python-igraph
 
-.. note:: If there is no binary for your system anyway, you can just try without the `--no-binary` option and
+.. note:: If there is no binary for your system anyway, you can just try without the ``--no-binary`` option and
    obtain the same result.
 
 Compiling step by step
 ----------------------
 This section should be rarely used in practice but explains how to compile and install |python-igraph| step
-by step without `pip`.
+by step without ``pip``.
 
-First, obtain the bleeding-edge source code from Github:
+First, obtain the bleeding-edge source code from Github::
 
   $ git clone https://github.com/igraph/python-igraph.git
 
@@ -176,40 +176,40 @@ or download a recent release from `PyPI <https://pypi.org/project/python-igraph/
 `Github releases page <https://github.com/igraph/python-igraph/releases/>`. Decompress the archive if
 needed.
 
-Second, go into the folder:
+Second, go into the folder::
 
   $ cd python-igraph
 
 (it might have a slightly different name depending on the release).
 
-Third, if you cloned the source from Github, initialize the `git` submodule for the |igraph| C core:
+Third, if you cloned the source from Github, initialize the ``git`` submodule for the |igraph| C core::
 
   $ git submodule update --init
 
 .. note:: If you prefer to compile and link |python-igraph| against an existing |igraph| C core, for instance
-   the one you installed with your package manager, you can skip the `git` submodule initialization step. If you
-   downloaded a tarball, you also need to remove the `vendor/source/igraph` folder because the setup script
+   the one you installed with your package manager, you can skip the ``git`` submodule initialization step. If you
+   downloaded a tarball, you also need to remove the ``vendor/source/igraph`` folder because the setup script
    will look for the vendored |igraph| copy first. However, a particular version of |python-igraph| is guaranteed
-   to work only with the version of the C core that is bundled with it (or with the revision that the `git`
+   to work only with the version of the C core that is bundled with it (or with the revision that the ``git``
    submodule points to).
 
-Fourth, call the standard Python `setup.py` script, e.g. for compiling:
+Fourth, call the standard Python ``setup.py`` script, e.g. for compiling::
 
   $ python setup.py build
 
 (press Enter when prompted). That will compile the |python-igraph| package in a subfolder called
-`build/lib.<your system-your Python version>`, e.g. `build/lib.linux-x86_64-3.8`. You can add
-that folder to your `PYTHONPATH` if you want to import directly from it, or you can call the `setup.py`
-script to install it from there:
+``build/lib.<your system-your Python version>``, e.g. `build/lib.linux-x86_64-3.8`. You can add
+that folder to your ``PYTHONPATH`` if you want to import directly from it, or you can call the ``setup.py``
+script to install it from there::
 
   $ python setup.py install
 
-.. note:: The `setup.py` script takes a number of options to customize the install location.
+.. note:: The ``setup.py`` script takes a number of options to customize the install location.
 
 Testing your installation
 -------------------------
 
-The unit tests of `python-igraph` are implemented with the standard `unittest` module so you can
-run them like this from your the source folder:
+The unit tests of ``python-igraph`` are implemented with the standard ``unittest`` module so you can
+run them like this from your the source folder::
 
   $ python -m unittest discover

From 977547a4a7ba4ee31ba50ee47e4b8209f264848a Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Fri, 15 Oct 2021 14:40:55 +0200
Subject: [PATCH 0460/1681] doc: corrected link in install section.

---
 doc/source/install.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 01e32fa7e..290945aec 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -104,7 +104,7 @@ Graph plotting in |igraph| is implemented using a third-party package called `Ca
 <http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
 on macOS, you must also install Cairo and its Python bindings. The Cairo project does not
 provide pre-compiled binaries for macOS, but the `Homebrew package manager
-<https://brew.sh/>`, so you can use it to install Cairo. After installing Homebrew itself, you
+<https://brew.sh/>`_, so you can use it to install Cairo. After installing Homebrew itself, you
 can run::
 
   $ brew install cairo
@@ -172,8 +172,8 @@ First, obtain the bleeding-edge source code from Github::
 
   $ git clone https://github.com/igraph/python-igraph.git
 
-or download a recent release from `PyPI <https://pypi.org/project/python-igraph/#files>` or from the
-`Github releases page <https://github.com/igraph/python-igraph/releases/>`. Decompress the archive if
+or download a recent release from `PyPI <https://pypi.org/project/python-igraph/#files>`_ or from the
+`Github releases page <https://github.com/igraph/python-igraph/releases/>`_. Decompress the archive if
 needed.
 
 Second, go into the folder::

From 879c0a418d8dacaa2ea2c68073b035a5b3caad82 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Fri, 15 Oct 2021 17:51:09 +0200
Subject: [PATCH 0461/1681] doc: fix typo

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 290945aec..c02177cf6 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -39,7 +39,7 @@ that you install it from the `Python Package Index
 and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
 
 To install |python-igraph| globally, use the following command (you probably need
-administrator/root priviledges)::
+administrator/root privileges)::
 
   $ pip install python-igraph
 

From e79ac0a34143616273f35023c2d692ae14809284 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 17 Oct 2021 21:45:13 +0200
Subject: [PATCH 0462/1681] chore: mention Python 3.10 support in more places

---
 README.md | 8 ++++----
 setup.py  | 1 +
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index e276509f9..7c10bd183 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
-[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9-blue)](https://pypi.python.org/pypi/python-igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/python-igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
 
 Python interface for the igraph library
@@ -18,9 +18,9 @@ You can learn more about python-igraph [on our website](http://igraph.org/python
 ## Installation from PyPI
 
 We aim to provide wheels on PyPI for most of the stock Python versions;
-typically the three most recent minor releases from Python 3.x. Therefore,
-running the following command should work without having to compile anything
-during installation:
+typically at least the three most recent minor releases from Python 3.x.
+Therefore, running the following command should work without having to compile
+anything during installation:
 
 ```
 pip install python-igraph
diff --git a/setup.py b/setup.py
index 88daf42a2..4fffda6a7 100644
--- a/setup.py
+++ b/setup.py
@@ -863,6 +863,7 @@ def use_educated_guess(self) -> None:
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
         "Topic :: Scientific/Engineering :: Mathematics",

From a7e8fa3ef3b8f3760aec389805e9dfa4e88963b9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 18 Oct 2021 12:40:14 +0200
Subject: [PATCH 0463/1681] doc: markup fixes; code blocks should be indented
 and they should be preceded by '::', refs #447

---
 doc/source/analysis.rst      | 194 +++++++--------
 doc/source/generation.rst    |  99 ++++----
 doc/source/install.rst       |   4 +-
 doc/source/intro.rst         |   1 -
 doc/source/misc.rst          |   1 -
 doc/source/tutorial.rst      | 444 ++++++++++++++++++-----------------
 doc/source/visualisation.rst | 111 ++++-----
 7 files changed, 450 insertions(+), 404 deletions(-)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 79ee0a437..3fb657225 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -2,17 +2,18 @@
 
 Graph analysis
 ==============
+
 |igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
 
-The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available:
+The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available::
 
->>> import igraph as ig
->>> from igraph import Graph
->>> g = Graph(edges=[[0, 1], [2, 3]])
+    >>> import igraph as ig
+    >>> from igraph import Graph
+    >>> g = Graph(edges=[[0, 1], [2, 3]])
 
-To get a summary representation of the graph, use :meth:`Graph.summary`. For instance
+To get a summary representation of the graph, use :meth:`Graph.summary`. For instance::
 
->>> g.summary(verbosity=1)
+    >>> g.summary(verbosity=1)
 
 will provide a fairly detailed description.
 
@@ -20,31 +21,32 @@ To copy a graph, use :meth:`Graph.copy`. This is a "shallow" copy: any mutable o
 If you want to copy a graph including all its attributes, use Python's `deepcopy` module.
 
 Vertices and edges
-+++++++++++++++++++++++++++
+++++++++++++++++++
+
 Vertices are numbered 0 to `n-1`, where n is the number of vertices in the graph. These are called the "vertex ids".
-To count vertices, use :meth:`Graph.vcount`:
+To count vertices, use :meth:`Graph.vcount`::
 
->>> n = g.vcount()
+    >>> n = g.vcount()
 
-Edges also have ids from 0 to `m-1` and are counted by :meth:`Graph.ecount`:
+Edges also have ids from 0 to `m-1` and are counted by :meth:`Graph.ecount`::
 
->>> m = g.ecount()
+    >>> m = g.ecount()
 
-To get a sequence of vertices, use their ids and :attr:`Graph.vs`:
+To get a sequence of vertices, use their ids and :attr:`Graph.vs`::
 
->>> for v in g.vs:
->>>     print(v)
+    >>> for v in g.vs:
+    >>>     print(v)
 
-Similarly for edges, use :attr:`Graph.es`:
+Similarly for edges, use :attr:`Graph.es`::
 
->>> for e in g.es:
->>>     print(e)
+    >>> for e in g.es:
+    >>>     print(e)
 
-You can index and slice vertices and edges similar to a list:
+You can index and slice vertices and edges like indexing and slicing a list::
 
->>> g.vs[:4]
->>> g.vs[0, 2, 4]
->>> g.es[3]
+    >>> g.vs[:4]
+    >>> g.vs[0, 2, 4]
+    >>> g.es[3]
 
 .. note:: The `vs` and `es` attributes are special sequences with their own useful methods. See `API documentation`_ for a full list.
 
@@ -52,46 +54,47 @@ If you prefer a vanilla edge list, you can use :meth:`Graph.get_edge_list`.
 
 Incidence
 ++++++++++++++++++++++++++++++
-To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :attr:`Edge.target`:
+To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :attr:`Edge.target`::
 
->>> e = g.es[0]
->>> v1, v2 = e.source, e.target
+    >>> e = g.es[0]
+    >>> v1, v2 = e.source, e.target
 
 Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
 :meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
 
 To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
-:meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones, of course:
+:meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones of course::
 
->>> v = g.vs[0]
->>> edges = v.incident()
+    >>> v = g.vs[0]
+    >>> edges = v.incident()
 
-The :meth:`Graph.incident` function fulfills the same purpose with a slightly different syntax based on vertex ids:
+The :meth:`Graph.incident` function fulfills the same purpose with a slightly different syntax based on vertex IDs::
 
->>> edges = g.incident(0)
+    >>> edges = g.incident(0)
 
 To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_incidence`.
 
 Neighborhood
-+++++++++++++
+++++++++++++
+
 To compute the neighbors, successors, and predecessors, the methods :meth:`Graph.neighbors`, :meth:`Graph.successors` and
-:meth:`Graph.predecessors` are available. The three give the same answer in undirected graphs and have a similar dual syntax:
+:meth:`Graph.predecessors` are available. The three give the same answer in undirected graphs and have a similar dual syntax::
 
->>> neis = g.vs[0].neighbors()
->>> neis = g.neighbors(0)
+    >>> neis = g.vs[0].neighbors()
+    >>> neis = g.neighbors(0)
 
-To get the list of vertices within a certain distance from one or more initial vertices, you can use :meth:`Graph.neighborhood`:
+To get the list of vertices within a certain distance from one or more initial vertices, you can use :meth:`Graph.neighborhood`::
 
->>> g.neighborhood([0, 1], order=2)
+    >>> g.neighborhood([0, 1], order=2)
 
 and to find the neighborhood size, there is :meth:`Graph.neighborhood_size`.
 
 Degrees
 +++++++
-To compute the degree, in-degree, or out-degree of a node, use :meth:`Vertex.degree`, :meth:`Vertex.indegree`, and :meth:`Vertex.outdegree`:
+To compute the degree, in-degree, or out-degree of a node, use :meth:`Vertex.degree`, :meth:`Vertex.indegree`, and :meth:`Vertex.outdegree`::
 
->>> deg = g.vs[0].degree()
->>> deg = g.degree(0)
+    >>> deg = g.vs[0].degree()
+    >>> deg = g.degree(0)
 
 To compute the max degree in a list of vertices, use :meth:`Graph.maxdegree`.
 
@@ -100,81 +103,84 @@ To compute the max degree in a list of vertices, use :meth:`Graph.maxdegree`.
 Adding and removing vertices and edges
 ++++++++++++++++++++++++++++++++++++++
 
-To add nodes to a graph, use :meth:`Graph.add_vertex` and :meth:`Graph.add_vertices`:
+To add nodes to a graph, use :meth:`Graph.add_vertex` and :meth:`Graph.add_vertices`::
 
->>> g.add_vertex()
->>> g.add_vertices(5)
+    >>> g.add_vertex()
+    >>> g.add_vertices(5)
 
 This changes the graph `g` in place. You can specify the name of the vertices if you wish.
 
-To remove nodes, use :meth:`Graph.delete_vertices`:
+To remove nodes, use :meth:`Graph.delete_vertices`::
 
->>> g.delete_vertices([1, 2])
+    >>> g.delete_vertices([1, 2])
 
 Again, you can specify the names or the actual :class:`Vertex` objects instead.
 
-To add edges, use :meth:`Graph.add_edge` and :meth:`Graph.add_edges`:
+To add edges, use :meth:`Graph.add_edge` and :meth:`Graph.add_edges`::
 
->>> g.add_edge(0, 2)
->>> g.add_edges([(0, 2), (1, 3)])
+    >>> g.add_edge(0, 2)
+    >>> g.add_edges([(0, 2), (1, 3)])
 
-To remove edges, use :meth:`Graph.delete_edges`:
+To remove edges, use :meth:`Graph.delete_edges`::
 
->>> g.delete_edges([0, 5]) # remove by edge id
+    >>> g.delete_edges([0, 5]) # remove by edge id
 
 You can also remove edges between source and target nodes.
 
 To contract vertices, use :meth:`Graph.contract_vertices`. Edges between contracted vertices will become loops.
 
 Graph operators
-+++++++++++++++++
++++++++++++++++
+
 It is possible to compute the union, intersection, difference, and other set operations (operators) between graphs.
 
-To compute the union of the graphs (nodes/edges in either are kept):
+To compute the union of the graphs (nodes/edges in either are kept)::
 
->>> gu = ig.union([g, g2, g3])
+    >>> gu = ig.union([g, g2, g3])
 
-Similarly for the intersection (nodes/edges present in all are kept):
+Similarly for the intersection (nodes/edges present in all are kept)::
 
->>> gu = ig.intersection([g, g2, g3])
+    >>> gu = ig.intersection([g, g2, g3])
 
 These two operations preserve attributes and can be performed with a few variations. The most important one is that vertices can be matched across the graphs by id (number) or by name.
 
-These and other operations are also available as methods of the :class:`Graph` class:
+These and other operations are also available as methods of the :class:`Graph` class::
 
->>> g.union(g2)
->>> g.intersection(g2)
->>> g.disjoint_union(g2)
->>> g.difference(g2)
->>> g.complementer()  # complement graph, same nodes but missing edges
+    >>> g.union(g2)
+    >>> g.intersection(g2)
+    >>> g.disjoint_union(g2)
+    >>> g.difference(g2)
+    >>> g.complementer()  # complement graph, same nodes but missing edges
 
-and even as numerical operators:
+and even as numerical operators::
 
->>> g |= g2
->>> g_intersection = g and g2
+    >>> g |= g2
+    >>> g_intersection = g and g2
 
 Topological sorting
 +++++++++++++++++++
-To sort a graph topologically, use :meth:`Graph.topological_sorting`:
 
->>> g = ig.Graph.Tree(10, 2, mode=ig.TREE_OUT)
->>> g.topological_sorting()
+To sort a graph topologically, use :meth:`Graph.topological_sorting`::
+
+    >>> g = ig.Graph.Tree(10, 2, mode=ig.TREE_OUT)
+    >>> g.topological_sorting()
 
 Graph traversal
-+++++++++++++++++++++
-A common operation is traversing the graph. |igraph| currently exposes breadth-first search (BFS) via :meth:`Graph.bfs` and :meth:`Graph.bfsiter`:
++++++++++++++++
 
->>> [vertices, layers, parents] = g.bfs()
->>> it = g.bfsiter()  # Lazy version
+A common operation is traversing the graph. |igraph| currently exposes breadth-first search (BFS) via :meth:`Graph.bfs` and :meth:`Graph.bfsiter`::
 
-Depth-first search has a similar infrastructure via :meth:`Graph.dfs` and :meth:`Graph.dfsiter`:
+    >>> [vertices, layers, parents] = g.bfs()
+    >>> it = g.bfsiter()  # Lazy version
 
->>> [vertices, parents] = g.dfs()
->>> it = g.dfsiter()  # Lazy version
+Depth-first search has a similar infrastructure via :meth:`Graph.dfs` and :meth:`Graph.dfsiter`::
 
-To perform a random walk from a certain vertex, use :meth:`Graph.random_walk`:
+    >>> [vertices, parents] = g.dfs()
+    >>> it = g.dfsiter()  # Lazy version
 
->>> vids = g.random_walk(0, 3)
+To perform a random walk from a certain vertex, use :meth:`Graph.random_walk`::
+
+    >>> vids = g.random_walk(0, 3)
 
 Pathfinding and cuts
 ++++++++++++++++++++
@@ -198,7 +204,8 @@ As well as functions related to cuts and paths:
 See also the section on flow.
 
 Global properties
-+++++++++++++++++++++
++++++++++++++++++
+
 A number of global graph measures are available.
 
 Basic:
@@ -347,20 +354,20 @@ Clustering
 
 Simplification, permutations and rewiring
 +++++++++++++++++++++++++++++++++++++++++
-To check is a graph is simple, you can use :meth:`Graph.is_simple`.
+To check is a graph is simple, you can use :meth:`Graph.is_simple`::
 
->>> g.is_simple()
+    >>> g.is_simple()
 
-To simplify a graph (remove multiedges and loops), use :meth:`Graph.simplify`:
+To simplify a graph (remove multiedges and loops), use :meth:`Graph.simplify`::
 
->>> g_simple = g.simplify()
+    >>> g_simple = g.simplify()
 
 To return a directed/undirected copy of the graph, use :meth:`Graph.as_directed` and :meth:`Graph.as_undirected`, respectively.
 
-To permute the order of vertices, you can use :meth:`Graph.permute_vertices`:
+To permute the order of vertices, you can use :meth:`Graph.permute_vertices`::
 
->>> g = ig.Tree(6, 2)
->>> g_perm = g.permute_vertices([1, 0, 2, 3, 4, 5])
+    >>> g = ig.Tree(6, 2)
+    >>> g_perm = g.permute_vertices([1, 0, 2, 3, 4, 5])
 
 The canonical permutation can be obtained via :meth:`Graph.canonical_permutation`, which can then be directly passed to the function above.
 
@@ -371,22 +378,23 @@ To rewire the graph at random, there are:
 
 Line graph
 ++++++++++
-To compute the line graph of a graph `g`, which represents the connectedness of the *edges* of g, you can use :meth:`Graph.linegraph`:
 
->>> g = Graph(n=4, edges=[[0, 1], [0, 2]])
->>> gl = g.linegraph()
+To compute the line graph of a graph `g`, which represents the connectedness of the *edges* of g, you can use :meth:`Graph.linegraph`::
+
+    >>> g = Graph(n=4, edges=[[0, 1], [0, 2]])
+    >>> gl = g.linegraph()
 
-In this case, the line graph has two vertices, representing the two edges of the original graph, and one edge, representing the point where
-those two original edges touch.
+In this case, the line graph has two vertices, representing the two edges of the original graph, and one edge, representing the point where those two original edges touch.
 
 Composition and subgraphs
-++++++++++++++++++++++++++
++++++++++++++++++++++++++
+
 The function :meth:`Graph.decompose` decomposes the graph into subgraphs. Vice versa, the function :meth:`Graph.compose` returns the composition of two graphs.
 
-To compute the subgraph spannes by some vertices/edges, use :meth:`Graph.subgraph` (aka :meth:`Graph.induced_subgraph`) and :meth:`Graph.subgraph_edges`:
+To compute the subgraph spannes by some vertices/edges, use :meth:`Graph.subgraph` (aka :meth:`Graph.induced_subgraph`) and :meth:`Graph.subgraph_edges`::
 
->>> g_sub = g.subgraph([0, 1])
->>> g_sub = g.subgraph_edges([0])
+    >>> g_sub = g.subgraph([0, 1])
+    >>> g_sub = g.subgraph_edges([0])
 
 To compute the minimum spanning tree, use :meth:`Graph.spanning_tree`.
 
@@ -397,7 +405,8 @@ The dominator tree from a given node can be obtained with :meth:`Graph.dominator
 Bipartite graphs can be decomposed using :meth:`Graph.bipartite_projection`. The size of the projections can be computed using :meth:`Graph.bipartite_projection_size`.
 
 Morphisms
-++++++++++++++++++
++++++++++
+
 |igraph| enables comparisons between graphs:
 
 - :meth:`Graph.isomorphic`
@@ -414,6 +423,7 @@ Morphisms
 
 Flow
 ++++
+
 Flow is a characteristic of directed graphs. The following functions are available:
 
 - :meth:`Graph.maxflow` between two nodes
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index d41da27d4..47e048e90 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -5,29 +5,32 @@ Graph generation
 
 The first step of most |igraph| applications is to generate a graph. This section will explain a number of ways to do that. Read the `API documentation`_ for details on each function and class.
 
-The :class:`Graph` class is the main object used to generate graphs:
+The :class:`Graph` class is the main object used to generate graphs::
 
->>> from igraph import Graph
+    >>> from igraph import Graph
 
-To copy a graph, use :meth:`Graph.copy`:
+To copy a graph, use :meth:`Graph.copy`::
 
->>> g_new = g.copy()
+    >>> g_new = g.copy()
 
 From nodes and edges
 ++++++++++++++++++++
+
 Nodes are always numbered from 0 upwards. To create a generic graph with a specified number of nodes (e.g. 10) and a list of edges between them, you can use the generic constructor:
 
->>> g = Graph(n=10, edges=[[0, 1], [2, 3]])
+    >>> g = Graph(n=10, edges=[[0, 1], [2, 3]])
 
-If not specified, the graph is undirected. To make a directed graph:
+If not specified, the graph is undirected. To make a directed graph::
 
->>> g = Graph(n=10, edges=[[0, 1], [2, 3]], directed=True)
+    >>> g = Graph(n=10, edges=[[0, 1], [2, 3]], directed=True)
 
-To specify edge weights (or any other vertex/edge attributes), use dictionaries:
+To specify edge weights (or any other vertex/edge attributes), use dictionaries::
 
->>> g = Graph(n=4, edges=[[0, 1], [2, 3]],
->>>           edge_attrs={'weight': [0.1, 0.2]},
->>>           vertex_attrs={'color': ['b', 'g', 'g', 'y']})
+    >>> g = Graph(
+    ...     n=4, edges=[[0, 1], [2, 3]],
+    ...     edge_attrs={'weight': [0.1, 0.2]},
+    ...     vertex_attrs={'color': ['b', 'g', 'g', 'y']}
+    ... )
 
 Variations on this constructor is :meth:`Graph.DictList`, which constructs a graph from a list-of-dictionaries representation, and :meth:`Graph.TupleList`, which constructs a graph from a list-of-tuples representation.
 
@@ -35,71 +38,79 @@ To create a bipartite graph from a list of types and a list of edges, use :meth:
 
 From matrices
 +++++++++++++
-To create a graph from an adjecency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`:
+To create a graph from an adjecency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`::
 
->>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
+    >>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
 
 This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a loop).
 
-To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`:
+To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`::
 
->>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
 
 From file
 +++++++++
-To load a graph from a preexisting file in any of the supported formats, use :meth:`Graph.Load`. For instance:
 
->>> g = Graph.Load('myfile.gml', format='gml')
+To load a graph from a preexisting file in any of the supported formats, use :meth:`Graph.Load`. For instance::
+
+    >>> g = Graph.Load('myfile.gml', format='gml')
 
 If you don't specify a format, |igraph| will try to figure it out or, if that fails, it will complain.
 
 From external libraries
 +++++++++++++++++++++++
-|igraph| can read from and write to `networkx` and `graph-tool` graph formats:
 
->>> g = Graph.from_networkx(nwx)
+|igraph| can read from and write to `networkx` and `graph-tool` graph formats::
+
+    >>> g = Graph.from_networkx(nwx)
 
 and
 
->>> g = Graph.from_graph_tool(gt)
+::
+
+    >>> g = Graph.from_graph_tool(gt)
 
 From pandas DataFrame(s)
 ++++++++++++++++++++++++
+
 A common practice is to store edges in a `pandas.DataFrame`, where the two first columns are the source and target vertex ids,
-and any additional column indicates edge attributes. You can generate a graph via :meth:`Graph.DataFrame`:
+and any additional column indicates edge attributes. You can generate a graph via :meth:`Graph.DataFrame`::
 
->>> g = Graph.DataFrame(edges, directed=False)
+    >>> g = Graph.DataFrame(edges, directed=False)
 
 It is possible to set vertex attributes at the same time via a separate DataFrame. The first column is assumed to contain all
-vertex ids (including any vertices without edges) and any additional columns are vertex attributes:
+vertex ids (including any vertices without edges) and any additional columns are vertex attributes::
 
->>> g = Graph.DataFrame(edges, directed=False, vertices=vertices)
+    >>> g = Graph.DataFrame(edges, directed=False, vertices=vertices)
 
 From a formula
 ++++++++++++++
-To create a graph from a string formula, use :meth:`Graph.Formula`, e.g.:
 
->>> g = Graph.Formula('D-A:B:F:G, A-C-F-A, B-E-G-B, A-B, F-G, H-F:G, H-I-J')
+To create a graph from a string formula, use :meth:`Graph.Formula`, e.g.::
+
+    >>> g = Graph.Formula('D-A:B:F:G, A-C-F-A, B-E-G-B, A-B, F-G, H-F:G, H-I-J')
 
 .. note:: This particular formula also assigns the 'name' attribute to vertices.
 
 Full graphs
 +++++++++++
-To create a full graph, use :meth:`Graph.Full`:
 
->>> g = Graph.Full(n=3)
+To create a full graph, use :meth:`Graph.Full`::
+
+    >>> g = Graph.Full(n=3)
 
-where `n` is the number of nodes. You can specify directedness and whether self loops are allowed:
+where `n` is the number of nodes. You can specify directedness and whether self loops are allowed::
 
->>> g = Graph.Full(n=3, directed=True, loops=True)
+    >>> g = Graph.Full(n=3, directed=True, loops=True)
 
 A similar method, :meth:`Graph.Full_Bipartite`, generates a full bipartite graph. Finally, the metho :meth:`Graph.Full_Citation` created the full citation graph, in which each vertex `i` has a directed edge to all vertices strictly smaller than `i`.
 
 Tree and star
 +++++++++++++
-:meth:`Graph.Tree` can be used to generate regular trees, in which almost each vertex has the same number of children:
 
->>> g = Graph.Tree(n=7, n_children=2)
+:meth:`Graph.Tree` can be used to generate regular trees, in which almost each vertex has the same number of children::
+
+    >>> g = Graph.Tree(n=7, n_children=2)
 
 creates a tree with seven vertices - of which four are leaves. The root (0) has two children (1 and 2), each of which has two children (the four leaves). Regular trees can be directed or undirected (default).
 
@@ -107,21 +118,23 @@ The method :meth:`Graph.Star` creates a star graph, which is a subtype of a tree
 
 Lattice
 +++++++
-:meth:`Graph.Lattice` creates a regular lattice of the chosen size. For instance:
 
->>> g = Graph.Lattice(dim=[3, 3], circular=False)
+:meth:`Graph.Lattice` creates a regular lattice of the chosen size. For instance::
+
+    >>> g = Graph.Lattice(dim=[3, 3], circular=False)
 
 creates a 3x3 grid in two dimensions (9 vertices total). `circular` is used to connect each edge of the lattice back onto the other side, a process also known as "periodic boundary condition" that is sometimes helpful to smoothen out edge effects.
 
-The one dimensional case (path graph or ring) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not:
+The one dimensional case (path graph or ring) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not::
 
->>> g = Graph.Ring(n=4, circular=False)
+    >>> g = Graph.Ring(n=4, circular=False)
 
-Graph atlas
+Graph Atlas
 +++++++++++
-The book ‘An Atlas of Graphs’ by Roland C. Read and Robin J. Wilson contains all undirected graphs with up to seven vertices, numbered from 0 up to 1252. You can create any graph from this list by index with :meth:`Graph.Atlas`, e.g.:
 
->>> g = Graph.Atlas(44)
+The book ‘An Atlas of Graphs’ by Roland C. Read and Robin J. Wilson contains all undirected graphs with up to seven vertices, numbered from 0 up to 1252. You can create any graph from this list by index with :meth:`Graph.Atlas`, e.g.::
+
+    >>> g = Graph.Atlas(44)
 
 The graphs are listed:
 
@@ -130,12 +143,12 @@ The graphs are listed:
  - for fixed numbers of nodes and edges, in increasing order of the degree sequence, for example 111223 < 112222;
  - for fixed degree sequence, in increasing number of automorphisms.
 
-
 Famous graphs
 +++++++++++++
-A curated list of famous graphs, which are often used in the literature for benchmarking and other purposes, is available on the `igraph C core manual <https://igraph.org/c/doc/igraph-Generators.html#igraph_famous>`_. You can generate any graph in that list by name, e.g.:
 
->>> g = Graph.Famous('Zachary')
+A curated list of famous graphs, which are often used in the literature for benchmarking and other purposes, is available on the `igraph C core manual <https://igraph.org/c/doc/igraph-Generators.html#igraph_famous>`_. You can generate any graph in that list by name, e.g.::
+
+    >>> g = Graph.Famous('Zachary')
 
 will teach you some about martial arts.
 
@@ -162,9 +175,9 @@ Stochastic graphs can be created according to several different models or games:
  - random graph with a given degree sequence :meth:`Graph.Degree_Sequence`
  - bipartite :meth:`Graph.Random_Bipartite`
 
-
 Other graphs
 ++++++++++++
+
 Finally, there are some ways of generating graphs that are not covered by the previous sections:
 
  - Kautz graphs :meth:`Graph.Kautz`
diff --git a/doc/source/install.rst b/doc/source/install.rst
index c02177cf6..f786c12d6 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -73,8 +73,6 @@ Precompiled Windows wheels for |igraph|'s Python interface are available on the
 <http://pypi.python.org/pypi/python-igraph>`_ (see `Installing igraph from the Python Package
 Index`_).
 
-TODO: Check if Windows still requires special steps to get PyCairo running.
-
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
 <http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
 on Windows, you must also install Cairo and its Python bindings. The Cairo project does not
@@ -148,6 +146,7 @@ Both will be covered in the next sections.
 
 Compiling using pip
 -------------------
+
 If you want the development version of |python-igraph|, call::
 
   $ pip install git+https://github.com/igraph/python-igraph
@@ -165,6 +164,7 @@ If you want the latest release from PyPI but prefer to (or have to) install from
 
 Compiling step by step
 ----------------------
+
 This section should be rarely used in practice but explains how to compile and install |python-igraph| step
 by step without ``pip``.
 
diff --git a/doc/source/intro.rst b/doc/source/intro.rst
index 34db9acf7..8ed105ac9 100644
--- a/doc/source/intro.rst
+++ b/doc/source/intro.rst
@@ -14,4 +14,3 @@ Things you should know before starting out
 
 Reporting bugs and providing feedback
 =====================================
-
diff --git a/doc/source/misc.rst b/doc/source/misc.rst
index 966896a45..65cd44207 100644
--- a/doc/source/misc.rst
+++ b/doc/source/misc.rst
@@ -2,4 +2,3 @@ Miscellaneous topics
 ====================
 
 .. note:: TODO. This is a placeholder section; it is not written yet.
-
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 854c9195b..57e972502 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -32,18 +32,18 @@ ordinary Python module at the Python prompt::
 This imports |igraph|'s objects and methods inside an own namespace called :mod:`igraph`. Whenever
 you would like to call any of |igraph|'s methods, you will have to provide the appropriate
 namespace-qualification. E.g., to check which |igraph| version you are using, you could do the
-following:
+following::
 
->>> import igraph
->>> print(igraph.__version__)
-0.9.6
+  >>> import igraph
+  >>> print(igraph.__version__)
+  0.9.6
 
 Another way to make use of |igraph| is to import all its objects and methods into the main
 Python namespace (so you do not have to type the namespace-qualification every time).
 This is fine as long as your own objects and methods do not conflict with the ones
-provided by |igraph|:
+provided by |igraph|::
 
->>> from igraph import *
+  >>> from igraph import *
 
 The third way to start |igraph| is to simply call the startup script that was supplied with
 the |igraph| package you installed. Not too surprisingly, the script is called :command:`igraph`,
@@ -88,32 +88,34 @@ Creating a graph from scratch
 =============================
 
 Assuming that you have started |igraph| successfully, it is time to create your first
-|igraph| graph. This is pretty simple:
+|igraph| graph. This is pretty simple::
 
->>> g = Graph()
+  >>> g = Graph()
 
 The above statement created an undirected graph with no vertices or edges and assigned it
 to the variable `g`. To confirm that it's really an |igraph| graph, we can
-print it:
+print it::
 
->>> g
-<igraph.Graph object at 0x4c87a0>
+  >>> g
+  <igraph.Graph object at 0x4c87a0>
 
 This tells us that `g` is an instance of |igraph|'s :class:`Graph` class and
 that it is currently living at the memory address ``0x4c87a0`` (the exact
 output will almost surely be different for your platform). To obtain a more
 user-friendly output, we can try to print the graph using Python's
-``print`` statement:
+``print`` statement::
 
->>> print(g)
-IGRAPH U--- 0 0 --
+  >>> print(g)
+  IGRAPH U--- 0 0 --
 
 This summary consists of `IGRAPH`, followed by a four-character long code, the number of vertices, the number of edges, two dashes (`--`) and the name of the graph (i.e. the contents of the `name` attribute, if any)
 
 This is not too exciting so far; a graph with no vertices and no edges is not really useful
 for us. Let's add some vertices first!
 
->>> g.add_vertices(3)
+::
+
+  >>> g.add_vertices(3)
 
 :meth:`Graph.add_vertices` (i.e., the :meth:`~Graph.add_vertices` method of the :class:`Graph`
 class) adds the given number of vertices to the graph.
@@ -125,20 +127,20 @@ first vertex of your graph has index zero, the second vertex has index 1 and so
 Edges are specified by pairs of integers, so ``[(0,1), (1,2)]`` denotes a list of two
 edges: one between the first and the second, and the other one between the second and the
 third vertices of the graph. Passing this list to :meth:`Graph.add_edges` adds these two edges
-to your graph:
+to your graph::
 
->>> g.add_edges([(0,1), (1,2)])
+  >>> g.add_edges([(0,1), (1,2)])
 
 :meth:`~Graph.add_edges` is clever enough to figure out what you want to do in most of the
 cases: if you supply a single pair of integers, it will automatically assume that you want
 to add a single edge. However, if you try to add edges to vertices with invalid IDs (i.e.,
 you try to add an edge to vertex 5 when you only have three vertices), you will get an
-exception:
+exception::
 
->>> g.add_edges((5, 0))
-Traceback (most recent call last):
-  File "<stdin>", line 6, in <module>
-TypeError: iterable must return pairs of integers or strings
+  >>> g.add_edges((5, 0))
+  Traceback (most recent call last):
+    File "<stdin>", line 6, in <module>
+  TypeError: iterable must return pairs of integers or strings
 
 Most |igraph| functions will raise an :exc:`igraph.InternalError` if
 something goes wrong. The message corresponding to the exception gives you a
@@ -148,15 +150,15 @@ occurred. The exact filename and line number may not be too informative to you,
 but it is invaluable for |igraph| developers if you think you found an error in
 |igraph| and you want to report it.
 
-Let us go on with our graph ``g`` and add some more vertices and edges to it:
+Let us go on with our graph ``g`` and add some more vertices and edges to it::
 
->>> g.add_edges([(2, 0)])
->>> g.add_vertices(3)
->>> g.add_edges([(2, 3), (3, 4), (4, 5), (5, 3)])
->>> print(g)
-IGRAPH U---- 6 7 --
-+ edges:
-0--1 1--2 0--2 2--3 3--4 4--5 3--5
+  >>> g.add_edges([(2, 0)])
+  >>> g.add_vertices(3)
+  >>> g.add_edges([(2, 3), (3, 4), (4, 5), (5, 3)])
+  >>> print(g)
+  IGRAPH U---- 6 7 --
+  + edges:
+  0--1 1--2 0--2 2--3 3--4 4--5 3--5
 
 Now, this is better. We have an undirected graph with six vertices and seven
 edges, and you can also see the list of edges in |igraph|'s output.  Edges also
@@ -174,11 +176,13 @@ vertices at its two endpoints, you can use :meth:`~Graph.get_eid` to get the
 edge ID. Remember, all these are *methods* of the :class:`Graph` class and you
 must call them on the appropriate :class:`Graph` instance!
 
->>> g.get_eid(2, 3)
-3
->>> g.delete_edges(3)
->>> summary(g)
-IGRAPH U--- 6 6 --
+::
+
+  >>> g.get_eid(2, 3)
+  3
+  >>> g.delete_edges(3)
+  >>> summary(g)
+  IGRAPH U--- 6 6 --
 
 :meth:`summary` is a new command that you haven't seen before; it is a member of |igraph|'s
 own namespace and it can be used to get an overview of a given graph object. Its output
@@ -198,20 +202,20 @@ creating trees, regular lattices, rings, extended chordal rings, several famous
 and so on, while stochastic generators are used to create Erdős-Rényi random networks,
 Barabási-Albert networks, geometric random graphs and such. |igraph| has too many
 generators to cover them all in this tutorial, so we will only try a
-deterministic and a stochastic generator instead:
+deterministic and a stochastic generator instead::
 
->>> g = Graph.Tree(127, 2)
->>> summary(g)
-IGRAPH U--- 127 126 --
+  >>> g = Graph.Tree(127, 2)
+  >>> summary(g)
+  IGRAPH U--- 127 126 --
 
 :meth:`Graph.Tree` generates a regular tree graph. The one that we generated has 127
 vertices and each vertex (apart from the leaves) has two children (and of course one
 parent). No matter how many times you call :meth:`Graph.Tree`, the generated graph will
-always be the same if you use the same parameters:
+always be the same if you use the same parameters::
 
->>> g2 = Graph.Tree(127, 2)
->>> g2.get_edgelist() == g.get_edgelist()
-True
+  >>> g2 = Graph.Tree(127, 2)
+  >>> g2.get_edgelist() == g.get_edgelist()
+  True
 
 The above code snippet also shows you that the :meth:`~Graph.get_edgelist()` method
 of :class:`Graph` graph objects return a list that contains pairs of integers, one for
@@ -219,15 +223,19 @@ each edge. The first member of the pair is the source vertex ID and the second m
 is the target vertex ID of the corresponding edge. This list is too long, so let's
 just print the first 10 elements!
 
->>> g2.get_edgelist()[0:10]
-[(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
+::
+
+  >>> g2.get_edgelist()[0:10]
+  [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
 
 Let's do the same with a stochastic generator!
 
->>> g = Graph.GRG(100, 0.2)
->>> summary(g)
-IGRAPH U---- 100 516 --
-+ attr: x (v), y (v)
+::
+
+  >>> g = Graph.GRG(100, 0.2)
+  >>> summary(g)
+  IGRAPH U---- 100 516 --
+  + attr: x (v), y (v)
 
 where ``+ attr`` shows names of the attributes for vertices (v) and edges (e).
 
@@ -238,13 +246,13 @@ the random nature of the algorithm, chances are that the exact graph you got is
 from the one that was generated when I wrote this tutorial, hence the values above in the
 summary will not match the ones you got. This is normal and expected. Even if you generate
 two geometric random graphs on the same machine, they will be different for the same parameter
-set:
+set::
 
->>> g2 = Graph.GRG(100, 0.2)
->>> g.get_edgelist() == g2.get_edgelist()
-False
->>> g.isomorphic(g2)
-False
+  >>> g2 = Graph.GRG(100, 0.2)
+  >>> g.get_edgelist() == g2.get_edgelist()
+  False
+  >>> g.isomorphic(g2)
+  False
 
 :meth:`~Graph.isomorphic()` tells you whether two graphs are isomorphic or not. In general,
 it might take quite a lot of time, especially for large graphs, but in our case, the
@@ -280,21 +288,23 @@ and the value representing the attribute itself.
 
 Let us create a simple imaginary social network the usual way by hand.
 
->>> g = Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
+::
+
+  >>> g = Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
 
 Now, let us assume that we want to store the names, ages and genders of people in this network as
 vertex attributes, and for every connection, we want to store whether this is an informal
 friendship tie or a formal tie. Every :class:`Graph` object contains two special members
 called :attr:`~Graph.vs` and :attr:`~Graph.es`, standing for the sequence of all vertices
 and all edges, respectively. If you try to use :attr:`~Graph.vs` or :attr:`~Graph.es` as
-a Python dictionary, you will manipulate the attribute storage area of the graph:
+a Python dictionary, you will manipulate the attribute storage area of the graph::
 
->>> g.vs
-<igraph.VertexSeq object at 0x1b23b90>
->>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
->>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
->>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
->>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
+  >>> g.vs
+  <igraph.VertexSeq object at 0x1b23b90>
+  >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
+  >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
+  >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
+  >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
 
 Whenever you use :attr:`~Graph.vs` or :attr:`~Graph.es` as a dictionary, you are assigning
 attributes to *all* vertices/edges of the graph. However, you can simply alter the attributes
@@ -303,15 +313,15 @@ with integers as if they were lists (remember, they are sequences, they contain
 vertices or all the edges). When you index them, you obtain a :class:`Vertex` or
 :class:`Edge` object, which refers to (I am sure you already guessed that) a single vertex
 or a single edge of the graph. :class:`Vertex` and :class:`Edge` objects can also be used
-as dictionaries to alter the attributes of that single vertex or edge:
+as dictionaries to alter the attributes of that single vertex or edge::
 
->>> g.es[0]
-igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': False})
->>> g.es[0].attributes()
-{'is_formal': False}
->>> g.es[0]["is_formal"] = True
->>> g.es[0]
-igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': True})
+  >>> g.es[0]
+  igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': False})
+  >>> g.es[0].attributes()
+  {'is_formal': False}
+  >>> g.es[0]["is_formal"] = True
+  >>> g.es[0]
+  igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': True})
 
 The above snippet illustrates that indexing an :class:`EdgeSeq` object returns
 :class:`Edge` objects; the representation above shows the graph the object belongs to,
@@ -332,23 +342,23 @@ we will see methods that can filter :class:`EdgeSeq` objects and return other
 :class:`EdgeSeq` objects that are restricted to a subset of edges, and of course the same
 applies to :class:`VertexSeq` objects. But before we dive into that, let's see how we
 can assign attributes to the whole graph. Not too surprisingly, :class:`Graph` objects
-themselves can also behave as dictionaries:
+themselves can also behave as dictionaries::
 
->>> g["date"] = "2009-01-10"
->>> print(g["date"])
-2009-01-10
+  >>> g["date"] = "2009-01-10"
+  >>> print(g["date"])
+  2009-01-10
 
 Finally, it should be mentioned that attributes can be deleted by the Python keyword
-``del`` just as you would do with any member of an ordinary dictionary:
+``del`` just as you would do with any member of an ordinary dictionary::
 
->>> g.vs[3]["foo"] = "bar"
->>> g.vs["foo"]
-[None, None, None, 'bar', None, None, None]
->>> del g.vs["foo"]
->>> g.vs["foo"]
-Traceback (most recent call last):
-  File "<stdin>", line 25, in <module>
-KeyError: 'Attribute does not exist'
+  >>> g.vs[3]["foo"] = "bar"
+  >>> g.vs["foo"]
+  [None, None, None, 'bar', None, None, None]
+  >>> del g.vs["foo"]
+  >>> g.vs["foo"]
+  Traceback (most recent call last):
+    File "<stdin>", line 25, in <module>
+  KeyError: 'Attribute does not exist'
 
 Structural properties of graphs
 ===============================
@@ -363,20 +373,20 @@ Probably the simplest property one can think of is the :dfn:`vertex degree`. The
 degree of a vertex equals the number of edges adjacent to it. In case of directed
 networks, we can also define :dfn:`in-degree` (the number of edges pointing towards
 the vertex) and :dfn:`out-degree` (the number of edges originating from the vertex).
-|igraph| is able to calculate all of them using a simple syntax:
+|igraph| is able to calculate all of them using a simple syntax::
 
->>> g.degree()
-[3, 1, 4, 3, 2, 3, 2]
+  >>> g.degree()
+  [3, 1, 4, 3, 2, 3, 2]
 
 If the graph was directed, we would have been able to calculate the in- and out-degrees
 separately using ``g.degree(mode="in")`` and ``g.degree(mode="out")``. You can
 also pass a single vertex ID or a list of vertex IDs to :meth:`~Graph.degree` if you
-want to calculate the degrees for only a subset of vertices:
+want to calculate the degrees for only a subset of vertices::
 
->>> g.degree(6)
-2
->>> g.degree([2,3,4])
-[4, 3, 2]
+  >>> g.degree(6)
+  2
+  >>> g.degree([2,3,4])
+  [4, 3, 2]
 
 This calling convention applies to most of the structural properties |igraph| can
 calculate. For vertex properties, the methods accept a vertex ID or a list of vertex IDs
@@ -397,30 +407,30 @@ restrict them to exactly the vertices or edges you want.
 Besides degree, |igraph| includes built-in routines to calculate many other centrality
 properties, including vertex and edge betweenness (:meth:`Graph.betweenness`,
 :meth:`Graph.edge_betweenness`) or Google's PageRank (:meth:`Graph.pagerank`)
-just to name a few. Here we just illustrate edge betweenness:
+just to name a few. Here we just illustrate edge betweenness::
 
->>> g.edge_betweenness()
-[6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+  >>> g.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
 
 Now we can also figure out which connections have the highest betweenness centrality
-with some Python magic:
+with some Python magic::
 
->>> ebs = g.edge_betweenness()
->>> max_eb = max(ebs)
->>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
-[(0, 1), (0, 2)]
+  >>> ebs = g.edge_betweenness()
+  >>> max_eb = max(ebs)
+  >>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
+  [(0, 1), (0, 2)]
 
 Most structural properties can also be retrieved for a subset of vertices or edges
 or for a single vertex or edge by calling the appropriate method on the
 :class:`VertexSeq`, :class:`EdgeSeq`, :class:`Vertex` or :class:`Edge` object of
-interest:
+interest::
 
->>> g.vs.degree()
-[3, 1, 4, 3, 2, 3, 2]
->>> g.es.edge_betweenness()
-[6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
->>> g.vs[2].degree()
-4
+  >>> g.vs.degree()
+  [3, 1, 4, 3, 2, 3, 2]
+  >>> g.es.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+  >>> g.vs[2].degree()
+  4
 
 .. _querying_vertices_and_edges:
 
@@ -433,10 +443,10 @@ Selecting vertices and edges
 Imagine that in a given social network, you would like to find out who has the largest
 degree or betweenness centrality. You can do that with the tools presented so far and
 some basic Python knowledge, but since it is a common task to select vertices and edges
-based on attributes or structural properties, |igraph| gives you an easier way to do that:
+based on attributes or structural properties, |igraph| gives you an easier way to do that::
 
->>> g.vs.select(_degree=g.maxdegree())["name"]
-["Alice", "Bob"]
+  >>> g.vs.select(_degree=g.maxdegree())["name"]
+  ["Alice", "Bob"]
 
 The syntax may seem a little bit awkward for the first sight, so let's try to interpret
 it step by step. :meth:`~VertexSeq.select` is a method of :class:`VertexSeq` and its
@@ -446,50 +456,50 @@ arguments. Positional arguments (the ones without an explicit name like
 ``_degree`` above) are always processed before keyword arguments as follows:
 
 - If the first positional argument is ``None``, an empty sequence (containing no
-  vertices) is returned:
+  vertices) is returned::
 
-  >>> seq = g.vs.select(None)
-  >>> len(seq)
-  0
+    >>> seq = g.vs.select(None)
+    >>> len(seq)
+    0
 
 - If the first positional argument is a callable object (i.e., a function, a bound
   method or anything that behaves like a function), the object will be called for
   every vertex that's currently in the sequence. If the function returns ``True``,
-  the vertex will be included, otherwise it will be excluded:
+  the vertex will be included, otherwise it will be excluded::
 
-  >>> graph = Graph.Full(10)
-  >>> only_odd_vertices = graph.vs.select(lambda vertex: vertex.index % 2 == 1)
-  >>> len(only_odd_vertices)
-  5
+    >>> graph = Graph.Full(10)
+    >>> only_odd_vertices = graph.vs.select(lambda vertex: vertex.index % 2 == 1)
+    >>> len(only_odd_vertices)
+    5
 
 - If the first positional argument is an iterable (i.e., a list, a generator or
   anything that can be iterated over), it *must* return integers and these integers
   will be considered as indices into the current vertex set (which is *not* necessarily
   the whole graph). Only those vertices that match the given indices will be included
   in the filtered vertex set. Floats, strings, invalid vertex IDs will silently be
-  ignored:
-
-  >>> seq = graph.vs.select([2, 3, 7])
-  >>> len(seq)
-  3
-  >>> [v.index for v in seq]
-  [2, 3, 7]
-  >>> seq = seq.select([0, 2])         # filtering an existing vertex set
-  >>> [v.index for v in seq]
-  [2, 7]
-  >>> seq = graph.vs.select([2, 3, 7, "foo", 3.5])
-  >>> len(seq)
-  3
+  ignored::
+
+    >>> seq = graph.vs.select([2, 3, 7])
+    >>> len(seq)
+    3
+    >>> [v.index for v in seq]
+    [2, 3, 7]
+    >>> seq = seq.select([0, 2])         # filtering an existing vertex set
+    >>> [v.index for v in seq]
+    [2, 7]
+    >>> seq = graph.vs.select([2, 3, 7, "foo", 3.5])
+    >>> len(seq)
+    3
 
 - If the first positional argument is an integer, all remaining arguments are also
   expected to be integers and they are interpreted as indices into the current vertex
   set. This is just syntactic sugar, you could achieve an equivalent effect by
   passing a list as the first positional argument, but this way you can omit the
-  square brackets:
+  square brackets::
 
-  >>> seq = graph.vs.select(2, 3, 7)
-  >>> len(seq)
-  3
+    >>> seq = graph.vs.select(2, 3, 7)
+    >>> len(seq)
+    3
 
 Keyword arguments can be used to filter the vertices based on their attributes
 or their structural properties. The name of each keyword argument should consist
@@ -528,9 +538,9 @@ Keyword argument Meaning
 ================ ================================================================
 
 For instance, the following command gives you people younger than 30 years in
-our imaginary social network:
+our imaginary social network::
 
->>> g.vs.select(age_lt=30)
+  >>> g.vs.select(age_lt=30)
 
 .. note::
    Due to the syntactical constraints of Python, you cannot use the admittedly
@@ -538,26 +548,26 @@ our imaginary social network:
    allowed to appear in an argument list in Python.
 
 To save you some typing, you can even omit the :meth:`~VertexSeq.select` method if
-you wish:
+you wish::
 
->>> g.vs(age_lt=30)
+  >>> g.vs(age_lt=30)
 
 Theoretically, it can happen that there exists an attribute and a structural property
 with the same name (e.g., you could have a vertex attribute named ``degree``). In that
 case, we would not be able to decide whether the user meant ``degree`` as a structural
 property or as a vertex attribute. To resolve this ambiguity, structural property names
 *must* always be preceded by an underscore (``_``) when used for filtering. For example, to
-find vertices with degree larger than 2:
+find vertices with degree larger than 2::
 
->>> g.vs(_degree_gt=2)
+  >>> g.vs(_degree_gt=2)
 
 There are also a few special structural properties for selecting edges:
 
 - Using ``_source`` or ``_from`` in the keyword argument list of :meth:`EdgeSeq.select`
   filters based on the source vertices of the edges. E.g., to select all the edges
-  originating from Claire (who has vertex index 2):
+  originating from Claire (who has vertex index 2)::
 
-  >>> g.es.select(_source=2)
+    >>> g.es.select(_source=2)
 
 - Using ``_target`` or ``_to`` filters based on the target vertices. This is different
   from ``_source`` and ``_from`` if the graph is directed.
@@ -565,22 +575,22 @@ There are also a few special structural properties for selecting edges:
 - ``_within`` takes a :class:`VertexSeq` object or a list or set of vertex indices
   and selects all the edges that originate and terminate in the given vertex
   set. For instance, the following expression selects all the edges between
-  Claire (vertex index 2), Dennis (vertex index 3) and Esther (vertex index 4):
+  Claire (vertex index 2), Dennis (vertex index 3) and Esther (vertex index 4)::
 
-  >>> g.es.select(_within=[2,3,4])
+    >>> g.es.select(_within=[2,3,4])
 
-  We could also have used a :class:`VertexSeq` object:
+  We could also have used a :class:`VertexSeq` object::
 
-  >>> g.es.select(_within=g.vs[2:5])
+    >>> g.es.select(_within=g.vs[2:5])
 
 - ``_between`` takes a tuple consisting of two :class:`VertexSeq` objects or lists
   containing vertex indices or :class:`Vertex` objects and selects all the edges that
   originate in one of the sets and terminate in the other. E.g., to select all the
-  edges that connect men to women:
+  edges that connect men to women::
 
-  >>> men = g.vs.select(gender="m")
-  >>> women = g.vs.select(gender="f")
-  >>> g.es.select(_between=(men, women))
+    >>> men = g.vs.select(gender="m")
+    >>> women = g.vs.select(gender="f")
+    >>> g.es.select(_between=(men, women))
 
 Finding a single vertex or edge with some properties
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
@@ -593,20 +603,20 @@ looking up vertices by their names in the ``name`` property. :class:`VertexSeq`
 :meth:`~VertexSeq.find` works similarly to :meth:`~VertexSeq.select`, but it returns
 only the first match if there are multiple matches, and throws an exception if no
 match is found. For instance, to look up the vertex corresponding to Claire, one can
-do this:
+do this::
 
->>> claire = g.vs.find(name="Claire")
->>> type(claire)
-igraph.Vertex
->>> claire.index
-2
+  >>> claire = g.vs.find(name="Claire")
+  >>> type(claire)
+  igraph.Vertex
+  >>> claire.index
+  2
 
-Looking up an unknown name will yield an exception:
+Looking up an unknown name will yield an exception::
 
->>> g.vs.find(name="Joe")
-Traceback (most recent call last):
-  File "<stdin>", line 1, in <module>
-ValueError: no such vertex
+  >>> g.vs.find(name="Joe")
+  Traceback (most recent call last):
+    File "<stdin>", line 1, in <module>
+  ValueError: no such vertex
 
 Looking up vertices by names
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
@@ -618,15 +628,15 @@ can be looked up by their names in amortized constant time. To make things even
 |igraph| accepts vertex names (almost) anywhere where it expects vertex IDs, and also
 accepts collections (list, tuples etc) of vertex names anywhere where it expects lists
 of vertex IDs or :class:`VertexSeq` instances. E.g, you can simply look up the degree
-(number of connections) of Dennis as follows:
+(number of connections) of Dennis as follows::
 
->>> g.degree("Dennis")
-3
+  >>> g.degree("Dennis")
+  3
 
 or, alternatively:
 
->>> g.vs.find("Dennis").degree()
-3
+  >>> g.vs.find("Dennis").degree()
+  3
 
 The mapping between vertex names and IDs is maintained transparently by |igraph| in
 the background; whenever the graph changes, |igraph| also updates the internal mapping.
@@ -640,8 +650,18 @@ Treating a graph as an adjacency matrix
 Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*). 
 The adjacency matrix for the example graph is
 
->>> g.get_adjacency()
-Matrix([[0, 1, 1, 0, 0, 1, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 0, 1, 1, 1, 0], [0, 0, 1, 0, 1, 0, 1], [0, 0, 1, 1, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]])
+::
+
+  >>> g.get_adjacency()
+  Matrix([
+    [0, 1, 1, 0, 0, 1, 0],
+    [1, 0, 0, 0, 0, 0, 0],
+    [1, 0, 0, 1, 1, 1, 0],
+    [0, 0, 1, 0, 1, 0, 1],
+    [0, 0, 1, 1, 0, 0, 0],
+    [1, 0, 1, 0, 0, 0, 1],
+    [0, 0, 0, 1, 0, 1, 0]
+  ])
 
 For example, Claire (``[1, 0, 0, 1, 1, 1, 0]``) is directly connected to Alice (who has vertex index 0), Dennis (index 3),
 Esther (index 4), and Frank (index 5), but not to Bob (index 1) nor George (index 6).
@@ -711,18 +731,18 @@ Method name                          Short name      Algorithm description
 .. _Large Graph Layout: http://sourceforge.net/projects/lgl/
 
 Layout algorithms can either be called directly or using the common layout method called
-:meth:`~Graph.layout`:
+:meth:`~Graph.layout`::
 
->>> layout = g.layout_kamada_kawai()
->>> layout = g.layout("kamada_kawai")
+  >>> layout = g.layout_kamada_kawai()
+  >>> layout = g.layout("kamada_kawai")
 
 The first argument of the :meth:`~Graph.layout` method must be the short name of the
 layout algorithm (see the table above). All the remaining positional and keyword arguments
 are passed intact to the chosen layout method. For instance, the following two calls are
-completely equivalent:
+completely equivalent::
 
->>> layout = g.layout_reingold_tilford(root=[2])
->>> layout = g.layout("rt", [2])
+  >>> layout = g.layout_reingold_tilford(root=[2])
+  >>> layout = g.layout("rt", [2])
 
 Layout methods return a :class:`Layout` object which behaves mostly like a list of lists.
 Each list entry in a :class:`Layout` object corresponds to a vertex in the original graph
@@ -735,10 +755,10 @@ Drawing a graph using a layout
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 For instance, we can plot our imaginary social network with the Kamada-Kawai
-layout algorithm as follows:
+layout algorithm as follows::
 
->>> layout = g.layout("kk")
->>> plot(g, layout=layout)
+  >>> layout = g.layout("kk")
+  >>> plot(g, layout=layout)
 
 This should open an external image viewer showing a visual representation of the network,
 something like the one on the following figure (although the exact placement of
@@ -751,22 +771,22 @@ nodes may be different on your machine since the layout is not deterministic):
    Our social network with the Kamada-Kawai layout algorithm
 
 If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use the
-``target`` argument:
+``target`` argument::
 
->>> import matplotlib.pyplot as plt
->>> fig, ax = plt.subplots()
->>> plot(g, layout=layout, target=ax)
+  >>> import matplotlib.pyplot as plt
+  >>> fig, ax = plt.subplots()
+  >>> plot(g, layout=layout, target=ax)
 
 Hmm, this is not too pretty so far. A trivial addition would be to use the names as the
 vertex labels and to color the vertices according to the gender. Vertex labels are taken
 from the ``label`` attribute by default and vertex colors are determined by the
-``color`` attribute, so we can simply create these attributes and re-plot the graph:
+``color`` attribute, so we can simply create these attributes and re-plot the graph::
 
->>> g.vs["label"] = g.vs["name"]
->>> color_dict = {"m": "blue", "f": "pink"}
->>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
->>> plot(g, layout=layout, bbox=(300, 300), margin=20)
->>> plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax) # matplotlib version
+  >>> g.vs["label"] = g.vs["name"]
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> plot(g, layout=layout, bbox=(300, 300), margin=20)
+  >>> plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax) # matplotlib version
 
 Note that we are simply re-using the previous layout object here, but we also specified
 that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
@@ -779,10 +799,10 @@ to fit the labels (20 pixels). The result is:
    Our social network - with names as labels and genders as colors
 
 Instead of specifying the visual properties as vertex and edge attributes, you can
-also give them as keyword arguments to :func:`plot`:
+also give them as keyword arguments to :func:`plot`::
 
->>> color_dict = {"m": "blue", "f": "pink"}
->>> plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
 
 This latter approach is preferred if you want to keep the properties of the visual
 representation of your graph separate from the graph itself. You can simply set up
@@ -790,15 +810,15 @@ a Python dictionary containing the keyword arguments you would pass to :func:`pl
 and then use the double asterisk (``**``) operator to pass your specific styling
 attributes to :func:`plot`::
 
->>> visual_style = {}
->>> visual_style["vertex_size"] = 20
->>> visual_style["vertex_color"] = [color_dict[gender] for gender in g.vs["gender"]]
->>> visual_style["vertex_label"] = g.vs["name"]
->>> visual_style["edge_width"] = [1 + 2 * int(is_formal) for is_formal in g.es["is_formal"]]
->>> visual_style["layout"] = layout
->>> visual_style["bbox"] = (300, 300)
->>> visual_style["margin"] = 20
->>> plot(g, **visual_style)
+  >>> visual_style = {}
+  >>> visual_style["vertex_size"] = 20
+  >>> visual_style["vertex_color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> visual_style["vertex_label"] = g.vs["name"]
+  >>> visual_style["edge_width"] = [1 + 2 * int(is_formal) for is_formal in g.es["is_formal"]]
+  >>> visual_style["layout"] = layout
+  >>> visual_style["bbox"] = (300, 300)
+  >>> visual_style["margin"] = 20
+  >>> plot(g, **visual_style)
 
 The final plot shows the formal ties with thick lines while informal ones with thin lines:
 
@@ -955,7 +975,7 @@ SVG or PDF files can then later be converted to PostScript (``.ps``) or Encapsul
 PostScript (``.eps``) format if you prefer that, while PNG files can be converted to
 TIF (``.tif``)::
 
->>> plot(g, "social_network.pdf", **visual_style)
+  >>> plot(g, "social_network.pdf", **visual_style)
 
 
 |igraph| and the outside world
@@ -1012,16 +1032,16 @@ As an exercise, download the graph representation of the well-known
 `Zachary karate club study <http://nexus.igraph.org/api/dataset?id=1&format=GraphML>`_
 from :download:`this file </assets/zachary.zip>`, unzip it and try to load it into
 |igraph|. Since it is a GraphML file, you must use the GraphML reader method from
-the table above (make sure you use the appropriate path to the downloaded file):
+the table above (make sure you use the appropriate path to the downloaded file)::
 
->>> karate = Graph.Read_GraphML("zachary.graphml")
->>> summary(karate)
-IGRAPH UNW- 34 78 -- Zachary's karate club network
+  >>> karate = Graph.Read_GraphML("zachary.graphml")
+  >>> summary(karate)
+  IGRAPH UNW- 34 78 -- Zachary's karate club network
 
 If you want to convert the very same graph into, say, Pajek's format, you can do it
-with the Pajek writer method from the table above:
+with the Pajek writer method from the table above::
 
->>> karate.write_pajek("zachary.net")
+  >>> karate.write_pajek("zachary.net")
 
 .. note:: Most of the formats have their own limitations; for instance, not all of
    them can store attributes. Your best bet is probably GraphML or GML if you
@@ -1038,11 +1058,11 @@ reader methods which tries to infer the appropriate format from the file extensi
 :meth:`Graph.save` is the opposite of :func:`load`: it lets you save a graph where
 the preferred format is again inferred from the extension. The format detection of
 :func:`load` and :meth:`Graph.save` can be overridden by the ``format`` keyword
-argument which accepts the short names of the formats from the above table:
+argument which accepts the short names of the formats from the above table::
 
->>> karate = load("zachary.graphml")
->>> karate.save("zachary.net")
->>> karate.save("zachary.my_extension", format="gml")
+  >>> karate = load("zachary.graphml")
+  >>> karate.save("zachary.net")
+  >>> karate.save("zachary.my_extension", format="gml")
 
 
 Where to go next
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index a67fc90be..a7ce000b2 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -6,10 +6,10 @@ Visualisation of graphs
 |igraph| includes functionality to visualize graphs. There are two main components: graph layouts and graph plotting.
 
 In the following examples, we will assume |igraph| is imported as `ig` and a
-:class:`Graph` object has been previously created, e.g.:
+:class:`Graph` object has been previously created, e.g.::
 
->>> import igraph as ig
->>> g = ig.Graph(edges=[[0, 1], [2, 3]])
+   >>> import igraph as ig
+   >>> g = ig.Graph(edges=[[0, 1], [2, 3]])
 
 Read the `API documentation`_ for details on each function and class. The `tutorial`_ contains examples to get started.
 
@@ -19,9 +19,9 @@ A graph *layout* is a low-dimensional (usually: 2 dimensional) representation of
 graph can be computed and typically preserve or highlight distinct properties of the graph itself. Some layouts only make
 sense for specific kinds of graphs, such as trees.
 
-|igraph| offers several graph layouts. The general function to compute a graph layout is :meth:`Graph.layout`:
+|igraph| offers several graph layouts. The general function to compute a graph layout is :meth:`Graph.layout`::
 
->>> layout = g.layout(layout='auto')
+   >>> layout = g.layout(layout='auto')
 
 See below for a list of supported layouts. The resulting object is an instance of `igraph.layout.Layout` and has some
 useful properties:
@@ -35,14 +35,14 @@ and methods:
 - :meth:`Layout.bounding_box` the boundary, but as an `igraph.drawing.utils.BoundingBox` (see below)
 - :meth:`Layout.centroid` the coordinates of the centroid of the graph layout
 
-Indexing and slicing can be performed and returns the coordinates of the requested vertices:
+Indexing and slicing can be performed and returns the coordinates of the requested vertices::
 
->>> coords_subgraph = layout[:2]  # Coordinates of the first two vertices
+   >>> coords_subgraph = layout[:2]  # Coordinates of the first two vertices
 
 .. note:: The returned object is a list of lists with the coordinates, not an `igraph.layout.Layout`
    object. You can wrap the result into such an object easily:
- 
-   >>> layout_subgraph = ig.Layout(coords=layout[:2])
+   
+      >>> layout_subgraph = ig.Layout(coords=layout[:2])
 
 It is possible to perform linear transformations to the layout:
 
@@ -94,111 +94,116 @@ function, `igraph.plot`.
 
 Plotting with the default image viewer
 ++++++++++++++++++++++++++++++++++++++
-A naked call to `igraph.plot` generates a temporary file and opens it with the default image viewer:
 
->>> ig.plot(g)
+A naked call to `igraph.plot` generates a temporary file and opens it with the default image viewer::
+
+   >>> ig.plot(g)
 
 (see below if you are using this in a `Jupyter`_ notebook). This uses the `Cairo`_ library behind the scenes.
 
 Saving a plot to a file
 +++++++++++++++++++++++
+
 A call to `igraph.plot` with a `target` argument stores the graph image in the specified file and does *not*
 open it automatically. Based on the filename extension, any of the following output formats can be chosen:
-PNG, PDF, SVG and PostScript:
+PNG, PDF, SVG and PostScript::
 
->>> ig.plot(g, target='myfile.pdf')
+   >>> ig.plot(g, target='myfile.pdf')
 
 .. note:: PNG is a raster image format while PDF, SVG, and Postscript are vector image formats. Choose one of the last three
    formats if you are planning on refining the image with a vector image editor such as Inkscape or Illustrator.
 
 Plotting graphs within Matplotlib figures
 +++++++++++++++++++++++++++++++++++++++++
-If the target argument is a `matplotlib`_ axes, the graph will be plotted inside that axes:
 
->>> import matplotlib.pyplot as plt
->>> fig, ax = plt.subplots()
->>> ig.plot(g, target=ax)
+If the target argument is a `matplotlib`_ axes, the graph will be plotted inside that axes::
+
+   >>> import matplotlib.pyplot as plt
+   >>> fig, ax = plt.subplots()
+   >>> ig.plot(g, target=ax)
 
 You can then further manipulate the axes and figure however you like via the `ax` and `fig` variables (or whatever you
 called them). This variant does not use `Cairo`_ directly and might be lacking some features that are available in the
 `Cairo`_ backend: please open an issue on Github to request specific features.
 
 Plotting via `matplotlib`_ makes it easy to combine igraph with other plots. For instance, if you want to have a figure
-with two panels showing different aspects of some data set, say a graph and a bar plot, you can easily do that:
+with two panels showing different aspects of some data set, say a graph and a bar plot, you can easily do that::
 
->>> import matplotlib.pyplot as plt
->>> fig, axs = plt.subplots(1, 2, figsize=(8, 4))
->>> ig.plot(g, target=axs[0])
->>> axs[1].bar(x=[0, 1, 2], height=[1, 5, 3], color='tomato')
+   >>> import matplotlib.pyplot as plt
+   >>> fig, axs = plt.subplots(1, 2, figsize=(8, 4))
+   >>> ig.plot(g, target=axs[0])
+   >>> axs[1].bar(x=[0, 1, 2], height=[1, 5, 3], color='tomato')
 
 Another common situation is modifying the graph plot after the fact, to achieve some kind of customization. For instance,
-you might want to change the size and color of the vertices:
+you might want to change the size and color of the vertices::
 
->>> import matplotlib.pyplot as plt
->>> fig, ax = plt.subplots()
->>> ig.plot(g, target=ax)
->>> dots = ax.get_children()[0] # This is a PathCollection
->>> dots.set_color('tomato')
->>> dots.set_sizes([250] * g.vcount())
+   >>> import matplotlib.pyplot as plt
+   >>> fig, ax = plt.subplots()
+   >>> ig.plot(g, target=ax)
+   >>> dots = ax.get_children()[0] # This is a PathCollection
+   >>> dots.set_color('tomato')
+   >>> dots.set_sizes([250] * g.vcount())
 
 That also helps as a workaround if you cannot figure out how to use the plotting options below: just use the defaults and
 then customize the appearance of your graph via standard `matplotlib`_ tools.
 
 Plotting graphs in Jupyter notebooks
 ++++++++++++++++++++++++++++++++++++
+
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
 calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
 output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
-For instance, to get a compact plot:
+For instance, to get a compact plot::
 
->>> ig.plot(g, bbox=(0, 0, 100, 100))
+   >>> ig.plot(g, bbox=(0, 0, 100, 100))
 
 These inline plots can be either in PNG or SVG format. There is currently an open bug that makes SVG fail if more than one graph
 per notebook is plotted: we are working on a fix for that. In the meanwhile, you can use PNG representation.
 
 If you want to use the `matplotlib`_ engine in a Jupyter notebook, you can use the recipe above. First create an axes, then
-tell `igraph.plot` about it via the `target` argument:
+tell `igraph.plot` about it via the `target` argument::
 
->>> import matplotlib.pyplot as plt
->>> fig, ax = plt.subplots()
->>> ig.plot(g, target=ax)
+   >>> import matplotlib.pyplot as plt
+   >>> fig, ax = plt.subplots()
+   >>> ig.plot(g, target=ax)
 
 Exporting to other graph formats
 ++++++++++++++++++++++++++++++++++
 If igraph is missing a certain plotting feature and you cannot wait for us to include it, you can always export your graph
 to a number of formats and use an external graph plotting tool. We support both conversion to file (e.g. DOT format used by
-`graphviz`_) and to popular graph libraries such as `networkx`_ and `graph-tool`_:
+`graphviz`_) and to popular graph libraries such as `networkx`_ and `graph-tool`_::
 
->>> dot = g.write('/myfolder/myfile.dot')
->>> n = g.to_networkx()
->>> gt = g.to_graph_tool()
+   >>> dot = g.write('/myfolder/myfile.dot')
+   >>> n = g.to_networkx()
+   >>> gt = g.to_graph_tool()
 
 You do not need to have any libraries installed if you export to file, but you do need them to convert directly to external
 Python objects (`networkx`_, `graph-tool`_).
 
 Plotting options
-====================
-You can add an argument `layout` to the `plot` function to specify a precomputed layout, e.g.:
+================
+
+You can add an argument `layout` to the `plot` function to specify a precomputed layout, e.g.::
 
->>> layout = g.layout("kamada_kawai")
->>> ig.plot(g, layout=layout)
+   >>> layout = g.layout("kamada_kawai")
+   >>> ig.plot(g, layout=layout)
 
-It is also possible to use the name of the layout algorithm directly:
+It is also possible to use the name of the layout algorithm directly::
 
->>> ig.plot(g, layout="kamada_kawai")
+   >>> ig.plot(g, layout="kamada_kawai")
 
 If the layout is left unspecified, igraph uses the dedicated `layout_auto()` function, which chooses between one of several
 possible layouts based on the number of vertices and edges.
 
-You can also specify vertex and edge color, size, and labels - and more - via additional arguments, e.g.:
+You can also specify vertex and edge color, size, and labels - and more - via additional arguments, e.g.::
 
->>> ig.plot(g,
->>>         vertex_size=20,
->>>         vertex_color=['blue', 'red', 'green', 'yellow'],
->>>         vertex_label=['first', 'second', 'third', 'fourth'],
->>>         edge_width=[1, 4],
->>>         edge_color=['black', 'grey'],
->>>         )
+   >>> ig.plot(g,
+   ...         vertex_size=20,
+   ...         vertex_color=['blue', 'red', 'green', 'yellow'],
+   ...         vertex_label=['first', 'second', 'third', 'fourth'],
+   ...         edge_width=[1, 4],
+   ...         edge_color=['black', 'grey'],
+   ...         )
 
 See the `tutorial`_ for examples and a full list of options.
 

From b32c47c08b71ebe356a3baa9e64c5236ce08071c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 20 Oct 2021 17:21:50 +0200
Subject: [PATCH 0464/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2ceb15db7..b29e741ea 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2ceb15db7983a15e499844daddd1e1aa72cb0138
+Subproject commit b29e741ea4106b259318d1d1d37404d317b2a185

From c4e50cbad72817e0d7edd76b1a2cd63bd0339769 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 12:57:39 +0200
Subject: [PATCH 0465/1681] chore: minor setup.py tweaks

---
 setup.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 4fffda6a7..c4944ee0b 100644
--- a/setup.py
+++ b/setup.py
@@ -818,6 +818,7 @@ def use_educated_guess(self) -> None:
     author_email="ntamas@gmail.com",
     project_urls={
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
+        "Changelog": "https://github.com/igraph/python-igraph/blob/master/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
         "Documentation": "https://igraph.org/python/doc",
         "Source Code": "https://github.com/igraph/python-igraph",
@@ -858,12 +859,13 @@ def use_educated_guess(self) -> None:
         "Intended Audience :: Science/Research",
         "Operating System :: OS Independent",
         "Programming Language :: C",
-        "Programming Language :: Python",
+        "Programming Language :: Python :: 3",
         "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
         "Topic :: Scientific/Engineering :: Mathematics",

From 9f93b0379d27f2c27b68d8b7fb979da217a66eed Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 22 Oct 2021 16:02:06 +0200
Subject: [PATCH 0466/1681] docs: mention the keyword "cycle" when discussion
 ring graphs in the tutorial

---
 doc/source/generation.rst | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 47e048e90..5aa01a669 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -38,6 +38,7 @@ To create a bipartite graph from a list of types and a list of edges, use :meth:
 
 From matrices
 +++++++++++++
+
 To create a graph from an adjecency matrix, use :meth:`Graph.Adjacency` or, for weighted matrices, :meth:`Graph.Weighted_Adjacency`::
 
     >>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
@@ -119,13 +120,13 @@ The method :meth:`Graph.Star` creates a star graph, which is a subtype of a tree
 Lattice
 +++++++
 
-:meth:`Graph.Lattice` creates a regular lattice of the chosen size. For instance::
+:meth:`Graph.Lattice` creates a regular square lattice of the chosen size. For instance::
 
     >>> g = Graph.Lattice(dim=[3, 3], circular=False)
 
 creates a 3x3 grid in two dimensions (9 vertices total). `circular` is used to connect each edge of the lattice back onto the other side, a process also known as "periodic boundary condition" that is sometimes helpful to smoothen out edge effects.
 
-The one dimensional case (path graph or ring) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not::
+The one dimensional case (path graph or cycle graph) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not::
 
     >>> g = Graph.Ring(n=4, circular=False)
 
@@ -155,6 +156,7 @@ will teach you some about martial arts.
 
 Random graphs
 +++++++++++++
+
 Stochastic graphs can be created according to several different models or games:
 
  - Barabasi-Albert model: :meth:`Graph.Barabasi`

From 27a0bff14e17f57b37886f2fa905d52147ebf73a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 2 Oct 2021 15:04:43 +1000
Subject: [PATCH 0467/1681] Community module

---
 src/igraph/__init__.py           | 487 +++----------------------------
 src/igraph/community/__init__.py | 478 ++++++++++++++++++++++++++++++
 2 files changed, 517 insertions(+), 448 deletions(-)
 create mode 100644 src/igraph/community/__init__.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 94541a63e..7a53fd765 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -75,6 +75,20 @@
     set_status_handler,
     __igraph_version__,
 )
+from igraph.community import (
+    _community_fastgreedy,
+    _community_infomap,
+    _community_leading_eigenvector_naive,
+    _community_leading_eigenvector,
+    _community_label_propagation,
+    _community_multilevel,
+    _community_optimal_modularity,
+    _community_edge_betweenness,
+    _community_spinglass,
+    _community_walktrap,
+    _k_core,
+    _community_leiden,
+)
 from igraph.clustering import (
     Clustering,
     VertexClustering,
@@ -1195,464 +1209,29 @@ def get_automorphisms_vf2(
         )
 
     # Various clustering algorithms -- mostly wrappers around GraphBase
-    def community_fastgreedy(self, weights=None):
-        """Community structure based on the greedy optimization of modularity.
-
-        This algorithm merges individual nodes into communities in a way that
-        greedily maximizes the modularity score of the graph. It can be proven
-        that if no merge can increase the current modularity score, the
-        algorithm can be stopped since no further increase can be achieved.
-
-        This algorithm is said to run almost in linear time on sparse graphs.
-
-        @param weights: edge attribute name or a list containing edge
-          weights
-        @return: an appropriate L{VertexDendrogram} object.
-
-        @newfield ref: Reference
-        @ref: A Clauset, MEJ Newman and C Moore: Finding community structure
-          in very large networks. Phys Rev E 70, 066111 (2004).
-        """
-        merges, qs = GraphBase.community_fastgreedy(self, weights)
-
-        # qs may be shorter than |V|-1 if we are left with a few separated
-        # communities in the end; take this into account
-        diff = self.vcount() - len(qs)
-        qs.reverse()
-        if qs:
-            optimal_count = qs.index(max(qs)) + diff + 1
-        else:
-            optimal_count = diff
-
-        return VertexDendrogram(
-            self, merges, optimal_count, modularity_params=dict(weights=weights)
-        )
-
-    def community_infomap(self, edge_weights=None, vertex_weights=None, trials=10):
-        """Finds the community structure of the network according to the Infomap
-        method of Martin Rosvall and Carl T. Bergstrom.
-
-        @param edge_weights: name of an edge attribute or a list containing
-          edge weights.
-        @param vertex_weights: name of an vertex attribute or a list containing
-          vertex weights.
-        @param trials: the number of attempts to partition the network.
-        @return: an appropriate L{VertexClustering} object with an extra attribute
-          called C{codelength} that stores the code length determined by the
-          algorithm.
-
-        @newfield ref: Reference
-        @ref: M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
-          community structure in complex networks, PNAS 105, 1118 (2008).
-          U{http://dx.doi.org/10.1073/pnas.0706851105},
-          U{http://arxiv.org/abs/0707.0609}.
-        @ref: M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
-          Eur. Phys. J. Special Topics 178, 13 (2009).
-          U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-          U{http://arxiv.org/abs/0906.1405}.
-        """
-        membership, codelength = GraphBase.community_infomap(
-            self, edge_weights, vertex_weights, trials
-        )
-        return VertexClustering(
-            self,
-            membership,
-            params={"codelength": codelength},
-            modularity_params={"weights": edge_weights},
-        )
-
-    def community_leading_eigenvector_naive(self, clusters=None, return_merges=False):
-        """Naive implementation of Newman's eigenvector community structure detection.
-
-        This function splits the network into two components
-        according to the leading eigenvector of the modularity matrix and
-        then recursively takes the given number of steps by splitting the
-        communities as individual networks. This is not the correct way,
-        however, see the reference for explanation. Consider using the
-        correct L{community_leading_eigenvector} method instead.
-
-        @param clusters: the desired number of communities. If C{None}, the
-          algorithm tries to do as many splits as possible. Note that the
-          algorithm won't split a community further if the signs of the leading
-          eigenvector are all the same, so the actual number of discovered
-          communities can be less than the desired one.
-        @param return_merges: whether the returned object should be a
-          dendrogram instead of a single clustering.
-        @return: an appropriate L{VertexClustering} or L{VertexDendrogram}
-          object.
-
-        @newfield ref: Reference
-        @ref: MEJ Newman: Finding community structure in networks using the
-        eigenvectors of matrices, arXiv:physics/0605087"""
-        if clusters is None:
-            clusters = -1
-        cl, merges, q = GraphBase.community_leading_eigenvector_naive(
-            self, clusters, return_merges
-        )
-        if merges is None:
-            return VertexClustering(self, cl, modularity=q)
-        else:
-            return VertexDendrogram(self, merges, safemax(cl) + 1)
-
-    def community_leading_eigenvector(
-        self, clusters=None, weights=None, arpack_options=None
-    ):
-        """Newman's leading eigenvector method for detecting community structure.
-
-        This is the proper implementation of the recursive, divisive algorithm:
-        each split is done by maximizing the modularity regarding the
-        original network.
-
-        @param clusters: the desired number of communities. If C{None}, the
-          algorithm tries to do as many splits as possible. Note that the
-          algorithm won't split a community further if the signs of the leading
-          eigenvector are all the same, so the actual number of discovered
-          communities can be less than the desired one.
-        @param weights: name of an edge attribute or a list containing
-          edge weights.
-        @param arpack_options: an L{ARPACKOptions} object used to fine-tune
-          the ARPACK eigenvector calculation. If omitted, the module-level
-          variable called C{arpack_options} is used.
-        @return: an appropriate L{VertexClustering} object.
-
-        @newfield ref: Reference
-        @ref: MEJ Newman: Finding community structure in networks using the
-        eigenvectors of matrices, arXiv:physics/0605087"""
-        if clusters is None:
-            clusters = -1
-
-        kwds = dict(weights=weights)
-        if arpack_options is not None:
-            kwds["arpack_options"] = arpack_options
-
-        membership, _, q = GraphBase.community_leading_eigenvector(
-            self, clusters, **kwds
-        )
-        return VertexClustering(self, membership, modularity=q)
-
-    def community_label_propagation(self, weights=None, initial=None, fixed=None):
-        """Finds the community structure of the graph according to the label
-        propagation method of Raghavan et al.
-
-        Initially, each vertex is assigned a different label. After that,
-        each vertex chooses the dominant label in its neighbourhood in each
-        iteration. Ties are broken randomly and the order in which the
-        vertices are updated is randomized before every iteration. The
-        algorithm ends when vertices reach a consensus.
-        Note that since ties are broken randomly, there is no guarantee that
-        the algorithm returns the same community structure after each run.
-        In fact, they frequently differ. See the paper of Raghavan et al
-        on how to come up with an aggregated community structure.
-        @param weights: name of an edge attribute or a list containing
-          edge weights
-        @param initial: name of a vertex attribute or a list containing
-          the initial vertex labels. Labels are identified by integers from
-          zero to M{n-1} where M{n} is the number of vertices. Negative
-          numbers may also be present in this vector, they represent unlabeled
-          vertices.
-        @param fixed: a list of booleans for each vertex. C{True} corresponds
-          to vertices whose labeling should not change during the algorithm.
-          It only makes sense if initial labels are also given. Unlabeled
-          vertices cannot be fixed. It may also be the name of a vertex
-          attribute; each attribute value will be interpreted as a Boolean.
-        @return: an appropriate L{VertexClustering} object.
-
-        @newfield ref: Reference
-        @ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
-          time algorithm to detect community structures in large-scale
-          networks. Phys Rev E 76:036106, 2007.
-          U{http://arxiv.org/abs/0709.2938}.
-        """
-        if isinstance(fixed, str):
-            fixed = [bool(o) for o in self.vs[fixed]]
-        cl = GraphBase.community_label_propagation(self, weights, initial, fixed)
-        return VertexClustering(self, cl, modularity_params=dict(weights=weights))
-
-    def community_multilevel(self, weights=None, return_levels=False):
-        """Community structure based on the multilevel algorithm of
-        Blondel et al.
-
-        This is a bottom-up algorithm: initially every vertex belongs to a
-        separate community, and vertices are moved between communities
-        iteratively in a way that maximizes the vertices' local contribution
-        to the overall modularity score. When a consensus is reached (i.e. no
-        single move would increase the modularity score), every community in
-        the original graph is shrank to a single vertex (while keeping the
-        total weight of the adjacent edges) and the process continues on the
-        next level. The algorithm stops when it is not possible to increase
-        the modularity any more after shrinking the communities to vertices.
-
-        This algorithm is said to run almost in linear time on sparse graphs.
-
-        @param weights: edge attribute name or a list containing edge
-          weights
-        @param return_levels: if C{True}, the communities at each level are
-          returned in a list. If C{False}, only the community structure with
-          the best modularity is returned.
-        @return: a list of L{VertexClustering} objects, one corresponding to
-          each level (if C{return_levels} is C{True}), or a L{VertexClustering}
-          corresponding to the best modularity.
+    community_fastgreedy = _community_fastgreedy
 
-        @newfield ref: Reference
-        @ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
-          unfolding of community hierarchies in large networks, J Stat Mech
-          P10008 (2008), http://arxiv.org/abs/0803.0476
-        """
-        if self.is_directed():
-            raise ValueError("input graph must be undirected")
-
-        if return_levels:
-            levels, qs = GraphBase.community_multilevel(self, weights, True)
-            result = []
-            for level, q in zip(levels, qs):
-                result.append(
-                    VertexClustering(
-                        self, level, q, modularity_params=dict(weights=weights)
-                    )
-                )
-        else:
-            membership = GraphBase.community_multilevel(self, weights, False)
-            result = VertexClustering(
-                self, membership, modularity_params=dict(weights=weights)
-            )
-        return result
+    community_infomap = _community_infomap
 
-    def community_optimal_modularity(self, *args, **kwds):
-        """Calculates the optimal modularity score of the graph and the
-        corresponding community structure.
-
-        This function uses the GNU Linear Programming Kit to solve a large
-        integer optimization problem in order to find the optimal modularity
-        score and the corresponding community structure, therefore it is
-        unlikely to work for graphs larger than a few (less than a hundred)
-        vertices. Consider using one of the heuristic approaches instead if
-        you have such a large graph.
-
-        @return: the calculated membership vector and the corresponding
-          modularity in a tuple."""
-        membership, modularity = GraphBase.community_optimal_modularity(
-            self, *args, **kwds
-        )
-        return VertexClustering(self, membership, modularity)
-
-    def community_edge_betweenness(self, clusters=None, directed=True, weights=None):
-        """Community structure based on the betweenness of the edges in the
-        network.
-
-        The idea is that the betweenness of the edges connecting two
-        communities is typically high, as many of the shortest paths between
-        nodes in separate communities go through them. So we gradually remove
-        the edge with the highest betweenness and recalculate the betweennesses
-        after every removal. This way sooner or later the network falls of to
-        separate components. The result of the clustering will be represented
-        by a dendrogram.
-
-        @param clusters: the number of clusters we would like to see. This
-          practically defines the "level" where we "cut" the dendrogram to
-          get the membership vector of the vertices. If C{None}, the dendrogram
-          is cut at the level which maximizes the modularity when the graph is
-          unweighted; otherwise the dendrogram is cut at at a single cluster
-          (because cluster count selection based on modularities does not make
-          sense for this method if not all the weights are equal).
-        @param directed: whether the directionality of the edges should be
-          taken into account or not.
-        @param weights: name of an edge attribute or a list containing
-          edge weights.
-        @return: a L{VertexDendrogram} object, initally cut at the maximum
-          modularity or at the desired number of clusters.
-        """
-        merges, qs = GraphBase.community_edge_betweenness(self, directed, weights)
-        if qs is not None:
-            qs.reverse()
-        if clusters is None:
-            if qs:
-                clusters = qs.index(max(qs)) + 1
-            else:
-                clusters = 1
-        return VertexDendrogram(
-            self, merges, clusters, modularity_params=dict(weights=weights)
-        )
+    community_leading_eigenvector_naive = _community_leading_eigenvector_naive
 
-    def community_spinglass(self, *args, **kwds):
-        """Finds the community structure of the graph according to the
-        spinglass community detection method of Reichardt & Bornholdt.
-
-        @param weights: edge weights to be used. Can be a sequence or
-          iterable or even an edge attribute name.
-        @param spins: integer, the number of spins to use. This is the
-          upper limit for the number of communities. It is not a problem
-          to supply a (reasonably) big number here, in which case some
-          spin states will be unpopulated.
-        @param parupdate: whether to update the spins of the vertices in
-          parallel (synchronously) or not
-        @param start_temp: the starting temperature
-        @param stop_temp: the stop temperature
-        @param cool_fact: cooling factor for the simulated annealing
-        @param update_rule: specifies the null model of the simulation.
-          Possible values are C{"config"} (a random graph with the same
-          vertex degrees as the input graph) or C{"simple"} (a random
-          graph with the same number of edges)
-        @param gamma: the gamma argument of the algorithm, specifying the
-          balance between the importance of present and missing edges
-          within a community. The default value of 1.0 assigns equal
-          importance to both of them.
-        @param implementation: currently igraph contains two implementations
-          of the spinglass community detection algorithm. The faster
-          original implementation is the default. The other implementation
-          is able to take into account negative weights, this can be
-          chosen by setting C{implementation} to C{"neg"}
-        @param lambda_: the lambda argument of the algorithm, which
-          specifies the balance between the importance of present and missing
-          negatively weighted edges within a community. Smaller values of
-          lambda lead to communities with less negative intra-connectivity.
-          If the argument is zero, the algorithm reduces to a graph coloring
-          algorithm, using the number of spins as colors. This argument is
-          ignored if the original implementation is used. Note the underscore
-          at the end of the argument name; this is due to the fact that
-          lambda is a reserved keyword in Python.
-        @return: an appropriate L{VertexClustering} object.
+    community_leading_eigenvector = _community_leading_eigenvector
 
-        @newfield ref: Reference
-        @ref: Reichardt J and Bornholdt S: Statistical mechanics of
-          community detection. Phys Rev E 74:016110 (2006).
-          U{http://arxiv.org/abs/cond-mat/0603718}.
-        @ref: Traag VA and Bruggeman J: Community detection in networks
-          with positive and negative links. Phys Rev E 80:036115 (2009).
-          U{http://arxiv.org/abs/0811.2329}.
-        """
-        membership = GraphBase.community_spinglass(self, *args, **kwds)
-        if "weights" in kwds:
-            modularity_params = dict(weights=kwds["weights"])
-        else:
-            modularity_params = {}
-        return VertexClustering(self, membership, modularity_params=modularity_params)
+    community_label_propagation = _community_label_propagation
 
-    def community_walktrap(self, weights=None, steps=4):
-        """Community detection algorithm of Latapy & Pons, based on random
-        walks.
+    community_multilevel = _community_multilevel
 
-        The basic idea of the algorithm is that short random walks tend to stay
-        in the same community. The result of the clustering will be represented
-        as a dendrogram.
+    community_optimal_modularity = _community_optimal_modularity
 
-        @param weights: name of an edge attribute or a list containing
-          edge weights
-        @param steps: length of random walks to perform
+    community_edge_betweenness = _community_edge_betweenness
 
-        @return: a L{VertexDendrogram} object, initially cut at the maximum
-          modularity.
+    community_spinglass = _community_spinglass
 
-        @newfield ref: Reference
-        @ref: Pascal Pons, Matthieu Latapy: Computing communities in large
-          networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
-        """
-        merges, qs = GraphBase.community_walktrap(self, weights, steps)
-        qs.reverse()
-        if qs:
-            optimal_count = qs.index(max(qs)) + 1
-        else:
-            optimal_count = 1
-        return VertexDendrogram(
-            self, merges, optimal_count, modularity_params=dict(weights=weights)
-        )
+    community_walktrap = _community_walktrap
 
-    def k_core(self, *args):
-        """Returns some k-cores of the graph.
+    k_core = _k_core
 
-        The method accepts an arbitrary number of arguments representing
-        the desired indices of the M{k}-cores to be returned. The arguments
-        can also be lists or tuples. The result is a single L{Graph} object
-        if an only integer argument was given, otherwise the result is a
-        list of L{Graph} objects representing the desired k-cores in the
-        order the arguments were specified. If no argument is given, returns
-        all M{k}-cores in increasing order of M{k}.
-        """
-        if len(args) == 0:
-            indices = range(self.vcount())
-            return_single = False
-        else:
-            return_single = True
-            indices = []
-            for arg in args:
-                try:
-                    indices.extend(arg)
-                except Exception:
-                    indices.append(arg)
-
-        if len(indices) > 1 or hasattr(args[0], "__iter__"):
-            return_single = False
-
-        corenesses = self.coreness()
-        result = []
-        vidxs = range(self.vcount())
-        for idx in indices:
-            core_idxs = [vidx for vidx in vidxs if corenesses[vidx] >= idx]
-            result.append(self.subgraph(core_idxs))
-
-        if return_single:
-            return result[0]
-        return result
-
-    def community_leiden(
-        self,
-        objective_function="CPM",
-        weights=None,
-        resolution_parameter=1.0,
-        beta=0.01,
-        initial_membership=None,
-        n_iterations=2,
-        node_weights=None,
-    ):
-        """Finds the community structure of the graph using the Leiden
-        algorithm of Traag, van Eck & Waltman.
-
-        @param objective_function: whether to use the Constant Potts
-          Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
-        @param weights: edge weights to be used. Can be a sequence or
-          iterable or even an edge attribute name.
-        @param resolution_parameter: the resolution parameter to use.
-          Higher resolutions lead to more smaller communities, while
-          lower resolutions lead to fewer larger communities.
-        @param beta: parameter affecting the randomness in the Leiden
-          algorithm. This affects only the refinement step of the algorithm.
-        @param initial_membership: if provided, the Leiden algorithm
-          will try to improve this provided membership. If no argument is
-          provided, the aglorithm simply starts from the singleton partition.
-        @param n_iterations: the number of iterations to iterate the Leiden
-          algorithm. Each iteration may improve the partition further. Using
-          a negative number of iterations will run until a stable iteration is
-          encountered (i.e. the quality was not increased during that
-          iteration).
-        @param node_weights: the node weights used in the Leiden algorithm.
-          If this is not provided, it will be automatically determined on the
-          basis of whether you want to use CPM or modularity. If you do provide
-          this, please make sure that you understand what you are doing.
-        @return: an appropriate L{VertexClustering} object.
-
-        @newfield ref: Reference
-        @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
-          to Leiden: guaranteeing well-connected communities. Scientific
-          reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
-        """
-        if objective_function.lower() not in ("cpm", "modularity"):
-            raise ValueError('objective_function must be "CPM" or "modularity".')
-
-        membership = GraphBase.community_leiden(
-            self,
-            edge_weights=weights,
-            node_weights=node_weights,
-            resolution_parameter=resolution_parameter,
-            normalize_resolution=(objective_function == "modularity"),
-            beta=beta,
-            initial_membership=initial_membership,
-            n_iterations=n_iterations,
-        )
-
-        if weights is not None:
-            modularity_params = dict(weights=weights)
-        else:
-            modularity_params = {}
-        return VertexClustering(self, membership, modularity_params=modularity_params)
+    community_leiden = _community_leiden
 
     def layout(self, layout=None, *args, **kwds):
         """Returns the layout of the graph according to a layout algorithm.
@@ -3710,7 +3289,7 @@ def write(graph, filename, *args, **kwds):
 
 config = init_configuration()
 
-# Remove constructors from namespace
+# Remove modular methods from namespace
 del (
     construct_graph_from_formula,
     _construct_graph_from_graphmlz_file,
@@ -3739,4 +3318,16 @@ def write(graph, filename, *args, **kwds):
     _export_graph_to_dict_dict,
     _export_graph_to_dict_list,
     _export_graph_to_tuple_list,
+    _community_fastgreedy,
+    _community_infomap,
+    _community_leading_eigenvector_naive,
+    _community_leading_eigenvector,
+    _community_label_propagation,
+    _community_multilevel,
+    _community_optimal_modularity,
+    _community_edge_betweenness,
+    _community_spinglass,
+    _community_walktrap,
+    _k_core,
+    _community_leiden,
 )
diff --git a/src/igraph/community/__init__.py b/src/igraph/community/__init__.py
new file mode 100644
index 000000000..cf5b56410
--- /dev/null
+++ b/src/igraph/community/__init__.py
@@ -0,0 +1,478 @@
+from igraph._igraph import GraphBase
+from igraph.clustering import VertexDendrogram, VertexClustering
+from igraph.utils import (
+    safemax,
+)
+
+
+def _community_fastgreedy(graph, weights=None):
+    """Community structure based on the greedy optimization of modularity.
+
+    This algorithm merges individual nodes into communities in a way that
+    greedily maximizes the modularity score of the graph. It can be proven
+    that if no merge can increase the current modularity score, the
+    algorithm can be stopped since no further increase can be achieved.
+
+    This algorithm is said to run almost in linear time on sparse graphs.
+
+    @param weights: edge attribute name or a list containing edge
+      weights
+    @return: an appropriate L{VertexDendrogram} object.
+
+    @newfield ref: Reference
+    @ref: A Clauset, MEJ Newman and C Moore: Finding community structure
+      in very large networks. Phys Rev E 70, 066111 (2004).
+    """
+    merges, qs = GraphBase.community_fastgreedy(graph, weights)
+
+    # qs may be shorter than |V|-1 if we are left with a few separated
+    # communities in the end; take this into account
+    diff = graph.vcount() - len(qs)
+    qs.reverse()
+    if qs:
+        optimal_count = qs.index(max(qs)) + diff + 1
+    else:
+        optimal_count = diff
+
+    return VertexDendrogram(
+        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+    )
+
+
+def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10):
+    """Finds the community structure of the network according to the Infomap
+    method of Martin Rosvall and Carl T. Bergstrom.
+
+    @param edge_weights: name of an edge attribute or a list containing
+      edge weights.
+    @param vertex_weights: name of an vertex attribute or a list containing
+      vertex weights.
+    @param trials: the number of attempts to partition the network.
+    @return: an appropriate L{VertexClustering} object with an extra attribute
+      called C{codelength} that stores the code length determined by the
+      algorithm.
+
+    @newfield ref: Reference
+    @ref: M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
+      community structure in complex networks, PNAS 105, 1118 (2008).
+      U{http://dx.doi.org/10.1073/pnas.0706851105},
+      U{http://arxiv.org/abs/0707.0609}.
+    @ref: M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
+      Eur. Phys. J. Special Topics 178, 13 (2009).
+      U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
+      U{http://arxiv.org/abs/0906.1405}.
+    """
+    membership, codelength = GraphBase.community_infomap(
+        graph, edge_weights, vertex_weights, trials
+    )
+    return VertexClustering(
+        graph,
+        membership,
+        params={"codelength": codelength},
+        modularity_params={"weights": edge_weights},
+    )
+
+
+def _community_leading_eigenvector_naive(graph, clusters=None, return_merges=False):
+    """Naive implementation of Newman's eigenvector community structure detection.
+
+    This function splits the network into two components
+    according to the leading eigenvector of the modularity matrix and
+    then recursively takes the given number of steps by splitting the
+    communities as individual networks. This is not the correct way,
+    however, see the reference for explanation. Consider using the
+    correct L{community_leading_eigenvector} method instead.
+
+    @param clusters: the desired number of communities. If C{None}, the
+      algorithm tries to do as many splits as possible. Note that the
+      algorithm won't split a community further if the signs of the leading
+      eigenvector are all the same, so the actual number of discovered
+      communities can be less than the desired one.
+    @param return_merges: whether the returned object should be a
+      dendrogram instead of a single clustering.
+    @return: an appropriate L{VertexClustering} or L{VertexDendrogram}
+      object.
+
+    @newfield ref: Reference
+    @ref: MEJ Newman: Finding community structure in networks using the
+    eigenvectors of matrices, arXiv:physics/0605087"""
+    if clusters is None:
+        clusters = -1
+    cl, merges, q = GraphBase.community_leading_eigenvector_naive(
+        graph, clusters, return_merges
+    )
+    if merges is None:
+        return VertexClustering(graph, cl, modularity=q)
+    else:
+        return VertexDendrogram(graph, merges, safemax(cl) + 1)
+
+
+def _community_leading_eigenvector(
+    graph, clusters=None, weights=None, arpack_options=None
+):
+    """Newman's leading eigenvector method for detecting community structure.
+
+    This is the proper implementation of the recursive, divisive algorithm:
+    each split is done by maximizing the modularity regarding the
+    original network.
+
+    @param clusters: the desired number of communities. If C{None}, the
+      algorithm tries to do as many splits as possible. Note that the
+      algorithm won't split a community further if the signs of the leading
+      eigenvector are all the same, so the actual number of discovered
+      communities can be less than the desired one.
+    @param weights: name of an edge attribute or a list containing
+      edge weights.
+    @param arpack_options: an L{ARPACKOptions} object used to fine-tune
+      the ARPACK eigenvector calculation. If omitted, the module-level
+      variable called C{arpack_options} is used.
+    @return: an appropriate L{VertexClustering} object.
+
+    @newfield ref: Reference
+    @ref: MEJ Newman: Finding community structure in networks using the
+    eigenvectors of matrices, arXiv:physics/0605087"""
+    if clusters is None:
+        clusters = -1
+
+    kwds = dict(weights=weights)
+    if arpack_options is not None:
+        kwds["arpack_options"] = arpack_options
+
+    membership, _, q = GraphBase.community_leading_eigenvector(
+        graph, clusters, **kwds
+    )
+    return VertexClustering(graph, membership, modularity=q)
+
+
+def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
+    """Finds the community structure of the graph according to the label
+    propagation method of Raghavan et al.
+
+    Initially, each vertex is assigned a different label. After that,
+    each vertex chooses the dominant label in its neighbourhood in each
+    iteration. Ties are broken randomly and the order in which the
+    vertices are updated is randomized before every iteration. The
+    algorithm ends when vertices reach a consensus.
+    Note that since ties are broken randomly, there is no guarantee that
+    the algorithm returns the same community structure after each run.
+    In fact, they frequently differ. See the paper of Raghavan et al
+    on how to come up with an aggregated community structure.
+    @param weights: name of an edge attribute or a list containing
+      edge weights
+    @param initial: name of a vertex attribute or a list containing
+      the initial vertex labels. Labels are identified by integers from
+      zero to M{n-1} where M{n} is the number of vertices. Negative
+      numbers may also be present in this vector, they represent unlabeled
+      vertices.
+    @param fixed: a list of booleans for each vertex. C{True} corresponds
+      to vertices whose labeling should not change during the algorithm.
+      It only makes sense if initial labels are also given. Unlabeled
+      vertices cannot be fixed. It may also be the name of a vertex
+      attribute; each attribute value will be interpreted as a Boolean.
+    @return: an appropriate L{VertexClustering} object.
+
+    @newfield ref: Reference
+    @ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
+      time algorithm to detect community structures in large-scale
+      networks. Phys Rev E 76:036106, 2007.
+      U{http://arxiv.org/abs/0709.2938}.
+    """
+    if isinstance(fixed, str):
+        fixed = [bool(o) for o in graph.vs[fixed]]
+    cl = GraphBase.community_label_propagation(graph, weights, initial, fixed)
+    return VertexClustering(graph, cl, modularity_params=dict(weights=weights))
+
+
+def _community_multilevel(graph, weights=None, return_levels=False):
+    """Community structure based on the multilevel algorithm of
+    Blondel et al.
+
+    This is a bottom-up algorithm: initially every vertex belongs to a
+    separate community, and vertices are moved between communities
+    iteratively in a way that maximizes the vertices' local contribution
+    to the overall modularity score. When a consensus is reached (i.e. no
+    single move would increase the modularity score), every community in
+    the original graph is shrank to a single vertex (while keeping the
+    total weight of the adjacent edges) and the process continues on the
+    next level. The algorithm stops when it is not possible to increase
+    the modularity any more after shrinking the communities to vertices.
+
+    This algorithm is said to run almost in linear time on sparse graphs.
+
+    @param weights: edge attribute name or a list containing edge
+      weights
+    @param return_levels: if C{True}, the communities at each level are
+      returned in a list. If C{False}, only the community structure with
+      the best modularity is returned.
+    @return: a list of L{VertexClustering} objects, one corresponding to
+      each level (if C{return_levels} is C{True}), or a L{VertexClustering}
+      corresponding to the best modularity.
+
+    @newfield ref: Reference
+    @ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
+      unfolding of community hierarchies in large networks, J Stat Mech
+      P10008 (2008), http://arxiv.org/abs/0803.0476
+    """
+    if graph.is_directed():
+        raise ValueError("input graph must be undirected")
+
+    if return_levels:
+        levels, qs = GraphBase.community_multilevel(graph, weights, True)
+        result = []
+        for level, q in zip(levels, qs):
+            result.append(
+                VertexClustering(
+                    graph, level, q, modularity_params=dict(weights=weights)
+                )
+            )
+    else:
+        membership = GraphBase.community_multilevel(graph, weights, False)
+        result = VertexClustering(
+            graph, membership, modularity_params=dict(weights=weights)
+        )
+    return result
+
+
+def _community_optimal_modularity(graph, *args, **kwds):
+    """Calculates the optimal modularity score of the graph and the
+    corresponding community structure.
+
+    This function uses the GNU Linear Programming Kit to solve a large
+    integer optimization problem in order to find the optimal modularity
+    score and the corresponding community structure, therefore it is
+    unlikely to work for graphs larger than a few (less than a hundred)
+    vertices. Consider using one of the heuristic approaches instead if
+    you have such a large graph.
+
+    @return: the calculated membership vector and the corresponding
+      modularity in a tuple."""
+    membership, modularity = GraphBase.community_optimal_modularity(
+        graph, *args, **kwds
+    )
+    return VertexClustering(graph, membership, modularity)
+
+
+def _community_edge_betweenness(graph, clusters=None, directed=True, weights=None):
+    """Community structure based on the betweenness of the edges in the
+    network.
+
+    The idea is that the betweenness of the edges connecting two
+    communities is typically high, as many of the shortest paths between
+    nodes in separate communities go through them. So we gradually remove
+    the edge with the highest betweenness and recalculate the betweennesses
+    after every removal. This way sooner or later the network falls of to
+    separate components. The result of the clustering will be represented
+    by a dendrogram.
+
+    @param clusters: the number of clusters we would like to see. This
+      practically defines the "level" where we "cut" the dendrogram to
+      get the membership vector of the vertices. If C{None}, the dendrogram
+      is cut at the level which maximizes the modularity when the graph is
+      unweighted; otherwise the dendrogram is cut at at a single cluster
+      (because cluster count selection based on modularities does not make
+      sense for this method if not all the weights are equal).
+    @param directed: whether the directionality of the edges should be
+      taken into account or not.
+    @param weights: name of an edge attribute or a list containing
+      edge weights.
+    @return: a L{VertexDendrogram} object, initally cut at the maximum
+      modularity or at the desired number of clusters.
+    """
+    merges, qs = GraphBase.community_edge_betweenness(graph, directed, weights)
+    if qs is not None:
+        qs.reverse()
+    if clusters is None:
+        if qs:
+            clusters = qs.index(max(qs)) + 1
+        else:
+            clusters = 1
+    return VertexDendrogram(
+        graph, merges, clusters, modularity_params=dict(weights=weights)
+    )
+
+
+def _community_spinglass(graph, *args, **kwds):
+    """Finds the community structure of the graph according to the
+    spinglass community detection method of Reichardt & Bornholdt.
+
+    @param weights: edge weights to be used. Can be a sequence or
+      iterable or even an edge attribute name.
+    @param spins: integer, the number of spins to use. This is the
+      upper limit for the number of communities. It is not a problem
+      to supply a (reasonably) big number here, in which case some
+      spin states will be unpopulated.
+    @param parupdate: whether to update the spins of the vertices in
+      parallel (synchronously) or not
+    @param start_temp: the starting temperature
+    @param stop_temp: the stop temperature
+    @param cool_fact: cooling factor for the simulated annealing
+    @param update_rule: specifies the null model of the simulation.
+      Possible values are C{"config"} (a random graph with the same
+      vertex degrees as the input graph) or C{"simple"} (a random
+      graph with the same number of edges)
+    @param gamma: the gamma argument of the algorithm, specifying the
+      balance between the importance of present and missing edges
+      within a community. The default value of 1.0 assigns equal
+      importance to both of them.
+    @param implementation: currently igraph contains two implementations
+      of the spinglass community detection algorithm. The faster
+      original implementation is the default. The other implementation
+      is able to take into account negative weights, this can be
+      chosen by setting C{implementation} to C{"neg"}
+    @param lambda_: the lambda argument of the algorithm, which
+      specifies the balance between the importance of present and missing
+      negatively weighted edges within a community. Smaller values of
+      lambda lead to communities with less negative intra-connectivity.
+      If the argument is zero, the algorithm reduces to a graph coloring
+      algorithm, using the number of spins as colors. This argument is
+      ignored if the original implementation is used. Note the underscore
+      at the end of the argument name; this is due to the fact that
+      lambda is a reserved keyword in Python.
+    @return: an appropriate L{VertexClustering} object.
+
+    @newfield ref: Reference
+    @ref: Reichardt J and Bornholdt S: Statistical mechanics of
+      community detection. Phys Rev E 74:016110 (2006).
+      U{http://arxiv.org/abs/cond-mat/0603718}.
+    @ref: Traag VA and Bruggeman J: Community detection in networks
+      with positive and negative links. Phys Rev E 80:036115 (2009).
+      U{http://arxiv.org/abs/0811.2329}.
+    """
+    membership = GraphBase.community_spinglass(graph, *args, **kwds)
+    if "weights" in kwds:
+        modularity_params = dict(weights=kwds["weights"])
+    else:
+        modularity_params = {}
+    return VertexClustering(graph, membership, modularity_params=modularity_params)
+
+
+def _community_walktrap(graph, weights=None, steps=4):
+    """Community detection algorithm of Latapy & Pons, based on random
+    walks.
+
+    The basic idea of the algorithm is that short random walks tend to stay
+    in the same community. The result of the clustering will be represented
+    as a dendrogram.
+
+    @param weights: name of an edge attribute or a list containing
+      edge weights
+    @param steps: length of random walks to perform
+
+    @return: a L{VertexDendrogram} object, initially cut at the maximum
+      modularity.
+
+    @newfield ref: Reference
+    @ref: Pascal Pons, Matthieu Latapy: Computing communities in large
+      networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+    """
+    merges, qs = GraphBase.community_walktrap(graph, weights, steps)
+    qs.reverse()
+    if qs:
+        optimal_count = qs.index(max(qs)) + 1
+    else:
+        optimal_count = 1
+    return VertexDendrogram(
+        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+    )
+
+
+def _k_core(graph, *args):
+    """Returns some k-cores of the graph.
+
+    The method accepts an arbitrary number of arguments representing
+    the desired indices of the M{k}-cores to be returned. The arguments
+    can also be lists or tuples. The result is a single L{Graph} object
+    if an only integer argument was given, otherwise the result is a
+    list of L{Graph} objects representing the desired k-cores in the
+    order the arguments were specified. If no argument is given, returns
+    all M{k}-cores in increasing order of M{k}.
+    """
+    if len(args) == 0:
+        indices = range(graph.vcount())
+        return_single = False
+    else:
+        return_single = True
+        indices = []
+        for arg in args:
+            try:
+                indices.extend(arg)
+            except Exception:
+                indices.append(arg)
+
+    if len(indices) > 1 or hasattr(args[0], "__iter__"):
+        return_single = False
+
+    corenesses = graph.coreness()
+    result = []
+    vidxs = range(graph.vcount())
+    for idx in indices:
+        core_idxs = [vidx for vidx in vidxs if corenesses[vidx] >= idx]
+        result.append(graph.subgraph(core_idxs))
+
+    if return_single:
+        return result[0]
+    return result
+
+
+def _community_leiden(
+    graph,
+    objective_function="CPM",
+    weights=None,
+    resolution_parameter=1.0,
+    beta=0.01,
+    initial_membership=None,
+    n_iterations=2,
+    node_weights=None,
+):
+    """Finds the community structure of the graph using the Leiden
+    algorithm of Traag, van Eck & Waltman.
+
+    @param objective_function: whether to use the Constant Potts
+      Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
+    @param weights: edge weights to be used. Can be a sequence or
+      iterable or even an edge attribute name.
+    @param resolution_parameter: the resolution parameter to use.
+      Higher resolutions lead to more smaller communities, while
+      lower resolutions lead to fewer larger communities.
+    @param beta: parameter affecting the randomness in the Leiden
+      algorithm. This affects only the refinement step of the algorithm.
+    @param initial_membership: if provided, the Leiden algorithm
+      will try to improve this provided membership. If no argument is
+      provided, the aglorithm simply starts from the singleton partition.
+    @param n_iterations: the number of iterations to iterate the Leiden
+      algorithm. Each iteration may improve the partition further. Using
+      a negative number of iterations will run until a stable iteration is
+      encountered (i.e. the quality was not increased during that
+      iteration).
+    @param node_weights: the node weights used in the Leiden algorithm.
+      If this is not provided, it will be automatically determined on the
+      basis of whether you want to use CPM or modularity. If you do provide
+      this, please make sure that you understand what you are doing.
+    @return: an appropriate L{VertexClustering} object.
+
+    @newfield ref: Reference
+    @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
+      to Leiden: guaranteeing well-connected communities. Scientific
+      reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
+    """
+    if objective_function.lower() not in ("cpm", "modularity"):
+        raise ValueError('objective_function must be "CPM" or "modularity".')
+
+    membership = GraphBase.community_leiden(
+        graph,
+        edge_weights=weights,
+        node_weights=node_weights,
+        resolution_parameter=resolution_parameter,
+        normalize_resolution=(objective_function == "modularity"),
+        beta=beta,
+        initial_membership=initial_membership,
+        n_iterations=n_iterations,
+    )
+
+    if weights is not None:
+        modularity_params = dict(weights=weights)
+    else:
+        modularity_params = {}
+    return VertexClustering(graph, membership, modularity_params=modularity_params)
+
+

From dff42bf6566d0e59d70ca3579cf20dc22cda4ae6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 2 Oct 2021 15:37:31 +1000
Subject: [PATCH 0468/1681] Vertex/EdgeSeq, __plot__, operators

---
 src/igraph/__init__.py                        | 1146 +----------------
 src/igraph/drawing/graph.py                   |  202 ++-
 src/igraph/drawing/utils.py                   |   65 +
 src/igraph/operators/__init__.py              |   35 +
 .../{operators.py => operators/functions.py}  |    0
 src/igraph/operators/methods.py               |  211 +++
 src/igraph/seq/__init__.py                    |  700 ++++++++++
 src/igraph/seq/edgeseq.py                     |  431 +++++++
 8 files changed, 1662 insertions(+), 1128 deletions(-)
 create mode 100644 src/igraph/operators/__init__.py
 rename src/igraph/{operators.py => operators/functions.py} (100%)
 create mode 100644 src/igraph/operators/methods.py
 create mode 100644 src/igraph/seq/__init__.py
 create mode 100644 src/igraph/seq/edgeseq.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7a53fd765..974822571 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -132,6 +132,8 @@
     palettes,
     known_colors,
 )
+from igraph.drawing.graph import __plot__ as _graph_plot
+from igraph.drawing.utils import autocurve
 from igraph.datatypes import Matrix, DyadCensus, TriadCensus, UniqueIdGenerator
 from igraph.formula import construct_graph_from_formula
 from igraph.io.files import (
@@ -183,7 +185,13 @@
 from igraph.io.images import _write_graph_to_svg
 from igraph.layout import Layout
 from igraph.matching import Matching
-from igraph.operators import disjoint_union, union, intersection
+from igraph.operators import (
+    disjoint_union,
+    union,
+    intersection,
+    operator_method_registry as _operator_method_registry,
+)
+from igraph.seq import EdgeSeq, VertexSeq
 from igraph.statistics import (
     FittedPowerLaw,
     Histogram,
@@ -1736,184 +1744,24 @@ def _as_parameter_(self):
 
     ###################
     # Custom operators
+    __iadd__ = _operator_method_registry['__iadd__']
 
-    def __iadd__(self, other):
-        """In-place addition (disjoint union).
-
-        @see: L{__add__}
-        """
-        if isinstance(other, (int, str)):
-            self.add_vertices(other)
-            return self
-        elif isinstance(other, tuple) and len(other) == 2:
-            self.add_edges([other])
-            return self
-        elif isinstance(other, list):
-            if not other:
-                return self
-            if isinstance(other[0], tuple):
-                self.add_edges(other)
-                return self
-            if isinstance(other[0], str):
-                self.add_vertices(other)
-                return self
-        return NotImplemented
-
-    def __add__(self, other):
-        """Copies the graph and extends the copy depending on the type of
-        the other object given.
-
-        @param other: if it is an integer, the copy is extended by the given
-          number of vertices. If it is a string, the copy is extended by a
-          single vertex whose C{name} attribute will be equal to the given
-          string. If it is a tuple with two elements, the copy
-          is extended by a single edge. If it is a list of tuples, the copy
-          is extended by multiple edges. If it is a L{Graph}, a disjoint
-          union is performed.
-        """
-        if isinstance(other, (int, str)):
-            g = self.copy()
-            g.add_vertices(other)
-        elif isinstance(other, tuple) and len(other) == 2:
-            g = self.copy()
-            g.add_edges([other])
-        elif isinstance(other, list):
-            if len(other) > 0:
-                if isinstance(other[0], tuple):
-                    g = self.copy()
-                    g.add_edges(other)
-                elif isinstance(other[0], str):
-                    g = self.copy()
-                    g.add_vertices(other)
-                elif isinstance(other[0], Graph):
-                    return self.disjoint_union(other)
-                else:
-                    return NotImplemented
-            else:
-                return self.copy()
-
-        elif isinstance(other, Graph):
-            return self.disjoint_union(other)
-        else:
-            return NotImplemented
+    __add__ = _operator_method_registry['__add__']
 
-        return g
+    __and__ = _operator_method_registry['__and__']
 
-    def __and__(self, other):
-        """Graph intersection operator.
+    __isub__ = _operator_method_registry['__isub__']
 
-        @param other: the other graph to take the intersection with.
-        @return: the intersected graph.
-        """
-        if isinstance(other, Graph):
-            return self.intersection(other)
-        else:
-            return NotImplemented
-
-    def __isub__(self, other):
-        """In-place subtraction (difference).
-
-        @see: L{__sub__}"""
-        if isinstance(other, int):
-            self.delete_vertices([other])
-        elif isinstance(other, tuple) and len(other) == 2:
-            self.delete_edges([other])
-        elif isinstance(other, list):
-            if len(other) > 0:
-                if isinstance(other[0], tuple):
-                    self.delete_edges(other)
-                elif isinstance(other[0], (int, str)):
-                    self.delete_vertices(other)
-                else:
-                    return NotImplemented
-        elif isinstance(other, Vertex):
-            self.delete_vertices(other)
-        elif isinstance(other, VertexSeq):
-            self.delete_vertices(other)
-        elif isinstance(other, Edge):
-            self.delete_edges(other)
-        elif isinstance(other, EdgeSeq):
-            self.delete_edges(other)
-        else:
-            return NotImplemented
-        return self
-
-    def __sub__(self, other):
-        """Removes the given object(s) from the graph
-
-        @param other: if it is an integer, removes the vertex with the given
-          ID from the graph (note that the remaining vertices will get
-          re-indexed!). If it is a tuple, removes the given edge. If it is
-          a graph, takes the difference of the two graphs. Accepts
-          lists of integers or lists of tuples as well, but they can't be
-          mixed! Also accepts L{Edge} and L{EdgeSeq} objects.
-        """
-        if isinstance(other, Graph):
-            return self.difference(other)
-
-        result = self.copy()
-        if isinstance(other, (int, str)):
-            result.delete_vertices([other])
-        elif isinstance(other, tuple) and len(other) == 2:
-            result.delete_edges([other])
-        elif isinstance(other, list):
-            if len(other) > 0:
-                if isinstance(other[0], tuple):
-                    result.delete_edges(other)
-                elif isinstance(other[0], (int, str)):
-                    result.delete_vertices(other)
-                else:
-                    return NotImplemented
-            else:
-                return result
-        elif isinstance(other, Vertex):
-            result.delete_vertices(other)
-        elif isinstance(other, VertexSeq):
-            result.delete_vertices(other)
-        elif isinstance(other, Edge):
-            result.delete_edges(other)
-        elif isinstance(other, EdgeSeq):
-            result.delete_edges(other)
-        else:
-            return NotImplemented
+    __sub__ = _operator_method_registry['__sub__']
 
-        return result
+    __mul__ = _operator_method_registry['__mul__']
 
-    def __mul__(self, other):
-        """Copies exact replicas of the original graph an arbitrary number of
-        times.
-
-        @param other: if it is an integer, multiplies the graph by creating the
-          given number of identical copies and taking the disjoint union of
-          them.
-        """
-        if isinstance(other, int):
-            if other == 0:
-                return Graph()
-            elif other == 1:
-                return self
-            elif other > 1:
-                return self.disjoint_union([self] * (other - 1))
-            else:
-                return NotImplemented
-
-        return NotImplemented
+    __or__ = _operator_method_registry['__or__']
 
     def __bool__(self):
         """Returns True if the graph has at least one vertex, False otherwise."""
         return self.vcount() > 0
 
-    def __or__(self, other):
-        """Graph union operator.
-
-        @param other: the other graph to take the union with.
-        @return: the union graph.
-        """
-        if isinstance(other, Graph):
-            return self.union(other)
-        else:
-            return NotImplemented
-
     def __coerce__(self, other):
         """Coercion rules.
 
@@ -1965,204 +1813,7 @@ def __reduce__(self):
     __iter__ = None  # needed for PyPy
     __hash__ = None  # needed for PyPy
 
-    def __plot__(self, backend, context, *args, **kwds):
-        """Plots the graph to the given Cairo context or matplotlib Axes.
-
-        The visual style of vertices and edges can be modified at three
-        places in the following order of precedence (lower indices override
-        higher indices):
-
-          1. Keyword arguments of this function (or of L{plot()} which is
-             passed intact to C{Graph.__plot__()}.
-
-          2. Vertex or edge attributes, specified later in the list of
-             keyword arguments.
-
-          3. igraph-wide plotting defaults (see
-             L{igraph.config.Configuration})
-
-          4. Built-in defaults.
-
-        E.g., if the C{vertex_size} keyword attribute is not present,
-        but there exists a vertex attribute named C{size}, the sizes of
-        the vertices will be specified by that attribute.
-
-        Besides the usual self-explanatory plotting parameters (C{context},
-        C{bbox}, C{palette}), it accepts the following keyword arguments:
-
-          - C{autocurve}: whether to use curves instead of straight lines for
-            multiple edges on the graph plot. This argument may be C{True}
-            or C{False}; when omitted, C{True} is assumed for graphs with
-            less than 10.000 edges and C{False} otherwise.
-
-          - C{drawer_factory}: a subclass of L{AbstractCairoGraphDrawer}
-            which will be used to draw the graph. You may also provide
-            a function here which takes two arguments: the Cairo context
-            to draw on and a bounding box (an instance of L{BoundingBox}).
-            If this keyword argument is missing, igraph will use the
-            default graph drawer which should be suitable for most purposes.
-            It is safe to omit this keyword argument unless you need to use
-            a specific graph drawer.
-
-          - C{keep_aspect_ratio}: whether to keep the aspect ratio of the layout
-            that igraph calculates to place the nodes. C{True} means that the
-            layout will be scaled proportionally to fit into the bounding box
-            where the graph is to be drawn but the aspect ratio will be kept
-            the same (potentially leaving empty space next to, below or above
-            the graph). C{False} means that the layout will be scaled independently
-            along the X and Y axis in order to fill the entire bounding box.
-            The default is C{False}.
-
-          - C{layout}: the layout to be used. If not an instance of
-            L{Layout}, it will be passed to L{layout} to calculate
-            the layout. Note that if you want a deterministic layout that
-            does not change with every plot, you must either use a
-            deterministic layout function (like L{layout_circle}) or
-            calculate the layout in advance and pass a L{Layout} object here.
-
-          - C{margin}: the top, right, bottom, left margins as a 4-tuple.
-            If it has less than 4 elements or is a single float, the elements
-            will be re-used until the length is at least 4.
-
-          - C{mark_groups}: whether to highlight some of the vertex groups by
-            colored polygons. This argument can be one of the following:
-
-              - C{False}: no groups will be highlighted
-
-              - C{True}: only valid if the object plotted is a
-                L{VertexClustering} or L{VertexCover}. The vertex groups in the
-                clutering or cover will be highlighted such that the i-th
-                group will be colored by the i-th color from the current
-                palette. If used when plotting a graph, it will throw an error.
-
-              - A dict mapping tuples of vertex indices to color names.
-                The given vertex groups will be highlighted by the given
-                colors.
-
-              - A list containing pairs or an iterable yielding pairs, where
-                the first element of each pair is a list of vertex indices and
-                the second element is a color.
-
-              - A L{VertexClustering} or L{VertexCover} instance. The vertex
-                groups in the clustering or cover will be highlighted such that
-                the i-th group will be colored by the i-th color from the
-                current palette.
-
-            In place of lists of vertex indices, you may also use L{VertexSeq}
-            instances.
-
-            In place of color names, you may also use color indices into the
-            current palette. C{None} as a color name will mean that the
-            corresponding group is ignored.
-
-          - C{vertex_size}: size of the vertices. The corresponding vertex
-            attribute is called C{size}. The default is 10. Vertex sizes
-            are measured in the unit of the Cairo context on which igraph
-            is drawing.
-
-          - C{vertex_color}: color of the vertices. The corresponding vertex
-            attribute is C{color}, the default is red.  Colors can be
-            specified either by common X11 color names (see the source
-            code of L{igraph.drawing.colors} for a list of known colors), by
-            3-tuples of floats (ranging between 0 and 255 for the R, G and
-            B components), by CSS-style string specifications (C{#rrggbb})
-            or by integer color indices of the specified palette.
-
-          - C{vertex_frame_color}: color of the frame (i.e. stroke) of the
-            vertices. The corresponding vertex attribute is C{frame_color},
-            the default is black. See C{vertex_color} for the possible ways
-            of specifying a color.
-
-          - C{vertex_frame_width}: the width of the frame (i.e. stroke) of the
-            vertices. The corresponding vertex attribute is C{frame_width}.
-            The default is 1. Vertex frame widths are measured in the unit of the
-            Cairo context on which igraph is drawing.
-
-          - C{vertex_shape}: shape of the vertices. Alternatively it can
-            be specified by the C{shape} vertex attribute. Possibilities
-            are: C{square}, {circle}, {triangle}, {triangle-down} or
-            C{hidden}. See the source code of L{igraph.drawing} for a
-            list of alternative shape names that are also accepted and
-            mapped to these.
-
-          - C{vertex_label}: labels drawn next to the vertices.
-            The corresponding vertex attribute is C{label}.
-
-          - C{vertex_label_dist}: distance of the midpoint of the vertex
-            label from the center of the corresponding vertex.
-            The corresponding vertex attribute is C{label_dist}.
-
-          - C{vertex_label_color}: color of the label. Corresponding
-            vertex attribute: C{label_color}. See C{vertex_color} for
-            color specification syntax.
-
-          - C{vertex_label_size}: font size of the label, specified
-            in the unit of the Cairo context on which we are drawing.
-            Corresponding vertex attribute: C{label_size}.
-
-          - C{vertex_label_angle}: the direction of the line connecting
-            the midpoint of the vertex with the midpoint of the label.
-            This can be used to position the labels relative to the
-            vertices themselves in conjunction with C{vertex_label_dist}.
-            Corresponding vertex attribute: C{label_angle}. The
-            default is C{-math.pi/2}.
-
-          - C{vertex_order}: drawing order of the vertices. This must be
-            a list or tuple containing vertex indices; vertices are then
-            drawn according to this order.
-
-          - C{vertex_order_by}: an alternative way to specify the drawing
-            order of the vertices; this attribute is interpreted as the name
-            of a vertex attribute, and vertices are drawn such that those
-            with a smaller attribute value are drawn first. You may also
-            reverse the order by passing a tuple here; the first element of
-            the tuple should be the name of the attribute, the second element
-            specifies whether the order is reversed (C{True}, C{False},
-            C{"asc"} and C{"desc"} are accepted values).
-
-          - C{edge_color}: color of the edges. The corresponding edge
-            attribute is C{color}, the default is red. See C{vertex_color}
-            for color specification syntax.
-
-          - C{edge_curved}: whether the edges should be curved. Positive
-            numbers correspond to edges curved in a counter-clockwise
-            direction, negative numbers correspond to edges curved in a
-            clockwise direction. Zero represents straight edges. C{True}
-            is interpreted as 0.5, C{False} is interpreted as 0. The
-            default is 0 which makes all the edges straight.
-
-          - C{edge_width}: width of the edges in the default unit of the
-            Cairo context on which we are drawing. The corresponding
-            edge attribute is C{width}, the default is 1.
-
-          - C{edge_arrow_size}: arrow size of the edges. The
-            corresponding edge attribute is C{arrow_size}, the default
-            is 1.
-
-          - C{edge_arrow_width}: width of the arrowhead on the edge. The
-            corresponding edge attribute is C{arrow_width}, the default
-            is 1.
-
-          - C{edge_order}: drawing order of the edges. This must be
-            a list or tuple containing edge indices; edges are then
-            drawn according to this order.
-
-          - C{edge_order_by}: an alternative way to specify the drawing
-            order of the edges; this attribute is interpreted as the name
-            of an edge attribute, and edges are drawn such that those
-            with a smaller attribute value are drawn first. You may also
-            reverse the order by passing a tuple here; the first element of
-            the tuple should be the name of the attribute, the second element
-            specifies whether the order is reversed (C{True}, C{False},
-            C{"asc"} and C{"desc"} are accepted values).
-        """
-        from igraph.drawing import DrawerDirectory
-
-        drawer = kwds.pop(
-            "drawer_factory",
-            DrawerDirectory.resolve(self, backend)(context),
-        )
-        drawer.draw(self, *args, **kwds)
+    __plot__ = _graph_plot
 
     def __str__(self):
         """Returns a string representation of the graph.
@@ -2299,704 +1950,6 @@ def intersection(self, other, byname="auto"):
     # of Graph.layout if necessary!
 
 
-##############################################################
-
-
-class VertexSeq(_VertexSeq):
-    """Class representing a sequence of vertices in the graph.
-
-    This class is most easily accessed by the C{vs} field of the
-    L{Graph} object, which returns an ordered sequence of all vertices in
-    the graph. The vertex sequence can be refined by invoking the
-    L{VertexSeq.select()} method. L{VertexSeq.select()} can also be
-    accessed by simply calling the L{VertexSeq} object.
-
-    An alternative way to create a vertex sequence referring to a given
-    graph is to use the constructor directly:
-
-      >>> g = Graph.Full(3)
-      >>> vs = VertexSeq(g)
-      >>> restricted_vs = VertexSeq(g, [0, 1])
-
-    The individual vertices can be accessed by indexing the vertex sequence
-    object. It can be used as an iterable as well, or even in a list
-    comprehension:
-
-      >>> g=Graph.Full(3)
-      >>> for v in g.vs:
-      ...   v["value"] = v.index ** 2
-      ...
-      >>> [v["value"] ** 0.5 for v in g.vs]
-      [0.0, 1.0, 2.0]
-
-    The vertex set can also be used as a dictionary where the keys are the
-    attribute names. The values corresponding to the keys are the values
-    of the given attribute for every vertex selected by the sequence.
-
-      >>> g=Graph.Full(3)
-      >>> for idx, v in enumerate(g.vs):
-      ...   v["weight"] = idx*(idx+1)
-      ...
-      >>> g.vs["weight"]
-      [0, 2, 6]
-      >>> g.vs.select(1,2)["weight"] = [10, 20]
-      >>> g.vs["weight"]
-      [0, 10, 20]
-
-    If you specify a sequence that is shorter than the number of vertices in
-    the VertexSeq, the sequence is reused:
-
-      >>> g = Graph.Tree(7, 2)
-      >>> g.vs["color"] = ["red", "green"]
-      >>> g.vs["color"]
-      ['red', 'green', 'red', 'green', 'red', 'green', 'red']
-
-    You can even pass a single string or integer, it will be considered as a
-    sequence of length 1:
-
-      >>> g.vs["color"] = "red"
-      >>> g.vs["color"]
-      ['red', 'red', 'red', 'red', 'red', 'red', 'red']
-
-    Some methods of the vertex sequences are simply proxy methods to the
-    corresponding methods in the L{Graph} object. One such example is
-    C{VertexSeq.degree()}:
-
-      >>> g=Graph.Tree(7, 2)
-      >>> g.vs.degree()
-      [2, 3, 3, 1, 1, 1, 1]
-      >>> g.vs.degree() == g.degree()
-      True
-    """
-
-    def attributes(self):
-        """Returns the list of all the vertex attributes in the graph
-        associated to this vertex sequence."""
-        return self.graph.vertex_attributes()
-
-    def find(self, *args, **kwds):
-        """Returns the first vertex of the vertex sequence that matches some
-        criteria.
-
-        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
-        See L{VertexSeq.select} for more details.
-
-        For instance, to find the first vertex with name C{foo} in graph C{g}:
-
-            >>> g.vs.find(name="foo")            #doctest:+SKIP
-
-        To find an arbitrary isolated vertex:
-
-            >>> g.vs.find(_degree=0)             #doctest:+SKIP
-        """
-        # Shortcut: if "name" is in kwds, there are no positional arguments,
-        # and the specified name is a string, we try that first because that
-        # attribute is indexed. Note that we cannot do this if name is an
-        # integer, because it would then translate to g.vs.select(name), which
-        # searches by _index_ if the argument is an integer
-        if not args:
-            if "name" in kwds:
-                name = kwds.pop("name")
-            elif "name_eq" in kwds:
-                name = kwds.pop("name_eq")
-            else:
-                name = None
-
-            if name is not None:
-                if isinstance(name, str):
-                    args = [name]
-                else:
-                    # put back what we popped
-                    kwds["name"] = name
-
-        if args:
-            # Selecting first based on positional arguments, then checking
-            # the criteria specified by the (remaining) keyword arguments
-            vertex = _VertexSeq.find(self, *args)
-            if not kwds:
-                return vertex
-            vs = self.graph.vs.select(vertex.index)
-        else:
-            vs = self
-
-        # Selecting based on keyword arguments
-        vs = vs.select(**kwds)
-        if vs:
-            return vs[0]
-        raise ValueError("no such vertex")
-
-    def select(self, *args, **kwds):
-        """Selects a subset of the vertex sequence based on some criteria
-
-        The selection criteria can be specified by the positional and the keyword
-        arguments. Positional arguments are always processed before keyword
-        arguments.
-
-          - If the first positional argument is C{None}, an empty sequence is
-            returned.
-
-          - If the first positional argument is a callable object, the object
-            will be called for every vertex in the sequence. If it returns
-            C{True}, the vertex will be included, otherwise it will
-            be excluded.
-
-          - If the first positional argument is an iterable, it must return
-            integers and they will be considered as indices of the current
-            vertex set (NOT the whole vertex set of the graph -- the
-            difference matters when one filters a vertex set that has
-            already been filtered by a previous invocation of
-            L{VertexSeq.select()}. In this case, the indices do not refer
-            directly to the vertices of the graph but to the elements of
-            the filtered vertex sequence.
-
-          - If the first positional argument is an integer, all remaining
-            arguments are expected to be integers. They are considered as
-            indices of the current vertex set again.
-
-        Keyword arguments can be used to filter the vertices based on their
-        attributes. The name of the keyword specifies the name of the attribute
-        and the filtering operator, they should be concatenated by an
-        underscore (C{_}) character. Attribute names can also contain
-        underscores, but operator names don't, so the operator is always the
-        largest trailing substring of the keyword name that does not contain
-        an underscore. Possible operators are:
-
-          - C{eq}: equal to
-
-          - C{ne}: not equal to
-
-          - C{lt}: less than
-
-          - C{gt}: greater than
-
-          - C{le}: less than or equal to
-
-          - C{ge}: greater than or equal to
-
-          - C{in}: checks if the value of an attribute is in a given list
-
-          - C{notin}: checks if the value of an attribute is not in a given
-            list
-
-        For instance, if you want to filter vertices with a numeric C{age}
-        property larger than 200, you have to write:
-
-          >>> g.vs.select(age_gt=200)                   #doctest: +SKIP
-
-        Similarly, to filter vertices whose C{type} is in a list of predefined
-        types:
-
-          >>> list_of_types = ["HR", "Finance", "Management"]
-          >>> g.vs.select(type_in=list_of_types)        #doctest: +SKIP
-
-        If the operator is omitted, it defaults to C{eq}. For instance, the
-        following selector selects vertices whose C{cluster} property equals
-        to 2:
-
-          >>> g.vs.select(cluster=2)                    #doctest: +SKIP
-
-        In the case of an unknown operator, it is assumed that the
-        recognized operator is part of the attribute name and the actual
-        operator is C{eq}.
-
-        Attribute names inferred from keyword arguments are treated specially
-        if they start with an underscore (C{_}). These are not real attributes
-        but refer to specific properties of the vertices, e.g., its degree.
-        The rule is as follows: if an attribute name starts with an underscore,
-        the rest of the name is interpreted as a method of the L{Graph} object.
-        This method is called with the vertex sequence as its first argument
-        (all others left at default values) and vertices are filtered
-        according to the value returned by the method. For instance, if you
-        want to exclude isolated vertices:
-
-          >>> g = Graph.Famous("zachary")
-          >>> non_isolated = g.vs.select(_degree_gt=0)
-
-        For properties that take a long time to be computed (e.g., betweenness
-        centrality for large graphs), it is advised to calculate the values
-        in advance and store it in a graph attribute. The same applies when
-        you are selecting based on the same property more than once in the
-        same C{select()} call to avoid calculating it twice unnecessarily.
-        For instance, the following would calculate betweenness centralities
-        twice:
-
-          >>> edges = g.vs.select(_betweenness_gt=10, _betweenness_lt=30)
-
-        It is advised to use this instead:
-
-          >>> g.vs["bs"] = g.betweenness()
-          >>> edges = g.vs.select(bs_gt=10, bs_lt=30)
-
-        @return: the new, filtered vertex sequence"""
-        vs = _VertexSeq.select(self, *args)
-
-        operators = {
-            "lt": operator.lt,
-            "gt": operator.gt,
-            "le": operator.le,
-            "ge": operator.ge,
-            "eq": operator.eq,
-            "ne": operator.ne,
-            "in": lambda a, b: a in b,
-            "notin": lambda a, b: a not in b,
-        }
-        for keyword, value in kwds.items():
-            if "_" not in keyword or keyword.rindex("_") == 0:
-                keyword = keyword + "_eq"
-            attr, _, op = keyword.rpartition("_")
-            try:
-                func = operators[op]
-            except KeyError:
-                # No such operator, assume that it's part of the attribute name
-                attr, op, func = keyword, "eq", operators["eq"]
-
-            if attr[0] == "_":
-                # Method call, not an attribute
-                values = getattr(vs.graph, attr[1:])(vs)
-            else:
-                values = vs[attr]
-            filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
-            vs = vs.select(filtered_idxs)
-
-        return vs
-
-    def __call__(self, *args, **kwds):
-        """Shorthand notation to select()
-
-        This method simply passes all its arguments to L{VertexSeq.select()}.
-        """
-        return self.select(*args, **kwds)
-
-
-##############################################################
-
-
-class EdgeSeq(_EdgeSeq):
-    """Class representing a sequence of edges in the graph.
-
-    This class is most easily accessed by the C{es} field of the
-    L{Graph} object, which returns an ordered sequence of all edges in
-    the graph. The edge sequence can be refined by invoking the
-    L{EdgeSeq.select()} method. L{EdgeSeq.select()} can also be
-    accessed by simply calling the L{EdgeSeq} object.
-
-    An alternative way to create an edge sequence referring to a given
-    graph is to use the constructor directly:
-
-      >>> g = Graph.Full(3)
-      >>> es = EdgeSeq(g)
-      >>> restricted_es = EdgeSeq(g, [0, 1])
-
-    The individual edges can be accessed by indexing the edge sequence
-    object. It can be used as an iterable as well, or even in a list
-    comprehension:
-
-      >>> g=Graph.Full(3)
-      >>> for e in g.es:
-      ...   print(e.tuple)
-      ...
-      (0, 1)
-      (0, 2)
-      (1, 2)
-      >>> [max(e.tuple) for e in g.es]
-      [1, 2, 2]
-
-    The edge sequence can also be used as a dictionary where the keys are the
-    attribute names. The values corresponding to the keys are the values
-    of the given attribute of every edge in the graph:
-
-      >>> g=Graph.Full(3)
-      >>> for idx, e in enumerate(g.es):
-      ...   e["weight"] = idx*(idx+1)
-      ...
-      >>> g.es["weight"]
-      [0, 2, 6]
-      >>> g.es["weight"] = range(3)
-      >>> g.es["weight"]
-      [0, 1, 2]
-
-    If you specify a sequence that is shorter than the number of edges in
-    the EdgeSeq, the sequence is reused:
-
-      >>> g = Graph.Tree(7, 2)
-      >>> g.es["color"] = ["red", "green"]
-      >>> g.es["color"]
-      ['red', 'green', 'red', 'green', 'red', 'green']
-
-    You can even pass a single string or integer, it will be considered as a
-    sequence of length 1:
-
-      >>> g.es["color"] = "red"
-      >>> g.es["color"]
-      ['red', 'red', 'red', 'red', 'red', 'red']
-
-    Some methods of the edge sequences are simply proxy methods to the
-    corresponding methods in the L{Graph} object. One such example is
-    C{EdgeSeq.is_multiple()}:
-
-      >>> g=Graph(3, [(0,1), (1,0), (1,2)])
-      >>> g.es.is_multiple()
-      [False, True, False]
-      >>> g.es.is_multiple() == g.is_multiple()
-      True
-    """
-
-    def attributes(self):
-        """Returns the list of all the edge attributes in the graph
-        associated to this edge sequence."""
-        return self.graph.edge_attributes()
-
-    def find(self, *args, **kwds):
-        """Returns the first edge of the edge sequence that matches some
-        criteria.
-
-        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
-        See L{VertexSeq.select} for more details.
-
-        For instance, to find the first edge with weight larger than 5 in graph C{g}:
-
-            >>> g.es.find(weight_gt=5)           #doctest:+SKIP
-        """
-        if args:
-            # Selecting first based on positional arguments, then checking
-            # the criteria specified by the keyword arguments
-            edge = _EdgeSeq.find(self, *args)
-            if not kwds:
-                return edge
-            es = self.graph.es.select(edge.index)
-        else:
-            es = self
-
-        # Selecting based on positional arguments
-        es = es.select(**kwds)
-        if es:
-            return es[0]
-        raise ValueError("no such edge")
-
-    def select(self, *args, **kwds):
-        """Selects a subset of the edge sequence based on some criteria
-
-        The selection criteria can be specified by the positional and the
-        keyword arguments. Positional arguments are always processed before
-        keyword arguments.
-
-          - If the first positional argument is C{None}, an empty sequence is
-            returned.
-
-          - If the first positional argument is a callable object, the object
-            will be called for every edge in the sequence. If it returns
-            C{True}, the edge will be included, otherwise it will
-            be excluded.
-
-          - If the first positional argument is an iterable, it must return
-            integers and they will be considered as indices of the current
-            edge set (NOT the whole edge set of the graph -- the
-            difference matters when one filters an edge set that has
-            already been filtered by a previous invocation of
-            L{EdgeSeq.select()}. In this case, the indices do not refer
-            directly to the edges of the graph but to the elements of
-            the filtered edge sequence.
-
-          - If the first positional argument is an integer, all remaining
-            arguments are expected to be integers. They are considered as
-            indices of the current edge set again.
-
-        Keyword arguments can be used to filter the edges based on their
-        attributes and properties. The name of the keyword specifies the name
-        of the attribute and the filtering operator, they should be
-        concatenated by an underscore (C{_}) character. Attribute names can
-        also contain underscores, but operator names don't, so the operator is
-        always the largest trailing substring of the keyword name that does not
-        contain an underscore. Possible operators are:
-
-          - C{eq}: equal to
-
-          - C{ne}: not equal to
-
-          - C{lt}: less than
-
-          - C{gt}: greater than
-
-          - C{le}: less than or equal to
-
-          - C{ge}: greater than or equal to
-
-          - C{in}: checks if the value of an attribute is in a given list
-
-          - C{notin}: checks if the value of an attribute is not in a given
-            list
-
-        For instance, if you want to filter edges with a numeric C{weight}
-        property larger than 50, you have to write:
-
-          >>> g.es.select(weight_gt=50)            #doctest: +SKIP
-
-        Similarly, to filter edges whose C{type} is in a list of predefined
-        types:
-
-          >>> list_of_types = ["inhibitory", "excitatory"]
-          >>> g.es.select(type_in=list_of_types)   #doctest: +SKIP
-
-        If the operator is omitted, it defaults to C{eq}. For instance, the
-        following selector selects edges whose C{type} property is
-        C{intracluster}:
-
-          >>> g.es.select(type="intracluster")     #doctest: +SKIP
-
-        In the case of an unknown operator, it is assumed that the
-        recognized operator is part of the attribute name and the actual
-        operator is C{eq}.
-
-        Keyword arguments are treated specially if they start with an
-        underscore (C{_}). These are not real attributes but refer to specific
-        properties of the edges, e.g., their centrality.  The rules are as
-        follows:
-
-          1. C{_source} or {_from} means the source vertex of an edge. For
-             undirected graphs, only the C{eq} operator is supported and it
-             is treated as {_incident} (since undirected graphs have no notion
-             of edge directionality).
-
-          2. C{_target} or {_to} means the target vertex of an edge. For
-             undirected graphs, only the C{eq} operator is supported and it
-             is treated as {_incident} (since undirected graphs have no notion
-             of edge directionality).
-
-          3. C{_within} ignores the operator and checks whether both endpoints
-             of the edge lie within a specified set.
-
-          4. C{_between} ignores the operator and checks whether I{one}
-             endpoint of the edge lies within a specified set and the I{other}
-             endpoint lies within another specified set. The two sets must be
-             given as a tuple.
-
-          5. C{_incident} ignores the operator and checks whether the edge is
-             incident on a specific vertex or a set of vertices.
-
-          6. Otherwise, the rest of the name is interpreted as a method of the
-             L{Graph} object. This method is called with the edge sequence as
-             its first argument (all others left at default values) and edges
-             are filtered according to the value returned by the method.
-
-        For instance, if you want to exclude edges with a betweenness
-        centrality less than 2:
-
-          >>> g = Graph.Famous("zachary")
-          >>> excl = g.es.select(_edge_betweenness_ge = 2)
-
-        To select edges originating from vertices 2 and 4:
-
-          >>> edges = g.es.select(_source_in = [2, 4])
-
-        To select edges lying entirely within the subgraph spanned by vertices
-        2, 3, 4 and 7:
-
-          >>> edges = g.es.select(_within = [2, 3, 4, 7])
-
-        To select edges with one endpoint in the vertex set containing vertices
-        2, 3, 4 and 7 and the other endpoint in the vertex set containing
-        vertices 8 and 9:
-
-          >>> edges = g.es.select(_between = ([2, 3, 4, 7], [8, 9]))
-
-        For properties that take a long time to be computed (e.g., betweenness
-        centrality for large graphs), it is advised to calculate the values
-        in advance and store it in a graph attribute. The same applies when
-        you are selecting based on the same property more than once in the
-        same C{select()} call to avoid calculating it twice unnecessarily.
-        For instance, the following would calculate betweenness centralities
-        twice:
-
-          >>> edges = g.es.select(_edge_betweenness_gt=10,       # doctest:+SKIP
-          ...                     _edge_betweenness_lt=30)
-
-        It is advised to use this instead:
-
-          >>> g.es["bs"] = g.edge_betweenness()
-          >>> edges = g.es.select(bs_gt=10, bs_lt=30)
-
-        @return: the new, filtered edge sequence
-        """
-        es = _EdgeSeq.select(self, *args)
-        is_directed = self.graph.is_directed()
-
-        def _ensure_set(value):
-            if isinstance(value, VertexSeq):
-                value = set(v.index for v in value)
-            elif not isinstance(value, (set, frozenset)):
-                value = set(value)
-            return value
-
-        operators = {
-            "lt": operator.lt,
-            "gt": operator.gt,
-            "le": operator.le,
-            "ge": operator.ge,
-            "eq": operator.eq,
-            "ne": operator.ne,
-            "in": lambda a, b: a in b,
-            "notin": lambda a, b: a not in b,
-        }
-
-        # TODO(ntamas): some keyword arguments should be prioritized over
-        # others; for instance, we have optimized code paths for _source and
-        # _target in directed and undirected graphs if es.is_all() is True;
-        # these should be executed first. This matters only if there are
-        # multiple keyword arguments and es.is_all() is True.
-
-        for keyword, value in kwds.items():
-            if "_" not in keyword or keyword.rindex("_") == 0:
-                keyword = keyword + "_eq"
-            pos = keyword.rindex("_")
-            attr, op = keyword[0:pos], keyword[pos + 1 :]
-            try:
-                func = operators[op]
-            except KeyError:
-                # No such operator, assume that it's part of the attribute name
-                attr, op, func = keyword, "eq", operators["eq"]
-
-            if attr[0] == "_":
-                if attr in ("_source", "_from", "_target", "_to") and not is_directed:
-                    if op not in ("eq", "in"):
-                        raise RuntimeError("unsupported for undirected graphs")
-
-                    # translate to _incident to avoid confusion
-                    attr = "_incident"
-                    if func == operators["eq"]:
-                        if hasattr(value, "__iter__") and not isinstance(value, str):
-                            value = set(value)
-                        else:
-                            value = set([value])
-
-                if attr in ("_source", "_from"):
-                    if es.is_all() and op == "eq":
-                        # shortcut here: use .incident() as it is much faster
-                        filtered_idxs = sorted(es.graph.incident(value, mode="out"))
-                        func = None
-                        # TODO(ntamas): there are more possibilities; we could
-                        # optimize "ne", "in" and "notin" in similar ways
-                    else:
-                        values = [e.source for e in es]
-                        if op == "in" or op == "notin":
-                            value = _ensure_set(value)
-
-                elif attr in ("_target", "_to"):
-                    if es.is_all() and op == "eq":
-                        # shortcut here: use .incident() as it is much faster
-                        filtered_idxs = sorted(es.graph.incident(value, mode="in"))
-                        func = None
-                        # TODO(ntamas): there are more possibilities; we could
-                        # optimize "ne", "in" and "notin" in similar ways
-                    else:
-                        values = [e.target for e in es]
-                        if op == "in" or op == "notin":
-                            value = _ensure_set(value)
-
-                elif attr == "_incident":
-                    func = None  # ignoring function, filtering here
-                    value = _ensure_set(value)
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in value:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those that are in the current edge sequence
-                        filtered_idxs = [
-                            i for i, e in enumerate(es) if e.index in candidates
-                        ]
-                    else:
-                        # We are done, the filtered indexes are in the candidates set
-                        filtered_idxs = sorted(candidates)
-
-                elif attr == "_within":
-                    func = None  # ignoring function, filtering here
-                    value = _ensure_set(value)
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in value:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those where both endpoints are OK
-                        filtered_idxs = [
-                            i
-                            for i, e in enumerate(es)
-                            if e.index in candidates
-                            and e.source in value
-                            and e.target in value
-                        ]
-                    else:
-                        # Optimized version when the edge sequence contains all
-                        # the edges exactly once in increasing order of edge IDs
-                        filtered_idxs = [
-                            i
-                            for i in candidates
-                            if es[i].source in value and es[i].target in value
-                        ]
-
-                elif attr == "_between":
-                    if len(value) != 2:
-                        raise ValueError(
-                            "_between selector requires two vertex ID lists"
-                        )
-                    func = None  # ignoring function, filtering here
-                    set1 = _ensure_set(value[0])
-                    set2 = _ensure_set(value[1])
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in set1:
-                        candidates.update(es.graph.incident(v))
-                    for v in set2:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those where both endpoints are OK
-                        filtered_idxs = [
-                            i
-                            for i, e in enumerate(es)
-                            if (e.source in set1 and e.target in set2)
-                            or (e.target in set1 and e.source in set2)
-                        ]
-                    else:
-                        # Optimized version when the edge sequence contains all
-                        # the edges exactly once in increasing order of edge IDs
-                        filtered_idxs = [
-                            i
-                            for i in candidates
-                            if (es[i].source in set1 and es[i].target in set2)
-                            or (es[i].target in set1 and es[i].source in set2)
-                        ]
-
-                else:
-                    # Method call, not an attribute
-                    values = getattr(es.graph, attr[1:])(es)
-            else:
-                values = es[attr]
-
-            # If we have a function to apply on the values, do that; otherwise
-            # we assume that filtered_idxs has already been calculated.
-            if func is not None:
-                filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
-
-            es = es.select(filtered_idxs)
-
-        return es
-
-    def __call__(self, *args, **kwds):
-        """Shorthand notation to select()
-
-        This method simply passes all its arguments to L{EdgeSeq.select()}.
-        """
-        return self.select(*args, **kwds)
-
-
 ##############################################################
 # Additional methods of VertexSeq and EdgeSeq that call Graph methods
 
@@ -3172,69 +2125,6 @@ def result(*args, **kwds):
 ##############################################################
 
 
-def autocurve(graph, attribute="curved", default=0):
-    """Calculates curvature values for each of the edges in the graph to make
-    sure that multiple edges are shown properly on a graph plot.
-
-    This function checks the multiplicity of each edge in the graph and
-    assigns curvature values (numbers between -1 and 1, corresponding to
-    CCW (-1), straight (0) and CW (1) curved edges) to them. The assigned
-    values are either stored in an edge attribute or returned as a list,
-    depending on the value of the I{attribute} argument.
-
-    @param graph: the graph on which the calculation will be run
-    @param attribute: the name of the edge attribute to save the curvature
-      values to. The default value is C{curved}, which is the name of the
-      edge attribute the default graph plotter checks to decide whether an
-      edge should be curved on the plot or not. If I{attribute} is C{None},
-      the result will not be stored.
-    @param default: the default curvature for single edges. Zero means that
-      single edges will be straight. If you want single edges to be curved
-      as well, try passing 0.5 or -0.5 here.
-    @return: the list of curvature values if I{attribute} is C{None},
-      otherwise C{None}.
-    """
-
-    # The following loop could be re-written in C if it turns out to be a
-    # bottleneck. Unfortunately we cannot use Graph.count_multiple() here
-    # because we have to ignore edge directions.
-    multiplicities = defaultdict(list)
-    for edge in graph.es:
-        u, v = edge.tuple
-        if u > v:
-            multiplicities[v, u].append(edge.index)
-        else:
-            multiplicities[u, v].append(edge.index)
-
-    result = [default] * graph.ecount()
-    for eids in multiplicities.values():
-        # Is it a single edge?
-        if len(eids) < 2:
-            continue
-
-        if len(eids) % 2 == 1:
-            # Odd number of edges; the last will be straight
-            result[eids.pop()] = 0
-
-        # Arrange the remaining edges
-        curve = 2.0 / (len(eids) + 2)
-        dcurve, sign = curve, 1
-        for idx, eid in enumerate(eids):
-            edge = graph.es[eid]
-            if edge.source > edge.target:
-                result[eid] = -sign * curve
-            else:
-                result[eid] = sign * curve
-            if idx % 2 == 1:
-                curve += dcurve
-            sign *= -1
-
-    if attribute is None:
-        return result
-
-    graph.es[attribute] = result
-
-
 def get_include():
     """Returns the folder that contains the C API headers of the Python
     interface of igraph."""
@@ -3330,4 +2220,6 @@ def write(graph, filename, *args, **kwds):
     _community_walktrap,
     _k_core,
     _community_leiden,
+    _graph_plot,
+    _operator_method_registry,
 )
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index cdca21f0d..6c3732a38 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -17,7 +17,7 @@
 
 from igraph.drawing.baseclasses import AbstractGraphDrawer, AbstractXMLRPCDrawer
 
-__all__ = ("CytoscapeGraphDrawer",)
+__all__ = ("CytoscapeGraphDrawer", "__plot__")
 
 
 class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
@@ -356,3 +356,203 @@ def draw(self, graph, *args, **kwds):
             )
 
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
+
+
+def __plot__(self, backend, context, *args, **kwds):
+    """Plots the graph to the given Cairo context or matplotlib Axes.
+
+    The visual style of vertices and edges can be modified at three
+    places in the following order of precedence (lower indices override
+    higher indices):
+
+      1. Keyword arguments of this function (or of L{plot()} which is
+         passed intact to C{Graph.__plot__()}.
+
+      2. Vertex or edge attributes, specified later in the list of
+         keyword arguments.
+
+      3. igraph-wide plotting defaults (see
+         L{igraph.config.Configuration})
+
+      4. Built-in defaults.
+
+    E.g., if the C{vertex_size} keyword attribute is not present,
+    but there exists a vertex attribute named C{size}, the sizes of
+    the vertices will be specified by that attribute.
+
+    Besides the usual self-explanatory plotting parameters (C{context},
+    C{bbox}, C{palette}), it accepts the following keyword arguments:
+
+      - C{autocurve}: whether to use curves instead of straight lines for
+        multiple edges on the graph plot. This argument may be C{True}
+        or C{False}; when omitted, C{True} is assumed for graphs with
+        less than 10.000 edges and C{False} otherwise.
+
+      - C{drawer_factory}: a subclass of L{AbstractCairoGraphDrawer}
+        which will be used to draw the graph. You may also provide
+        a function here which takes two arguments: the Cairo context
+        to draw on and a bounding box (an instance of L{BoundingBox}).
+        If this keyword argument is missing, igraph will use the
+        default graph drawer which should be suitable for most purposes.
+        It is safe to omit this keyword argument unless you need to use
+        a specific graph drawer.
+
+      - C{keep_aspect_ratio}: whether to keep the aspect ratio of the layout
+        that igraph calculates to place the nodes. C{True} means that the
+        layout will be scaled proportionally to fit into the bounding box
+        where the graph is to be drawn but the aspect ratio will be kept
+        the same (potentially leaving empty space next to, below or above
+        the graph). C{False} means that the layout will be scaled independently
+        along the X and Y axis in order to fill the entire bounding box.
+        The default is C{False}.
+
+      - C{layout}: the layout to be used. If not an instance of
+        L{Layout}, it will be passed to L{layout} to calculate
+        the layout. Note that if you want a deterministic layout that
+        does not change with every plot, you must either use a
+        deterministic layout function (like L{layout_circle}) or
+        calculate the layout in advance and pass a L{Layout} object here.
+
+      - C{margin}: the top, right, bottom, left margins as a 4-tuple.
+        If it has less than 4 elements or is a single float, the elements
+        will be re-used until the length is at least 4.
+
+      - C{mark_groups}: whether to highlight some of the vertex groups by
+        colored polygons. This argument can be one of the following:
+
+          - C{False}: no groups will be highlighted
+
+          - C{True}: only valid if the object plotted is a
+            L{VertexClustering} or L{VertexCover}. The vertex groups in the
+            clutering or cover will be highlighted such that the i-th
+            group will be colored by the i-th color from the current
+            palette. If used when plotting a graph, it will throw an error.
+
+          - A dict mapping tuples of vertex indices to color names.
+            The given vertex groups will be highlighted by the given
+            colors.
+
+          - A list containing pairs or an iterable yielding pairs, where
+            the first element of each pair is a list of vertex indices and
+            the second element is a color.
+
+          - A L{VertexClustering} or L{VertexCover} instance. The vertex
+            groups in the clustering or cover will be highlighted such that
+            the i-th group will be colored by the i-th color from the
+            current palette.
+
+        In place of lists of vertex indices, you may also use L{VertexSeq}
+        instances.
+
+        In place of color names, you may also use color indices into the
+        current palette. C{None} as a color name will mean that the
+        corresponding group is ignored.
+
+      - C{vertex_size}: size of the vertices. The corresponding vertex
+        attribute is called C{size}. The default is 10. Vertex sizes
+        are measured in the unit of the Cairo context on which igraph
+        is drawing.
+
+      - C{vertex_color}: color of the vertices. The corresponding vertex
+        attribute is C{color}, the default is red.  Colors can be
+        specified either by common X11 color names (see the source
+        code of L{igraph.drawing.colors} for a list of known colors), by
+        3-tuples of floats (ranging between 0 and 255 for the R, G and
+        B components), by CSS-style string specifications (C{#rrggbb})
+        or by integer color indices of the specified palette.
+
+      - C{vertex_frame_color}: color of the frame (i.e. stroke) of the
+        vertices. The corresponding vertex attribute is C{frame_color},
+        the default is black. See C{vertex_color} for the possible ways
+        of specifying a color.
+
+      - C{vertex_frame_width}: the width of the frame (i.e. stroke) of the
+        vertices. The corresponding vertex attribute is C{frame_width}.
+        The default is 1. Vertex frame widths are measured in the unit of the
+        Cairo context on which igraph is drawing.
+
+      - C{vertex_shape}: shape of the vertices. Alternatively it can
+        be specified by the C{shape} vertex attribute. Possibilities
+        are: C{square}, {circle}, {triangle}, {triangle-down} or
+        C{hidden}. See the source code of L{igraph.drawing} for a
+        list of alternative shape names that are also accepted and
+        mapped to these.
+
+      - C{vertex_label}: labels drawn next to the vertices.
+        The corresponding vertex attribute is C{label}.
+
+      - C{vertex_label_dist}: distance of the midpoint of the vertex
+        label from the center of the corresponding vertex.
+        The corresponding vertex attribute is C{label_dist}.
+
+      - C{vertex_label_color}: color of the label. Corresponding
+        vertex attribute: C{label_color}. See C{vertex_color} for
+        color specification syntax.
+
+      - C{vertex_label_size}: font size of the label, specified
+        in the unit of the Cairo context on which we are drawing.
+        Corresponding vertex attribute: C{label_size}.
+
+      - C{vertex_label_angle}: the direction of the line connecting
+        the midpoint of the vertex with the midpoint of the label.
+        This can be used to position the labels relative to the
+        vertices themselves in conjunction with C{vertex_label_dist}.
+        Corresponding vertex attribute: C{label_angle}. The
+        default is C{-math.pi/2}.
+
+      - C{vertex_order}: drawing order of the vertices. This must be
+        a list or tuple containing vertex indices; vertices are then
+        drawn according to this order.
+
+      - C{vertex_order_by}: an alternative way to specify the drawing
+        order of the vertices; this attribute is interpreted as the name
+        of a vertex attribute, and vertices are drawn such that those
+        with a smaller attribute value are drawn first. You may also
+        reverse the order by passing a tuple here; the first element of
+        the tuple should be the name of the attribute, the second element
+        specifies whether the order is reversed (C{True}, C{False},
+        C{"asc"} and C{"desc"} are accepted values).
+
+      - C{edge_color}: color of the edges. The corresponding edge
+        attribute is C{color}, the default is red. See C{vertex_color}
+        for color specification syntax.
+
+      - C{edge_curved}: whether the edges should be curved. Positive
+        numbers correspond to edges curved in a counter-clockwise
+        direction, negative numbers correspond to edges curved in a
+        clockwise direction. Zero represents straight edges. C{True}
+        is interpreted as 0.5, C{False} is interpreted as 0. The
+        default is 0 which makes all the edges straight.
+
+      - C{edge_width}: width of the edges in the default unit of the
+        Cairo context on which we are drawing. The corresponding
+        edge attribute is C{width}, the default is 1.
+
+      - C{edge_arrow_size}: arrow size of the edges. The
+        corresponding edge attribute is C{arrow_size}, the default
+        is 1.
+
+      - C{edge_arrow_width}: width of the arrowhead on the edge. The
+        corresponding edge attribute is C{arrow_width}, the default
+        is 1.
+
+      - C{edge_order}: drawing order of the edges. This must be
+        a list or tuple containing edge indices; edges are then
+        drawn according to this order.
+
+      - C{edge_order_by}: an alternative way to specify the drawing
+        order of the edges; this attribute is interpreted as the name
+        of an edge attribute, and edges are drawn such that those
+        with a smaller attribute value are drawn first. You may also
+        reverse the order by passing a tuple here; the first element of
+        the tuple should be the name of the attribute, the second element
+        specifies whether the order is reversed (C{True}, C{False},
+        C{"asc"} and C{"desc"} are accepted values).
+    """
+    from igraph.drawing import DrawerDirectory
+
+    drawer = kwds.pop(
+        "drawer_factory",
+        DrawerDirectory.resolve(self, backend)(context),
+    )
+    drawer.draw(self, *args, **kwds)
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 216d13298..c7ef8fa2d 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -2,6 +2,7 @@
 Utility classes for drawing routines.
 """
 
+from collections import defaultdict
 from math import atan2, cos, hypot, sin
 from typing import NamedTuple
 
@@ -16,6 +17,7 @@
     "evaluate_cubic_bezier",
     "intersect_bezier_curve_and_circle",
     "str_to_orientation",
+    "autocurve",
 )
 
 #####################################################################
@@ -665,3 +667,66 @@ def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False
     if result not in ("lr", "rl", "tb", "bt"):
         raise ValueError("unknown orientation: %s" % result)
     return result
+
+
+def autocurve(graph, attribute="curved", default=0):
+    """Calculates curvature values for each of the edges in the graph to make
+    sure that multiple edges are shown properly on a graph plot.
+
+    This function checks the multiplicity of each edge in the graph and
+    assigns curvature values (numbers between -1 and 1, corresponding to
+    CCW (-1), straight (0) and CW (1) curved edges) to them. The assigned
+    values are either stored in an edge attribute or returned as a list,
+    depending on the value of the I{attribute} argument.
+
+    @param graph: the graph on which the calculation will be run
+    @param attribute: the name of the edge attribute to save the curvature
+      values to. The default value is C{curved}, which is the name of the
+      edge attribute the default graph plotter checks to decide whether an
+      edge should be curved on the plot or not. If I{attribute} is C{None},
+      the result will not be stored.
+    @param default: the default curvature for single edges. Zero means that
+      single edges will be straight. If you want single edges to be curved
+      as well, try passing 0.5 or -0.5 here.
+    @return: the list of curvature values if I{attribute} is C{None},
+      otherwise C{None}.
+    """
+
+    # The following loop could be re-written in C if it turns out to be a
+    # bottleneck. Unfortunately we cannot use Graph.count_multiple() here
+    # because we have to ignore edge directions.
+    multiplicities = defaultdict(list)
+    for edge in graph.es:
+        u, v = edge.tuple
+        if u > v:
+            multiplicities[v, u].append(edge.index)
+        else:
+            multiplicities[u, v].append(edge.index)
+
+    result = [default] * graph.ecount()
+    for eids in multiplicities.values():
+        # Is it a single edge?
+        if len(eids) < 2:
+            continue
+
+        if len(eids) % 2 == 1:
+            # Odd number of edges; the last will be straight
+            result[eids.pop()] = 0
+
+        # Arrange the remaining edges
+        curve = 2.0 / (len(eids) + 2)
+        dcurve, sign = curve, 1
+        for idx, eid in enumerate(eids):
+            edge = graph.es[eid]
+            if edge.source > edge.target:
+                result[eid] = -sign * curve
+            else:
+                result[eid] = sign * curve
+            if idx % 2 == 1:
+                curve += dcurve
+            sign *= -1
+
+    if attribute is None:
+        return result
+
+    graph.es[attribute] = result
diff --git a/src/igraph/operators/__init__.py b/src/igraph/operators/__init__.py
new file mode 100644
index 000000000..cb3407a4c
--- /dev/null
+++ b/src/igraph/operators/__init__.py
@@ -0,0 +1,35 @@
+# vim:ts=4:sw=4:sts=4:et
+# -*- coding: utf-8 -*-
+"""Implementation of union, disjoint union and intersection operators."""
+
+__all__ = (
+    "disjoint_union",
+    "union",
+    "intersection",
+    "operator_method_registry",
+    )
+
+from igraph.operators.functions import (
+    disjoint_union,
+    union,
+    intersection,
+)
+from igraph.operators.methods import (
+    __iadd__,
+    __add__,
+    __and__,
+    __isub__,
+    __sub__,
+    __mul__,
+    __or__,
+)
+
+operator_method_registry = {
+    '__iadd__': __iadd__,
+    '__add__': __add__,
+    '__and__': __and__,
+    '__isub__': __isub__,
+    '__sub__': __sub__,
+    '__mul__': __mul__,
+    '__or__': __or__,
+}
diff --git a/src/igraph/operators.py b/src/igraph/operators/functions.py
similarity index 100%
rename from src/igraph/operators.py
rename to src/igraph/operators/functions.py
diff --git a/src/igraph/operators/methods.py b/src/igraph/operators/methods.py
new file mode 100644
index 000000000..86ccd2821
--- /dev/null
+++ b/src/igraph/operators/methods.py
@@ -0,0 +1,211 @@
+from igraph._igraph import (
+    Vertex,
+    Edge,
+)
+from igraph.seq import VertexSeq, EdgeSeq
+
+
+__all__ = (
+    "__iadd__",
+    "__add__",
+    "__and__",
+    "__isub__",
+    "__sub__",
+    "__mul__",
+    "__or__",
+)
+
+
+def __iadd__(self, other):
+    """In-place addition (disjoint union).
+
+    @see: L{__add__}
+    """
+    if isinstance(other, (int, str)):
+        self.add_vertices(other)
+        return self
+    elif isinstance(other, tuple) and len(other) == 2:
+        self.add_edges([other])
+        return self
+    elif isinstance(other, list):
+        if not other:
+            return self
+        if isinstance(other[0], tuple):
+            self.add_edges(other)
+            return self
+        if isinstance(other[0], str):
+            self.add_vertices(other)
+            return self
+    return NotImplemented
+
+
+def __add__(self, other):
+    """Copies the graph and extends the copy depending on the type of
+    the other object given.
+
+    @param other: if it is an integer, the copy is extended by the given
+      number of vertices. If it is a string, the copy is extended by a
+      single vertex whose C{name} attribute will be equal to the given
+      string. If it is a tuple with two elements, the copy
+      is extended by a single edge. If it is a list of tuples, the copy
+      is extended by multiple edges. If it is a L{Graph}, a disjoint
+      union is performed.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    if isinstance(other, (int, str)):
+        g = self.copy()
+        g.add_vertices(other)
+    elif isinstance(other, tuple) and len(other) == 2:
+        g = self.copy()
+        g.add_edges([other])
+    elif isinstance(other, list):
+        if len(other) > 0:
+            if isinstance(other[0], tuple):
+                g = self.copy()
+                g.add_edges(other)
+            elif isinstance(other[0], str):
+                g = self.copy()
+                g.add_vertices(other)
+            elif isinstance(other[0], Graph):
+                return self.disjoint_union(other)
+            else:
+                return NotImplemented
+        else:
+            return self.copy()
+
+    elif isinstance(other, Graph):
+        return self.disjoint_union(other)
+    else:
+        return NotImplemented
+
+    return g
+
+
+def __and__(self, other):
+    """Graph intersection operator.
+
+    @param other: the other graph to take the intersection with.
+    @return: the intersected graph.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    if isinstance(other, Graph):
+        return self.intersection(other)
+    else:
+        return NotImplemented
+
+
+def __isub__(self, other):
+    """In-place subtraction (difference).
+
+    @see: L{__sub__}"""
+    if isinstance(other, int):
+        self.delete_vertices([other])
+    elif isinstance(other, tuple) and len(other) == 2:
+        self.delete_edges([other])
+    elif isinstance(other, list):
+        if len(other) > 0:
+            if isinstance(other[0], tuple):
+                self.delete_edges(other)
+            elif isinstance(other[0], (int, str)):
+                self.delete_vertices(other)
+            else:
+                return NotImplemented
+    elif isinstance(other, Vertex):
+        self.delete_vertices(other)
+    elif isinstance(other, VertexSeq):
+        self.delete_vertices(other)
+    elif isinstance(other, Edge):
+        self.delete_edges(other)
+    elif isinstance(other, EdgeSeq):
+        self.delete_edges(other)
+    else:
+        return NotImplemented
+    return self
+
+
+def __sub__(self, other):
+    """Removes the given object(s) from the graph
+
+    @param other: if it is an integer, removes the vertex with the given
+      ID from the graph (note that the remaining vertices will get
+      re-indexed!). If it is a tuple, removes the given edge. If it is
+      a graph, takes the difference of the two graphs. Accepts
+      lists of integers or lists of tuples as well, but they can't be
+      mixed! Also accepts L{Edge} and L{EdgeSeq} objects.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    if isinstance(other, Graph):
+        return self.difference(other)
+
+    result = self.copy()
+    if isinstance(other, (int, str)):
+        result.delete_vertices([other])
+    elif isinstance(other, tuple) and len(other) == 2:
+        result.delete_edges([other])
+    elif isinstance(other, list):
+        if len(other) > 0:
+            if isinstance(other[0], tuple):
+                result.delete_edges(other)
+            elif isinstance(other[0], (int, str)):
+                result.delete_vertices(other)
+            else:
+                return NotImplemented
+        else:
+            return result
+    elif isinstance(other, Vertex):
+        result.delete_vertices(other)
+    elif isinstance(other, VertexSeq):
+        result.delete_vertices(other)
+    elif isinstance(other, Edge):
+        result.delete_edges(other)
+    elif isinstance(other, EdgeSeq):
+        result.delete_edges(other)
+    else:
+        return NotImplemented
+
+    return result
+
+
+def __mul__(self, other):
+    """Copies exact replicas of the original graph an arbitrary number of
+    times.
+
+    @param other: if it is an integer, multiplies the graph by creating the
+      given number of identical copies and taking the disjoint union of
+      them.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    if isinstance(other, int):
+        if other == 0:
+            return Graph()
+        elif other == 1:
+            return self
+        elif other > 1:
+            return self.disjoint_union([self] * (other - 1))
+        else:
+            return NotImplemented
+
+    return NotImplemented
+
+
+def __or__(self, other):
+    """Graph union operator.
+
+    @param other: the other graph to take the union with.
+    @return: the union graph.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    if isinstance(other, Graph):
+        return self.union(other)
+    else:
+        return NotImplemented
diff --git a/src/igraph/seq/__init__.py b/src/igraph/seq/__init__.py
new file mode 100644
index 000000000..de065bb79
--- /dev/null
+++ b/src/igraph/seq/__init__.py
@@ -0,0 +1,700 @@
+import operator
+
+from igraph._igraph import (
+    EdgeSeq as _EdgeSeq,
+    VertexSeq as _VertexSeq,
+)    
+
+
+class VertexSeq(_VertexSeq):
+    """Class representing a sequence of vertices in the graph.
+
+    This class is most easily accessed by the C{vs} field of the
+    L{Graph} object, which returns an ordered sequence of all vertices in
+    the graph. The vertex sequence can be refined by invoking the
+    L{VertexSeq.select()} method. L{VertexSeq.select()} can also be
+    accessed by simply calling the L{VertexSeq} object.
+
+    An alternative way to create a vertex sequence referring to a given
+    graph is to use the constructor directly:
+
+      >>> g = Graph.Full(3)
+      >>> vs = VertexSeq(g)
+      >>> restricted_vs = VertexSeq(g, [0, 1])
+
+    The individual vertices can be accessed by indexing the vertex sequence
+    object. It can be used as an iterable as well, or even in a list
+    comprehension:
+
+      >>> g=Graph.Full(3)
+      >>> for v in g.vs:
+      ...   v["value"] = v.index ** 2
+      ...
+      >>> [v["value"] ** 0.5 for v in g.vs]
+      [0.0, 1.0, 2.0]
+
+    The vertex set can also be used as a dictionary where the keys are the
+    attribute names. The values corresponding to the keys are the values
+    of the given attribute for every vertex selected by the sequence.
+
+      >>> g=Graph.Full(3)
+      >>> for idx, v in enumerate(g.vs):
+      ...   v["weight"] = idx*(idx+1)
+      ...
+      >>> g.vs["weight"]
+      [0, 2, 6]
+      >>> g.vs.select(1,2)["weight"] = [10, 20]
+      >>> g.vs["weight"]
+      [0, 10, 20]
+
+    If you specify a sequence that is shorter than the number of vertices in
+    the VertexSeq, the sequence is reused:
+
+      >>> g = Graph.Tree(7, 2)
+      >>> g.vs["color"] = ["red", "green"]
+      >>> g.vs["color"]
+      ['red', 'green', 'red', 'green', 'red', 'green', 'red']
+
+    You can even pass a single string or integer, it will be considered as a
+    sequence of length 1:
+
+      >>> g.vs["color"] = "red"
+      >>> g.vs["color"]
+      ['red', 'red', 'red', 'red', 'red', 'red', 'red']
+
+    Some methods of the vertex sequences are simply proxy methods to the
+    corresponding methods in the L{Graph} object. One such example is
+    C{VertexSeq.degree()}:
+
+      >>> g=Graph.Tree(7, 2)
+      >>> g.vs.degree()
+      [2, 3, 3, 1, 1, 1, 1]
+      >>> g.vs.degree() == g.degree()
+      True
+    """
+
+    def attributes(self):
+        """Returns the list of all the vertex attributes in the graph
+        associated to this vertex sequence."""
+        return self.graph.vertex_attributes()
+
+    def find(self, *args, **kwds):
+        """Returns the first vertex of the vertex sequence that matches some
+        criteria.
+
+        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
+        See L{VertexSeq.select} for more details.
+
+        For instance, to find the first vertex with name C{foo} in graph C{g}:
+
+            >>> g.vs.find(name="foo")            #doctest:+SKIP
+
+        To find an arbitrary isolated vertex:
+
+            >>> g.vs.find(_degree=0)             #doctest:+SKIP
+        """
+        # Shortcut: if "name" is in kwds, there are no positional arguments,
+        # and the specified name is a string, we try that first because that
+        # attribute is indexed. Note that we cannot do this if name is an
+        # integer, because it would then translate to g.vs.select(name), which
+        # searches by _index_ if the argument is an integer
+        if not args:
+            if "name" in kwds:
+                name = kwds.pop("name")
+            elif "name_eq" in kwds:
+                name = kwds.pop("name_eq")
+            else:
+                name = None
+
+            if name is not None:
+                if isinstance(name, str):
+                    args = [name]
+                else:
+                    # put back what we popped
+                    kwds["name"] = name
+
+        if args:
+            # Selecting first based on positional arguments, then checking
+            # the criteria specified by the (remaining) keyword arguments
+            vertex = _VertexSeq.find(self, *args)
+            if not kwds:
+                return vertex
+            vs = self.graph.vs.select(vertex.index)
+        else:
+            vs = self
+
+        # Selecting based on keyword arguments
+        vs = vs.select(**kwds)
+        if vs:
+            return vs[0]
+        raise ValueError("no such vertex")
+
+    def select(self, *args, **kwds):
+        """Selects a subset of the vertex sequence based on some criteria
+
+        The selection criteria can be specified by the positional and the keyword
+        arguments. Positional arguments are always processed before keyword
+        arguments.
+
+          - If the first positional argument is C{None}, an empty sequence is
+            returned.
+
+          - If the first positional argument is a callable object, the object
+            will be called for every vertex in the sequence. If it returns
+            C{True}, the vertex will be included, otherwise it will
+            be excluded.
+
+          - If the first positional argument is an iterable, it must return
+            integers and they will be considered as indices of the current
+            vertex set (NOT the whole vertex set of the graph -- the
+            difference matters when one filters a vertex set that has
+            already been filtered by a previous invocation of
+            L{VertexSeq.select()}. In this case, the indices do not refer
+            directly to the vertices of the graph but to the elements of
+            the filtered vertex sequence.
+
+          - If the first positional argument is an integer, all remaining
+            arguments are expected to be integers. They are considered as
+            indices of the current vertex set again.
+
+        Keyword arguments can be used to filter the vertices based on their
+        attributes. The name of the keyword specifies the name of the attribute
+        and the filtering operator, they should be concatenated by an
+        underscore (C{_}) character. Attribute names can also contain
+        underscores, but operator names don't, so the operator is always the
+        largest trailing substring of the keyword name that does not contain
+        an underscore. Possible operators are:
+
+          - C{eq}: equal to
+
+          - C{ne}: not equal to
+
+          - C{lt}: less than
+
+          - C{gt}: greater than
+
+          - C{le}: less than or equal to
+
+          - C{ge}: greater than or equal to
+
+          - C{in}: checks if the value of an attribute is in a given list
+
+          - C{notin}: checks if the value of an attribute is not in a given
+            list
+
+        For instance, if you want to filter vertices with a numeric C{age}
+        property larger than 200, you have to write:
+
+          >>> g.vs.select(age_gt=200)                   #doctest: +SKIP
+
+        Similarly, to filter vertices whose C{type} is in a list of predefined
+        types:
+
+          >>> list_of_types = ["HR", "Finance", "Management"]
+          >>> g.vs.select(type_in=list_of_types)        #doctest: +SKIP
+
+        If the operator is omitted, it defaults to C{eq}. For instance, the
+        following selector selects vertices whose C{cluster} property equals
+        to 2:
+
+          >>> g.vs.select(cluster=2)                    #doctest: +SKIP
+
+        In the case of an unknown operator, it is assumed that the
+        recognized operator is part of the attribute name and the actual
+        operator is C{eq}.
+
+        Attribute names inferred from keyword arguments are treated specially
+        if they start with an underscore (C{_}). These are not real attributes
+        but refer to specific properties of the vertices, e.g., its degree.
+        The rule is as follows: if an attribute name starts with an underscore,
+        the rest of the name is interpreted as a method of the L{Graph} object.
+        This method is called with the vertex sequence as its first argument
+        (all others left at default values) and vertices are filtered
+        according to the value returned by the method. For instance, if you
+        want to exclude isolated vertices:
+
+          >>> g = Graph.Famous("zachary")
+          >>> non_isolated = g.vs.select(_degree_gt=0)
+
+        For properties that take a long time to be computed (e.g., betweenness
+        centrality for large graphs), it is advised to calculate the values
+        in advance and store it in a graph attribute. The same applies when
+        you are selecting based on the same property more than once in the
+        same C{select()} call to avoid calculating it twice unnecessarily.
+        For instance, the following would calculate betweenness centralities
+        twice:
+
+          >>> edges = g.vs.select(_betweenness_gt=10, _betweenness_lt=30)
+
+        It is advised to use this instead:
+
+          >>> g.vs["bs"] = g.betweenness()
+          >>> edges = g.vs.select(bs_gt=10, bs_lt=30)
+
+        @return: the new, filtered vertex sequence"""
+        vs = _VertexSeq.select(self, *args)
+
+        operators = {
+            "lt": operator.lt,
+            "gt": operator.gt,
+            "le": operator.le,
+            "ge": operator.ge,
+            "eq": operator.eq,
+            "ne": operator.ne,
+            "in": lambda a, b: a in b,
+            "notin": lambda a, b: a not in b,
+        }
+        for keyword, value in kwds.items():
+            if "_" not in keyword or keyword.rindex("_") == 0:
+                keyword = keyword + "_eq"
+            attr, _, op = keyword.rpartition("_")
+            try:
+                func = operators[op]
+            except KeyError:
+                # No such operator, assume that it's part of the attribute name
+                attr, op, func = keyword, "eq", operators["eq"]
+
+            if attr[0] == "_":
+                # Method call, not an attribute
+                values = getattr(vs.graph, attr[1:])(vs)
+            else:
+                values = vs[attr]
+            filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
+            vs = vs.select(filtered_idxs)
+
+        return vs
+
+    def __call__(self, *args, **kwds):
+        """Shorthand notation to select()
+
+        This method simply passes all its arguments to L{VertexSeq.select()}.
+        """
+        return self.select(*args, **kwds)
+
+
+class EdgeSeq(_EdgeSeq):
+    """Class representing a sequence of edges in the graph.
+
+    This class is most easily accessed by the C{es} field of the
+    L{Graph} object, which returns an ordered sequence of all edges in
+    the graph. The edge sequence can be refined by invoking the
+    L{EdgeSeq.select()} method. L{EdgeSeq.select()} can also be
+    accessed by simply calling the L{EdgeSeq} object.
+
+    An alternative way to create an edge sequence referring to a given
+    graph is to use the constructor directly:
+
+      >>> g = Graph.Full(3)
+      >>> es = EdgeSeq(g)
+      >>> restricted_es = EdgeSeq(g, [0, 1])
+
+    The individual edges can be accessed by indexing the edge sequence
+    object. It can be used as an iterable as well, or even in a list
+    comprehension:
+
+      >>> g=Graph.Full(3)
+      >>> for e in g.es:
+      ...   print(e.tuple)
+      ...
+      (0, 1)
+      (0, 2)
+      (1, 2)
+      >>> [max(e.tuple) for e in g.es]
+      [1, 2, 2]
+
+    The edge sequence can also be used as a dictionary where the keys are the
+    attribute names. The values corresponding to the keys are the values
+    of the given attribute of every edge in the graph:
+
+      >>> g=Graph.Full(3)
+      >>> for idx, e in enumerate(g.es):
+      ...   e["weight"] = idx*(idx+1)
+      ...
+      >>> g.es["weight"]
+      [0, 2, 6]
+      >>> g.es["weight"] = range(3)
+      >>> g.es["weight"]
+      [0, 1, 2]
+
+    If you specify a sequence that is shorter than the number of edges in
+    the EdgeSeq, the sequence is reused:
+
+      >>> g = Graph.Tree(7, 2)
+      >>> g.es["color"] = ["red", "green"]
+      >>> g.es["color"]
+      ['red', 'green', 'red', 'green', 'red', 'green']
+
+    You can even pass a single string or integer, it will be considered as a
+    sequence of length 1:
+
+      >>> g.es["color"] = "red"
+      >>> g.es["color"]
+      ['red', 'red', 'red', 'red', 'red', 'red']
+
+    Some methods of the edge sequences are simply proxy methods to the
+    corresponding methods in the L{Graph} object. One such example is
+    C{EdgeSeq.is_multiple()}:
+
+      >>> g=Graph(3, [(0,1), (1,0), (1,2)])
+      >>> g.es.is_multiple()
+      [False, True, False]
+      >>> g.es.is_multiple() == g.is_multiple()
+      True
+    """
+
+    def attributes(self):
+        """Returns the list of all the edge attributes in the graph
+        associated to this edge sequence."""
+        return self.graph.edge_attributes()
+
+    def find(self, *args, **kwds):
+        """Returns the first edge of the edge sequence that matches some
+        criteria.
+
+        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
+        See L{VertexSeq.select} for more details.
+
+        For instance, to find the first edge with weight larger than 5 in graph C{g}:
+
+            >>> g.es.find(weight_gt=5)           #doctest:+SKIP
+        """
+        if args:
+            # Selecting first based on positional arguments, then checking
+            # the criteria specified by the keyword arguments
+            edge = _EdgeSeq.find(self, *args)
+            if not kwds:
+                return edge
+            es = self.graph.es.select(edge.index)
+        else:
+            es = self
+
+        # Selecting based on positional arguments
+        es = es.select(**kwds)
+        if es:
+            return es[0]
+        raise ValueError("no such edge")
+
+    def select(self, *args, **kwds):
+        """Selects a subset of the edge sequence based on some criteria
+
+        The selection criteria can be specified by the positional and the
+        keyword arguments. Positional arguments are always processed before
+        keyword arguments.
+
+          - If the first positional argument is C{None}, an empty sequence is
+            returned.
+
+          - If the first positional argument is a callable object, the object
+            will be called for every edge in the sequence. If it returns
+            C{True}, the edge will be included, otherwise it will
+            be excluded.
+
+          - If the first positional argument is an iterable, it must return
+            integers and they will be considered as indices of the current
+            edge set (NOT the whole edge set of the graph -- the
+            difference matters when one filters an edge set that has
+            already been filtered by a previous invocation of
+            L{EdgeSeq.select()}. In this case, the indices do not refer
+            directly to the edges of the graph but to the elements of
+            the filtered edge sequence.
+
+          - If the first positional argument is an integer, all remaining
+            arguments are expected to be integers. They are considered as
+            indices of the current edge set again.
+
+        Keyword arguments can be used to filter the edges based on their
+        attributes and properties. The name of the keyword specifies the name
+        of the attribute and the filtering operator, they should be
+        concatenated by an underscore (C{_}) character. Attribute names can
+        also contain underscores, but operator names don't, so the operator is
+        always the largest trailing substring of the keyword name that does not
+        contain an underscore. Possible operators are:
+
+          - C{eq}: equal to
+
+          - C{ne}: not equal to
+
+          - C{lt}: less than
+
+          - C{gt}: greater than
+
+          - C{le}: less than or equal to
+
+          - C{ge}: greater than or equal to
+
+          - C{in}: checks if the value of an attribute is in a given list
+
+          - C{notin}: checks if the value of an attribute is not in a given
+            list
+
+        For instance, if you want to filter edges with a numeric C{weight}
+        property larger than 50, you have to write:
+
+          >>> g.es.select(weight_gt=50)            #doctest: +SKIP
+
+        Similarly, to filter edges whose C{type} is in a list of predefined
+        types:
+
+          >>> list_of_types = ["inhibitory", "excitatory"]
+          >>> g.es.select(type_in=list_of_types)   #doctest: +SKIP
+
+        If the operator is omitted, it defaults to C{eq}. For instance, the
+        following selector selects edges whose C{type} property is
+        C{intracluster}:
+
+          >>> g.es.select(type="intracluster")     #doctest: +SKIP
+
+        In the case of an unknown operator, it is assumed that the
+        recognized operator is part of the attribute name and the actual
+        operator is C{eq}.
+
+        Keyword arguments are treated specially if they start with an
+        underscore (C{_}). These are not real attributes but refer to specific
+        properties of the edges, e.g., their centrality.  The rules are as
+        follows:
+
+          1. C{_source} or {_from} means the source vertex of an edge. For
+             undirected graphs, only the C{eq} operator is supported and it
+             is treated as {_incident} (since undirected graphs have no notion
+             of edge directionality).
+
+          2. C{_target} or {_to} means the target vertex of an edge. For
+             undirected graphs, only the C{eq} operator is supported and it
+             is treated as {_incident} (since undirected graphs have no notion
+             of edge directionality).
+
+          3. C{_within} ignores the operator and checks whether both endpoints
+             of the edge lie within a specified set.
+
+          4. C{_between} ignores the operator and checks whether I{one}
+             endpoint of the edge lies within a specified set and the I{other}
+             endpoint lies within another specified set. The two sets must be
+             given as a tuple.
+
+          5. C{_incident} ignores the operator and checks whether the edge is
+             incident on a specific vertex or a set of vertices.
+
+          6. Otherwise, the rest of the name is interpreted as a method of the
+             L{Graph} object. This method is called with the edge sequence as
+             its first argument (all others left at default values) and edges
+             are filtered according to the value returned by the method.
+
+        For instance, if you want to exclude edges with a betweenness
+        centrality less than 2:
+
+          >>> g = Graph.Famous("zachary")
+          >>> excl = g.es.select(_edge_betweenness_ge = 2)
+
+        To select edges originating from vertices 2 and 4:
+
+          >>> edges = g.es.select(_source_in = [2, 4])
+
+        To select edges lying entirely within the subgraph spanned by vertices
+        2, 3, 4 and 7:
+
+          >>> edges = g.es.select(_within = [2, 3, 4, 7])
+
+        To select edges with one endpoint in the vertex set containing vertices
+        2, 3, 4 and 7 and the other endpoint in the vertex set containing
+        vertices 8 and 9:
+
+          >>> edges = g.es.select(_between = ([2, 3, 4, 7], [8, 9]))
+
+        For properties that take a long time to be computed (e.g., betweenness
+        centrality for large graphs), it is advised to calculate the values
+        in advance and store it in a graph attribute. The same applies when
+        you are selecting based on the same property more than once in the
+        same C{select()} call to avoid calculating it twice unnecessarily.
+        For instance, the following would calculate betweenness centralities
+        twice:
+
+          >>> edges = g.es.select(_edge_betweenness_gt=10,       # doctest:+SKIP
+          ...                     _edge_betweenness_lt=30)
+
+        It is advised to use this instead:
+
+          >>> g.es["bs"] = g.edge_betweenness()
+          >>> edges = g.es.select(bs_gt=10, bs_lt=30)
+
+        @return: the new, filtered edge sequence
+        """
+        es = _EdgeSeq.select(self, *args)
+        is_directed = self.graph.is_directed()
+
+        def _ensure_set(value):
+            if isinstance(value, VertexSeq):
+                value = set(v.index for v in value)
+            elif not isinstance(value, (set, frozenset)):
+                value = set(value)
+            return value
+
+        operators = {
+            "lt": operator.lt,
+            "gt": operator.gt,
+            "le": operator.le,
+            "ge": operator.ge,
+            "eq": operator.eq,
+            "ne": operator.ne,
+            "in": lambda a, b: a in b,
+            "notin": lambda a, b: a not in b,
+        }
+
+        # TODO(ntamas): some keyword arguments should be prioritized over
+        # others; for instance, we have optimized code paths for _source and
+        # _target in directed and undirected graphs if es.is_all() is True;
+        # these should be executed first. This matters only if there are
+        # multiple keyword arguments and es.is_all() is True.
+
+        for keyword, value in kwds.items():
+            if "_" not in keyword or keyword.rindex("_") == 0:
+                keyword = keyword + "_eq"
+            pos = keyword.rindex("_")
+            attr, op = keyword[0:pos], keyword[pos + 1 :]
+            try:
+                func = operators[op]
+            except KeyError:
+                # No such operator, assume that it's part of the attribute name
+                attr, op, func = keyword, "eq", operators["eq"]
+
+            if attr[0] == "_":
+                if attr in ("_source", "_from", "_target", "_to") and not is_directed:
+                    if op not in ("eq", "in"):
+                        raise RuntimeError("unsupported for undirected graphs")
+
+                    # translate to _incident to avoid confusion
+                    attr = "_incident"
+                    if func == operators["eq"]:
+                        if hasattr(value, "__iter__") and not isinstance(value, str):
+                            value = set(value)
+                        else:
+                            value = set([value])
+
+                if attr in ("_source", "_from"):
+                    if es.is_all() and op == "eq":
+                        # shortcut here: use .incident() as it is much faster
+                        filtered_idxs = sorted(es.graph.incident(value, mode="out"))
+                        func = None
+                        # TODO(ntamas): there are more possibilities; we could
+                        # optimize "ne", "in" and "notin" in similar ways
+                    else:
+                        values = [e.source for e in es]
+                        if op == "in" or op == "notin":
+                            value = _ensure_set(value)
+
+                elif attr in ("_target", "_to"):
+                    if es.is_all() and op == "eq":
+                        # shortcut here: use .incident() as it is much faster
+                        filtered_idxs = sorted(es.graph.incident(value, mode="in"))
+                        func = None
+                        # TODO(ntamas): there are more possibilities; we could
+                        # optimize "ne", "in" and "notin" in similar ways
+                    else:
+                        values = [e.target for e in es]
+                        if op == "in" or op == "notin":
+                            value = _ensure_set(value)
+
+                elif attr == "_incident":
+                    func = None  # ignoring function, filtering here
+                    value = _ensure_set(value)
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in value:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those that are in the current edge sequence
+                        filtered_idxs = [
+                            i for i, e in enumerate(es) if e.index in candidates
+                        ]
+                    else:
+                        # We are done, the filtered indexes are in the candidates set
+                        filtered_idxs = sorted(candidates)
+
+                elif attr == "_within":
+                    func = None  # ignoring function, filtering here
+                    value = _ensure_set(value)
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in value:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those where both endpoints are OK
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if e.index in candidates
+                            and e.source in value
+                            and e.target in value
+                        ]
+                    else:
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if es[i].source in value and es[i].target in value
+                        ]
+
+                elif attr == "_between":
+                    if len(value) != 2:
+                        raise ValueError(
+                            "_between selector requires two vertex ID lists"
+                        )
+                    func = None  # ignoring function, filtering here
+                    set1 = _ensure_set(value[0])
+                    set2 = _ensure_set(value[1])
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in set1:
+                        candidates.update(es.graph.incident(v))
+                    for v in set2:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those where both endpoints are OK
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if (e.source in set1 and e.target in set2)
+                            or (e.target in set1 and e.source in set2)
+                        ]
+                    else:
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if (es[i].source in set1 and es[i].target in set2)
+                            or (es[i].target in set1 and es[i].source in set2)
+                        ]
+
+                else:
+                    # Method call, not an attribute
+                    values = getattr(es.graph, attr[1:])(es)
+            else:
+                values = es[attr]
+
+            # If we have a function to apply on the values, do that; otherwise
+            # we assume that filtered_idxs has already been calculated.
+            if func is not None:
+                filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
+
+            es = es.select(filtered_idxs)
+
+        return es
+
+    def __call__(self, *args, **kwds):
+        """Shorthand notation to select()
+
+        This method simply passes all its arguments to L{EdgeSeq.select()}.
+        """
+        return self.select(*args, **kwds)
+
+
diff --git a/src/igraph/seq/edgeseq.py b/src/igraph/seq/edgeseq.py
new file mode 100644
index 000000000..8ab03e2c2
--- /dev/null
+++ b/src/igraph/seq/edgeseq.py
@@ -0,0 +1,431 @@
+import operator
+
+from igraph._igraph import EdgeSeq as _EdgeSeq
+
+
+class EdgeSeq(_EdgeSeq):
+    """Class representing a sequence of edges in the graph.
+
+    This class is most easily accessed by the C{es} field of the
+    L{Graph} object, which returns an ordered sequence of all edges in
+    the graph. The edge sequence can be refined by invoking the
+    L{EdgeSeq.select()} method. L{EdgeSeq.select()} can also be
+    accessed by simply calling the L{EdgeSeq} object.
+
+    An alternative way to create an edge sequence referring to a given
+    graph is to use the constructor directly:
+
+      >>> g = Graph.Full(3)
+      >>> es = EdgeSeq(g)
+      >>> restricted_es = EdgeSeq(g, [0, 1])
+
+    The individual edges can be accessed by indexing the edge sequence
+    object. It can be used as an iterable as well, or even in a list
+    comprehension:
+
+      >>> g=Graph.Full(3)
+      >>> for e in g.es:
+      ...   print(e.tuple)
+      ...
+      (0, 1)
+      (0, 2)
+      (1, 2)
+      >>> [max(e.tuple) for e in g.es]
+      [1, 2, 2]
+
+    The edge sequence can also be used as a dictionary where the keys are the
+    attribute names. The values corresponding to the keys are the values
+    of the given attribute of every edge in the graph:
+
+      >>> g=Graph.Full(3)
+      >>> for idx, e in enumerate(g.es):
+      ...   e["weight"] = idx*(idx+1)
+      ...
+      >>> g.es["weight"]
+      [0, 2, 6]
+      >>> g.es["weight"] = range(3)
+      >>> g.es["weight"]
+      [0, 1, 2]
+
+    If you specify a sequence that is shorter than the number of edges in
+    the EdgeSeq, the sequence is reused:
+
+      >>> g = Graph.Tree(7, 2)
+      >>> g.es["color"] = ["red", "green"]
+      >>> g.es["color"]
+      ['red', 'green', 'red', 'green', 'red', 'green']
+
+    You can even pass a single string or integer, it will be considered as a
+    sequence of length 1:
+
+      >>> g.es["color"] = "red"
+      >>> g.es["color"]
+      ['red', 'red', 'red', 'red', 'red', 'red']
+
+    Some methods of the edge sequences are simply proxy methods to the
+    corresponding methods in the L{Graph} object. One such example is
+    C{EdgeSeq.is_multiple()}:
+
+      >>> g=Graph(3, [(0,1), (1,0), (1,2)])
+      >>> g.es.is_multiple()
+      [False, True, False]
+      >>> g.es.is_multiple() == g.is_multiple()
+      True
+    """
+
+    def attributes(self):
+        """Returns the list of all the edge attributes in the graph
+        associated to this edge sequence."""
+        return self.graph.edge_attributes()
+
+    def find(self, *args, **kwds):
+        """Returns the first edge of the edge sequence that matches some
+        criteria.
+
+        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
+        See L{VertexSeq.select} for more details.
+
+        For instance, to find the first edge with weight larger than 5 in graph C{g}:
+
+            >>> g.es.find(weight_gt=5)           #doctest:+SKIP
+        """
+        if args:
+            # Selecting first based on positional arguments, then checking
+            # the criteria specified by the keyword arguments
+            edge = _EdgeSeq.find(self, *args)
+            if not kwds:
+                return edge
+            es = self.graph.es.select(edge.index)
+        else:
+            es = self
+
+        # Selecting based on positional arguments
+        es = es.select(**kwds)
+        if es:
+            return es[0]
+        raise ValueError("no such edge")
+
+    def select(self, *args, **kwds):
+        """Selects a subset of the edge sequence based on some criteria
+
+        The selection criteria can be specified by the positional and the
+        keyword arguments. Positional arguments are always processed before
+        keyword arguments.
+
+          - If the first positional argument is C{None}, an empty sequence is
+            returned.
+
+          - If the first positional argument is a callable object, the object
+            will be called for every edge in the sequence. If it returns
+            C{True}, the edge will be included, otherwise it will
+            be excluded.
+
+          - If the first positional argument is an iterable, it must return
+            integers and they will be considered as indices of the current
+            edge set (NOT the whole edge set of the graph -- the
+            difference matters when one filters an edge set that has
+            already been filtered by a previous invocation of
+            L{EdgeSeq.select()}. In this case, the indices do not refer
+            directly to the edges of the graph but to the elements of
+            the filtered edge sequence.
+
+          - If the first positional argument is an integer, all remaining
+            arguments are expected to be integers. They are considered as
+            indices of the current edge set again.
+
+        Keyword arguments can be used to filter the edges based on their
+        attributes and properties. The name of the keyword specifies the name
+        of the attribute and the filtering operator, they should be
+        concatenated by an underscore (C{_}) character. Attribute names can
+        also contain underscores, but operator names don't, so the operator is
+        always the largest trailing substring of the keyword name that does not
+        contain an underscore. Possible operators are:
+
+          - C{eq}: equal to
+
+          - C{ne}: not equal to
+
+          - C{lt}: less than
+
+          - C{gt}: greater than
+
+          - C{le}: less than or equal to
+
+          - C{ge}: greater than or equal to
+
+          - C{in}: checks if the value of an attribute is in a given list
+
+          - C{notin}: checks if the value of an attribute is not in a given
+            list
+
+        For instance, if you want to filter edges with a numeric C{weight}
+        property larger than 50, you have to write:
+
+          >>> g.es.select(weight_gt=50)            #doctest: +SKIP
+
+        Similarly, to filter edges whose C{type} is in a list of predefined
+        types:
+
+          >>> list_of_types = ["inhibitory", "excitatory"]
+          >>> g.es.select(type_in=list_of_types)   #doctest: +SKIP
+
+        If the operator is omitted, it defaults to C{eq}. For instance, the
+        following selector selects edges whose C{type} property is
+        C{intracluster}:
+
+          >>> g.es.select(type="intracluster")     #doctest: +SKIP
+
+        In the case of an unknown operator, it is assumed that the
+        recognized operator is part of the attribute name and the actual
+        operator is C{eq}.
+
+        Keyword arguments are treated specially if they start with an
+        underscore (C{_}). These are not real attributes but refer to specific
+        properties of the edges, e.g., their centrality.  The rules are as
+        follows:
+
+          1. C{_source} or {_from} means the source vertex of an edge. For
+             undirected graphs, only the C{eq} operator is supported and it
+             is treated as {_incident} (since undirected graphs have no notion
+             of edge directionality).
+
+          2. C{_target} or {_to} means the target vertex of an edge. For
+             undirected graphs, only the C{eq} operator is supported and it
+             is treated as {_incident} (since undirected graphs have no notion
+             of edge directionality).
+
+          3. C{_within} ignores the operator and checks whether both endpoints
+             of the edge lie within a specified set.
+
+          4. C{_between} ignores the operator and checks whether I{one}
+             endpoint of the edge lies within a specified set and the I{other}
+             endpoint lies within another specified set. The two sets must be
+             given as a tuple.
+
+          5. C{_incident} ignores the operator and checks whether the edge is
+             incident on a specific vertex or a set of vertices.
+
+          6. Otherwise, the rest of the name is interpreted as a method of the
+             L{Graph} object. This method is called with the edge sequence as
+             its first argument (all others left at default values) and edges
+             are filtered according to the value returned by the method.
+
+        For instance, if you want to exclude edges with a betweenness
+        centrality less than 2:
+
+          >>> g = Graph.Famous("zachary")
+          >>> excl = g.es.select(_edge_betweenness_ge = 2)
+
+        To select edges originating from vertices 2 and 4:
+
+          >>> edges = g.es.select(_source_in = [2, 4])
+
+        To select edges lying entirely within the subgraph spanned by vertices
+        2, 3, 4 and 7:
+
+          >>> edges = g.es.select(_within = [2, 3, 4, 7])
+
+        To select edges with one endpoint in the vertex set containing vertices
+        2, 3, 4 and 7 and the other endpoint in the vertex set containing
+        vertices 8 and 9:
+
+          >>> edges = g.es.select(_between = ([2, 3, 4, 7], [8, 9]))
+
+        For properties that take a long time to be computed (e.g., betweenness
+        centrality for large graphs), it is advised to calculate the values
+        in advance and store it in a graph attribute. The same applies when
+        you are selecting based on the same property more than once in the
+        same C{select()} call to avoid calculating it twice unnecessarily.
+        For instance, the following would calculate betweenness centralities
+        twice:
+
+          >>> edges = g.es.select(_edge_betweenness_gt=10,       # doctest:+SKIP
+          ...                     _edge_betweenness_lt=30)
+
+        It is advised to use this instead:
+
+          >>> g.es["bs"] = g.edge_betweenness()
+          >>> edges = g.es.select(bs_gt=10, bs_lt=30)
+
+        @return: the new, filtered edge sequence
+        """
+        es = _EdgeSeq.select(self, *args)
+        is_directed = self.graph.is_directed()
+
+        def _ensure_set(value):
+            if isinstance(value, VertexSeq):
+                value = set(v.index for v in value)
+            elif not isinstance(value, (set, frozenset)):
+                value = set(value)
+            return value
+
+        operators = {
+            "lt": operator.lt,
+            "gt": operator.gt,
+            "le": operator.le,
+            "ge": operator.ge,
+            "eq": operator.eq,
+            "ne": operator.ne,
+            "in": lambda a, b: a in b,
+            "notin": lambda a, b: a not in b,
+        }
+
+        # TODO(ntamas): some keyword arguments should be prioritized over
+        # others; for instance, we have optimized code paths for _source and
+        # _target in directed and undirected graphs if es.is_all() is True;
+        # these should be executed first. This matters only if there are
+        # multiple keyword arguments and es.is_all() is True.
+
+        for keyword, value in kwds.items():
+            if "_" not in keyword or keyword.rindex("_") == 0:
+                keyword = keyword + "_eq"
+            pos = keyword.rindex("_")
+            attr, op = keyword[0:pos], keyword[pos + 1 :]
+            try:
+                func = operators[op]
+            except KeyError:
+                # No such operator, assume that it's part of the attribute name
+                attr, op, func = keyword, "eq", operators["eq"]
+
+            if attr[0] == "_":
+                if attr in ("_source", "_from", "_target", "_to") and not is_directed:
+                    if op not in ("eq", "in"):
+                        raise RuntimeError("unsupported for undirected graphs")
+
+                    # translate to _incident to avoid confusion
+                    attr = "_incident"
+                    if func == operators["eq"]:
+                        if hasattr(value, "__iter__") and not isinstance(value, str):
+                            value = set(value)
+                        else:
+                            value = set([value])
+
+                if attr in ("_source", "_from"):
+                    if es.is_all() and op == "eq":
+                        # shortcut here: use .incident() as it is much faster
+                        filtered_idxs = sorted(es.graph.incident(value, mode="out"))
+                        func = None
+                        # TODO(ntamas): there are more possibilities; we could
+                        # optimize "ne", "in" and "notin" in similar ways
+                    else:
+                        values = [e.source for e in es]
+                        if op == "in" or op == "notin":
+                            value = _ensure_set(value)
+
+                elif attr in ("_target", "_to"):
+                    if es.is_all() and op == "eq":
+                        # shortcut here: use .incident() as it is much faster
+                        filtered_idxs = sorted(es.graph.incident(value, mode="in"))
+                        func = None
+                        # TODO(ntamas): there are more possibilities; we could
+                        # optimize "ne", "in" and "notin" in similar ways
+                    else:
+                        values = [e.target for e in es]
+                        if op == "in" or op == "notin":
+                            value = _ensure_set(value)
+
+                elif attr == "_incident":
+                    func = None  # ignoring function, filtering here
+                    value = _ensure_set(value)
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in value:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those that are in the current edge sequence
+                        filtered_idxs = [
+                            i for i, e in enumerate(es) if e.index in candidates
+                        ]
+                    else:
+                        # We are done, the filtered indexes are in the candidates set
+                        filtered_idxs = sorted(candidates)
+
+                elif attr == "_within":
+                    func = None  # ignoring function, filtering here
+                    value = _ensure_set(value)
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in value:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those where both endpoints are OK
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if e.index in candidates
+                            and e.source in value
+                            and e.target in value
+                        ]
+                    else:
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if es[i].source in value and es[i].target in value
+                        ]
+
+                elif attr == "_between":
+                    if len(value) != 2:
+                        raise ValueError(
+                            "_between selector requires two vertex ID lists"
+                        )
+                    func = None  # ignoring function, filtering here
+                    set1 = _ensure_set(value[0])
+                    set2 = _ensure_set(value[1])
+
+                    # Fetch all the edges that are incident on at least one of
+                    # the vertices specified
+                    candidates = set()
+                    for v in set1:
+                        candidates.update(es.graph.incident(v))
+                    for v in set2:
+                        candidates.update(es.graph.incident(v))
+
+                    if not es.is_all():
+                        # Find those where both endpoints are OK
+                        filtered_idxs = [
+                            i
+                            for i, e in enumerate(es)
+                            if (e.source in set1 and e.target in set2)
+                            or (e.target in set1 and e.source in set2)
+                        ]
+                    else:
+                        # Optimized version when the edge sequence contains all
+                        # the edges exactly once in increasing order of edge IDs
+                        filtered_idxs = [
+                            i
+                            for i in candidates
+                            if (es[i].source in set1 and es[i].target in set2)
+                            or (es[i].target in set1 and es[i].source in set2)
+                        ]
+
+                else:
+                    # Method call, not an attribute
+                    values = getattr(es.graph, attr[1:])(es)
+            else:
+                values = es[attr]
+
+            # If we have a function to apply on the values, do that; otherwise
+            # we assume that filtered_idxs has already been calculated.
+            if func is not None:
+                filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
+
+            es = es.select(filtered_idxs)
+
+        return es
+
+    def __call__(self, *args, **kwds):
+        """Shorthand notation to select()
+
+        This method simply passes all its arguments to L{EdgeSeq.select()}.
+        """
+        return self.select(*args, **kwds)
+
+

From b1523554603454409743584486ddcd367c5004ea Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 2 Oct 2021 15:42:32 +1000
Subject: [PATCH 0469/1681] Rename self -> graph to make it a little more
 readable

---
 src/igraph/operators/methods.py | 76 ++++++++++++++++-----------------
 1 file changed, 38 insertions(+), 38 deletions(-)

diff --git a/src/igraph/operators/methods.py b/src/igraph/operators/methods.py
index 86ccd2821..9024111f2 100644
--- a/src/igraph/operators/methods.py
+++ b/src/igraph/operators/methods.py
@@ -16,30 +16,30 @@
 )
 
 
-def __iadd__(self, other):
+def __iadd__(graph, other):
     """In-place addition (disjoint union).
 
     @see: L{__add__}
     """
     if isinstance(other, (int, str)):
-        self.add_vertices(other)
-        return self
+        graph.add_vertices(other)
+        return graph
     elif isinstance(other, tuple) and len(other) == 2:
-        self.add_edges([other])
-        return self
+        graph.add_edges([other])
+        return graph
     elif isinstance(other, list):
         if not other:
-            return self
+            return graph
         if isinstance(other[0], tuple):
-            self.add_edges(other)
-            return self
+            graph.add_edges(other)
+            return graph
         if isinstance(other[0], str):
-            self.add_vertices(other)
-            return self
+            graph.add_vertices(other)
+            return graph
     return NotImplemented
 
 
-def __add__(self, other):
+def __add__(graph, other):
     """Copies the graph and extends the copy depending on the type of
     the other object given.
 
@@ -55,35 +55,35 @@ def __add__(self, other):
     from igraph import Graph
 
     if isinstance(other, (int, str)):
-        g = self.copy()
+        g = graph.copy()
         g.add_vertices(other)
     elif isinstance(other, tuple) and len(other) == 2:
-        g = self.copy()
+        g = graph.copy()
         g.add_edges([other])
     elif isinstance(other, list):
         if len(other) > 0:
             if isinstance(other[0], tuple):
-                g = self.copy()
+                g = graph.copy()
                 g.add_edges(other)
             elif isinstance(other[0], str):
-                g = self.copy()
+                g = graph.copy()
                 g.add_vertices(other)
             elif isinstance(other[0], Graph):
-                return self.disjoint_union(other)
+                return graph.disjoint_union(other)
             else:
                 return NotImplemented
         else:
-            return self.copy()
+            return graph.copy()
 
     elif isinstance(other, Graph):
-        return self.disjoint_union(other)
+        return graph.disjoint_union(other)
     else:
         return NotImplemented
 
     return g
 
 
-def __and__(self, other):
+def __and__(graph, other):
     """Graph intersection operator.
 
     @param other: the other graph to take the intersection with.
@@ -93,41 +93,41 @@ def __and__(self, other):
     from igraph import Graph
 
     if isinstance(other, Graph):
-        return self.intersection(other)
+        return graph.intersection(other)
     else:
         return NotImplemented
 
 
-def __isub__(self, other):
+def __isub__(graph, other):
     """In-place subtraction (difference).
 
     @see: L{__sub__}"""
     if isinstance(other, int):
-        self.delete_vertices([other])
+        graph.delete_vertices([other])
     elif isinstance(other, tuple) and len(other) == 2:
-        self.delete_edges([other])
+        graph.delete_edges([other])
     elif isinstance(other, list):
         if len(other) > 0:
             if isinstance(other[0], tuple):
-                self.delete_edges(other)
+                graph.delete_edges(other)
             elif isinstance(other[0], (int, str)):
-                self.delete_vertices(other)
+                graph.delete_vertices(other)
             else:
                 return NotImplemented
     elif isinstance(other, Vertex):
-        self.delete_vertices(other)
+        graph.delete_vertices(other)
     elif isinstance(other, VertexSeq):
-        self.delete_vertices(other)
+        graph.delete_vertices(other)
     elif isinstance(other, Edge):
-        self.delete_edges(other)
+        graph.delete_edges(other)
     elif isinstance(other, EdgeSeq):
-        self.delete_edges(other)
+        graph.delete_edges(other)
     else:
         return NotImplemented
-    return self
+    return graph
 
 
-def __sub__(self, other):
+def __sub__(graph, other):
     """Removes the given object(s) from the graph
 
     @param other: if it is an integer, removes the vertex with the given
@@ -141,9 +141,9 @@ def __sub__(self, other):
     from igraph import Graph
 
     if isinstance(other, Graph):
-        return self.difference(other)
+        return graph.difference(other)
 
-    result = self.copy()
+    result = graph.copy()
     if isinstance(other, (int, str)):
         result.delete_vertices([other])
     elif isinstance(other, tuple) and len(other) == 2:
@@ -172,7 +172,7 @@ def __sub__(self, other):
     return result
 
 
-def __mul__(self, other):
+def __mul__(graph, other):
     """Copies exact replicas of the original graph an arbitrary number of
     times.
 
@@ -187,16 +187,16 @@ def __mul__(self, other):
         if other == 0:
             return Graph()
         elif other == 1:
-            return self
+            return graph
         elif other > 1:
-            return self.disjoint_union([self] * (other - 1))
+            return graph.disjoint_union([graph] * (other - 1))
         else:
             return NotImplemented
 
     return NotImplemented
 
 
-def __or__(self, other):
+def __or__(graph, other):
     """Graph union operator.
 
     @param other: the other graph to take the union with.
@@ -206,6 +206,6 @@ def __or__(self, other):
     from igraph import Graph
 
     if isinstance(other, Graph):
-        return self.union(other)
+        return graph.union(other)
     else:
         return NotImplemented

From c29061e8bdc260ba32f7c69b031371f4451d9165 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 2 Oct 2021 20:22:26 +1000
Subject: [PATCH 0470/1681] Basic add/delete methods

---
 src/igraph/__init__.py       | 173 ++++++-----------------------------
 src/igraph/basic/__init__.py | 144 +++++++++++++++++++++++++++++
 2 files changed, 174 insertions(+), 143 deletions(-)
 create mode 100644 src/igraph/basic/__init__.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 974822571..d35c93320 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -75,6 +75,13 @@
     set_status_handler,
     __igraph_version__,
 )
+from igraph.basic import (
+    _add_edge,
+    _add_edges,
+    _add_vertex,
+    _add_vertices,
+    _delete_edges,
+)
 from igraph.community import (
     _community_fastgreedy,
     _community_infomap,
@@ -409,113 +416,6 @@ def __init__(self, *args, **kwds):
                 key = str(key)
             self.es[key] = value
 
-    def add_edge(self, source, target, **kwds):
-        """Adds a single edge to the graph.
-
-        Keyword arguments (except the source and target arguments) will be
-        assigned to the edge as attributes.
-
-        The performance cost of adding a single edge or several edges
-        to a graph is similar. Thus, when adding several edges, a single
-        C{add_edges()} call is more efficient than multiple C{add_edge()} calls.
-
-        @param source: the source vertex of the edge or its name.
-        @param target: the target vertex of the edge or its name.
-
-        @return: the newly added edge as an L{Edge} object. Use
-            C{add_edges([(source, target)])} if you don't need the L{Edge}
-            object and want to avoid the overhead of creating it.
-        """
-        eid = self.ecount()
-        self.add_edges([(source, target)])
-        edge = self.es[eid]
-        for key, value in kwds.items():
-            edge[key] = value
-        return edge
-
-    def add_edges(self, es, attributes=None):
-        """Adds some edges to the graph.
-
-        @param es: the list of edges to be added. Every edge is represented
-          with a tuple containing the vertex IDs or names of the two
-          endpoints. Vertices are enumerated from zero.
-        @param attributes: dict of sequences, all of length equal to the
-          number of edges to be added, containing the attributes of the new
-          edges.
-        """
-        eid = self.ecount()
-        res = GraphBase.add_edges(self, es)
-        n = self.ecount() - eid
-        if (attributes is not None) and (n > 0):
-            for key, val in list(attributes.items()):
-                self.es[eid:][key] = val
-        return res
-
-    def add_vertex(self, name=None, **kwds):
-        """Adds a single vertex to the graph. Keyword arguments will be assigned
-        as vertex attributes. Note that C{name} as a keyword argument is treated
-        specially; if a graph has C{name} as a vertex attribute, it allows one
-        to refer to vertices by their names in most places where igraph expects
-        a vertex ID.
-
-        @return: the newly added vertex as a L{Vertex} object. Use
-            C{add_vertices(1)} if you don't need the L{Vertex} object and want
-            to avoid the overhead of creating t.
-        """
-        vid = self.vcount()
-        self.add_vertices(1)
-        vertex = self.vs[vid]
-        for key, value in kwds.items():
-            vertex[key] = value
-        if name is not None:
-            vertex["name"] = name
-        return vertex
-
-    def add_vertices(self, n, attributes=None):
-        """Adds some vertices to the graph.
-
-        Note that if C{n} is a sequence of strings, indicating the names of the
-        new vertices, and attributes has a key C{name}, the two conflict. In
-        that case the attribute will be applied.
-
-        @param n: the number of vertices to be added, or the name of a single
-          vertex to be added, or a sequence of strings, each corresponding to the
-          name of a vertex to be added. Names will be assigned to the C{name}
-          vertex attribute.
-        @param attributes: dict of sequences, all of length equal to the
-          number of vertices to be added, containing the attributes of the new
-          vertices. If n is a string (so a single vertex is added), then the
-          values of this dict are the attributes themselves, but if n=1 then
-          they have to be lists of length 1.
-        """
-        if isinstance(n, str):
-            # Adding a single vertex with a name
-            m = self.vcount()
-            result = GraphBase.add_vertices(self, 1)
-            self.vs[m]["name"] = n
-            if attributes is not None:
-                for key, val in list(attributes.items()):
-                    self.vs[m][key] = val
-        elif hasattr(n, "__iter__"):
-            m = self.vcount()
-            if not hasattr(n, "__len__"):
-                names = list(n)
-            else:
-                names = n
-            result = GraphBase.add_vertices(self, len(names))
-            if len(names) > 0:
-                self.vs[m:]["name"] = names
-                if attributes is not None:
-                    for key, val in list(attributes.items()):
-                        self.vs[m:][key] = val
-        else:
-            result = GraphBase.add_vertices(self, n)
-            if (attributes is not None) and (n > 0):
-                m = self.vcount() - n
-                for key, val in list(attributes.items()):
-                    self.vs[m:][key] = val
-        return result
-
     def as_directed(self, *args, **kwds):
         """Returns a directed copy of this graph. Arguments are passed on
         to L{to_directed()} that is invoked on the copy.
@@ -532,36 +432,27 @@ def as_undirected(self, *args, **kwds):
         copy.to_undirected(*args, **kwds)
         return copy
 
-    def delete_edges(self, *args, **kwds):
-        """Deletes some edges from the graph.
-
-        The set of edges to be deleted is determined by the positional and
-        keyword arguments. If the function is called without any arguments,
-        all edges are deleted. If any keyword argument is present, or the
-        first positional argument is callable, an edge sequence is derived by
-        calling L{EdgeSeq.select} with the same positional and keyword
-        arguments. Edges in the derived edge sequence will be removed.
-        Otherwise the first positional argument is considered as follows:
-
-          - C{None} - deletes all edges (deprecated since 0.8.3)
-          - a single integer - deletes the edge with the given ID
-          - a list of integers - deletes the edges denoted by the given IDs
-          - a list of 2-tuples - deletes the edges denoted by the given
-            source-target vertex pairs. When multiple edges are present
-            between a given source-target vertex pair, only one is removed.
-
-        @deprecated: C{delete_edges(None)} has been replaced by
-        C{delete_edges()} - with no arguments - since igraph 0.8.3.
+    def clear(self):
+        """Clears the graph, deleting all vertices, edges, and attributes.
+
+        @see: L{delete_vertices} and L{delete_edges}.
         """
-        if len(args) == 0 and len(kwds) == 0:
-            return GraphBase.delete_edges(self)
+        self.delete_vertices()
+        for attr in self.attributes():
+            del self[attr]
 
-        if len(kwds) > 0 or (callable(args[0]) and not isinstance(args[0], EdgeSeq)):
-            edge_seq = self.es(*args, **kwds)
-        else:
-            edge_seq = args[0]
-        return GraphBase.delete_edges(self, edge_seq)
+    # Basic operations
+    add_edge = _add_edge
+
+    add_edges = _add_edges
 
+    add_vertex = _add_vertex
+
+    add_vertices = _add_vertices
+
+    delete_edges = _delete_edges
+
+    # Structural properties
     def indegree(self, *args, **kwds):
         """Returns the in-degrees in a list.
 
@@ -654,15 +545,6 @@ def biconnected_components(self, return_articulation_points=False):
 
     blocks = biconnected_components
 
-    def clear(self):
-        """Clears the graph, deleting all vertices, edges, and attributes.
-
-        @see: L{delete_vertices} and L{delete_edges}.
-        """
-        self.delete_vertices()
-        for attr in self.attributes():
-            del self[attr]
-
     def cohesive_blocks(self):
         """Calculates the cohesive block structure of the graph.
 
@@ -2222,4 +2104,9 @@ def write(graph, filename, *args, **kwds):
     _community_leiden,
     _graph_plot,
     _operator_method_registry,
+    _add_edge,
+    _add_edges,
+    _add_vertex,
+    _add_vertices,
+    _delete_edges,
 )
diff --git a/src/igraph/basic/__init__.py b/src/igraph/basic/__init__.py
new file mode 100644
index 000000000..7b7df7187
--- /dev/null
+++ b/src/igraph/basic/__init__.py
@@ -0,0 +1,144 @@
+from igraph._igraph import GraphBase
+from igraph.seq import EdgeSeq
+
+
+def _add_edge(graph, source, target, **kwds):
+    """Adds a single edge to the graph.
+
+    Keyword arguments (except the source and target arguments) will be
+    assigned to the edge as attributes.
+
+    The performance cost of adding a single edge or several edges
+    to a graph is similar. Thus, when adding several edges, a single
+    C{add_edges()} call is more efficient than multiple C{add_edge()} calls.
+
+    @param source: the source vertex of the edge or its name.
+    @param target: the target vertex of the edge or its name.
+
+    @return: the newly added edge as an L{Edge} object. Use
+        C{add_edges([(source, target)])} if you don't need the L{Edge}
+        object and want to avoid the overhead of creating it.
+    """
+    eid = graph.ecount()
+    graph.add_edges([(source, target)])
+    edge = graph.es[eid]
+    for key, value in kwds.items():
+        edge[key] = value
+    return edge
+
+
+def _add_edges(graph, es, attributes=None):
+    """Adds some edges to the graph.
+
+    @param es: the list of edges to be added. Every edge is represented
+      with a tuple containing the vertex IDs or names of the two
+      endpoints. Vertices are enumerated from zero.
+    @param attributes: dict of sequences, all of length equal to the
+      number of edges to be added, containing the attributes of the new
+      edges.
+    """
+    eid = graph.ecount()
+    res = GraphBase.add_edges(graph, es)
+    n = graph.ecount() - eid
+    if (attributes is not None) and (n > 0):
+        for key, val in list(attributes.items()):
+            graph.es[eid:][key] = val
+    return res
+
+
+def _add_vertex(graph, name=None, **kwds):
+    """Adds a single vertex to the graph. Keyword arguments will be assigned
+    as vertex attributes. Note that C{name} as a keyword argument is treated
+    specially; if a graph has C{name} as a vertex attribute, it allows one
+    to refer to vertices by their names in most places where igraph expects
+    a vertex ID.
+
+    @return: the newly added vertex as a L{Vertex} object. Use
+        C{add_vertices(1)} if you don't need the L{Vertex} object and want
+        to avoid the overhead of creating t.
+    """
+    vid = graph.vcount()
+    graph.add_vertices(1)
+    vertex = graph.vs[vid]
+    for key, value in kwds.items():
+        vertex[key] = value
+    if name is not None:
+        vertex["name"] = name
+    return vertex
+
+
+def _add_vertices(graph, n, attributes=None):
+    """Adds some vertices to the graph.
+
+    Note that if C{n} is a sequence of strings, indicating the names of the
+    new vertices, and attributes has a key C{name}, the two conflict. In
+    that case the attribute will be applied.
+
+    @param n: the number of vertices to be added, or the name of a single
+      vertex to be added, or a sequence of strings, each corresponding to the
+      name of a vertex to be added. Names will be assigned to the C{name}
+      vertex attribute.
+    @param attributes: dict of sequences, all of length equal to the
+      number of vertices to be added, containing the attributes of the new
+      vertices. If n is a string (so a single vertex is added), then the
+      values of this dict are the attributes themselves, but if n=1 then
+      they have to be lists of length 1.
+    """
+    if isinstance(n, str):
+        # Adding a single vertex with a name
+        m = graph.vcount()
+        result = GraphBase.add_vertices(graph, 1)
+        graph.vs[m]["name"] = n
+        if attributes is not None:
+            for key, val in list(attributes.items()):
+                graph.vs[m][key] = val
+    elif hasattr(n, "__iter__"):
+        m = graph.vcount()
+        if not hasattr(n, "__len__"):
+            names = list(n)
+        else:
+            names = n
+        result = GraphBase.add_vertices(graph, len(names))
+        if len(names) > 0:
+            graph.vs[m:]["name"] = names
+            if attributes is not None:
+                for key, val in list(attributes.items()):
+                    graph.vs[m:][key] = val
+    else:
+        result = GraphBase.add_vertices(graph, n)
+        if (attributes is not None) and (n > 0):
+            m = graph.vcount() - n
+            for key, val in list(attributes.items()):
+                graph.vs[m:][key] = val
+    return result
+
+
+def _delete_edges(graph, *args, **kwds):
+    """Deletes some edges from the graph.
+
+    The set of edges to be deleted is determined by the positional and
+    keyword arguments. If the function is called without any arguments,
+    all edges are deleted. If any keyword argument is present, or the
+    first positional argument is callable, an edge sequence is derived by
+    calling L{EdgeSeq.select} with the same positional and keyword
+    arguments. Edges in the derived edge sequence will be removed.
+    Otherwise the first positional argument is considered as follows:
+
+      - C{None} - deletes all edges (deprecated since 0.8.3)
+      - a single integer - deletes the edge with the given ID
+      - a list of integers - deletes the edges denoted by the given IDs
+      - a list of 2-tuples - deletes the edges denoted by the given
+        source-target vertex pairs. When multiple edges are present
+        between a given source-target vertex pair, only one is removed.
+
+    @deprecated: C{delete_edges(None)} has been replaced by
+    C{delete_edges()} - with no arguments - since igraph 0.8.3.
+    """
+    if len(args) == 0 and len(kwds) == 0:
+        return GraphBase.delete_edges(graph)
+
+    if len(kwds) > 0 or (callable(args[0]) and not isinstance(args[0], EdgeSeq)):
+        edge_seq = graph.es(*args, **kwds)
+    else:
+        edge_seq = args[0]
+    return GraphBase.delete_edges(graph, edge_seq)

From 6f6accd2a93ce561cae26072da6f8572ee4ff164 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 2 Oct 2021 20:30:19 +1000
Subject: [PATCH 0471/1681] More operators

---
 src/igraph/__init__.py           | 41 ++++------------------------
 src/igraph/operators/__init__.py |  6 ++++
 src/igraph/operators/methods.py  | 47 ++++++++++++++++++++++++++++++++
 3 files changed, 59 insertions(+), 35 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index d35c93320..15ace8548 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1640,6 +1640,12 @@ def _as_parameter_(self):
 
     __or__ = _operator_method_registry['__or__']
 
+    disjoint_union = _operator_method_registry['disjoint_union']
+
+    union = _operator_method_registry['union']
+
+    intersection = _operator_method_registry['intersection']
+
     def __bool__(self):
         """Returns True if the graph has at least one vertex, False otherwise."""
         return self.vcount() > 0
@@ -1736,41 +1742,6 @@ def summary(self, verbosity=0, width=None, *args, **kwds):
         """
         return str(GraphSummary(self, verbosity, width, *args, **kwds))
 
-    def disjoint_union(self, other):
-        """Creates the disjoint union of two (or more) graphs.
-
-        @param other: graph or list of graphs to be united with the current one.
-        @return: the disjoint union graph
-        """
-        if isinstance(other, GraphBase):
-            other = [other]
-        return disjoint_union([self] + other)
-
-    def union(self, other, byname="auto"):
-        """Creates the union of two (or more) graphs.
-
-        @param other: graph or list of graphs to be united with the current one.
-        @param byname: whether to use vertex names instead of ids. See
-          L{igraph.union} for details.
-        @return: the union graph
-        """
-        if isinstance(other, GraphBase):
-            other = [other]
-        return union([self] + other, byname=byname)
-
-    def intersection(self, other, byname="auto"):
-        """Creates the intersection of two (or more) graphs.
-
-        @param other: graph or list of graphs to be intersected with
-          the current one.
-        @param byname: whether to use vertex names instead of ids. See
-          L{igraph.intersection} for details.
-        @return: the intersection graph
-        """
-        if isinstance(other, GraphBase):
-            other = [other]
-        return intersection([self] + other, byname=byname)
-
     _format_mapping = {
         "ncol": ("Read_Ncol", "write_ncol"),
         "lgl": ("Read_Lgl", "write_lgl"),
diff --git a/src/igraph/operators/__init__.py b/src/igraph/operators/__init__.py
index cb3407a4c..0b6e86291 100644
--- a/src/igraph/operators/__init__.py
+++ b/src/igraph/operators/__init__.py
@@ -22,6 +22,9 @@
     __sub__,
     __mul__,
     __or__,
+    _disjoint_union,
+    _union,
+    _intersection,
 )
 
 operator_method_registry = {
@@ -32,4 +35,7 @@
     '__sub__': __sub__,
     '__mul__': __mul__,
     '__or__': __or__,
+    'disjoint_union': _disjoint_union,
+    'union': _union,
+    'intersection': _intersection,
 }
diff --git a/src/igraph/operators/methods.py b/src/igraph/operators/methods.py
index 9024111f2..1822103d9 100644
--- a/src/igraph/operators/methods.py
+++ b/src/igraph/operators/methods.py
@@ -1,8 +1,14 @@
 from igraph._igraph import (
+    GraphBase,
     Vertex,
     Edge,
 )
 from igraph.seq import VertexSeq, EdgeSeq
+from igraph.operators.functions import (
+    disjoint_union,
+    union,
+    intersection,
+)
 
 
 __all__ = (
@@ -13,9 +19,50 @@
     "__sub__",
     "__mul__",
     "__or__",
+    "_disjoint_union",
+    "_union",
+    "_intersection",
 )
 
 
+def _disjoint_union(graph, other):
+    """Creates the disjoint union of two (or more) graphs.
+
+    @param other: graph or list of graphs to be united with the current one.
+    @return: the disjoint union graph
+    """
+    if isinstance(other, GraphBase):
+        other = [other]
+    return disjoint_union([graph] + other)
+
+
+def _union(graph, other, byname="auto"):
+    """Creates the union of two (or more) graphs.
+
+    @param other: graph or list of graphs to be united with the current one.
+    @param byname: whether to use vertex names instead of ids. See
+      L{igraph.union} for details.
+    @return: the union graph
+    """
+    if isinstance(other, GraphBase):
+        other = [other]
+    return union([graph] + other, byname=byname)
+
+
+def _intersection(graph, other, byname="auto"):
+    """Creates the intersection of two (or more) graphs.
+
+    @param other: graph or list of graphs to be intersected with
+      the current one.
+    @param byname: whether to use vertex names instead of ids. See
+      L{igraph.intersection} for details.
+    @return: the intersection graph
+    """
+    if isinstance(other, GraphBase):
+        other = [other]
+    return intersection([graph] + other, byname=byname)
+
+
 def __iadd__(graph, other):
     """In-place addition (disjoint union).
 

From 72074a17676fe06a3d9c2c1c6fe50a11b04b3a3f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 5 Oct 2021 07:37:50 +1100
Subject: [PATCH 0472/1681] More layout functions/methods

---
 src/igraph/__init__.py | 290 +++-------------------------------------
 src/igraph/layout.py   | 292 +++++++++++++++++++++++++++++++++++++++++
 2 files changed, 308 insertions(+), 274 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 15ace8548..6885653a7 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -190,7 +190,14 @@
     _construct_random_bipartite_graph,
 )
 from igraph.io.images import _write_graph_to_svg
-from igraph.layout import Layout
+from igraph.layout import (
+    Layout,
+    _layout,
+    _layout_auto,
+    _layout_sugiyama,
+    _layout_method_wrapper,
+    _3d_version_for,
+)
 from igraph.matching import Matching
 from igraph.operators import (
     disjoint_union,
@@ -1123,238 +1130,11 @@ def get_automorphisms_vf2(
 
     community_leiden = _community_leiden
 
-    def layout(self, layout=None, *args, **kwds):
-        """Returns the layout of the graph according to a layout algorithm.
-
-        Parameters and keyword arguments not specified here are passed to the
-        layout algorithm directly. See the documentation of the layout
-        algorithms for the explanation of these parameters.
-
-        Registered layout names understood by this method are:
-
-          - C{auto}, C{automatic}: automatic layout
-            (see L{layout_auto})
-
-          - C{bipartite}: bipartite layout (see L{layout_bipartite})
-
-          - C{circle}, C{circular}: circular layout
-            (see L{layout_circle})
-
-          - C{dh}, C{davidson_harel}: Davidson-Harel layout (see
-            L{layout_davidson_harel})
-
-          - C{drl}: DrL layout for large graphs (see L{layout_drl})
-
-          - C{drl_3d}: 3D DrL layout for large graphs
-            (see L{layout_drl})
-
-          - C{fr}, C{fruchterman_reingold}: Fruchterman-Reingold layout
-            (see L{layout_fruchterman_reingold}).
-
-          - C{fr_3d}, C{fr3d}, C{fruchterman_reingold_3d}: 3D Fruchterman-
-            Reingold layout (see L{layout_fruchterman_reingold}).
-
-          - C{grid}: regular grid layout in 2D (see L{layout_grid})
-
-          - C{grid_3d}: regular grid layout in 3D (see L{layout_grid_3d})
-
-          - C{graphopt}: the graphopt algorithm (see L{layout_graphopt})
-
-          - C{kk}, C{kamada_kawai}: Kamada-Kawai layout
-            (see L{layout_kamada_kawai})
+    layout = _layout
 
-          - C{kk_3d}, C{kk3d}, C{kamada_kawai_3d}: 3D Kamada-Kawai layout
-            (see L{layout_kamada_kawai})
+    layout_auto = _layout_auto
 
-          - C{lgl}, C{large}, C{large_graph}: Large Graph Layout
-            (see L{layout_lgl})
-
-          - C{mds}: multidimensional scaling layout (see L{layout_mds})
-
-          - C{random}: random layout (see L{layout_random})
-
-          - C{random_3d}: random 3D layout (see L{layout_random})
-
-          - C{rt}, C{tree}, C{reingold_tilford}: Reingold-Tilford tree
-            layout (see L{layout_reingold_tilford})
-
-          - C{rt_circular}, C{reingold_tilford_circular}: circular
-            Reingold-Tilford tree layout
-            (see L{layout_reingold_tilford_circular})
-
-          - C{sphere}, C{spherical}, C{circle_3d}, C{circular_3d}: spherical
-            layout (see L{layout_circle})
-
-          - C{star}: star layout (see L{layout_star})
-
-          - C{sugiyama}: Sugiyama layout (see L{layout_sugiyama})
-
-        @param layout: the layout to use. This can be one of the registered
-          layout names or a callable which returns either a L{Layout} object or
-          a list of lists containing the coordinates. If C{None}, uses the
-          value of the C{plotting.layout} configuration key.
-        @return: a L{Layout} object.
-        """
-        if layout is None:
-            layout = config["plotting.layout"]
-        if hasattr(layout, "__call__"):
-            method = layout
-        else:
-            layout = layout.lower()
-            if layout[-3:] == "_3d":
-                kwds["dim"] = 3
-                layout = layout[:-3]
-            elif layout[-2:] == "3d":
-                kwds["dim"] = 3
-                layout = layout[:-2]
-            method = getattr(self.__class__, self._layout_mapping[layout])
-        if not hasattr(method, "__call__"):
-            raise ValueError("layout method must be callable")
-        layout = method(self, *args, **kwds)
-        if not isinstance(layout, Layout):
-            layout = Layout(layout)
-        return layout
-
-    def layout_auto(self, *args, **kwds):
-        """Chooses and runs a suitable layout function based on simple
-        topological properties of the graph.
-
-        This function tries to choose an appropriate layout function for
-        the graph using the following rules:
-
-          1. If the graph has an attribute called C{layout}, it will be
-             used. It may either be a L{Layout} instance, a list of
-             coordinate pairs, the name of a layout function, or a
-             callable function which generates the layout when called
-             with the graph as a parameter.
-
-          2. Otherwise, if the graph has vertex attributes called C{x}
-             and C{y}, these will be used as coordinates in the layout.
-             When a 3D layout is requested (by setting C{dim} to 3),
-             a vertex attribute named C{z} will also be needed.
-
-          3. Otherwise, if the graph is connected and has at most 100
-             vertices, the Kamada-Kawai layout will be used (see
-             L{layout_kamada_kawai()}).
-
-          4. Otherwise, if the graph has at most 1000 vertices, the
-             Fruchterman-Reingold layout will be used (see
-             L{layout_fruchterman_reingold()}).
-
-          5. If everything else above failed, the DrL layout algorithm
-             will be used (see L{layout_drl()}).
-
-        All the arguments of this function except C{dim} are passed on
-        to the chosen layout function (in case we have to call some layout
-        function).
-
-        @keyword dim: specifies whether we would like to obtain a 2D or a
-          3D layout.
-        @return: a L{Layout} object.
-        """
-        if "layout" in self.attributes():
-            layout = self["layout"]
-            if isinstance(layout, Layout):
-                # Layouts are used intact
-                return layout
-            if isinstance(layout, (list, tuple)):
-                # Lists/tuples are converted to layouts
-                return Layout(layout)
-            if hasattr(layout, "__call__"):
-                # Callables are called
-                return Layout(layout(*args, **kwds))
-            # Try Graph.layout()
-            return self.layout(layout, *args, **kwds)
-
-        dim = kwds.get("dim", 2)
-        vattrs = self.vertex_attributes()
-        if "x" in vattrs and "y" in vattrs:
-            if dim == 3 and "z" in vattrs:
-                return Layout(list(zip(self.vs["x"], self.vs["y"], self.vs["z"])))
-            else:
-                return Layout(list(zip(self.vs["x"], self.vs["y"])))
-
-        if self.vcount() <= 100 and self.is_connected():
-            algo = "kk"
-        elif self.vcount() <= 1000:
-            algo = "fr"
-        else:
-            algo = "drl"
-        return self.layout(algo, *args, **kwds)
-
-    def layout_sugiyama(
-        self,
-        layers=None,
-        weights=None,
-        hgap=1,
-        vgap=1,
-        maxiter=100,
-        return_extended_graph=False,
-    ):
-        """Places the vertices using a layered Sugiyama layout.
-
-        This is a layered layout that is most suitable for directed acyclic graphs,
-        although it works on undirected or cyclic graphs as well.
-
-        Each vertex is assigned to a layer and each layer is placed on a horizontal
-        line. Vertices within the same layer are then permuted using the barycenter
-        heuristic that tries to minimize edge crossings.
-
-        Dummy vertices will be added on edges that span more than one layer. The
-        returned layout therefore contains more rows than the number of nodes in
-        the original graph; the extra rows correspond to the dummy vertices.
-
-        @param layers: a vector specifying a non-negative integer layer index for
-          each vertex, or the name of a numeric vertex attribute that contains
-          the layer indices. If C{None}, a layering will be determined
-          automatically. For undirected graphs, a spanning tree will be extracted
-          and vertices will be assigned to layers using a breadth first search from
-          the node with the largest degree. For directed graphs, cycles are broken
-          by reversing the direction of edges in an approximate feedback arc set
-          using the heuristic of Eades, Lin and Smyth, and then using longest path
-          layering to place the vertices in layers.
-        @param weights: edge weights to be used. Can be a sequence or iterable or
-          even an edge attribute name.
-        @param hgap: minimum horizontal gap between vertices in the same layer.
-        @param vgap: vertical gap between layers. The layer index will be
-          multiplied by I{vgap} to obtain the Y coordinate.
-        @param maxiter: maximum number of iterations to take in the crossing
-          reduction step. Increase this if you feel that you are getting too many
-          edge crossings.
-        @param return_extended_graph: specifies that the extended graph with the
-          added dummy vertices should also be returned. When this is C{True}, the
-          result will be a tuple containing the layout and the extended graph. The
-          first |V| nodes of the extended graph will correspond to the nodes of the
-          original graph, the remaining ones are dummy nodes. Plotting the extended
-          graph with the returned layout and hidden dummy nodes will produce a layout
-          that is similar to the original graph, but with the added edge bends.
-          The extended graph also contains an edge attribute called C{_original_eid}
-          which specifies the ID of the edge in the original graph from which the
-          edge of the extended graph was created.
-        @return: the calculated layout, which may (and usually will) have more rows
-          than the number of vertices; the remaining rows correspond to the dummy
-          nodes introduced in the layering step. When C{return_extended_graph} is
-          C{True}, it will also contain the extended graph.
-
-        @newfield ref: Reference
-        @ref: K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
-          hierarchical system structures. IEEE Systems, Man and Cybernetics\
-          11(2):109-125, 1981.
-        @ref: P Eades, X Lin and WF Smyth: A fast effective heuristic for the
-          feedback arc set problem. Information Processing Letters 47:319-323, 1993.
-        """
-        if not return_extended_graph:
-            return Layout(
-                GraphBase._layout_sugiyama(
-                    self, layers, weights, hgap, vgap, maxiter, return_extended_graph
-                )
-            )
-
-        layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
-            self, layers, weights, hgap, vgap, maxiter, return_extended_graph
-        )
-        extd_graph.es["_original_eid"] = extd_to_orig_eids
-        return Layout(layout), extd_graph
+    layout_sugiyama = _layout_sugiyama
 
     def maximum_bipartite_matching(self, types="type", weights=None, eps=None):
         """Finds a maximum matching in a bipartite graph.
@@ -1914,26 +1694,6 @@ def _add_proxy_methods():
 ##############################################################
 # Making sure that layout methods always return a Layout
 
-
-def _layout_method_wrapper(func):
-    """Wraps an existing layout method to ensure that it returns a Layout
-    instead of a list of lists.
-
-    @param func: the method to wrap. Must be a method of the Graph object.
-    @return: a new method
-    """
-
-    def result(*args, **kwds):
-        layout = func(*args, **kwds)
-        if not isinstance(layout, Layout):
-            layout = Layout(layout)
-        return layout
-
-    result.__name__ = func.__name__
-    result.__doc__ = func.__doc__
-    return result
-
-
 for name in dir(Graph):
     if not name.startswith("layout_"):
         continue
@@ -1944,29 +1704,6 @@ def result(*args, **kwds):
 ##############################################################
 # Adding aliases for the 3D versions of the layout methods
 
-
-def _3d_version_for(func):
-    """Creates an alias for the 3D version of the given layout algoritm.
-
-    This function is a decorator that creates a method which calls I{func} after
-    attaching C{dim=3} to the list of keyword arguments.
-
-    @param func: must be a method of the Graph object.
-    @return: a new method
-    """
-
-    def result(*args, **kwds):
-        kwds["dim"] = 3
-        return func(*args, **kwds)
-
-    result.__name__ = "%s_3d" % func.__name__
-    result.__doc__ = """Alias for L{%s()} with dim=3.\n\n@see: Graph.%s()""" % (
-        func.__name__,
-        func.__name__,
-    )
-    return result
-
-
 Graph.layout_fruchterman_reingold_3d = _3d_version_for(
     Graph.layout_fruchterman_reingold
 )
@@ -2080,4 +1817,9 @@ def write(graph, filename, *args, **kwds):
     _add_vertex,
     _add_vertices,
     _delete_edges,
+    _layout,
+    _layout_auto,
+    _layout_sugiyama,
+    _layout_method_wrapper,
+    _3d_version_for,
 )
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index d6a45814e..3aaacdc49 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -9,10 +9,21 @@
 
 from math import sin, cos, pi
 
+from igraph._igraph import GraphBase
 from igraph.drawing.utils import BoundingBox
 from igraph.statistics import RunningMean
 
 
+__all__ = (
+    'Layout',
+    '_layout',
+    '_layout_auto',
+    '_layout_sugiyama',
+    '_layout_method_wrapper',
+    '_3d_version_for',
+)
+
+
 class Layout:
     """Represents the layout of a graph.
 
@@ -424,3 +435,284 @@ def fit_into(self, bbox, keep_aspect_ratio=True):
 
         self.scale(*ratios)
         self.translate(*translations)
+
+
+def _layout(self, layout=None, *args, **kwds):
+    """Returns the layout of the graph according to a layout algorithm.
+
+    Parameters and keyword arguments not specified here are passed to the
+    layout algorithm directly. See the documentation of the layout
+    algorithms for the explanation of these parameters.
+
+    Registered layout names understood by this method are:
+
+      - C{auto}, C{automatic}: automatic layout
+        (see L{layout_auto})
+
+      - C{bipartite}: bipartite layout (see L{layout_bipartite})
+
+      - C{circle}, C{circular}: circular layout
+        (see L{layout_circle})
+
+      - C{dh}, C{davidson_harel}: Davidson-Harel layout (see
+        L{layout_davidson_harel})
+
+      - C{drl}: DrL layout for large graphs (see L{layout_drl})
+
+      - C{drl_3d}: 3D DrL layout for large graphs
+        (see L{layout_drl})
+
+      - C{fr}, C{fruchterman_reingold}: Fruchterman-Reingold layout
+        (see L{layout_fruchterman_reingold}).
+
+      - C{fr_3d}, C{fr3d}, C{fruchterman_reingold_3d}: 3D Fruchterman-
+        Reingold layout (see L{layout_fruchterman_reingold}).
+
+      - C{grid}: regular grid layout in 2D (see L{layout_grid})
+
+      - C{grid_3d}: regular grid layout in 3D (see L{layout_grid_3d})
+
+      - C{graphopt}: the graphopt algorithm (see L{layout_graphopt})
+
+      - C{kk}, C{kamada_kawai}: Kamada-Kawai layout
+        (see L{layout_kamada_kawai})
+
+      - C{kk_3d}, C{kk3d}, C{kamada_kawai_3d}: 3D Kamada-Kawai layout
+        (see L{layout_kamada_kawai})
+
+      - C{lgl}, C{large}, C{large_graph}: Large Graph Layout
+        (see L{layout_lgl})
+
+      - C{mds}: multidimensional scaling layout (see L{layout_mds})
+
+      - C{random}: random layout (see L{layout_random})
+
+      - C{random_3d}: random 3D layout (see L{layout_random})
+
+      - C{rt}, C{tree}, C{reingold_tilford}: Reingold-Tilford tree
+        layout (see L{layout_reingold_tilford})
+
+      - C{rt_circular}, C{reingold_tilford_circular}: circular
+        Reingold-Tilford tree layout
+        (see L{layout_reingold_tilford_circular})
+
+      - C{sphere}, C{spherical}, C{circle_3d}, C{circular_3d}: spherical
+        layout (see L{layout_circle})
+
+      - C{star}: star layout (see L{layout_star})
+
+      - C{sugiyama}: Sugiyama layout (see L{layout_sugiyama})
+
+    @param layout: the layout to use. This can be one of the registered
+      layout names or a callable which returns either a L{Layout} object or
+      a list of lists containing the coordinates. If C{None}, uses the
+      value of the C{plotting.layout} configuration key.
+    @return: a L{Layout} object.
+    """
+    # Deferred import to avoid cycles
+    from igraph import config
+
+    if layout is None:
+        layout = config["plotting.layout"]
+    if hasattr(layout, "__call__"):
+        method = layout
+    else:
+        layout = layout.lower()
+        if layout[-3:] == "_3d":
+            kwds["dim"] = 3
+            layout = layout[:-3]
+        elif layout[-2:] == "3d":
+            kwds["dim"] = 3
+            layout = layout[:-2]
+        method = getattr(self.__class__, self._layout_mapping[layout])
+    if not hasattr(method, "__call__"):
+        raise ValueError("layout method must be callable")
+    layout = method(self, *args, **kwds)
+    if not isinstance(layout, Layout):
+        layout = Layout(layout)
+    return layout
+
+
+def _layout_auto(self, *args, **kwds):
+    """Chooses and runs a suitable layout function based on simple
+    topological properties of the graph.
+
+    This function tries to choose an appropriate layout function for
+    the graph using the following rules:
+
+      1. If the graph has an attribute called C{layout}, it will be
+         used. It may either be a L{Layout} instance, a list of
+         coordinate pairs, the name of a layout function, or a
+         callable function which generates the layout when called
+         with the graph as a parameter.
+
+      2. Otherwise, if the graph has vertex attributes called C{x}
+         and C{y}, these will be used as coordinates in the layout.
+         When a 3D layout is requested (by setting C{dim} to 3),
+         a vertex attribute named C{z} will also be needed.
+
+      3. Otherwise, if the graph is connected and has at most 100
+         vertices, the Kamada-Kawai layout will be used (see
+         L{layout_kamada_kawai()}).
+
+      4. Otherwise, if the graph has at most 1000 vertices, the
+         Fruchterman-Reingold layout will be used (see
+         L{layout_fruchterman_reingold()}).
+
+      5. If everything else above failed, the DrL layout algorithm
+         will be used (see L{layout_drl()}).
+
+    All the arguments of this function except C{dim} are passed on
+    to the chosen layout function (in case we have to call some layout
+    function).
+
+    @keyword dim: specifies whether we would like to obtain a 2D or a
+      3D layout.
+    @return: a L{Layout} object.
+    """
+    if "layout" in self.attributes():
+        layout = self["layout"]
+        if isinstance(layout, Layout):
+            # Layouts are used intact
+            return layout
+        if isinstance(layout, (list, tuple)):
+            # Lists/tuples are converted to layouts
+            return Layout(layout)
+        if hasattr(layout, "__call__"):
+            # Callables are called
+            return Layout(layout(*args, **kwds))
+        # Try Graph.layout()
+        return self.layout(layout, *args, **kwds)
+
+    dim = kwds.get("dim", 2)
+    vattrs = self.vertex_attributes()
+    if "x" in vattrs and "y" in vattrs:
+        if dim == 3 and "z" in vattrs:
+            return Layout(list(zip(self.vs["x"], self.vs["y"], self.vs["z"])))
+        else:
+            return Layout(list(zip(self.vs["x"], self.vs["y"])))
+
+    if self.vcount() <= 100 and self.is_connected():
+        algo = "kk"
+    elif self.vcount() <= 1000:
+        algo = "fr"
+    else:
+        algo = "drl"
+    return self.layout(algo, *args, **kwds)
+
+
+def _layout_sugiyama(
+    self,
+    layers=None,
+    weights=None,
+    hgap=1,
+    vgap=1,
+    maxiter=100,
+    return_extended_graph=False,
+):
+    """Places the vertices using a layered Sugiyama layout.
+
+    This is a layered layout that is most suitable for directed acyclic graphs,
+    although it works on undirected or cyclic graphs as well.
+
+    Each vertex is assigned to a layer and each layer is placed on a horizontal
+    line. Vertices within the same layer are then permuted using the barycenter
+    heuristic that tries to minimize edge crossings.
+
+    Dummy vertices will be added on edges that span more than one layer. The
+    returned layout therefore contains more rows than the number of nodes in
+    the original graph; the extra rows correspond to the dummy vertices.
+
+    @param layers: a vector specifying a non-negative integer layer index for
+      each vertex, or the name of a numeric vertex attribute that contains
+      the layer indices. If C{None}, a layering will be determined
+      automatically. For undirected graphs, a spanning tree will be extracted
+      and vertices will be assigned to layers using a breadth first search from
+      the node with the largest degree. For directed graphs, cycles are broken
+      by reversing the direction of edges in an approximate feedback arc set
+      using the heuristic of Eades, Lin and Smyth, and then using longest path
+      layering to place the vertices in layers.
+    @param weights: edge weights to be used. Can be a sequence or iterable or
+      even an edge attribute name.
+    @param hgap: minimum horizontal gap between vertices in the same layer.
+    @param vgap: vertical gap between layers. The layer index will be
+      multiplied by I{vgap} to obtain the Y coordinate.
+    @param maxiter: maximum number of iterations to take in the crossing
+      reduction step. Increase this if you feel that you are getting too many
+      edge crossings.
+    @param return_extended_graph: specifies that the extended graph with the
+      added dummy vertices should also be returned. When this is C{True}, the
+      result will be a tuple containing the layout and the extended graph. The
+      first |V| nodes of the extended graph will correspond to the nodes of the
+      original graph, the remaining ones are dummy nodes. Plotting the extended
+      graph with the returned layout and hidden dummy nodes will produce a layout
+      that is similar to the original graph, but with the added edge bends.
+      The extended graph also contains an edge attribute called C{_original_eid}
+      which specifies the ID of the edge in the original graph from which the
+      edge of the extended graph was created.
+    @return: the calculated layout, which may (and usually will) have more rows
+      than the number of vertices; the remaining rows correspond to the dummy
+      nodes introduced in the layering step. When C{return_extended_graph} is
+      C{True}, it will also contain the extended graph.
+
+    @newfield ref: Reference
+    @ref: K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
+      hierarchical system structures. IEEE Systems, Man and Cybernetics\
+      11(2):109-125, 1981.
+    @ref: P Eades, X Lin and WF Smyth: A fast effective heuristic for the
+      feedback arc set problem. Information Processing Letters 47:319-323, 1993.
+    """
+    if not return_extended_graph:
+        return Layout(
+            GraphBase._layout_sugiyama(
+                self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+            )
+        )
+
+    layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
+        self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+    )
+    extd_graph.es["_original_eid"] = extd_to_orig_eids
+    return Layout(layout), extd_graph
+
+
+def _layout_method_wrapper(func):
+    """Wraps an existing layout method to ensure that it returns a Layout
+    instead of a list of lists.
+
+    @param func: the method to wrap. Must be a method of the Graph object.
+    @return: a new method
+    """
+
+    def result(*args, **kwds):
+        layout = func(*args, **kwds)
+        if not isinstance(layout, Layout):
+            layout = Layout(layout)
+        return layout
+
+    result.__name__ = func.__name__
+    result.__doc__ = func.__doc__
+    return result
+
+
+def _3d_version_for(func):
+    """Creates an alias for the 3D version of the given layout algoritm.
+
+    This function is a decorator that creates a method which calls I{func} after
+    attaching C{dim=3} to the list of keyword arguments.
+
+    @param func: must be a method of the Graph object.
+    @return: a new method
+    """
+
+    def result(*args, **kwds):
+        kwds["dim"] = 3
+        return func(*args, **kwds)
+
+    result.__name__ = "%s_3d" % func.__name__
+    result.__doc__ = """Alias for L{%s()} with dim=3.\n\n@see: Graph.%s()""" % (
+        func.__name__,
+        func.__name__,
+    )
+    return result
+

From 9d2a947e5152836862ee81c6ff18ff534c20aaf9 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 5 Oct 2021 07:45:16 +1100
Subject: [PATCH 0473/1681] Automorphisms and fix in layout

---
 src/igraph/__init__.py      | 51 ++++++------------------------------
 src/igraph/automorphisms.py | 52 +++++++++++++++++++++++++++++++++++++
 src/igraph/layout.py        | 32 +++++++++++------------
 3 files changed, 76 insertions(+), 59 deletions(-)
 create mode 100644 src/igraph/automorphisms.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 6885653a7..e7f65ec19 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -107,6 +107,10 @@
     compare_communities,
     split_join_distance,
 )
+from igraph.automorphisms import (
+    _count_automorphisms_vf2,
+    _get_automorphisms_vf2,
+)
 from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration, init as init_configuration
 from igraph.drawing import (
@@ -1060,50 +1064,9 @@ def triad_census(self, *args, **kwds):
         return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
 
     # Automorphisms
-    def count_automorphisms_vf2(
-        self, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
-    ):
-        """Returns the number of automorphisms of the graph.
-
-        This function simply calls C{count_isomorphisms_vf2} with the graph
-        itself. See C{count_isomorphisms_vf2} for an explanation of the
-        parameters.
-
-        @return: the number of automorphisms of the graph
-        @see: Graph.count_isomorphisms_vf2
-        """
-        return self.count_isomorphisms_vf2(
-            self,
-            color1=color,
-            color2=color,
-            edge_color1=edge_color,
-            edge_color2=edge_color,
-            node_compat_fn=node_compat_fn,
-            edge_compat_fn=edge_compat_fn,
-        )
+    count_automorphisms_vf2 = _count_automorphisms_vf2
 
-    def get_automorphisms_vf2(
-        self, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
-    ):
-        """Returns all the automorphisms of the graph
-
-        This function simply calls C{get_isomorphisms_vf2} with the graph
-        itself. See C{get_isomorphisms_vf2} for an explanation of the
-        parameters.
-
-        @return: a list of lists, each item containing a possible mapping
-          of the graph vertices to itself according to the automorphism
-        @see: Graph.get_isomorphisms_vf2
-        """
-        return self.get_isomorphisms_vf2(
-            self,
-            color1=color,
-            color2=color,
-            edge_color1=edge_color,
-            edge_color2=edge_color,
-            node_compat_fn=node_compat_fn,
-            edge_compat_fn=edge_compat_fn,
-        )
+    get_automorphisms_vf2 = _get_automorphisms_vf2
 
     # Various clustering algorithms -- mostly wrappers around GraphBase
     community_fastgreedy = _community_fastgreedy
@@ -1822,4 +1785,6 @@ def write(graph, filename, *args, **kwds):
     _layout_sugiyama,
     _layout_method_wrapper,
     _3d_version_for,
+    _count_automorphisms_vf2,
+    _get_automorphisms_vf2,
 )
diff --git a/src/igraph/automorphisms.py b/src/igraph/automorphisms.py
new file mode 100644
index 000000000..84178e9cf
--- /dev/null
+++ b/src/igraph/automorphisms.py
@@ -0,0 +1,52 @@
+__all__ = (
+    '_count_automorphisms_vf2',
+    '_get_automorphisms_vf2',
+)
+
+
+def _count_automorphisms_vf2(
+    graph, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
+):
+    """Returns the number of automorphisms of the graph.
+
+    This function simply calls C{count_isomorphisms_vf2} with the graph
+    itgraph. See C{count_isomorphisms_vf2} for an explanation of the
+    parameters.
+
+    @return: the number of automorphisms of the graph
+    @see: Graph.count_isomorphisms_vf2
+    """
+    return graph.count_isomorphisms_vf2(
+        graph,
+        color1=color,
+        color2=color,
+        edge_color1=edge_color,
+        edge_color2=edge_color,
+        node_compat_fn=node_compat_fn,
+        edge_compat_fn=edge_compat_fn,
+    )
+
+
+def _get_automorphisms_vf2(
+    graph, color=None, edge_color=None, node_compat_fn=None, edge_compat_fn=None
+):
+    """Returns all the automorphisms of the graph
+
+    This function simply calls C{get_isomorphisms_vf2} with the graph
+    itgraph. See C{get_isomorphisms_vf2} for an explanation of the
+    parameters.
+
+    @return: a list of lists, each item containing a possible mapping
+      of the graph vertices to itgraph according to the automorphism
+    @see: Graph.get_isomorphisms_vf2
+    """
+    return graph.get_isomorphisms_vf2(
+        graph,
+        color1=color,
+        color2=color,
+        edge_color1=edge_color,
+        edge_color2=edge_color,
+        node_compat_fn=node_compat_fn,
+        edge_compat_fn=edge_compat_fn,
+    )
+
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 3aaacdc49..7ef002f1b 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -437,7 +437,7 @@ def fit_into(self, bbox, keep_aspect_ratio=True):
         self.translate(*translations)
 
 
-def _layout(self, layout=None, *args, **kwds):
+def _layout(graph, layout=None, *args, **kwds):
     """Returns the layout of the graph according to a layout algorithm.
 
     Parameters and keyword arguments not specified here are passed to the
@@ -524,16 +524,16 @@ def _layout(self, layout=None, *args, **kwds):
         elif layout[-2:] == "3d":
             kwds["dim"] = 3
             layout = layout[:-2]
-        method = getattr(self.__class__, self._layout_mapping[layout])
+        method = getattr(graph.__class__, graph._layout_mapping[layout])
     if not hasattr(method, "__call__"):
         raise ValueError("layout method must be callable")
-    layout = method(self, *args, **kwds)
+    layout = method(graph, *args, **kwds)
     if not isinstance(layout, Layout):
         layout = Layout(layout)
     return layout
 
 
-def _layout_auto(self, *args, **kwds):
+def _layout_auto(graph, *args, **kwds):
     """Chooses and runs a suitable layout function based on simple
     topological properties of the graph.
 
@@ -570,8 +570,8 @@ def _layout_auto(self, *args, **kwds):
       3D layout.
     @return: a L{Layout} object.
     """
-    if "layout" in self.attributes():
-        layout = self["layout"]
+    if "layout" in graph.attributes():
+        layout = graph["layout"]
         if isinstance(layout, Layout):
             # Layouts are used intact
             return layout
@@ -582,27 +582,27 @@ def _layout_auto(self, *args, **kwds):
             # Callables are called
             return Layout(layout(*args, **kwds))
         # Try Graph.layout()
-        return self.layout(layout, *args, **kwds)
+        return graph.layout(layout, *args, **kwds)
 
     dim = kwds.get("dim", 2)
-    vattrs = self.vertex_attributes()
+    vattrs = graph.vertex_attributes()
     if "x" in vattrs and "y" in vattrs:
         if dim == 3 and "z" in vattrs:
-            return Layout(list(zip(self.vs["x"], self.vs["y"], self.vs["z"])))
+            return Layout(list(zip(graph.vs["x"], graph.vs["y"], graph.vs["z"])))
         else:
-            return Layout(list(zip(self.vs["x"], self.vs["y"])))
+            return Layout(list(zip(graph.vs["x"], graph.vs["y"])))
 
-    if self.vcount() <= 100 and self.is_connected():
+    if graph.vcount() <= 100 and graph.is_connected():
         algo = "kk"
-    elif self.vcount() <= 1000:
+    elif graph.vcount() <= 1000:
         algo = "fr"
     else:
         algo = "drl"
-    return self.layout(algo, *args, **kwds)
+    return graph.layout(algo, *args, **kwds)
 
 
 def _layout_sugiyama(
-    self,
+    graph,
     layers=None,
     weights=None,
     hgap=1,
@@ -665,12 +665,12 @@ def _layout_sugiyama(
     if not return_extended_graph:
         return Layout(
             GraphBase._layout_sugiyama(
-                self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+                graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
             )
         )
 
     layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
-        self, layers, weights, hgap, vgap, maxiter, return_extended_graph
+        graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
     )
     extd_graph.es["_original_eid"] = extd_to_orig_eids
     return Layout(layout), extd_graph

From a37947217405997aa7863a599dfce73b80cd0b1b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 5 Oct 2021 09:13:58 +1100
Subject: [PATCH 0474/1681] More modules, code blocks in __init__.py,
 reordering

---
 src/igraph/__init__.py           | 1354 ++++++++----------------------
 src/igraph/adjacency.py          |  175 ++++
 src/igraph/basic/__init__.py     |   27 +
 src/igraph/bipartite.py          |  125 +++
 src/igraph/clustering.py         |   61 ++
 src/igraph/community/__init__.py |   34 +
 src/igraph/components.py         |    0
 src/igraph/cut.py                |  142 ++++
 src/igraph/io/__init__.py        |   25 +
 src/igraph/layout.py             |   34 +
 src/igraph/seq/__init__.py       |  104 +++
 src/igraph/seq/edgeseq.py        |  431 ----------
 src/igraph/structural.py         |   95 +++
 13 files changed, 1162 insertions(+), 1445 deletions(-)
 create mode 100644 src/igraph/adjacency.py
 create mode 100644 src/igraph/bipartite.py
 create mode 100644 src/igraph/components.py
 delete mode 100644 src/igraph/seq/edgeseq.py
 create mode 100644 src/igraph/structural.py

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e7f65ec19..a8c9fc59e 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -75,12 +75,31 @@
     set_status_handler,
     __igraph_version__,
 )
+from igraph.adjacency import (
+    _get_adjacency,
+    _get_adjacency_sparse,
+    _get_adjlist,
+    _get_incidence,
+    _get_inclist,
+)
+from igraph.automorphisms import (
+    _count_automorphisms_vf2,
+    _get_automorphisms_vf2,
+)
 from igraph.basic import (
     _add_edge,
     _add_edges,
     _add_vertex,
     _add_vertices,
     _delete_edges,
+    _clear,
+    _as_directed,
+    _as_undirected,
+)
+from igraph.bipartite import (
+    _maximum_bipartite_matching,
+    _bipartite_projection,
+    _bipartite_projection_size,
 )
 from igraph.community import (
     _community_fastgreedy,
@@ -95,6 +114,7 @@
     _community_walktrap,
     _k_core,
     _community_leiden,
+    _modularity,
 )
 from igraph.clustering import (
     Clustering,
@@ -106,12 +126,20 @@
     CohesiveBlocks,
     compare_communities,
     split_join_distance,
+    _biconnected_components,
+    _cohesive_blocks,
+    _clusters,
 )
-from igraph.automorphisms import (
-    _count_automorphisms_vf2,
-    _get_automorphisms_vf2,
+from igraph.cut import (
+    Cut,
+    Flow,
+    _all_st_cuts,
+    _all_st_mincuts,
+    _gomory_hu_tree,
+    _maxflow,
+    _mincut,
+    _st_mincut,
 )
-from igraph.cut import Cut, Flow
 from igraph.configuration import Configuration, init as init_configuration
 from igraph.drawing import (
     BoundingBox,
@@ -147,6 +175,7 @@
 from igraph.drawing.utils import autocurve
 from igraph.datatypes import Matrix, DyadCensus, TriadCensus, UniqueIdGenerator
 from igraph.formula import construct_graph_from_formula
+from igraph.io import _format_mapping
 from igraph.io.files import (
     _construct_graph_from_graphmlz_file,
     _construct_graph_from_dimacs_file,
@@ -201,6 +230,7 @@
     _layout_sugiyama,
     _layout_method_wrapper,
     _3d_version_for,
+    _layout_mapping,
 )
 from igraph.matching import Matching
 from igraph.operators import (
@@ -209,7 +239,7 @@
     intersection,
     operator_method_registry as _operator_method_registry,
 )
-from igraph.seq import EdgeSeq, VertexSeq
+from igraph.seq import EdgeSeq, VertexSeq, _add_proxy_methods
 from igraph.statistics import (
     FittedPowerLaw,
     Histogram,
@@ -220,6 +250,12 @@
     quantile,
     power_law_fit,
 )
+from igraph.structural import (
+    _indegree,
+    _outdegree,
+    _degree_distribution,
+    _pagerank,
+)
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
     dbl_epsilon,
@@ -427,307 +463,238 @@ def __init__(self, *args, **kwds):
                 key = str(key)
             self.es[key] = value
 
-    def as_directed(self, *args, **kwds):
-        """Returns a directed copy of this graph. Arguments are passed on
-        to L{to_directed()} that is invoked on the copy.
-        """
-        copy = self.copy()
-        copy.to_directed(*args, **kwds)
-        return copy
-
-    def as_undirected(self, *args, **kwds):
-        """Returns an undirected copy of this graph. Arguments are passed on
-        to L{to_undirected()} that is invoked on the copy.
-        """
-        copy = self.copy()
-        copy.to_undirected(*args, **kwds)
-        return copy
+    #############################################
+    # Auxiliary I/O functions
+    # Graph libraries
+    from_networkx = classmethod(_construct_graph_from_networkx)
+    to_networkx = _export_graph_to_networkx
 
-    def clear(self):
-        """Clears the graph, deleting all vertices, edges, and attributes.
+    from_graph_tool = classmethod(_construct_graph_from_graph_tool)
+    to_graph_tool = _export_graph_to_graph_tool
 
-        @see: L{delete_vertices} and L{delete_edges}.
-        """
-        self.delete_vertices()
-        for attr in self.attributes():
-            del self[attr]
+    # Files
+    Read_DIMACS = classmethod(_construct_graph_from_dimacs_file)
+    write_dimacs = _write_graph_to_dimacs_file
 
-    # Basic operations
-    add_edge = _add_edge
+    Read_GraphMLz = classmethod(_construct_graph_from_graphmlz_file)
+    write_graphmlz = _write_graph_to_graphmlz_file
 
-    add_edges = _add_edges
+    Read_Pickle = classmethod(_construct_graph_from_pickle_file)
+    write_pickle = _write_graph_to_pickle_file
 
-    add_vertex = _add_vertex
+    Read_Picklez = classmethod(_construct_graph_from_picklez_file)
+    write_picklez = _write_graph_to_picklez_file
 
-    add_vertices = _add_vertices
+    Read_Adjacency = classmethod(_construct_graph_from_adjacency_file)
+    write_adjacency = _write_graph_to_adjacency_file
 
-    delete_edges = _delete_edges
+    Read = classmethod(_construct_graph_from_file)
+    Load = Read
+    write = _write_graph_to_file
+    save = write
 
-    # Structural properties
-    def indegree(self, *args, **kwds):
-        """Returns the in-degrees in a list.
+    # Various objects
+    # list of dict representation of graphs
+    DictList = classmethod(_construct_graph_from_dict_list)
+    to_dict_list = _export_graph_to_dict_list
 
-        See L{degree} for possible arguments.
-        """
-        kwds["mode"] = IN
-        return self.degree(*args, **kwds)
+    # tuple-like representation of graphs
+    TupleList = classmethod(_construct_graph_from_tuple_list)
+    to_tuple_list = _export_graph_to_tuple_list
 
-    def outdegree(self, *args, **kwds):
-        """Returns the out-degrees in a list.
+    # dict of sequence representation of graphs
+    ListDict = classmethod(_construct_graph_from_list_dict)
+    to_list_dict = _export_graph_to_list_dict
 
-        See L{degree} for possible arguments.
-        """
-        kwds["mode"] = OUT
-        return self.degree(*args, **kwds)
+    # dict of dicts representation of graphs
+    DictDict = classmethod(_construct_graph_from_dict_dict)
+    to_dict_dict = _export_graph_to_dict_dict
 
-    def all_st_cuts(self, source, target):
-        """\
-        Returns all the cuts between the source and target vertices in a
-        directed graph.
+    # adjacency matrix
+    Adjacency = classmethod(_construct_graph_from_adjacency)
+    Weighted_Adjacency = classmethod(_construct_graph_from_weighted_adjacency)
 
-        This function lists all edge-cuts between a source and a target vertex.
-        Every cut is listed exactly once.
+    # pandas dataframe(s)
+    DataFrame = classmethod(_construct_graph_from_dataframe)
+    get_vertex_dataframe = _export_vertex_dataframe
+    get_edge_dataframe = _export_edge_dataframe
 
-        @param source: the source vertex ID
-        @param target: the target vertex ID
-        @return: a list of L{Cut} objects.
+    # Bipartite graphs
+    Bipartite = classmethod(_construct_bipartite_graph)
+    Incidence = classmethod(_construct_incidence_bipartite_graph)
+    Full_Bipartite = classmethod(_construct_full_bipartite_graph)
+    Random_Bipartite = classmethod(_construct_random_bipartite_graph)
 
-        @newfield ref: Reference
-        @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-          graphs. Algorithmica 15, 351--372, 1996.
-        """
-        return [
-            Cut(self, cut=cut, partition=part)
-            for cut, part in zip(*GraphBase.all_st_cuts(self, source, target))
-        ]
+    # Other constructors
+    GRG = classmethod(_construct_random_geometric_graph)
 
-    def all_st_mincuts(self, source, target, capacity=None):
-        """\
-        Returns all the mincuts between the source and target vertices in a
-        directed graph.
+    # Graph formulae
+    Formula = classmethod(construct_graph_from_formula)
 
-        This function lists all minimum edge-cuts between a source and a target
-        vertex.
+    #############################################
+    # Summary/string representation
+    def __str__(self):
+        """Returns a string representation of the graph.
 
-        @param source: the source vertex ID
-        @param target: the target vertex ID
-        @param capacity: the edge capacities (weights). If C{None}, all
-          edges have equal weight. May also be an attribute name.
-        @return: a list of L{Cut} objects.
+        Behind the scenes, this method constructs a L{GraphSummary}
+        instance and invokes its C{__str__} method with a verbosity of 1
+        and attribute printing turned off.
 
-        @newfield ref: Reference
-        @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-          graphs. Algorithmica 15, 351--372, 1996.
-        """
-        value, cuts, parts = GraphBase.all_st_mincuts(self, source, target, capacity)
-        return [
-            Cut(self, value, cut=cut, partition=part) for cut, part in zip(cuts, parts)
-        ]
-
-    def biconnected_components(self, return_articulation_points=False):
-        """\
-        Calculates the biconnected components of the graph.
-
-        @param return_articulation_points: whether to return the articulation
-          points as well
-        @return: a L{VertexCover} object describing the biconnected components,
-          and optionally the list of articulation points as well
+        See the documentation of L{GraphSummary} for more details about the
+        output.
         """
-        if return_articulation_points:
-            trees, aps = GraphBase.biconnected_components(self, True)
-        else:
-            trees = GraphBase.biconnected_components(self, False)
-
-        clusters = []
-        if trees:
-            edgelist = self.get_edgelist()
-            for tree in trees:
-                cluster = set()
-                for edge_id in tree:
-                    cluster.update(edgelist[edge_id])
-                clusters.append(sorted(cluster))
+        params = dict(
+            verbosity=1,
+            width=78,
+            print_graph_attributes=False,
+            print_vertex_attributes=False,
+            print_edge_attributes=False,
+        )
+        return self.summary(**params)
 
-        clustering = VertexCover(self, clusters)
+    def summary(self, verbosity=0, width=None, *args, **kwds):
+        """Returns the summary of the graph.
 
-        if return_articulation_points:
-            return clustering, aps
-        else:
-            return clustering
+        The output of this method is similar to the output of the
+        C{__str__} method. If I{verbosity} is zero, only the header line
+        is returned (see C{__str__} for more details), otherwise the
+        header line and the edge list is printed.
 
-    blocks = biconnected_components
+        Behind the scenes, this method constructs a L{GraphSummary}
+        object and invokes its C{__str__} method.
 
-    def cohesive_blocks(self):
-        """Calculates the cohesive block structure of the graph.
-
-        Cohesive blocking is a method of determining hierarchical subsets of graph
-        vertices based on their structural cohesion (i.e. vertex connectivity).
-        For a given graph G, a subset of its vertices S is said to be maximally
-        k-cohesive if there is no superset of S with vertex connectivity greater
-        than or equal to k. Cohesive blocking is a process through which, given a
-        k-cohesive set of vertices, maximally l-cohesive subsets are recursively
-        identified with l > k. Thus a hierarchy of vertex subsets is obtained in
-        the end, with the entire graph G at its root.
-
-        @return: an instance of L{CohesiveBlocks}. See the documentation of
-          L{CohesiveBlocks} for more information.
-        @see: L{CohesiveBlocks}
+        @param verbosity: if zero, only the header line is returned
+          (see C{__str__} for more details), otherwise the header line
+          and the full edge list is printed.
+        @param width: the number of characters to use in one line.
+          If C{None}, no limit will be enforced on the line lengths.
+        @return: the summary of the graph.
         """
-        return CohesiveBlocks(self, *GraphBase.cohesive_blocks(self))
-
-    def clusters(self, mode="strong"):
-        """Calculates the (strong or weak) clusters (connected components) for
-        a given graph.
-
-        @param mode: must be either C{"strong"} or C{"weak"}, depending on the
-          clusters being sought. Optional, defaults to C{"strong"}.
-        @return: a L{VertexClustering} object"""
-        return VertexClustering(self, GraphBase.clusters(self, mode))
+        return str(GraphSummary(self, verbosity, width, *args, **kwds))
 
-    components = clusters
+    #############################################
+    # Commonly used attributes
+    def is_named(self):
+        """Returns whether the graph is named.
 
-    def degree_distribution(self, bin_width=1, *args, **kwds):
-        """Calculates the degree distribution of the graph.
+        A graph is named if and only if it has a C{"name"} vertex attribute.
+        """
+        return "name" in self.vertex_attributes()
 
-        Unknown keyword arguments are directly passed to L{degree()}.
+    def is_weighted(self):
+        """Returns whether the graph is weighted.
 
-        @param bin_width: the bin width of the histogram
-        @return: a histogram representing the degree distribution of the
-          graph.
+        A graph is weighted if and only if it has a C{"weight"} edge attribute.
         """
-        result = Histogram(bin_width, self.degree(*args, **kwds))
-        return result
-
-    def dyad_census(self, *args, **kwds):
-        """Calculates the dyad census of the graph.
+        return "weight" in self.edge_attributes()
 
-        Dyad census means classifying each pair of vertices of a directed
-        graph into three categories: mutual (there is an edge from I{a} to
-        I{b} and also from I{b} to I{a}), asymmetric (there is an edge
-        from I{a} to I{b} or from I{b} to I{a} but not the other way round)
-        and null (there is no connection between I{a} and I{b}).
+    #############################################
+    # Vertex and edge sequence
+    @property
+    def vs(self):
+        """The vertex sequence of the graph"""
+        return VertexSeq(self)
 
-        @return: a L{DyadCensus} object.
-        @newfield ref: Reference
-        @ref: Holland, P.W. and Leinhardt, S.  (1970).  A Method for Detecting
-          Structure in Sociometric Data.  American Journal of Sociology, 70,
-          492-513.
-        """
-        return DyadCensus(GraphBase.dyad_census(self, *args, **kwds))
+    @property
+    def es(self):
+        """The edge sequence of the graph"""
+        return EdgeSeq(self)
 
-    def get_adjacency(
-        self, type=GET_ADJACENCY_BOTH, attribute=None, default=0, eids=False
-    ):
-        """Returns the adjacency matrix of a graph.
-
-        @param type: either C{GET_ADJACENCY_LOWER} (uses the lower
-          triangle of the matrix) or C{GET_ADJACENCY_UPPER}
-          (uses the upper triangle) or C{GET_ADJACENCY_BOTH}
-          (uses both parts). Ignored for directed graphs.
-        @param attribute: if C{None}, returns the ordinary adjacency
-          matrix. When the name of a valid edge attribute is given
-          here, the matrix returned will contain the default value
-          at the places where there is no edge or the value of the
-          given attribute where there is an edge. Multiple edges are
-          not supported, the value written in the matrix in this case
-          will be unpredictable. This parameter is ignored if
-          I{eids} is C{True}
-        @param default: the default value written to the cells in the
-          case of adjacency matrices with attributes.
-        @param eids: specifies whether the edge IDs should be returned
-          in the adjacency matrix. Since zero is a valid edge ID, the
-          cells in the matrix that correspond to unconnected vertex
-          pairs will contain -1 instead of 0 if I{eids} is C{True}.
-          If I{eids} is C{False}, the number of edges will be returned
-          in the matrix for each vertex pair.
-        @return: the adjacency matrix as a L{Matrix}.
-        """
-        if (
-            type != GET_ADJACENCY_LOWER
-            and type != GET_ADJACENCY_UPPER
-            and type != GET_ADJACENCY_BOTH
-        ):
-            # Maybe it was called with the first argument as the attribute name
-            type, attribute = attribute, type
-            if type is None:
-                type = GET_ADJACENCY_BOTH
-
-        if eids:
-            result = Matrix(GraphBase.get_adjacency(self, type, eids))
-            result -= 1
-            return result
-
-        if attribute is None:
-            return Matrix(GraphBase.get_adjacency(self, type))
-
-        if attribute not in self.es.attribute_names():
-            raise ValueError("Attribute does not exist")
-
-        data = [[default] * self.vcount() for _ in range(self.vcount())]
-
-        if self.is_directed():
-            for edge in self.es:
-                data[edge.source][edge.target] = edge[attribute]
-            return Matrix(data)
-
-        if type == GET_ADJACENCY_BOTH:
-            for edge in self.es:
-                source, target = edge.tuple
-                data[source][target] = edge[attribute]
-                data[target][source] = edge[attribute]
-        elif type == GET_ADJACENCY_UPPER:
-            for edge in self.es:
-                data[min(edge.tuple)][max(edge.tuple)] = edge[attribute]
-        else:
-            for edge in self.es:
-                data[max(edge.tuple)][min(edge.tuple)] = edge[attribute]
+    #############################################
+    # Basic operations
+    add_edge = _add_edge
+    add_edges = _add_edges
+    add_vertex = _add_vertex
+    add_vertices = _add_vertices
+    delete_edges = _delete_edges
+    clear = _clear
+    as_directed = _as_directed
+    as_undirected = _as_undirected
 
-        return Matrix(data)
+    ###################
+    # Graph operators
+    __iadd__ = _operator_method_registry['__iadd__']
+    __add__ = _operator_method_registry['__add__']
+    __and__ = _operator_method_registry['__and__']
+    __isub__ = _operator_method_registry['__isub__']
+    __sub__ = _operator_method_registry['__sub__']
+    __mul__ = _operator_method_registry['__mul__']
+    __or__ = _operator_method_registry['__or__']
+    disjoint_union = _operator_method_registry['disjoint_union']
+    union = _operator_method_registry['union']
+    intersection = _operator_method_registry['intersection']
 
-    def get_adjacency_sparse(self, attribute=None):
-        """Returns the adjacency matrix of a graph as a SciPy CSR matrix.
+    #############################################
+    # Adjacency/incidence
+    get_adjacency = _get_adjacency
+    get_adjacency_sparse = _get_adjacency_sparse
+    get_adjlist = _get_adjlist
+    get_incidence = _get_incidence
+    get_inclist = _get_inclist
 
-        @param attribute: if C{None}, returns the ordinary adjacency
-          matrix. When the name of a valid edge attribute is given
-          here, the matrix returned will contain the default value
-          at the places where there is no edge or the value of the
-          given attribute where there is an edge.
-        @return: the adjacency matrix as a C{scipy.sparse.csr_matrix}.
-        """
-        try:
-            from scipy import sparse
-        except ImportError:
-            raise ImportError("You should install scipy in order to use this function")
+    #############################################
+    # Structural properties
+    indegree = _indegree
+    outdegree = _outdegree
+    degree_distribution = _degree_distribution
+    pagerank = _pagerank
 
-        edges = self.get_edgelist()
-        if attribute is None:
-            weights = [1] * len(edges)
-        else:
-            if attribute not in self.es.attribute_names():
-                raise ValueError("Attribute does not exist")
+    #############################################
+    # Flow
+    all_st_cuts = _all_st_cuts
+    all_st_mincuts = _all_st_mincuts
+    gomory_hu_tree = _gomory_hu_tree
+    maxflow = _maxflow
+    mincut = _mincut
+    st_mincut = _st_mincut
 
-            weights = self.es[attribute]
+    #############################################
+    # Connected components
+    biconnected_components = _biconnected_components
+    cohesive_blocks = _cohesive_blocks
+    clusters = _clusters
+    blocks = biconnected_components
+    components = clusters
 
-        N = self.vcount()
-        mtx = sparse.csr_matrix((weights, list(zip(*edges))), shape=(N, N))
+    #############################################
+    # Community detection/clustering
+    community_fastgreedy = _community_fastgreedy
+    community_infomap = _community_infomap
+    community_leading_eigenvector_naive = _community_leading_eigenvector_naive
+    community_leading_eigenvector = _community_leading_eigenvector
+    community_label_propagation = _community_label_propagation
+    community_multilevel = _community_multilevel
+    community_optimal_modularity = _community_optimal_modularity
+    community_edge_betweenness = _community_edge_betweenness
+    community_spinglass = _community_spinglass
+    community_walktrap = _community_walktrap
+    k_core = _k_core
+    community_leiden = _community_leiden
+    modularity = _modularity
 
-        if not self.is_directed():
-            mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T
-        return mtx
+    #############################################
+    # Layout
+    layout = _layout
+    layout_auto = _layout_auto
+    layout_sugiyama = _layout_sugiyama
 
-    def get_adjlist(self, mode="out"):
-        """Returns the adjacency list representation of the graph.
+    #############################################
+    # Plotting
+    __plot__ = _graph_plot
 
-        The adjacency list representation is a list of lists. Each item of the
-        outer list belongs to a single vertex of the graph. The inner list
-        contains the neighbors of the given vertex.
+    #############################################
+    # Bipartite
+    maximum_bipartite_matching = _maximum_bipartite_matching
+    bipartite_projection = _bipartite_projection
+    bipartite_projection_size = _bipartite_projection_size
 
-        @param mode: if C{\"out\"}, returns the successors of the vertex. If
-          C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
-          the predecessors and the successors will be returned. Ignored
-          for undirected graphs.
-        """
-        return [self.neighbors(idx, mode) for idx in range(self.vcount())]
+    #############################################
+    # Automorphisms
+    count_automorphisms_vf2 = _count_automorphisms_vf2
+    get_automorphisms_vf2 = _get_automorphisms_vf2
 
+    ###########################
+    # Paths/traversals
     def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
         """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
@@ -762,159 +729,6 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
                 prev = index + 1
         return result
 
-    def get_inclist(self, mode="out"):
-        """Returns the incidence list representation of the graph.
-
-        The incidence list representation is a list of lists. Each
-        item of the outer list belongs to a single vertex of the graph.
-        The inner list contains the IDs of the incident edges of the
-        given vertex.
-
-        @param mode: if C{\"out\"}, returns the successors of the vertex. If
-          C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
-          the predecessors and the successors will be returned. Ignored
-          for undirected graphs.
-        """
-        return [self.incident(idx, mode) for idx in range(self.vcount())]
-
-    def gomory_hu_tree(self, capacity=None, flow="flow"):
-        """Calculates the Gomory-Hu tree of an undirected graph with optional
-        edge capacities.
-
-        The Gomory-Hu tree is a concise representation of the value of all the
-        maximum flows (or minimum cuts) in a graph. The vertices of the tree
-        correspond exactly to the vertices of the original graph in the same order.
-        Edges of the Gomory-Hu tree are annotated by flow values.  The value of
-        the maximum flow (or minimum cut) between an arbitrary (u,v) vertex
-        pair in the original graph is then given by the minimum flow value (i.e.
-        edge annotation) along the shortest path between u and v in the
-        Gomory-Hu tree.
-
-        @param capacity: the edge capacities (weights). If C{None}, all
-          edges have equal weight. May also be an attribute name.
-        @param flow: the name of the edge attribute in the returned graph
-          in which the flow values will be stored.
-        @return: the Gomory-Hu tree as a L{Graph} object.
-        """
-        graph, flow_values = GraphBase.gomory_hu_tree(self, capacity)
-        graph.es[flow] = flow_values
-        return graph
-
-    def is_named(self):
-        """Returns whether the graph is named.
-
-        A graph is named if and only if it has a C{"name"} vertex attribute.
-        """
-        return "name" in self.vertex_attributes()
-
-    def is_weighted(self):
-        """Returns whether the graph is weighted.
-
-        A graph is weighted if and only if it has a C{"weight"} edge attribute.
-        """
-        return "weight" in self.edge_attributes()
-
-    def maxflow(self, source, target, capacity=None):
-        """Returns a maximum flow between the given source and target vertices
-        in a graph.
-
-        A maximum flow from I{source} to I{target} is an assignment of
-        non-negative real numbers to the edges of the graph, satisfying
-        two properties:
-
-            1. For each edge, the flow (i.e. the assigned number) is not
-               more than the capacity of the edge (see the I{capacity}
-               argument)
-
-            2. For every vertex except the source and the target, the
-               incoming flow is the same as the outgoing flow.
-
-        The value of the flow is the incoming flow of the target or the
-        outgoing flow of the source (which are equal). The maximum flow
-        is the maximum possible such value.
-
-        @param capacity: the edge capacities (weights). If C{None}, all
-          edges have equal weight. May also be an attribute name.
-        @return: a L{Flow} object describing the maximum flow
-        """
-        return Flow(self, *GraphBase.maxflow(self, source, target, capacity))
-
-    def mincut(self, source=None, target=None, capacity=None):
-        """Calculates the minimum cut between the given source and target vertices
-        or within the whole graph.
-
-        The minimum cut is the minimum set of edges that needs to be removed to
-        separate the source and the target (if they are given) or to disconnect the
-        graph (if neither the source nor the target are given). The minimum is
-        calculated using the weights (capacities) of the edges, so the cut with
-        the minimum total capacity is calculated.
-
-        For undirected graphs and no source and target, the method uses the
-        Stoer-Wagner algorithm. For a given source and target, the method uses the
-        push-relabel algorithm; see the references below.
-
-        @param source: the source vertex ID. If C{None}, the target must also be
-          C{None} and the calculation will be done for the entire graph (i.e.
-          all possible vertex pairs).
-        @param target: the target vertex ID. If C{None}, the source must also be
-          C{None} and the calculation will be done for the entire graph (i.e.
-          all possible vertex pairs).
-        @param capacity: the edge capacities (weights). If C{None}, all
-          edges have equal weight. May also be an attribute name.
-        @return: a L{Cut} object describing the minimum cut
-        """
-        return Cut(self, *GraphBase.mincut(self, source, target, capacity))
-
-    def st_mincut(self, source, target, capacity=None):
-        """Calculates the minimum cut between the source and target vertices in a
-        graph.
-
-        @param source: the source vertex ID
-        @param target: the target vertex ID
-        @param capacity: the capacity of the edges. It must be a list or a valid
-          attribute name or C{None}. In the latter case, every edge will have the
-          same capacity.
-        @return: the value of the minimum cut, the IDs of vertices in the
-          first and second partition, and the IDs of edges in the cut,
-          packed in a 4-tuple
-        """
-        return Cut(self, *GraphBase.st_mincut(self, source, target, capacity))
-
-    def modularity(self, membership, weights=None):
-        """Calculates the modularity score of the graph with respect to a given
-        clustering.
-
-        The modularity of a graph w.r.t. some division measures how good the
-        division is, or how separated are the different vertex types from each
-        other. It's defined as M{Q=1/(2m)*sum(Aij-ki*kj/(2m)delta(ci,cj),i,j)}.
-        M{m} is the number of edges, M{Aij} is the element of the M{A}
-        adjacency matrix in row M{i} and column M{j}, M{ki} is the degree of
-        node M{i}, M{kj} is the degree of node M{j}, and M{Ci} and C{cj} are
-        the types of the two vertices (M{i} and M{j}). M{delta(x,y)} is one iff
-        M{x=y}, 0 otherwise.
-
-        If edge weights are given, the definition of modularity is modified as
-        follows: M{Aij} becomes the weight of the corresponding edge, M{ki}
-        is the total weight of edges adjacent to vertex M{i}, M{kj} is the
-        total weight of edges adjacent to vertex M{j} and M{m} is the total
-        edge weight in the graph.
-
-        @param membership: a membership list or a L{VertexClustering} object
-        @param weights: optional edge weights or C{None} if all edges are
-          weighed equally. Attribute names are also allowed.
-        @return: the modularity score
-
-        @newfield ref: Reference
-        @ref: MEJ Newman and M Girvan: Finding and evaluating community
-          structure in networks. Phys Rev E 69 026113, 2004.
-        """
-        if isinstance(membership, VertexClustering):
-            if membership.graph != self:
-                raise ValueError("clustering object belongs to another graph")
-            return GraphBase.modularity(self, membership.membership, weights)
-        else:
-            return GraphBase.modularity(self, membership, weights)
-
     def path_length_hist(self, directed=True):
         """Returns the path length histogram of the graph
 
@@ -933,69 +747,55 @@ def path_length_hist(self, directed=True):
         hist.unconnected = int(unconn)
         return hist
 
-    def pagerank(
-        self,
-        vertices=None,
-        directed=True,
-        damping=0.85,
-        weights=None,
-        arpack_options=None,
-        implementation="prpack",
-        niter=1000,
-        eps=0.001,
-    ):
-        """Calculates the PageRank values of a graph.
-
-        @param vertices: the indices of the vertices being queried.
-          C{None} means all of the vertices.
-        @param directed: whether to consider directed paths.
-        @param damping: the damping factor. M{1-damping} is the PageRank value
-          for nodes with no incoming links. It is also the probability of
-          resetting the random walk to a uniform distribution in each step.
-        @param weights: edge weights to be used. Can be a sequence or iterable
-          or even an edge attribute name.
-        @param arpack_options: an L{ARPACKOptions} object used to fine-tune
-          the ARPACK eigenvector calculation. If omitted, the module-level
-          variable called C{arpack_options} is used. This argument is
-          ignored if not the ARPACK implementation is used, see the
-          I{implementation} argument.
-        @param implementation: which implementation to use to solve the
-          PageRank eigenproblem. Possible values are:
-            - C{"prpack"}: use the PRPACK library. This is a new
-              implementation in igraph 0.7
-            - C{"arpack"}: use the ARPACK library. This implementation
-              was used from version 0.5, until version 0.7.
-            - C{"power"}: use a simple power method. This is the
-              implementation that was used before igraph version 0.5.
-        @param niter: The number of iterations to use in the power method
-          implementation. It is ignored in the other implementations
-        @param eps: The power method implementation will consider the
-          calculation as complete if the difference of PageRank values between
-          iterations change less than this value for every node. It is
-          ignored by the other implementations.
-        @return: a list with the Google PageRank values of the specified
-          vertices."""
-        if arpack_options is None:
-            arpack_options = default_arpack_options
-        return self.personalized_pagerank(
-            vertices,
-            directed,
-            damping,
-            None,
-            None,
-            weights,
-            arpack_options,
-            implementation,
-            niter,
-            eps,
-        )
-
-    def spanning_tree(self, weights=None, return_tree=True):
-        """Calculates a minimum spanning tree for a graph.
+    # DFS (C version will come soon)
+    def dfs(self, vid, mode=OUT):
+        """Conducts a depth first search (DFS) on the graph.
 
-        @param weights: a vector containing weights for every edge in
-          the graph. C{None} means that the graph is unweighted.
-        @param return_tree: whether to return the minimum spanning tree (when
+        @param vid: the root vertex ID
+        @param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}, ignored
+          for undirected graphs.
+        @return: a tuple with the following items:
+           - The vertex IDs visited (in order)
+           - The parent of every vertex in the DFS
+        """
+        nv = self.vcount()
+        added = [False for v in range(nv)]
+        stack = []
+
+        # prepare output
+        vids = []
+        parents = []
+
+        # ok start from vid
+        stack.append((vid, self.neighbors(vid, mode=mode)))
+        vids.append(vid)
+        parents.append(vid)
+        added[vid] = True
+
+        # go down the rabbit hole
+        while stack:
+            vid, neighbors = stack[-1]
+            if neighbors:
+                # Get next neighbor to visit
+                neighbor = neighbors.pop()
+                if not added[neighbor]:
+                    # Add hanging subtree neighbor
+                    stack.append((neighbor, self.neighbors(neighbor, mode=mode)))
+                    vids.append(neighbor)
+                    parents.append(vid)
+                    added[neighbor] = True
+            else:
+                # No neighbor found, end of subtree
+                stack.pop()
+
+        return (vids, parents)
+
+    def spanning_tree(self, weights=None, return_tree=True):
+        """Calculates a minimum spanning tree for a graph.
+
+        @param weights: a vector containing weights for every edge in
+          the graph. C{None} means that the graph is unweighted.
+        @param return_tree: whether to return the minimum spanning tree (when
           C{return_tree} is C{True}) or to return the IDs of the edges in
           the minimum spanning tree instead (when C{return_tree} is C{False}).
           The default is C{True} for historical reasons as this argument was
@@ -1013,6 +813,39 @@ def spanning_tree(self, weights=None, return_tree=True):
             return self.subgraph_edges(result, delete_vertices=False)
         return result
 
+    ###########################
+    # Dyad/triad census
+    def dyad_census(self, *args, **kwds):
+        """Calculates the dyad census of the graph.
+
+        Dyad census means classifying each pair of vertices of a directed
+        graph into three categories: mutual (there is an edge from I{a} to
+        I{b} and also from I{b} to I{a}), asymmetric (there is an edge
+        from I{a} to I{b} or from I{b} to I{a} but not the other way round)
+        and null (there is no connection between I{a} and I{b}).
+
+        @return: a L{DyadCensus} object.
+        @newfield ref: Reference
+        @ref: Holland, P.W. and Leinhardt, S.  (1970).  A Method for Detecting
+          Structure in Sociometric Data.  American Journal of Sociology, 70,
+          492-513.
+        """
+        return DyadCensus(GraphBase.dyad_census(self, *args, **kwds))
+
+    def triad_census(self, *args, **kwds):
+        """Calculates the triad census of the graph.
+
+        @return: a L{TriadCensus} object.
+        @newfield ref: Reference
+        @ref: Davis, J.A. and Leinhardt, S.  (1972).  The Structure of
+          Positive Interpersonal Relations in Small Groups.  In:
+          J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
+          218-251. Boston: Houghton Mifflin.
+        """
+        return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
+
+    ###########################
+    # Other functions
     def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         """Calculates the average of the vertex transitivities of the graph.
 
@@ -1051,344 +884,13 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         xs = self.transitivity_local_undirected(mode=mode, weights=weights)
         return sum(xs) / float(len(xs))
 
-    def triad_census(self, *args, **kwds):
-        """Calculates the triad census of the graph.
-
-        @return: a L{TriadCensus} object.
-        @newfield ref: Reference
-        @ref: Davis, J.A. and Leinhardt, S.  (1972).  The Structure of
-          Positive Interpersonal Relations in Small Groups.  In:
-          J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
-          218-251. Boston: Houghton Mifflin.
-        """
-        return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
-
-    # Automorphisms
-    count_automorphisms_vf2 = _count_automorphisms_vf2
-
-    get_automorphisms_vf2 = _get_automorphisms_vf2
-
-    # Various clustering algorithms -- mostly wrappers around GraphBase
-    community_fastgreedy = _community_fastgreedy
-
-    community_infomap = _community_infomap
-
-    community_leading_eigenvector_naive = _community_leading_eigenvector_naive
-
-    community_leading_eigenvector = _community_leading_eigenvector
-
-    community_label_propagation = _community_label_propagation
-
-    community_multilevel = _community_multilevel
-
-    community_optimal_modularity = _community_optimal_modularity
-
-    community_edge_betweenness = _community_edge_betweenness
-
-    community_spinglass = _community_spinglass
-
-    community_walktrap = _community_walktrap
-
-    k_core = _k_core
-
-    community_leiden = _community_leiden
-
-    layout = _layout
-
-    layout_auto = _layout_auto
-
-    layout_sugiyama = _layout_sugiyama
-
-    def maximum_bipartite_matching(self, types="type", weights=None, eps=None):
-        """Finds a maximum matching in a bipartite graph.
-
-        A maximum matching is a set of edges such that each vertex is incident on
-        at most one matched edge and the number (or weight) of such edges in the
-        set is as large as possible.
-
-        @param types: vertex types in a list or the name of a vertex attribute
-          holding vertex types. Types should be denoted by zeros and ones (or
-          C{False} and C{True}) for the two sides of the bipartite graph.
-          If omitted, it defaults to C{type}, which is the default vertex type
-          attribute for bipartite graphs.
-        @param weights: edge weights to be used. Can be a sequence or iterable or
-          even an edge attribute name.
-        @param eps: a small real number used in equality tests in the weighted
-          bipartite matching algorithm. Two real numbers are considered equal in
-          the algorithm if their difference is smaller than this value. This
-          is required to avoid the accumulation of numerical errors. If you
-          pass C{None} here, igraph will try to determine an appropriate value
-          automatically.
-        @return: an instance of L{Matching}."""
-        if eps is None:
-            eps = -1
-
-        matches = GraphBase._maximum_bipartite_matching(self, types, weights, eps)
-        return Matching(self, matches, types=types)
-
-    #############################################
-    # Auxiliary I/O functions
-
-    # Graph libraries
-    from_networkx = classmethod(_construct_graph_from_networkx)
-    to_networkx = _export_graph_to_networkx
-
-    from_graph_tool = classmethod(_construct_graph_from_graph_tool)
-    to_graph_tool = _export_graph_to_graph_tool
-
-    # Files
-    Read_DIMACS = classmethod(_construct_graph_from_dimacs_file)
-    write_dimacs = _write_graph_to_dimacs_file
-
-    Read_GraphMLz = classmethod(_construct_graph_from_graphmlz_file)
-    write_graphmlz = _write_graph_to_graphmlz_file
-
-    Read_Pickle = classmethod(_construct_graph_from_pickle_file)
-    write_pickle = _write_graph_to_pickle_file
-
-    Read_Picklez = classmethod(_construct_graph_from_picklez_file)
-    write_picklez = _write_graph_to_picklez_file
-
-    Read_Adjacency = classmethod(_construct_graph_from_adjacency_file)
-    write_adjacency = _write_graph_to_adjacency_file
-
-    Read = classmethod(_construct_graph_from_file)
-    Load = Read
-    write = _write_graph_to_file
-    save = write
-
-    # Various objects
-    # list of dict representation of graphs
-    DictList = classmethod(_construct_graph_from_dict_list)
-    to_dict_list = _export_graph_to_dict_list
-
-    # tuple-like representation of graphs
-    TupleList = classmethod(_construct_graph_from_tuple_list)
-    to_tuple_list = _export_graph_to_tuple_list
-
-    # dict of sequence representation of graphs
-    ListDict = classmethod(_construct_graph_from_list_dict)
-    to_list_dict = _export_graph_to_list_dict
-
-    # dict of dicts representation of graphs
-    DictDict = classmethod(_construct_graph_from_dict_dict)
-    to_dict_dict = _export_graph_to_dict_dict
-
-    # adjacency matrix
-    Adjacency = classmethod(_construct_graph_from_adjacency)
-
-    Weighted_Adjacency = classmethod(_construct_graph_from_weighted_adjacency)
-
-    # pandas dataframe(s)
-    DataFrame = classmethod(_construct_graph_from_dataframe)
-
-    get_vertex_dataframe = _export_vertex_dataframe
-
-    get_edge_dataframe = _export_edge_dataframe
-
-    # Bipartite graphs
-    Bipartite = classmethod(_construct_bipartite_graph)
-
-    Incidence = classmethod(_construct_incidence_bipartite_graph)
-
-    Full_Bipartite = classmethod(_construct_full_bipartite_graph)
-
-    Random_Bipartite = classmethod(_construct_random_bipartite_graph)
-
-    # Other constructors
-    GRG = classmethod(_construct_random_geometric_graph)
-
-    # Graph formulae
-    Formula = classmethod(construct_graph_from_formula)
-
-    ###########################
-    # Vertex and edge sequence
-
-    @property
-    def vs(self):
-        """The vertex sequence of the graph"""
-        return VertexSeq(self)
-
-    @property
-    def es(self):
-        """The edge sequence of the graph"""
-        return EdgeSeq(self)
-
-    def bipartite_projection(
-        self, types="type", multiplicity=True, probe1=-1, which="both"
-    ):
-        """Projects a bipartite graph into two one-mode graphs. Edge directions
-        are ignored while projecting.
-
-        Examples:
-
-        >>> g = Graph.Full_Bipartite(10, 5)
-        >>> g1, g2 = g.bipartite_projection()
-        >>> g1.isomorphic(Graph.Full(10))
-        True
-        >>> g2.isomorphic(Graph.Full(5))
-        True
-
-        @param types: an igraph vector containing the vertex types, or an
-          attribute name. Anything that evalulates to C{False} corresponds to
-          vertices of the first kind, everything else to the second kind.
-        @param multiplicity: if C{True}, then igraph keeps the multiplicity of
-          the edges in the projection in an edge attribute called C{"weight"}.
-          E.g., if there is an A-C-B and an A-D-B triplet in the bipartite
-          graph and there is no other X (apart from X=B and X=D) for which an
-          A-X-B triplet would exist in the bipartite graph, the multiplicity
-          of the A-B edge in the projection will be 2.
-        @param probe1: this argument can be used to specify the order of the
-          projections in the resulting list. If given and non-negative, then
-          it is considered as a vertex ID; the projection containing the
-          vertex will be the first one in the result.
-        @param which: this argument can be used to specify which of the two
-          projections should be returned if only one of them is needed. Passing
-          0 here means that only the first projection is returned, while 1 means
-          that only the second projection is returned. (Note that we use 0 and 1
-          because Python indexing is zero-based). C{False} is equivalent to 0 and
-          C{True} is equivalent to 1. Any other value means that both projections
-          will be returned in a tuple.
-        @return: a tuple containing the two projected one-mode graphs if C{which}
-          is not 1 or 2, or the projected one-mode graph specified by the
-          C{which} argument if its value is 0, 1, C{False} or C{True}.
-        """
-        superclass_meth = super().bipartite_projection
-
-        if which is False:
-            which = 0
-        elif which is True:
-            which = 1
-        if which != 0 and which != 1:
-            which = -1
-
-        if multiplicity:
-            if which == 0:
-                g1, w1 = superclass_meth(types, True, probe1, which)
-                g2, w2 = None, None
-            elif which == 1:
-                g1, w1 = None, None
-                g2, w2 = superclass_meth(types, True, probe1, which)
-            else:
-                g1, g2, w1, w2 = superclass_meth(types, True, probe1, which)
-
-            if g1 is not None:
-                g1.es["weight"] = w1
-                if g2 is not None:
-                    g2.es["weight"] = w2
-                    return g1, g2
-                else:
-                    return g1
-            else:
-                g2.es["weight"] = w2
-                return g2
-        else:
-            return superclass_meth(types, False, probe1, which)
-
-    def bipartite_projection_size(self, types="type", *args, **kwds):
-        """Calculates the number of vertices and edges in the bipartite
-        projections of this graph according to the specified vertex types.
-        This is useful if you have a bipartite graph and you want to estimate
-        the amount of memory you would need to calculate the projections
-        themselves.
-
-        @param types: an igraph vector containing the vertex types, or an
-          attribute name. Anything that evalulates to C{False} corresponds to
-          vertices of the first kind, everything else to the second kind.
-        @return: a 4-tuple containing the number of vertices and edges in the
-          first projection, followed by the number of vertices and edges in the
-          second projection.
-        """
-        return super().bipartite_projection_size(types, *args, **kwds)
-
-    def get_incidence(self, types="type", *args, **kwds):
-        """Returns the incidence matrix of a bipartite graph. The incidence matrix
-        is an M{n} times M{m} matrix, where M{n} and M{m} are the number of
-        vertices in the two vertex classes.
-
-        @param types: an igraph vector containing the vertex types, or an
-          attribute name. Anything that evalulates to C{False} corresponds to
-          vertices of the first kind, everything else to the second kind.
-        @return: the incidence matrix and two lists in a triplet. The first
-          list defines the mapping between row indices of the matrix and the
-          original vertex IDs. The second list is the same for the column
-          indices.
-        """
-        return super().get_incidence(types, *args, **kwds)
-
-    ###########################
-    # DFS (C version will come soon)
-    def dfs(self, vid, mode=OUT):
-        """Conducts a depth first search (DFS) on the graph.
-
-        @param vid: the root vertex ID
-        @param mode: either C{\"in\"} or C{\"out\"} or C{\"all\"}, ignored
-          for undirected graphs.
-        @return: a tuple with the following items:
-           - The vertex IDs visited (in order)
-           - The parent of every vertex in the DFS
-        """
-        nv = self.vcount()
-        added = [False for v in range(nv)]
-        stack = []
-
-        # prepare output
-        vids = []
-        parents = []
-
-        # ok start from vid
-        stack.append((vid, self.neighbors(vid, mode=mode)))
-        vids.append(vid)
-        parents.append(vid)
-        added[vid] = True
-
-        # go down the rabbit hole
-        while stack:
-            vid, neighbors = stack[-1]
-            if neighbors:
-                # Get next neighbor to visit
-                neighbor = neighbors.pop()
-                if not added[neighbor]:
-                    # Add hanging subtree neighbor
-                    stack.append((neighbor, self.neighbors(neighbor, mode=mode)))
-                    vids.append(neighbor)
-                    parents.append(vid)
-                    added[neighbor] = True
-            else:
-                # No neighbor found, end of subtree
-                stack.pop()
-
-        return (vids, parents)
-
     ###########################
     # ctypes support
-
     @property
     def _as_parameter_(self):
         return self._raw_pointer()
 
-    ###################
-    # Custom operators
-    __iadd__ = _operator_method_registry['__iadd__']
-
-    __add__ = _operator_method_registry['__add__']
-
-    __and__ = _operator_method_registry['__and__']
-
-    __isub__ = _operator_method_registry['__isub__']
-
-    __sub__ = _operator_method_registry['__sub__']
-
-    __mul__ = _operator_method_registry['__mul__']
-
-    __or__ = _operator_method_registry['__or__']
-
-    disjoint_union = _operator_method_registry['disjoint_union']
-
-    union = _operator_method_registry['union']
-
-    intersection = _operator_method_registry['intersection']
-
+    # Other type functions
     def __bool__(self):
         """Returns True if the graph has at least one vertex, False otherwise."""
         return self.vcount() > 0
@@ -1444,219 +946,24 @@ def __reduce__(self):
     __iter__ = None  # needed for PyPy
     __hash__ = None  # needed for PyPy
 
-    __plot__ = _graph_plot
-
-    def __str__(self):
-        """Returns a string representation of the graph.
-
-        Behind the scenes, this method constructs a L{GraphSummary}
-        instance and invokes its C{__str__} method with a verbosity of 1
-        and attribute printing turned off.
-
-        See the documentation of L{GraphSummary} for more details about the
-        output.
-        """
-        params = dict(
-            verbosity=1,
-            width=78,
-            print_graph_attributes=False,
-            print_vertex_attributes=False,
-            print_edge_attributes=False,
-        )
-        return self.summary(**params)
 
-    def summary(self, verbosity=0, width=None, *args, **kwds):
-        """Returns the summary of the graph.
-
-        The output of this method is similar to the output of the
-        C{__str__} method. If I{verbosity} is zero, only the header line
-        is returned (see C{__str__} for more details), otherwise the
-        header line and the edge list is printed.
-
-        Behind the scenes, this method constructs a L{GraphSummary}
-        object and invokes its C{__str__} method.
-
-        @param verbosity: if zero, only the header line is returned
-          (see C{__str__} for more details), otherwise the header line
-          and the full edge list is printed.
-        @param width: the number of characters to use in one line.
-          If C{None}, no limit will be enforced on the line lengths.
-        @return: the summary of the graph.
-        """
-        return str(GraphSummary(self, verbosity, width, *args, **kwds))
-
-    _format_mapping = {
-        "ncol": ("Read_Ncol", "write_ncol"),
-        "lgl": ("Read_Lgl", "write_lgl"),
-        "graphdb": ("Read_GraphDB", None),
-        "graphmlz": ("Read_GraphMLz", "write_graphmlz"),
-        "graphml": ("Read_GraphML", "write_graphml"),
-        "gml": ("Read_GML", "write_gml"),
-        "dot": (None, "write_dot"),
-        "graphviz": (None, "write_dot"),
-        "net": ("Read_Pajek", "write_pajek"),
-        "pajek": ("Read_Pajek", "write_pajek"),
-        "dimacs": ("Read_DIMACS", "write_dimacs"),
-        "adjacency": ("Read_Adjacency", "write_adjacency"),
-        "adj": ("Read_Adjacency", "write_adjacency"),
-        "edgelist": ("Read_Edgelist", "write_edgelist"),
-        "edge": ("Read_Edgelist", "write_edgelist"),
-        "edges": ("Read_Edgelist", "write_edgelist"),
-        "pickle": ("Read_Pickle", "write_pickle"),
-        "picklez": ("Read_Picklez", "write_picklez"),
-        "svg": (None, "write_svg"),
-        "gw": (None, "write_leda"),
-        "leda": (None, "write_leda"),
-        "lgr": (None, "write_leda"),
-        "dl": ("Read_DL", None),
-    }
-
-    _layout_mapping = {
-        "auto": "layout_auto",
-        "automatic": "layout_auto",
-        "bipartite": "layout_bipartite",
-        "circle": "layout_circle",
-        "circular": "layout_circle",
-        "davidson_harel": "layout_davidson_harel",
-        "dh": "layout_davidson_harel",
-        "drl": "layout_drl",
-        "fr": "layout_fruchterman_reingold",
-        "fruchterman_reingold": "layout_fruchterman_reingold",
-        "graphopt": "layout_graphopt",
-        "grid": "layout_grid",
-        "kk": "layout_kamada_kawai",
-        "kamada_kawai": "layout_kamada_kawai",
-        "lgl": "layout_lgl",
-        "large": "layout_lgl",
-        "large_graph": "layout_lgl",
-        "mds": "layout_mds",
-        "random": "layout_random",
-        "rt": "layout_reingold_tilford",
-        "tree": "layout_reingold_tilford",
-        "reingold_tilford": "layout_reingold_tilford",
-        "rt_circular": "layout_reingold_tilford_circular",
-        "reingold_tilford_circular": "layout_reingold_tilford_circular",
-        "sphere": "layout_sphere",
-        "spherical": "layout_sphere",
-        "star": "layout_star",
-        "sugiyama": "layout_sugiyama",
-    }
-
-    # After adjusting something here, don't forget to update the docstring
-    # of Graph.layout if necessary!
+##############################################################
+# I/O format mapping
+Graph._format_mapping = _format_mapping
 
 
 ##############################################################
 # Additional methods of VertexSeq and EdgeSeq that call Graph methods
+_add_proxy_methods()
 
 
-def _graphmethod(func=None, name=None):
-    """Auxiliary decorator
-
-    This decorator allows some methods of L{VertexSeq} and L{EdgeSeq} to
-    call their respective counterparts in L{Graph} to avoid code duplication.
-
-    @param func: the function being decorated. This function will be
-      called on the results of the original L{Graph} method.
-      If C{None}, defaults to the identity function.
-    @param name: the name of the corresponding method in L{Graph}. If
-      C{None}, it defaults to the name of the decorated function.
-    @return: the decorated function
-    """
-    if name is None:
-        name = func.__name__
-    method = getattr(Graph, name)
-
-    if hasattr(func, "__call__"):
-
-        def decorated(*args, **kwds):
-            self = args[0].graph
-            return func(args[0], method(self, *args, **kwds))
-
-    else:
-
-        def decorated(*args, **kwds):
-            self = args[0].graph
-            return method(self, *args, **kwds)
-
-    decorated.__name__ = name
-    decorated.__doc__ = """Proxy method to L{Graph.%(name)s()}
-
-This method calls the C{%(name)s()} method of the L{Graph} class
-restricted to this sequence, and returns the result.
-
-@see: Graph.%(name)s() for details.
-""" % {
-        "name": name
-    }
-
-    return decorated
-
-
-def _add_proxy_methods():
-
-    # Proxy methods for VertexSeq and EdgeSeq that forward their arguments to
-    # the corresponding Graph method are constructed here. Proxy methods for
-    # Vertex and Edge are added in the C source code. Make sure that you update
-    # the C source whenever you add a proxy method here if that makes sense for
-    # an individual vertex or edge
-    decorated_methods = {}
-    decorated_methods[VertexSeq] = [
-        "degree",
-        "betweenness",
-        "bibcoupling",
-        "closeness",
-        "cocitation",
-        "constraint",
-        "diversity",
-        "eccentricity",
-        "get_shortest_paths",
-        "maxdegree",
-        "pagerank",
-        "personalized_pagerank",
-        "shortest_paths",
-        "similarity_dice",
-        "similarity_jaccard",
-        "subgraph",
-        "indegree",
-        "outdegree",
-        "isoclass",
-        "delete_vertices",
-        "is_separator",
-        "is_minimal_separator",
-    ]
-    decorated_methods[EdgeSeq] = [
-        "count_multiple",
-        "delete_edges",
-        "is_loop",
-        "is_multiple",
-        "is_mutual",
-        "subgraph_edges",
-    ]
-
-    rename_methods = {}
-    rename_methods[VertexSeq] = {"delete_vertices": "delete"}
-    rename_methods[EdgeSeq] = {"delete_edges": "delete", "subgraph_edges": "subgraph"}
-
-    for cls, methods in decorated_methods.items():
-        for method in methods:
-            new_method_name = rename_methods[cls].get(method, method)
-            setattr(cls, new_method_name, _graphmethod(None, method))
-
-    setattr(
-        EdgeSeq,
-        "edge_betweenness",
-        _graphmethod(
-            lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
-        ),
-    )
+##############################################################
+# Layout mapping
+Graph._layout_mapping = _layout_mapping
 
 
-_add_proxy_methods()
-
 ##############################################################
 # Making sure that layout methods always return a Layout
-
 for name in dir(Graph):
     if not name.startswith("layout_"):
         continue
@@ -1664,9 +971,9 @@ def _add_proxy_methods():
         continue
     setattr(Graph, name, _layout_method_wrapper(getattr(Graph, name)))
 
+
 ##############################################################
 # Adding aliases for the 3D versions of the layout methods
-
 Graph.layout_fruchterman_reingold_3d = _3d_version_for(
     Graph.layout_fruchterman_reingold
 )
@@ -1675,9 +982,9 @@ def _add_proxy_methods():
 Graph.layout_grid_3d = _3d_version_for(Graph.layout_grid)
 Graph.layout_sphere = _3d_version_for(Graph.layout_circle)
 
-##############################################################
-
 
+##############################################################
+# Auxiliary global functions
 def get_include():
     """Returns the folder that contains the C API headers of the Python
     interface of igraph."""
@@ -1730,8 +1037,12 @@ def write(graph, filename, *args, **kwds):
 save = write
 
 
+##############################################################
+# Configuration singleton instance
 config = init_configuration()
 
+
+##############################################################
 # Remove modular methods from namespace
 del (
     construct_graph_from_formula,
@@ -1741,6 +1052,7 @@ def write(graph, filename, *args, **kwds):
     _construct_graph_from_picklez_file,
     _construct_graph_from_adjacency_file,
     _construct_graph_from_file,
+    _format_mapping,
     _construct_graph_from_dict_list,
     _construct_graph_from_tuple_list,
     _construct_graph_from_list_dict,
@@ -1773,6 +1085,7 @@ def write(graph, filename, *args, **kwds):
     _community_walktrap,
     _k_core,
     _community_leiden,
+    _modularity,
     _graph_plot,
     _operator_method_registry,
     _add_edge,
@@ -1780,11 +1093,24 @@ def write(graph, filename, *args, **kwds):
     _add_vertex,
     _add_vertices,
     _delete_edges,
+    _as_directed,
+    _as_undirected,
     _layout,
     _layout_auto,
     _layout_sugiyama,
     _layout_method_wrapper,
     _3d_version_for,
+    _layout_mapping,
     _count_automorphisms_vf2,
     _get_automorphisms_vf2,
+    _get_adjacency,
+    _get_adjacency_sparse,
+    _get_adjlist,
+    _maximum_bipartite_matching,
+    _bipartite_projection,
+    _bipartite_projection_size,
+    _biconnected_components,
+    _cohesive_blocks,
+    _clusters,
+    _add_proxy_methods,
 )
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
new file mode 100644
index 000000000..65ae88606
--- /dev/null
+++ b/src/igraph/adjacency.py
@@ -0,0 +1,175 @@
+from igraph._igraph import (
+    ADJ_DIRECTED,
+    ADJ_LOWER,
+    ADJ_MAX,
+    ADJ_MIN,
+    ADJ_PLUS,
+    ADJ_UNDIRECTED,
+    ADJ_UPPER,
+    GET_ADJACENCY_BOTH,
+    GET_ADJACENCY_LOWER,
+    GET_ADJACENCY_UPPER,
+    GraphBase,
+)
+from igraph.datatypes import Matrix
+
+
+__all__ = (
+    '_get_adjacency',
+    '_get_adjacency_sparse',
+    '_get_adjlist',
+    '_get_incidence',
+    '_get_inclist',
+)
+
+
+def _get_adjacency(
+    self, type=GET_ADJACENCY_BOTH, attribute=None, default=0, eids=False
+):
+    """Returns the adjacency matrix of a graph.
+
+    @param type: either C{GET_ADJACENCY_LOWER} (uses the lower
+      triangle of the matrix) or C{GET_ADJACENCY_UPPER}
+      (uses the upper triangle) or C{GET_ADJACENCY_BOTH}
+      (uses both parts). Ignored for directed graphs.
+    @param attribute: if C{None}, returns the ordinary adjacency
+      matrix. When the name of a valid edge attribute is given
+      here, the matrix returned will contain the default value
+      at the places where there is no edge or the value of the
+      given attribute where there is an edge. Multiple edges are
+      not supported, the value written in the matrix in this case
+      will be unpredictable. This parameter is ignored if
+      I{eids} is C{True}
+    @param default: the default value written to the cells in the
+      case of adjacency matrices with attributes.
+    @param eids: specifies whether the edge IDs should be returned
+      in the adjacency matrix. Since zero is a valid edge ID, the
+      cells in the matrix that correspond to unconnected vertex
+      pairs will contain -1 instead of 0 if I{eids} is C{True}.
+      If I{eids} is C{False}, the number of edges will be returned
+      in the matrix for each vertex pair.
+    @return: the adjacency matrix as a L{Matrix}.
+    """
+    if (
+        type != GET_ADJACENCY_LOWER
+        and type != GET_ADJACENCY_UPPER
+        and type != GET_ADJACENCY_BOTH
+    ):
+        # Maybe it was called with the first argument as the attribute name
+        type, attribute = attribute, type
+        if type is None:
+            type = GET_ADJACENCY_BOTH
+
+    if eids:
+        result = Matrix(GraphBase.get_adjacency(self, type, eids))
+        result -= 1
+        return result
+
+    if attribute is None:
+        return Matrix(GraphBase.get_adjacency(self, type))
+
+    if attribute not in self.es.attribute_names():
+        raise ValueError("Attribute does not exist")
+
+    data = [[default] * self.vcount() for _ in range(self.vcount())]
+
+    if self.is_directed():
+        for edge in self.es:
+            data[edge.source][edge.target] = edge[attribute]
+        return Matrix(data)
+
+    if type == GET_ADJACENCY_BOTH:
+        for edge in self.es:
+            source, target = edge.tuple
+            data[source][target] = edge[attribute]
+            data[target][source] = edge[attribute]
+    elif type == GET_ADJACENCY_UPPER:
+        for edge in self.es:
+            data[min(edge.tuple)][max(edge.tuple)] = edge[attribute]
+    else:
+        for edge in self.es:
+            data[max(edge.tuple)][min(edge.tuple)] = edge[attribute]
+
+    return Matrix(data)
+
+
+def _get_adjacency_sparse(self, attribute=None):
+    """Returns the adjacency matrix of a graph as a SciPy CSR matrix.
+
+    @param attribute: if C{None}, returns the ordinary adjacency
+      matrix. When the name of a valid edge attribute is given
+      here, the matrix returned will contain the default value
+      at the places where there is no edge or the value of the
+      given attribute where there is an edge.
+    @return: the adjacency matrix as a C{scipy.sparse.csr_matrix}.
+    """
+    try:
+        from scipy import sparse
+    except ImportError:
+        raise ImportError("You should install scipy in order to use this function")
+
+    edges = self.get_edgelist()
+    if attribute is None:
+        weights = [1] * len(edges)
+    else:
+        if attribute not in self.es.attribute_names():
+            raise ValueError("Attribute does not exist")
+
+        weights = self.es[attribute]
+
+    N = self.vcount()
+    mtx = sparse.csr_matrix((weights, list(zip(*edges))), shape=(N, N))
+
+    if not self.is_directed():
+        mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T
+    return mtx
+
+
+def _get_adjlist(self, mode="out"):
+    """Returns the adjacency list representation of the graph.
+
+    The adjacency list representation is a list of lists. Each item of the
+    outer list belongs to a single vertex of the graph. The inner list
+    contains the neighbors of the given vertex.
+
+    @param mode: if C{\"out\"}, returns the successors of the vertex. If
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
+      the predecessors and the successors will be returned. Ignored
+      for undirected graphs.
+    """
+    return [self.neighbors(idx, mode) for idx in range(self.vcount())]
+
+
+def _get_incidence(graph, types="type", *args, **kwds):
+    """Returns the incidence matrix of a bipartite graph. The incidence matrix
+    is an M{n} times M{m} matrix, where M{n} and M{m} are the number of
+    vertices in the two vertex classes.
+
+    @param types: an igraph vector containing the vertex types, or an
+      attribute name. Anything that evalulates to C{False} corresponds to
+      vertices of the first kind, everything else to the second kind.
+    @return: the incidence matrix and two lists in a triplet. The first
+      list defines the mapping between row indices of the matrix and the
+      original vertex IDs. The second list is the same for the column
+      indices.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    return super(Graph, graph).get_incidence(types, *args, **kwds)
+
+
+def _get_inclist(graph, mode="out"):
+    """Returns the incidence list representation of the graph.
+
+    The incidence list representation is a list of lists. Each
+    item of the outer list belongs to a single vertex of the graph.
+    The inner list contains the IDs of the incident edges of the
+    given vertex.
+
+    @param mode: if C{\"out\"}, returns the successors of the vertex. If
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
+      the predecessors and the successors will be returned. Ignored
+      for undirected graphs.
+    """
+    return [graph.incident(idx, mode) for idx in range(graph.vcount())]
diff --git a/src/igraph/basic/__init__.py b/src/igraph/basic/__init__.py
index 7b7df7187..f02006a63 100644
--- a/src/igraph/basic/__init__.py
+++ b/src/igraph/basic/__init__.py
@@ -142,3 +142,30 @@ def _delete_edges(graph, *args, **kwds):
     else:
         edge_seq = args[0]
     return GraphBase.delete_edges(graph, edge_seq)
+
+
+def _clear(graph):
+    """Clears the graph, deleting all vertices, edges, and attributes.
+
+    @see: L{delete_vertices} and L{delete_edges}.
+    """
+    graph.delete_vertices()
+    for attr in graph.attributes():
+        del graph[attr]
+
+
+def _as_directed(graph, *args, **kwds):
+    """Returns a directed copy of this graph. Arguments are passed on
+    to L{to_directed()} that is invoked on the copy.
+    """
+    copy = graph.copy()
+    copy.to_directed(*args, **kwds)
+    return copy
+
+def _as_undirected(graph, *args, **kwds):
+    """Returns an undirected copy of this graph. Arguments are passed on
+    to L{to_undirected()} that is invoked on the copy.
+    """
+    copy = graph.copy()
+    copy.to_undirected(*args, **kwds)
+    return copy
diff --git a/src/igraph/bipartite.py b/src/igraph/bipartite.py
new file mode 100644
index 000000000..881559401
--- /dev/null
+++ b/src/igraph/bipartite.py
@@ -0,0 +1,125 @@
+from igraph._igraph import GraphBase
+from igraph.matching import Matching
+
+
+def _maximum_bipartite_matching(graph, types="type", weights=None, eps=None):
+    """Finds a maximum matching in a bipartite graph.
+
+    A maximum matching is a set of edges such that each vertex is incident on
+    at most one matched edge and the number (or weight) of such edges in the
+    set is as large as possible.
+
+    @param types: vertex types in a list or the name of a vertex attribute
+      holding vertex types. Types should be denoted by zeros and ones (or
+      C{False} and C{True}) for the two sides of the bipartite graph.
+      If omitted, it defaults to C{type}, which is the default vertex type
+      attribute for bipartite graphs.
+    @param weights: edge weights to be used. Can be a sequence or iterable or
+      even an edge attribute name.
+    @param eps: a small real number used in equality tests in the weighted
+      bipartite matching algorithm. Two real numbers are considered equal in
+      the algorithm if their difference is smaller than this value. This
+      is required to avoid the accumulation of numerical errors. If you
+      pass C{None} here, igraph will try to determine an appropriate value
+      automatically.
+    @return: an instance of L{Matching}."""
+    if eps is None:
+        eps = -1
+
+    matches = GraphBase._maximum_bipartite_matching(graph, types, weights, eps)
+    return Matching(graph, matches, types=types)
+
+
+def _bipartite_projection(
+    graph, types="type", multiplicity=True, probe1=-1, which="both"
+):
+    """Projects a bipartite graph into two one-mode graphs. Edge directions
+    are ignored while projecting.
+
+    Examples:
+
+    >>> g = Graph.Full_Bipartite(10, 5)
+    >>> g1, g2 = g.bipartite_projection()
+    >>> g1.isomorphic(Graph.Full(10))
+    True
+    >>> g2.isomorphic(Graph.Full(5))
+    True
+
+    @param types: an igraph vector containing the vertex types, or an
+      attribute name. Anything that evalulates to C{False} corresponds to
+      vertices of the first kind, everything else to the second kind.
+    @param multiplicity: if C{True}, then igraph keeps the multiplicity of
+      the edges in the projection in an edge attribute called C{"weight"}.
+      E.g., if there is an A-C-B and an A-D-B triplet in the bipartite
+      graph and there is no other X (apart from X=B and X=D) for which an
+      A-X-B triplet would exist in the bipartite graph, the multiplicity
+      of the A-B edge in the projection will be 2.
+    @param probe1: this argument can be used to specify the order of the
+      projections in the resulting list. If given and non-negative, then
+      it is considered as a vertex ID; the projection containing the
+      vertex will be the first one in the result.
+    @param which: this argument can be used to specify which of the two
+      projections should be returned if only one of them is needed. Passing
+      0 here means that only the first projection is returned, while 1 means
+      that only the second projection is returned. (Note that we use 0 and 1
+      because Python indexing is zero-based). C{False} is equivalent to 0 and
+      C{True} is equivalent to 1. Any other value means that both projections
+      will be returned in a tuple.
+    @return: a tuple containing the two projected one-mode graphs if C{which}
+      is not 1 or 2, or the projected one-mode graph specified by the
+      C{which} argument if its value is 0, 1, C{False} or C{True}.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    superclass_meth = super(Graph, graph).bipartite_projection
+
+    if which is False:
+        which = 0
+    elif which is True:
+        which = 1
+    if which != 0 and which != 1:
+        which = -1
+
+    if multiplicity:
+        if which == 0:
+            g1, w1 = superclass_meth(types, True, probe1, which)
+            g2, w2 = None, None
+        elif which == 1:
+            g1, w1 = None, None
+            g2, w2 = superclass_meth(types, True, probe1, which)
+        else:
+            g1, g2, w1, w2 = superclass_meth(types, True, probe1, which)
+
+        if g1 is not None:
+            g1.es["weight"] = w1
+            if g2 is not None:
+                g2.es["weight"] = w2
+                return g1, g2
+            else:
+                return g1
+        else:
+            g2.es["weight"] = w2
+            return g2
+    else:
+        return superclass_meth(types, False, probe1, which)
+
+
+def _bipartite_projection_size(graph, types="type", *args, **kwds):
+    """Calculates the number of vertices and edges in the bipartite
+    projections of this graph according to the specified vertex types.
+    This is useful if you have a bipartite graph and you want to estimate
+    the amount of memory you would need to calculate the projections
+    themselves.
+
+    @param types: an igraph vector containing the vertex types, or an
+      attribute name. Anything that evalulates to C{False} corresponds to
+      vertices of the first kind, everything else to the second kind.
+    @return: a 4-tuple containing the number of vertices and edges in the
+      first projection, followed by the number of vertices and edges in the
+      second projection.
+    """
+    # Deferred import to avoid cycles
+    from igraph import Graph
+
+    return super(Graph, graph).bipartite_projection_size(types, *args, **kwds)
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 92631d31c..72c7310fe 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,6 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
+from igraph._igraph import GraphBase
 from igraph import community_to_membership
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
@@ -1530,3 +1531,63 @@ def split_join_distance(comm1, comm2, remove_none=False):
 
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
     return igraph._igraph._split_join_distance(vec1, vec2)
+
+
+def _biconnected_components(graph, return_articulation_points=False):
+    """\
+    Calculates the biconnected components of the graph.
+
+    @param return_articulation_points: whether to return the articulation
+      points as well
+    @return: a L{VertexCover} object describing the biconnected components,
+      and optionally the list of articulation points as well
+    """
+    if return_articulation_points:
+        trees, aps = GraphBase.biconnected_components(graph, True)
+    else:
+        trees = GraphBase.biconnected_components(graph, False)
+
+    clusters = []
+    if trees:
+        edgelist = graph.get_edgelist()
+        for tree in trees:
+            cluster = set()
+            for edge_id in tree:
+                cluster.update(edgelist[edge_id])
+            clusters.append(sorted(cluster))
+
+    clustering = VertexCover(graph, clusters)
+
+    if return_articulation_points:
+        return clustering, aps
+    else:
+        return clustering
+
+
+def _cohesive_blocks(graph):
+    """Calculates the cohesive block structure of the graph.
+
+    Cohesive blocking is a method of determining hierarchical subsets of graph
+    vertices based on their structural cohesion (i.e. vertex connectivity).
+    For a given graph G, a subset of its vertices S is said to be maximally
+    k-cohesive if there is no superset of S with vertex connectivity greater
+    than or equal to k. Cohesive blocking is a process through which, given a
+    k-cohesive set of vertices, maximally l-cohesive subsets are recursively
+    identified with l > k. Thus a hierarchy of vertex subsets is obtained in
+    the end, with the entire graph G at its root.
+
+    @return: an instance of L{CohesiveBlocks}. See the documentation of
+      L{CohesiveBlocks} for more information.
+    @see: L{CohesiveBlocks}
+    """
+    return CohesiveBlocks(graph, *GraphBase.cohesive_blocks(graph))
+
+
+def _clusters(graph, mode="strong"):
+    """Calculates the (strong or weak) clusters (connected components) for
+    a given graph.
+
+    @param mode: must be either C{"strong"} or C{"weak"}, depending on the
+      clusters being sought. Optional, defaults to C{"strong"}.
+    @return: a L{VertexClustering} object"""
+    return VertexClustering(graph, GraphBase.clusters(graph, mode))
diff --git a/src/igraph/community/__init__.py b/src/igraph/community/__init__.py
index cf5b56410..578dc4568 100644
--- a/src/igraph/community/__init__.py
+++ b/src/igraph/community/__init__.py
@@ -476,3 +476,37 @@ def _community_leiden(
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
+def _modularity(self, membership, weights=None):
+    """Calculates the modularity score of the graph with respect to a given
+    clustering.
+
+    The modularity of a graph w.r.t. some division measures how good the
+    division is, or how separated are the different vertex types from each
+    other. It's defined as M{Q=1/(2m)*sum(Aij-ki*kj/(2m)delta(ci,cj),i,j)}.
+    M{m} is the number of edges, M{Aij} is the element of the M{A}
+    adjacency matrix in row M{i} and column M{j}, M{ki} is the degree of
+    node M{i}, M{kj} is the degree of node M{j}, and M{Ci} and C{cj} are
+    the types of the two vertices (M{i} and M{j}). M{delta(x,y)} is one iff
+    M{x=y}, 0 otherwise.
+
+    If edge weights are given, the definition of modularity is modified as
+    follows: M{Aij} becomes the weight of the corresponding edge, M{ki}
+    is the total weight of edges adjacent to vertex M{i}, M{kj} is the
+    total weight of edges adjacent to vertex M{j} and M{m} is the total
+    edge weight in the graph.
+
+    @param membership: a membership list or a L{VertexClustering} object
+    @param weights: optional edge weights or C{None} if all edges are
+      weighed equally. Attribute names are also allowed.
+    @return: the modularity score
+
+    @newfield ref: Reference
+    @ref: MEJ Newman and M Girvan: Finding and evaluating community
+      structure in networks. Phys Rev E 69 026113, 2004.
+    """
+    if isinstance(membership, VertexClustering):
+        if membership.graph != self:
+            raise ValueError("clustering object belongs to another graph")
+        return GraphBase.modularity(self, membership.membership, weights)
+    else:
+        return GraphBase.modularity(self, membership, weights)
diff --git a/src/igraph/components.py b/src/igraph/components.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index c6be762d4..4cf62d937 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -2,6 +2,9 @@
 # -*- coding: utf-8 -*-
 """Classes representing cuts and flows on graphs."""
 
+from igraph._igraph import (
+    GraphBase,
+)
 from igraph.clustering import VertexClustering
 
 
@@ -187,3 +190,142 @@ def flow(self):
         larger vertex ID to the smaller.
         """
         return self._flow
+
+
+def _all_st_cuts(graph, source, target):
+    """\
+    Returns all the cuts between the source and target vertices in a
+    directed graph.
+
+    This function lists all edge-cuts between a source and a target vertex.
+    Every cut is listed exactly once.
+
+    @param source: the source vertex ID
+    @param target: the target vertex ID
+    @return: a list of L{Cut} objects.
+
+    @newfield ref: Reference
+    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+      graphs. Algorithmica 15, 351--372, 1996.
+    """
+    return [
+        Cut(graph, cut=cut, partition=part)
+        for cut, part in zip(*GraphBase.all_st_cuts(graph, source, target))
+    ]
+
+
+def _all_st_mincuts(graph, source, target, capacity=None):
+    """\
+    Returns all the mincuts between the source and target vertices in a
+    directed graph.
+
+    This function lists all minimum edge-cuts between a source and a target
+    vertex.
+
+    @param source: the source vertex ID
+    @param target: the target vertex ID
+    @param capacity: the edge capacities (weights). If C{None}, all
+      edges have equal weight. May also be an attribute name.
+    @return: a list of L{Cut} objects.
+
+    @newfield ref: Reference
+    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+      graphs. Algorithmica 15, 351--372, 1996.
+    """
+    value, cuts, parts = GraphBase.all_st_mincuts(graph, source, target, capacity)
+    return [
+        Cut(graph, value, cut=cut, partition=part) for cut, part in zip(cuts, parts)
+    ]
+
+
+def _gomory_hu_tree(graph, capacity=None, flow="flow"):
+    """Calculates the Gomory-Hu tree of an undirected graph with optional
+    edge capacities.
+
+    The Gomory-Hu tree is a concise representation of the value of all the
+    maximum flows (or minimum cuts) in a graph. The vertices of the tree
+    correspond exactly to the vertices of the original graph in the same order.
+    Edges of the Gomory-Hu tree are annotated by flow values.  The value of
+    the maximum flow (or minimum cut) between an arbitrary (u,v) vertex
+    pair in the original graph is then given by the minimum flow value (i.e.
+    edge annotation) along the shortest path between u and v in the
+    Gomory-Hu tree.
+
+    @param capacity: the edge capacities (weights). If C{None}, all
+      edges have equal weight. May also be an attribute name.
+    @param flow: the name of the edge attribute in the returned graph
+      in which the flow values will be stored.
+    @return: the Gomory-Hu tree as a L{Graph} object.
+    """
+    graph, flow_values = GraphBase.gomory_hu_tree(graph, capacity)
+    graph.es[flow] = flow_values
+    return graph
+
+
+def _maxflow(graph, source, target, capacity=None):
+    """Returns a maximum flow between the given source and target vertices
+    in a graph.
+
+    A maximum flow from I{source} to I{target} is an assignment of
+    non-negative real numbers to the edges of the graph, satisfying
+    two properties:
+
+        1. For each edge, the flow (i.e. the assigned number) is not
+           more than the capacity of the edge (see the I{capacity}
+           argument)
+
+        2. For every vertex except the source and the target, the
+           incoming flow is the same as the outgoing flow.
+
+    The value of the flow is the incoming flow of the target or the
+    outgoing flow of the source (which are equal). The maximum flow
+    is the maximum possible such value.
+
+    @param capacity: the edge capacities (weights). If C{None}, all
+      edges have equal weight. May also be an attribute name.
+    @return: a L{Flow} object describing the maximum flow
+    """
+    return Flow(graph, *GraphBase.maxflow(graph, source, target, capacity))
+
+
+def _mincut(graph, source=None, target=None, capacity=None):
+    """Calculates the minimum cut between the given source and target vertices
+    or within the whole graph.
+
+    The minimum cut is the minimum set of edges that needs to be removed to
+    separate the source and the target (if they are given) or to disconnect the
+    graph (if neither the source nor the target are given). The minimum is
+    calculated using the weights (capacities) of the edges, so the cut with
+    the minimum total capacity is calculated.
+
+    For undirected graphs and no source and target, the method uses the
+    Stoer-Wagner algorithm. For a given source and target, the method uses the
+    push-relabel algorithm; see the references below.
+
+    @param source: the source vertex ID. If C{None}, the target must also be
+      C{None} and the calculation will be done for the entire graph (i.e.
+      all possible vertex pairs).
+    @param target: the target vertex ID. If C{None}, the source must also be
+      C{None} and the calculation will be done for the entire graph (i.e.
+      all possible vertex pairs).
+    @param capacity: the edge capacities (weights). If C{None}, all
+      edges have equal weight. May also be an attribute name.
+    @return: a L{Cut} object describing the minimum cut
+    """
+    return Cut(graph, *GraphBase.mincut(graph, source, target, capacity))
+
+
+def _st_mincut(graph, source, target, capacity=None):
+    """Calculates the minimum cut between the source and target vertices in a
+    graph.
+
+    @param source: the source vertex ID
+    @param target: the target vertex ID
+    @param capacity: the capacity of the edges. It must be a list or a valid
+      attribute name or C{None}. In the latter case, every edge will have the
+      same capacity.
+    @return: the value of the minimum cut, the IDs of vertices in the
+      first and second partition, and the IDs of edges in the cut,
+      packed in a 4-tuple
+    """
+    return Cut(graph, *GraphBase.st_mincut(graph, source, target, capacity))
diff --git a/src/igraph/io/__init__.py b/src/igraph/io/__init__.py
index e69de29bb..aae930b26 100644
--- a/src/igraph/io/__init__.py
+++ b/src/igraph/io/__init__.py
@@ -0,0 +1,25 @@
+_format_mapping = {
+    "ncol": ("Read_Ncol", "write_ncol"),
+    "lgl": ("Read_Lgl", "write_lgl"),
+    "graphdb": ("Read_GraphDB", None),
+    "graphmlz": ("Read_GraphMLz", "write_graphmlz"),
+    "graphml": ("Read_GraphML", "write_graphml"),
+    "gml": ("Read_GML", "write_gml"),
+    "dot": (None, "write_dot"),
+    "graphviz": (None, "write_dot"),
+    "net": ("Read_Pajek", "write_pajek"),
+    "pajek": ("Read_Pajek", "write_pajek"),
+    "dimacs": ("Read_DIMACS", "write_dimacs"),
+    "adjacency": ("Read_Adjacency", "write_adjacency"),
+    "adj": ("Read_Adjacency", "write_adjacency"),
+    "edgelist": ("Read_Edgelist", "write_edgelist"),
+    "edge": ("Read_Edgelist", "write_edgelist"),
+    "edges": ("Read_Edgelist", "write_edgelist"),
+    "pickle": ("Read_Pickle", "write_pickle"),
+    "picklez": ("Read_Picklez", "write_picklez"),
+    "svg": (None, "write_svg"),
+    "gw": (None, "write_leda"),
+    "leda": (None, "write_leda"),
+    "lgr": (None, "write_leda"),
+    "dl": ("Read_DL", None),
+}
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 7ef002f1b..79ecced3a 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -21,6 +21,7 @@
     '_layout_sugiyama',
     '_layout_method_wrapper',
     '_3d_version_for',
+    '_layout_mapping',
 )
 
 
@@ -716,3 +717,36 @@ def result(*args, **kwds):
     )
     return result
 
+
+# After adjusting something here, don't forget to update the docstring
+# of Graph.layout if necessary!
+_layout_mapping = {
+    "auto": "layout_auto",
+    "automatic": "layout_auto",
+    "bipartite": "layout_bipartite",
+    "circle": "layout_circle",
+    "circular": "layout_circle",
+    "davidson_harel": "layout_davidson_harel",
+    "dh": "layout_davidson_harel",
+    "drl": "layout_drl",
+    "fr": "layout_fruchterman_reingold",
+    "fruchterman_reingold": "layout_fruchterman_reingold",
+    "graphopt": "layout_graphopt",
+    "grid": "layout_grid",
+    "kk": "layout_kamada_kawai",
+    "kamada_kawai": "layout_kamada_kawai",
+    "lgl": "layout_lgl",
+    "large": "layout_lgl",
+    "large_graph": "layout_lgl",
+    "mds": "layout_mds",
+    "random": "layout_random",
+    "rt": "layout_reingold_tilford",
+    "tree": "layout_reingold_tilford",
+    "reingold_tilford": "layout_reingold_tilford",
+    "rt_circular": "layout_reingold_tilford_circular",
+    "reingold_tilford_circular": "layout_reingold_tilford_circular",
+    "sphere": "layout_sphere",
+    "spherical": "layout_sphere",
+    "star": "layout_star",
+    "sugiyama": "layout_sugiyama",
+}
diff --git a/src/igraph/seq/__init__.py b/src/igraph/seq/__init__.py
index de065bb79..eee305181 100644
--- a/src/igraph/seq/__init__.py
+++ b/src/igraph/seq/__init__.py
@@ -698,3 +698,107 @@ def __call__(self, *args, **kwds):
         return self.select(*args, **kwds)
 
 
+def _graphmethod(func=None, name=None):
+    """Auxiliary decorator
+
+    This decorator allows some methods of L{VertexSeq} and L{EdgeSeq} to
+    call their respective counterparts in L{Graph} to avoid code duplication.
+
+    @param func: the function being decorated. This function will be
+      called on the results of the original L{Graph} method.
+      If C{None}, defaults to the identity function.
+    @param name: the name of the corresponding method in L{Graph}. If
+      C{None}, it defaults to the name of the decorated function.
+    @return: the decorated function
+    """
+    # Delay import to avoid cycles
+    from igraph import Graph
+
+    if name is None:
+        name = func.__name__
+    method = getattr(Graph, name)
+
+    if hasattr(func, "__call__"):
+
+        def decorated(*args, **kwds):
+            self = args[0].graph
+            return func(args[0], method(self, *args, **kwds))
+
+    else:
+
+        def decorated(*args, **kwds):
+            self = args[0].graph
+            return method(self, *args, **kwds)
+
+    decorated.__name__ = name
+    decorated.__doc__ = """Proxy method to L{Graph.%(name)s()}
+
+This method calls the C{%(name)s()} method of the L{Graph} class
+restricted to this sequence, and returns the result.
+
+@see: Graph.%(name)s() for details.
+""" % {
+        "name": name
+    }
+
+    return decorated
+
+
+def _add_proxy_methods():
+
+    # Proxy methods for VertexSeq and EdgeSeq that forward their arguments to
+    # the corresponding Graph method are constructed here. Proxy methods for
+    # Vertex and Edge are added in the C source code. Make sure that you update
+    # the C source whenever you add a proxy method here if that makes sense for
+    # an individual vertex or edge
+    decorated_methods = {}
+    decorated_methods[VertexSeq] = [
+        "degree",
+        "betweenness",
+        "bibcoupling",
+        "closeness",
+        "cocitation",
+        "constraint",
+        "diversity",
+        "eccentricity",
+        "get_shortest_paths",
+        "maxdegree",
+        "pagerank",
+        "personalized_pagerank",
+        "shortest_paths",
+        "similarity_dice",
+        "similarity_jaccard",
+        "subgraph",
+        "indegree",
+        "outdegree",
+        "isoclass",
+        "delete_vertices",
+        "is_separator",
+        "is_minimal_separator",
+    ]
+    decorated_methods[EdgeSeq] = [
+        "count_multiple",
+        "delete_edges",
+        "is_loop",
+        "is_multiple",
+        "is_mutual",
+        "subgraph_edges",
+    ]
+
+    rename_methods = {}
+    rename_methods[VertexSeq] = {"delete_vertices": "delete"}
+    rename_methods[EdgeSeq] = {"delete_edges": "delete", "subgraph_edges": "subgraph"}
+
+    for cls, methods in decorated_methods.items():
+        for method in methods:
+            new_method_name = rename_methods[cls].get(method, method)
+            setattr(cls, new_method_name, _graphmethod(None, method))
+
+    setattr(
+        EdgeSeq,
+        "edge_betweenness",
+        _graphmethod(
+            lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
+        ),
+    )
+
diff --git a/src/igraph/seq/edgeseq.py b/src/igraph/seq/edgeseq.py
deleted file mode 100644
index 8ab03e2c2..000000000
--- a/src/igraph/seq/edgeseq.py
+++ /dev/null
@@ -1,431 +0,0 @@
-import operator
-
-from igraph._igraph import EdgeSeq as _EdgeSeq
-
-
-class EdgeSeq(_EdgeSeq):
-    """Class representing a sequence of edges in the graph.
-
-    This class is most easily accessed by the C{es} field of the
-    L{Graph} object, which returns an ordered sequence of all edges in
-    the graph. The edge sequence can be refined by invoking the
-    L{EdgeSeq.select()} method. L{EdgeSeq.select()} can also be
-    accessed by simply calling the L{EdgeSeq} object.
-
-    An alternative way to create an edge sequence referring to a given
-    graph is to use the constructor directly:
-
-      >>> g = Graph.Full(3)
-      >>> es = EdgeSeq(g)
-      >>> restricted_es = EdgeSeq(g, [0, 1])
-
-    The individual edges can be accessed by indexing the edge sequence
-    object. It can be used as an iterable as well, or even in a list
-    comprehension:
-
-      >>> g=Graph.Full(3)
-      >>> for e in g.es:
-      ...   print(e.tuple)
-      ...
-      (0, 1)
-      (0, 2)
-      (1, 2)
-      >>> [max(e.tuple) for e in g.es]
-      [1, 2, 2]
-
-    The edge sequence can also be used as a dictionary where the keys are the
-    attribute names. The values corresponding to the keys are the values
-    of the given attribute of every edge in the graph:
-
-      >>> g=Graph.Full(3)
-      >>> for idx, e in enumerate(g.es):
-      ...   e["weight"] = idx*(idx+1)
-      ...
-      >>> g.es["weight"]
-      [0, 2, 6]
-      >>> g.es["weight"] = range(3)
-      >>> g.es["weight"]
-      [0, 1, 2]
-
-    If you specify a sequence that is shorter than the number of edges in
-    the EdgeSeq, the sequence is reused:
-
-      >>> g = Graph.Tree(7, 2)
-      >>> g.es["color"] = ["red", "green"]
-      >>> g.es["color"]
-      ['red', 'green', 'red', 'green', 'red', 'green']
-
-    You can even pass a single string or integer, it will be considered as a
-    sequence of length 1:
-
-      >>> g.es["color"] = "red"
-      >>> g.es["color"]
-      ['red', 'red', 'red', 'red', 'red', 'red']
-
-    Some methods of the edge sequences are simply proxy methods to the
-    corresponding methods in the L{Graph} object. One such example is
-    C{EdgeSeq.is_multiple()}:
-
-      >>> g=Graph(3, [(0,1), (1,0), (1,2)])
-      >>> g.es.is_multiple()
-      [False, True, False]
-      >>> g.es.is_multiple() == g.is_multiple()
-      True
-    """
-
-    def attributes(self):
-        """Returns the list of all the edge attributes in the graph
-        associated to this edge sequence."""
-        return self.graph.edge_attributes()
-
-    def find(self, *args, **kwds):
-        """Returns the first edge of the edge sequence that matches some
-        criteria.
-
-        The selection criteria are equal to the ones allowed by L{VertexSeq.select}.
-        See L{VertexSeq.select} for more details.
-
-        For instance, to find the first edge with weight larger than 5 in graph C{g}:
-
-            >>> g.es.find(weight_gt=5)           #doctest:+SKIP
-        """
-        if args:
-            # Selecting first based on positional arguments, then checking
-            # the criteria specified by the keyword arguments
-            edge = _EdgeSeq.find(self, *args)
-            if not kwds:
-                return edge
-            es = self.graph.es.select(edge.index)
-        else:
-            es = self
-
-        # Selecting based on positional arguments
-        es = es.select(**kwds)
-        if es:
-            return es[0]
-        raise ValueError("no such edge")
-
-    def select(self, *args, **kwds):
-        """Selects a subset of the edge sequence based on some criteria
-
-        The selection criteria can be specified by the positional and the
-        keyword arguments. Positional arguments are always processed before
-        keyword arguments.
-
-          - If the first positional argument is C{None}, an empty sequence is
-            returned.
-
-          - If the first positional argument is a callable object, the object
-            will be called for every edge in the sequence. If it returns
-            C{True}, the edge will be included, otherwise it will
-            be excluded.
-
-          - If the first positional argument is an iterable, it must return
-            integers and they will be considered as indices of the current
-            edge set (NOT the whole edge set of the graph -- the
-            difference matters when one filters an edge set that has
-            already been filtered by a previous invocation of
-            L{EdgeSeq.select()}. In this case, the indices do not refer
-            directly to the edges of the graph but to the elements of
-            the filtered edge sequence.
-
-          - If the first positional argument is an integer, all remaining
-            arguments are expected to be integers. They are considered as
-            indices of the current edge set again.
-
-        Keyword arguments can be used to filter the edges based on their
-        attributes and properties. The name of the keyword specifies the name
-        of the attribute and the filtering operator, they should be
-        concatenated by an underscore (C{_}) character. Attribute names can
-        also contain underscores, but operator names don't, so the operator is
-        always the largest trailing substring of the keyword name that does not
-        contain an underscore. Possible operators are:
-
-          - C{eq}: equal to
-
-          - C{ne}: not equal to
-
-          - C{lt}: less than
-
-          - C{gt}: greater than
-
-          - C{le}: less than or equal to
-
-          - C{ge}: greater than or equal to
-
-          - C{in}: checks if the value of an attribute is in a given list
-
-          - C{notin}: checks if the value of an attribute is not in a given
-            list
-
-        For instance, if you want to filter edges with a numeric C{weight}
-        property larger than 50, you have to write:
-
-          >>> g.es.select(weight_gt=50)            #doctest: +SKIP
-
-        Similarly, to filter edges whose C{type} is in a list of predefined
-        types:
-
-          >>> list_of_types = ["inhibitory", "excitatory"]
-          >>> g.es.select(type_in=list_of_types)   #doctest: +SKIP
-
-        If the operator is omitted, it defaults to C{eq}. For instance, the
-        following selector selects edges whose C{type} property is
-        C{intracluster}:
-
-          >>> g.es.select(type="intracluster")     #doctest: +SKIP
-
-        In the case of an unknown operator, it is assumed that the
-        recognized operator is part of the attribute name and the actual
-        operator is C{eq}.
-
-        Keyword arguments are treated specially if they start with an
-        underscore (C{_}). These are not real attributes but refer to specific
-        properties of the edges, e.g., their centrality.  The rules are as
-        follows:
-
-          1. C{_source} or {_from} means the source vertex of an edge. For
-             undirected graphs, only the C{eq} operator is supported and it
-             is treated as {_incident} (since undirected graphs have no notion
-             of edge directionality).
-
-          2. C{_target} or {_to} means the target vertex of an edge. For
-             undirected graphs, only the C{eq} operator is supported and it
-             is treated as {_incident} (since undirected graphs have no notion
-             of edge directionality).
-
-          3. C{_within} ignores the operator and checks whether both endpoints
-             of the edge lie within a specified set.
-
-          4. C{_between} ignores the operator and checks whether I{one}
-             endpoint of the edge lies within a specified set and the I{other}
-             endpoint lies within another specified set. The two sets must be
-             given as a tuple.
-
-          5. C{_incident} ignores the operator and checks whether the edge is
-             incident on a specific vertex or a set of vertices.
-
-          6. Otherwise, the rest of the name is interpreted as a method of the
-             L{Graph} object. This method is called with the edge sequence as
-             its first argument (all others left at default values) and edges
-             are filtered according to the value returned by the method.
-
-        For instance, if you want to exclude edges with a betweenness
-        centrality less than 2:
-
-          >>> g = Graph.Famous("zachary")
-          >>> excl = g.es.select(_edge_betweenness_ge = 2)
-
-        To select edges originating from vertices 2 and 4:
-
-          >>> edges = g.es.select(_source_in = [2, 4])
-
-        To select edges lying entirely within the subgraph spanned by vertices
-        2, 3, 4 and 7:
-
-          >>> edges = g.es.select(_within = [2, 3, 4, 7])
-
-        To select edges with one endpoint in the vertex set containing vertices
-        2, 3, 4 and 7 and the other endpoint in the vertex set containing
-        vertices 8 and 9:
-
-          >>> edges = g.es.select(_between = ([2, 3, 4, 7], [8, 9]))
-
-        For properties that take a long time to be computed (e.g., betweenness
-        centrality for large graphs), it is advised to calculate the values
-        in advance and store it in a graph attribute. The same applies when
-        you are selecting based on the same property more than once in the
-        same C{select()} call to avoid calculating it twice unnecessarily.
-        For instance, the following would calculate betweenness centralities
-        twice:
-
-          >>> edges = g.es.select(_edge_betweenness_gt=10,       # doctest:+SKIP
-          ...                     _edge_betweenness_lt=30)
-
-        It is advised to use this instead:
-
-          >>> g.es["bs"] = g.edge_betweenness()
-          >>> edges = g.es.select(bs_gt=10, bs_lt=30)
-
-        @return: the new, filtered edge sequence
-        """
-        es = _EdgeSeq.select(self, *args)
-        is_directed = self.graph.is_directed()
-
-        def _ensure_set(value):
-            if isinstance(value, VertexSeq):
-                value = set(v.index for v in value)
-            elif not isinstance(value, (set, frozenset)):
-                value = set(value)
-            return value
-
-        operators = {
-            "lt": operator.lt,
-            "gt": operator.gt,
-            "le": operator.le,
-            "ge": operator.ge,
-            "eq": operator.eq,
-            "ne": operator.ne,
-            "in": lambda a, b: a in b,
-            "notin": lambda a, b: a not in b,
-        }
-
-        # TODO(ntamas): some keyword arguments should be prioritized over
-        # others; for instance, we have optimized code paths for _source and
-        # _target in directed and undirected graphs if es.is_all() is True;
-        # these should be executed first. This matters only if there are
-        # multiple keyword arguments and es.is_all() is True.
-
-        for keyword, value in kwds.items():
-            if "_" not in keyword or keyword.rindex("_") == 0:
-                keyword = keyword + "_eq"
-            pos = keyword.rindex("_")
-            attr, op = keyword[0:pos], keyword[pos + 1 :]
-            try:
-                func = operators[op]
-            except KeyError:
-                # No such operator, assume that it's part of the attribute name
-                attr, op, func = keyword, "eq", operators["eq"]
-
-            if attr[0] == "_":
-                if attr in ("_source", "_from", "_target", "_to") and not is_directed:
-                    if op not in ("eq", "in"):
-                        raise RuntimeError("unsupported for undirected graphs")
-
-                    # translate to _incident to avoid confusion
-                    attr = "_incident"
-                    if func == operators["eq"]:
-                        if hasattr(value, "__iter__") and not isinstance(value, str):
-                            value = set(value)
-                        else:
-                            value = set([value])
-
-                if attr in ("_source", "_from"):
-                    if es.is_all() and op == "eq":
-                        # shortcut here: use .incident() as it is much faster
-                        filtered_idxs = sorted(es.graph.incident(value, mode="out"))
-                        func = None
-                        # TODO(ntamas): there are more possibilities; we could
-                        # optimize "ne", "in" and "notin" in similar ways
-                    else:
-                        values = [e.source for e in es]
-                        if op == "in" or op == "notin":
-                            value = _ensure_set(value)
-
-                elif attr in ("_target", "_to"):
-                    if es.is_all() and op == "eq":
-                        # shortcut here: use .incident() as it is much faster
-                        filtered_idxs = sorted(es.graph.incident(value, mode="in"))
-                        func = None
-                        # TODO(ntamas): there are more possibilities; we could
-                        # optimize "ne", "in" and "notin" in similar ways
-                    else:
-                        values = [e.target for e in es]
-                        if op == "in" or op == "notin":
-                            value = _ensure_set(value)
-
-                elif attr == "_incident":
-                    func = None  # ignoring function, filtering here
-                    value = _ensure_set(value)
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in value:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those that are in the current edge sequence
-                        filtered_idxs = [
-                            i for i, e in enumerate(es) if e.index in candidates
-                        ]
-                    else:
-                        # We are done, the filtered indexes are in the candidates set
-                        filtered_idxs = sorted(candidates)
-
-                elif attr == "_within":
-                    func = None  # ignoring function, filtering here
-                    value = _ensure_set(value)
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in value:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those where both endpoints are OK
-                        filtered_idxs = [
-                            i
-                            for i, e in enumerate(es)
-                            if e.index in candidates
-                            and e.source in value
-                            and e.target in value
-                        ]
-                    else:
-                        # Optimized version when the edge sequence contains all
-                        # the edges exactly once in increasing order of edge IDs
-                        filtered_idxs = [
-                            i
-                            for i in candidates
-                            if es[i].source in value and es[i].target in value
-                        ]
-
-                elif attr == "_between":
-                    if len(value) != 2:
-                        raise ValueError(
-                            "_between selector requires two vertex ID lists"
-                        )
-                    func = None  # ignoring function, filtering here
-                    set1 = _ensure_set(value[0])
-                    set2 = _ensure_set(value[1])
-
-                    # Fetch all the edges that are incident on at least one of
-                    # the vertices specified
-                    candidates = set()
-                    for v in set1:
-                        candidates.update(es.graph.incident(v))
-                    for v in set2:
-                        candidates.update(es.graph.incident(v))
-
-                    if not es.is_all():
-                        # Find those where both endpoints are OK
-                        filtered_idxs = [
-                            i
-                            for i, e in enumerate(es)
-                            if (e.source in set1 and e.target in set2)
-                            or (e.target in set1 and e.source in set2)
-                        ]
-                    else:
-                        # Optimized version when the edge sequence contains all
-                        # the edges exactly once in increasing order of edge IDs
-                        filtered_idxs = [
-                            i
-                            for i in candidates
-                            if (es[i].source in set1 and es[i].target in set2)
-                            or (es[i].target in set1 and es[i].source in set2)
-                        ]
-
-                else:
-                    # Method call, not an attribute
-                    values = getattr(es.graph, attr[1:])(es)
-            else:
-                values = es[attr]
-
-            # If we have a function to apply on the values, do that; otherwise
-            # we assume that filtered_idxs has already been calculated.
-            if func is not None:
-                filtered_idxs = [i for i, v in enumerate(values) if func(v, value)]
-
-            es = es.select(filtered_idxs)
-
-        return es
-
-    def __call__(self, *args, **kwds):
-        """Shorthand notation to select()
-
-        This method simply passes all its arguments to L{EdgeSeq.select()}.
-        """
-        return self.select(*args, **kwds)
-
-
diff --git a/src/igraph/structural.py b/src/igraph/structural.py
new file mode 100644
index 000000000..eb7e38c75
--- /dev/null
+++ b/src/igraph/structural.py
@@ -0,0 +1,95 @@
+from igraph._igraph import (
+    IN,
+    OUT,
+    arpack_options as default_arpack_options,
+)
+from igraph.statistics import Histogram
+
+
+def _indegree(self, *args, **kwds):
+    """Returns the in-degrees in a list.
+
+    See L{degree} for possible arguments.
+    """
+    kwds["mode"] = IN
+    return self.degree(*args, **kwds)
+
+
+def _outdegree(self, *args, **kwds):
+    """Returns the out-degrees in a list.
+
+    See L{degree} for possible arguments.
+    """
+    kwds["mode"] = OUT
+    return self.degree(*args, **kwds)
+
+
+def _degree_distribution(self, bin_width=1, *args, **kwds):
+    """Calculates the degree distribution of the graph.
+
+    Unknown keyword arguments are directly passed to L{degree()}.
+
+    @param bin_width: the bin width of the histogram
+    @return: a histogram representing the degree distribution of the
+      graph.
+    """
+    result = Histogram(bin_width, self.degree(*args, **kwds))
+    return result
+
+
+def _pagerank(
+    self,
+    vertices=None,
+    directed=True,
+    damping=0.85,
+    weights=None,
+    arpack_options=None,
+    implementation="prpack",
+    niter=1000,
+    eps=0.001,
+):
+    """Calculates the PageRank values of a graph.
+
+    @param vertices: the indices of the vertices being queried.
+      C{None} means all of the vertices.
+    @param directed: whether to consider directed paths.
+    @param damping: the damping factor. M{1-damping} is the PageRank value
+      for nodes with no incoming links. It is also the probability of
+      resetting the random walk to a uniform distribution in each step.
+    @param weights: edge weights to be used. Can be a sequence or iterable
+      or even an edge attribute name.
+    @param arpack_options: an L{ARPACKOptions} object used to fine-tune
+      the ARPACK eigenvector calculation. If omitted, the module-level
+      variable called C{arpack_options} is used. This argument is
+      ignored if not the ARPACK implementation is used, see the
+      I{implementation} argument.
+    @param implementation: which implementation to use to solve the
+      PageRank eigenproblem. Possible values are:
+        - C{"prpack"}: use the PRPACK library. This is a new
+          implementation in igraph 0.7
+        - C{"arpack"}: use the ARPACK library. This implementation
+          was used from version 0.5, until version 0.7.
+        - C{"power"}: use a simple power method. This is the
+          implementation that was used before igraph version 0.5.
+    @param niter: The number of iterations to use in the power method
+      implementation. It is ignored in the other implementations
+    @param eps: The power method implementation will consider the
+      calculation as complete if the difference of PageRank values between
+      iterations change less than this value for every node. It is
+      ignored by the other implementations.
+    @return: a list with the Google PageRank values of the specified
+      vertices."""
+    if arpack_options is None:
+        arpack_options = default_arpack_options
+    return self.personalized_pagerank(
+        vertices,
+        directed,
+        damping,
+        None,
+        None,
+        weights,
+        arpack_options,
+        implementation,
+        niter,
+        eps,
+    )

From 679f3525017c236bd4540e84b8dde16648005d88 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 5 Oct 2021 09:15:08 +1100
Subject: [PATCH 0475/1681] self -> graph in structural.py

---
 src/igraph/structural.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index eb7e38c75..f751adf20 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -6,25 +6,25 @@
 from igraph.statistics import Histogram
 
 
-def _indegree(self, *args, **kwds):
+def _indegree(graph, *args, **kwds):
     """Returns the in-degrees in a list.
 
     See L{degree} for possible arguments.
     """
     kwds["mode"] = IN
-    return self.degree(*args, **kwds)
+    return graph.degree(*args, **kwds)
 
 
-def _outdegree(self, *args, **kwds):
+def _outdegree(graph, *args, **kwds):
     """Returns the out-degrees in a list.
 
     See L{degree} for possible arguments.
     """
     kwds["mode"] = OUT
-    return self.degree(*args, **kwds)
+    return graph.degree(*args, **kwds)
 
 
-def _degree_distribution(self, bin_width=1, *args, **kwds):
+def _degree_distribution(graph, bin_width=1, *args, **kwds):
     """Calculates the degree distribution of the graph.
 
     Unknown keyword arguments are directly passed to L{degree()}.
@@ -33,12 +33,12 @@ def _degree_distribution(self, bin_width=1, *args, **kwds):
     @return: a histogram representing the degree distribution of the
       graph.
     """
-    result = Histogram(bin_width, self.degree(*args, **kwds))
+    result = Histogram(bin_width, graph.degree(*args, **kwds))
     return result
 
 
 def _pagerank(
-    self,
+    graph,
     vertices=None,
     directed=True,
     damping=0.85,
@@ -81,7 +81,7 @@ def _pagerank(
       vertices."""
     if arpack_options is None:
         arpack_options = default_arpack_options
-    return self.personalized_pagerank(
+    return graph.personalized_pagerank(
         vertices,
         directed,
         damping,

From b93b1f15aa615e0b87eb3bbee874a7d6c99a3827 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 18 Oct 2021 16:18:13 +1100
Subject: [PATCH 0476/1681] Move module __init__ files into main modules

---
 src/igraph/{basic/__init__.py => basic.py}         | 0
 src/igraph/{community/__init__.py => community.py} | 0
 src/igraph/{seq/__init__.py => seq.py}             | 0
 3 files changed, 0 insertions(+), 0 deletions(-)
 rename src/igraph/{basic/__init__.py => basic.py} (100%)
 rename src/igraph/{community/__init__.py => community.py} (100%)
 rename src/igraph/{seq/__init__.py => seq.py} (100%)

diff --git a/src/igraph/basic/__init__.py b/src/igraph/basic.py
similarity index 100%
rename from src/igraph/basic/__init__.py
rename to src/igraph/basic.py
diff --git a/src/igraph/community/__init__.py b/src/igraph/community.py
similarity index 100%
rename from src/igraph/community/__init__.py
rename to src/igraph/community.py
diff --git a/src/igraph/seq/__init__.py b/src/igraph/seq.py
similarity index 100%
rename from src/igraph/seq/__init__.py
rename to src/igraph/seq.py

From 34f02b90c294d5ae2adeeb4d47b83f2564c6608c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 15:04:49 +0200
Subject: [PATCH 0477/1681] chore: reformatted code with black

---
 src/igraph/__init__.py           | 20 ++++++++++----------
 src/igraph/adjacency.py          | 10 +++++-----
 src/igraph/automorphisms.py      |  5 ++---
 src/igraph/basic.py              |  1 +
 src/igraph/clustering.py         | 22 +++++++++-------------
 src/igraph/community.py          |  4 +---
 src/igraph/io/objects.py         | 15 ++++++++++-----
 src/igraph/layout.py             | 14 +++++++-------
 src/igraph/operators/__init__.py | 22 +++++++++++-----------
 src/igraph/seq.py                |  3 +--
 10 files changed, 57 insertions(+), 59 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a8c9fc59e..9ad3fde19 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -613,16 +613,16 @@ def es(self):
 
     ###################
     # Graph operators
-    __iadd__ = _operator_method_registry['__iadd__']
-    __add__ = _operator_method_registry['__add__']
-    __and__ = _operator_method_registry['__and__']
-    __isub__ = _operator_method_registry['__isub__']
-    __sub__ = _operator_method_registry['__sub__']
-    __mul__ = _operator_method_registry['__mul__']
-    __or__ = _operator_method_registry['__or__']
-    disjoint_union = _operator_method_registry['disjoint_union']
-    union = _operator_method_registry['union']
-    intersection = _operator_method_registry['intersection']
+    __iadd__ = _operator_method_registry["__iadd__"]
+    __add__ = _operator_method_registry["__add__"]
+    __and__ = _operator_method_registry["__and__"]
+    __isub__ = _operator_method_registry["__isub__"]
+    __sub__ = _operator_method_registry["__sub__"]
+    __mul__ = _operator_method_registry["__mul__"]
+    __or__ = _operator_method_registry["__or__"]
+    disjoint_union = _operator_method_registry["disjoint_union"]
+    union = _operator_method_registry["union"]
+    intersection = _operator_method_registry["intersection"]
 
     #############################################
     # Adjacency/incidence
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 65ae88606..94fbd2822 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -15,11 +15,11 @@
 
 
 __all__ = (
-    '_get_adjacency',
-    '_get_adjacency_sparse',
-    '_get_adjlist',
-    '_get_incidence',
-    '_get_inclist',
+    "_get_adjacency",
+    "_get_adjacency_sparse",
+    "_get_adjlist",
+    "_get_incidence",
+    "_get_inclist",
 )
 
 
diff --git a/src/igraph/automorphisms.py b/src/igraph/automorphisms.py
index 84178e9cf..6c8b5a417 100644
--- a/src/igraph/automorphisms.py
+++ b/src/igraph/automorphisms.py
@@ -1,6 +1,6 @@
 __all__ = (
-    '_count_automorphisms_vf2',
-    '_get_automorphisms_vf2',
+    "_count_automorphisms_vf2",
+    "_get_automorphisms_vf2",
 )
 
 
@@ -49,4 +49,3 @@ def _get_automorphisms_vf2(
         node_compat_fn=node_compat_fn,
         edge_compat_fn=edge_compat_fn,
     )
-
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index f02006a63..a0ce23abd 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -162,6 +162,7 @@ def _as_directed(graph, *args, **kwds):
     copy.to_directed(*args, **kwds)
     return copy
 
+
 def _as_undirected(graph, *args, **kwds):
     """Returns an undirected copy of this graph. Arguments are passed on
     to L{to_undirected()} that is invoked on the copy.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 72c7310fe..c302a3d68 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -485,9 +485,9 @@ def __plot__(self, backend, context, *args, **kwds):
                 colors[is_crossing] for is_crossing in self.crossing()
             ]
 
-        palette = kwds.get('palette', None)
+        palette = kwds.get("palette", None)
         if palette is None:
-            kwds['palette'] = ClusterColoringPalette(len(self))
+            kwds["palette"] = ClusterColoringPalette(len(self))
 
         if "mark_groups" not in kwds:
             if Configuration.instance()["plotting.mark_groups"]:
@@ -745,12 +745,12 @@ def __plot__(self, backend, context, *args, **kwds):
         if backend == "matplotlib":
             drawer = MatplotlibDendrogramDrawer(context)
         else:
-            bbox = kwds.pop('bbox', None)
-            palette = kwds.pop('palette', None)
+            bbox = kwds.pop("bbox", None)
+            palette = kwds.pop("palette", None)
             if bbox is None:
-                raise ValueError('bbox is required for cairo plots')
+                raise ValueError("bbox is required for cairo plots")
             if palette is None:
-                raise ValueError('palette is required for cairo plots')
+                raise ValueError("palette is required for cairo plots")
             drawer = CairoDendrogramDrawer(context, bbox, palette)
 
         drawer.draw(self, **kwds)
@@ -878,9 +878,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             name if name is not None else str(idx)
             for idx, name in enumerate(self._names)
         ]
-        result = Dendrogram.__plot__(
-            self, backend, context, *args, **kwds
-        )
+        result = Dendrogram.__plot__(self, backend, context, *args, **kwds)
         del self._names
 
         return result
@@ -1176,7 +1174,7 @@ def __plot__(self, backend, context, *args, **kwds):
         """
         if "edge_color" not in kwds and "color" not in self.graph.edge_attributes():
             # Set up a default edge coloring based on internal vs external edges
-            if backend == 'matplotlib':
+            if backend == "matplotlib":
                 colors = ["dimgrey", "silver"]
             else:
                 colors = ["grey20", "grey80"]
@@ -1330,9 +1328,7 @@ def __plot__(self, backend, context, *args, **kwds):
         if "vertex_color" not in kwds:
             kwds["vertex_color"] = self.max_cohesions()
 
-        return VertexCover.__plot__(
-            self, backend, context, *args, **kwds
-        )
+        return VertexCover.__plot__(self, backend, context, *args, **kwds)
 
 
 def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 578dc4568..644501577 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -138,9 +138,7 @@ def _community_leading_eigenvector(
     if arpack_options is not None:
         kwds["arpack_options"] = arpack_options
 
-    membership, _, q = GraphBase.community_leading_eigenvector(
-        graph, clusters, **kwds
-    )
+    membership, _, q = GraphBase.community_leading_eigenvector(graph, clusters, **kwds)
     return VertexClustering(graph, membership, modularity=q)
 
 
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 8300e1e03..0864fe3b7 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -80,7 +80,7 @@ def create_list_from_indices(indices, n):
 
     if vertex_name_attr not in vertex_attrs:
         raise AttributeError(
-            f'{vertex_name_attr} is not a key of your vertex dictionaries',
+            f"{vertex_name_attr} is not a key of your vertex dictionaries",
         )
     vertex_names = vertex_attrs[vertex_name_attr]
 
@@ -639,7 +639,10 @@ def _export_graph_to_tuple_list(
 
 
 def _export_graph_to_list_dict(
-    graph, use_vids=True, sequence_constructor=list, vertex_name_attr="name",
+    graph,
+    use_vids=True,
+    sequence_constructor=list,
+    vertex_name_attr="name",
 ):
     """Export graph to a dictionary of lists (or other sequences).
 
@@ -671,7 +674,7 @@ def _export_graph_to_list_dict(
     """
     if not use_vids:
         if vertex_name_attr not in graph.vertex_attributes():
-            raise AttributeError(f'Vertices do not have a {vertex_name_attr} attribute')
+            raise AttributeError(f"Vertices do not have a {vertex_name_attr} attribute")
         vs_names = graph.vs[vertex_name_attr]
 
     # Temporary output data structure
@@ -690,7 +693,9 @@ def _export_graph_to_list_dict(
     return res
 
 
-def _export_graph_to_dict_dict(graph, use_vids=True, edge_attrs=None, skip_none=False, vertex_name_attr="name"):
+def _export_graph_to_dict_dict(
+    graph, use_vids=True, edge_attrs=None, skip_none=False, vertex_name_attr="name"
+):
     """Export graph to dictionary of dicts of edge attributes
 
     This function is the reverse of Graph.DictDict.
@@ -730,7 +735,7 @@ def _export_graph_to_dict_dict(graph, use_vids=True, edge_attrs=None, skip_none=
 
     if not use_vids:
         if vertex_name_attr not in graph.vertex_attributes():
-            raise AttributeError(f'Vertices do not have a {vertex_name_attr} attribute')
+            raise AttributeError(f"Vertices do not have a {vertex_name_attr} attribute")
         vs_names = graph.vs[vertex_name_attr]
 
     # Temporary output data structure
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 79ecced3a..7f02349ff 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -15,13 +15,13 @@
 
 
 __all__ = (
-    'Layout',
-    '_layout',
-    '_layout_auto',
-    '_layout_sugiyama',
-    '_layout_method_wrapper',
-    '_3d_version_for',
-    '_layout_mapping',
+    "Layout",
+    "_layout",
+    "_layout_auto",
+    "_layout_sugiyama",
+    "_layout_method_wrapper",
+    "_3d_version_for",
+    "_layout_mapping",
 )
 
 
diff --git a/src/igraph/operators/__init__.py b/src/igraph/operators/__init__.py
index 0b6e86291..b2db4c2b7 100644
--- a/src/igraph/operators/__init__.py
+++ b/src/igraph/operators/__init__.py
@@ -7,7 +7,7 @@
     "union",
     "intersection",
     "operator_method_registry",
-    )
+)
 
 from igraph.operators.functions import (
     disjoint_union,
@@ -28,14 +28,14 @@
 )
 
 operator_method_registry = {
-    '__iadd__': __iadd__,
-    '__add__': __add__,
-    '__and__': __and__,
-    '__isub__': __isub__,
-    '__sub__': __sub__,
-    '__mul__': __mul__,
-    '__or__': __or__,
-    'disjoint_union': _disjoint_union,
-    'union': _union,
-    'intersection': _intersection,
+    "__iadd__": __iadd__,
+    "__add__": __add__,
+    "__and__": __and__,
+    "__isub__": __isub__,
+    "__sub__": __sub__,
+    "__mul__": __mul__,
+    "__or__": __or__,
+    "disjoint_union": _disjoint_union,
+    "union": _union,
+    "intersection": _intersection,
 }
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index eee305181..4d32e3c02 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -3,7 +3,7 @@
 from igraph._igraph import (
     EdgeSeq as _EdgeSeq,
     VertexSeq as _VertexSeq,
-)    
+)
 
 
 class VertexSeq(_VertexSeq):
@@ -801,4 +801,3 @@ def _add_proxy_methods():
             lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
         ),
     )
-

From 56d97278f0dfaa4681e0093eef3c0b43dc143c72 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 15:05:30 +0200
Subject: [PATCH 0478/1681] chore: removed empty components.py

---
 src/igraph/components.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 src/igraph/components.py

diff --git a/src/igraph/components.py b/src/igraph/components.py
deleted file mode 100644
index e69de29bb..000000000

From 9b401abf767f79942c8209ecb8c809d05d4f6098 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 16:33:47 +0200
Subject: [PATCH 0479/1681] style: fixed a few linter warnings

---
 src/igraph/__init__.py      | 3 ---
 src/igraph/adjacency.py     | 7 -------
 src/igraph/configuration.py | 1 -
 src/igraph/io/objects.py    | 5 +----
 src/igraph/utils.py         | 1 -
 5 files changed, 1 insertion(+), 16 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 9ad3fde19..8cb6a9955 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -270,10 +270,7 @@
 
 import os
 import sys
-import operator
 
-from collections import defaultdict
-from shutil import copyfileobj
 from warnings import warn
 
 
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 94fbd2822..48d35fe38 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -1,11 +1,4 @@
 from igraph._igraph import (
-    ADJ_DIRECTED,
-    ADJ_LOWER,
-    ADJ_MAX,
-    ADJ_MIN,
-    ADJ_PLUS,
-    ADJ_UNDIRECTED,
-    ADJ_UPPER,
     GET_ADJACENCY_BOTH,
     GET_ADJACENCY_LOWER,
     GET_ADJACENCY_UPPER,
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 758c4adfd..1ae5bd016 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -9,7 +9,6 @@
 """
 
 import os.path
-import platform
 
 from configparser import ConfigParser
 
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 0864fe3b7..430f81c70 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -401,16 +401,13 @@ def _construct_graph_from_dataframe(
     to unexpected behaviour: fill your NaNs with values before calling this
     function to mitigate.
     """
-    # Deferred import to avoid cycles
-    from igraph import Graph
-
     try:
         import pandas as pd
     except ImportError:
         raise ImportError("You should install pandas in order to use this function")
     try:
         import numpy as np
-    except:
+    except ImportError:
         raise ImportError("You should install numpy in order to use this function")
 
     if edges.shape[1] < 2:
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index f919ef717..ec36f8764 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -5,7 +5,6 @@
 from contextlib import contextmanager
 
 from collections.abc import MutableMapping
-from ctypes import sizeof
 from itertools import chain
 
 import os

From e431cc8ba5c29c45d7fbb1cea589767d165680d4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 16:37:02 +0200
Subject: [PATCH 0480/1681] ci: restrict Pillow to <8.4

---
 setup.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/setup.py b/setup.py
index 7a31ed1ff..d2c36165a 100644
--- a/setup.py
+++ b/setup.py
@@ -841,6 +841,11 @@ def use_educated_guess(self) -> None:
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
             "matplotlib>=3.3.4; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
+            # matplotlib requires Pillow; however, Pillow >= 8.4 does not
+            # provide manylinux2010 wheels any more, but we need those in
+            # cibuildwheel for Linux so we need to restrict Pillow's version
+            # range
+            "Pillow>=8,<8.4; platform_python_implementation != 'PyPy'",
         ],
         "doc": [
             "Sphinx>=4.2.0",

From cd63424ef759cafddae0650054ee7d470c298c7f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 17:37:00 +0200
Subject: [PATCH 0481/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6f154c7ac..24b6ef417 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6f154c7ac0946f7a0baf1ce403c520cacf6035d7
+Subproject commit 24b6ef417a2929a7b3bc2e95d9bd792213a80134

From bb3de00be2bdd53bfe570bb0d8b04cdd3cc1c11f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 18:43:55 +0200
Subject: [PATCH 0482/1681] fix: reinstantiated Graph.write_svg()

---
 src/igraph/__init__.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 8cb6a9955..87df9bea5 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -485,6 +485,8 @@ def __init__(self, *args, **kwds):
     Read_Adjacency = classmethod(_construct_graph_from_adjacency_file)
     write_adjacency = _write_graph_to_adjacency_file
 
+    write_svg = _write_graph_to_svg
+
     Read = classmethod(_construct_graph_from_file)
     Load = Read
     write = _write_graph_to_file

From 20b3cfc211373838042764b4d95c45a15ca3a075 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Oct 2021 18:48:05 +0200
Subject: [PATCH 0483/1681] style: blackened entire source

---
 src/igraph/clustering.py                   |  4 +-
 src/igraph/drawing/__init__.py             | 43 +++++++--------
 src/igraph/drawing/cairo/graph.py          |  4 +-
 src/igraph/drawing/cairo/histogram.py      |  5 +-
 src/igraph/drawing/cairo/palette.py        |  3 +-
 src/igraph/drawing/cairo/text.py           |  2 +-
 src/igraph/drawing/cairo/utils.py          |  2 +-
 src/igraph/drawing/matplotlib/histogram.py |  2 +-
 src/igraph/drawing/matplotlib/palette.py   |  2 +-
 src/igraph/drawing/matplotlib/utils.py     |  2 +-
 src/igraph/drawing/plotly/edge.py          | 62 +++++++++++++---------
 src/igraph/drawing/plotly/graph.py         | 27 +++++-----
 src/igraph/drawing/plotly/polygon.py       | 40 ++++++++------
 src/igraph/drawing/plotly/utils.py         | 15 +++---
 src/igraph/drawing/plotly/vertex.py        | 31 +++++------
 src/igraph/drawing/text.py                 |  2 +-
 16 files changed, 131 insertions(+), 115 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index c302a3d68..bc632bdcb 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -748,9 +748,9 @@ def __plot__(self, backend, context, *args, **kwds):
             bbox = kwds.pop("bbox", None)
             palette = kwds.pop("palette", None)
             if bbox is None:
-                raise ValueError("bbox is required for cairo plots")
+                raise ValueError("bbox is required for Cairo plots")
             if palette is None:
-                raise ValueError("palette is required for cairo plots")
+                raise ValueError("palette is required for Cairo plots")
             drawer = CairoDendrogramDrawer(context, bbox, palette)
 
         drawer.draw(self, **kwds)
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index a1f53d00d..67094084c 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -70,29 +70,29 @@ class DrawerDirectory:
 
     This directory is used by the __plot__ functions.
     """
-    valid_backends = ('cairo', 'matplotlib')
+
+    valid_backends = ("cairo", "matplotlib")
     valid_objects = (
-        'Graph',
-        'Matrix',
-        'Histogram',
-        'Palette',
+        "Graph",
+        "Matrix",
+        "Histogram",
+        "Palette",
     )
     known_drawers = {
-        'cairo': {
-            'Graph': CairoGraphDrawer,
-            'Matrix': CairoMatrixDrawer,
-            'Histogram': CairoHistogramDrawer,
-            'Palette': CairoPaletteDrawer,
-
+        "cairo": {
+            "Graph": CairoGraphDrawer,
+            "Matrix": CairoMatrixDrawer,
+            "Histogram": CairoHistogramDrawer,
+            "Palette": CairoPaletteDrawer,
         },
-        'matplotlib': {
-            'Graph': MatplotlibGraphDrawer,
-            'Matrix': MatplotlibMatrixDrawer,
-            'Histogram': MatplotlibHistogramDrawer,
-            'Palette': MatplotlibPaletteDrawer,
+        "matplotlib": {
+            "Graph": MatplotlibGraphDrawer,
+            "Matrix": MatplotlibMatrixDrawer,
+            "Histogram": MatplotlibHistogramDrawer,
+            "Palette": MatplotlibPaletteDrawer,
         },
-        'plotly': {
-            'Graph': PlotlyGraphDrawer,
+        "plotly": {
+            "Graph": PlotlyGraphDrawer,
         },
     }
 
@@ -106,14 +106,14 @@ def resolve(cls, obj, backend):
 
         @raise ValueError: if no drawer is available for this backend/object
         """
-        object_name = str(obj.__class__).split('.')[-1].strip("<'>")
+        object_name = str(obj.__class__).split(".")[-1].strip("<'>")
 
         try:
             return cls.known_drawers[backend][object_name]
         except KeyError:
             raise ValueError(
                 f"unknown drawer for {object_name} and backend {backend}",
-                )
+            )
 
 
 def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
@@ -196,7 +196,8 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
         backend = "matplotlib"
     elif hasattr(plotly, "graph_objects") and isinstance(
-            target, plotly.graph_objects.Figure):
+        target, plotly.graph_objects.Figure
+    ):
         backend = "plotly"
     elif hasattr(cairo, "Surface") and isinstance(target, cairo.Surface):
         backend = "cairo"
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index d66ce7b36..44bbef880 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -122,9 +122,9 @@ def draw(self, graph, *args, **kwds):
                 DeprecationWarning,
             )
 
-        bbox = kwds.pop('bbox', None)
+        bbox = kwds.pop("bbox", None)
         if bbox is None:
-            raise ValueError('bbox is required for cairo plots')
+            raise ValueError("bbox is required for Cairo plots")
         # Validate it through set/get
         self.bbox = bbox
         bbox = self.bbox
diff --git a/src/igraph/drawing/cairo/histogram.py b/src/igraph/drawing/cairo/histogram.py
index de984fe8e..81de8b3bd 100644
--- a/src/igraph/drawing/cairo/histogram.py
+++ b/src/igraph/drawing/cairo/histogram.py
@@ -22,9 +22,9 @@ def draw(self, histogram, **kwds):
 
         context = self.context
 
-        bbox = self.bbox = kwds.pop('bbox', None)
+        bbox = self.bbox = kwds.pop("bbox", None)
         if bbox is None:
-            raise ValueError('bbox is required for cairo plots')
+            raise ValueError("bbox is required for Cairo plots")
 
         xmin = kwds.get("min", self._min)
         ymin = 0
@@ -56,4 +56,3 @@ def draw(self, histogram, **kwds):
 
         # Draw the axes
         coord_system.draw()
-
diff --git a/src/igraph/drawing/cairo/palette.py b/src/igraph/drawing/cairo/palette.py
index 9c0e67a16..22180ae0e 100644
--- a/src/igraph/drawing/cairo/palette.py
+++ b/src/igraph/drawing/cairo/palette.py
@@ -41,7 +41,7 @@ def draw(self, palette, **kwds):
         grid_width = float(kwds.get("grid_width", 0.0))
 
         return matrix.__plot__(
-            'cairo',
+            "cairo",
             context,
             bbox=bbox,
             palette=self,
@@ -50,4 +50,3 @@ def draw(self, palette, **kwds):
             grid_width=grid_width,
             border_width=border_width,
         )
-
diff --git a/src/igraph/drawing/cairo/text.py b/src/igraph/drawing/cairo/text.py
index cbf29e0f3..a075a9fa1 100644
--- a/src/igraph/drawing/cairo/text.py
+++ b/src/igraph/drawing/cairo/text.py
@@ -7,7 +7,7 @@
 
 from igraph.drawing.cairo.base import AbstractCairoDrawer
 
-__all__ = ("CairoTextDrawer", )
+__all__ = ("CairoTextDrawer",)
 
 
 class CairoTextDrawer(AbstractCairoDrawer):
diff --git a/src/igraph/drawing/cairo/utils.py b/src/igraph/drawing/cairo/utils.py
index 753652b83..5bc8fa819 100644
--- a/src/igraph/drawing/cairo/utils.py
+++ b/src/igraph/drawing/cairo/utils.py
@@ -1,7 +1,7 @@
 from igraph.drawing.utils import FakeModule
 from typing import Any
 
-__all__ = ("find_cairo", )
+__all__ = ("find_cairo",)
 
 
 def find_cairo() -> Any:
diff --git a/src/igraph/drawing/matplotlib/histogram.py b/src/igraph/drawing/matplotlib/histogram.py
index 0084875c1..8100ebf47 100644
--- a/src/igraph/drawing/matplotlib/histogram.py
+++ b/src/igraph/drawing/matplotlib/histogram.py
@@ -32,6 +32,6 @@ def draw(self, matrix, **kwds):
         x = [self._min + width * i for i, _ in enumerate(self._bins)]
         y = self._bins
         # Draw the boxes/bars
-        ax.bar(x, y, align='left')
+        ax.bar(x, y, align="left")
         ax.set_xlim(xmin, xmax)
         ax.set_ylim(ymin, ymax)
diff --git a/src/igraph/drawing/matplotlib/palette.py b/src/igraph/drawing/matplotlib/palette.py
index fb9fc3850..05f38a7f1 100644
--- a/src/igraph/drawing/matplotlib/palette.py
+++ b/src/igraph/drawing/matplotlib/palette.py
@@ -42,7 +42,7 @@ def draw(self, matrix, **kwds):
             [self.get(i) for i in range(self.length)],
         )
         matrix.__plot__(
-            'matplotlib',
+            "matplotlib",
             ax,
             cmap=cmap,
             **kwds,
diff --git a/src/igraph/drawing/matplotlib/utils.py b/src/igraph/drawing/matplotlib/utils.py
index 3c842c656..ab36f43f0 100644
--- a/src/igraph/drawing/matplotlib/utils.py
+++ b/src/igraph/drawing/matplotlib/utils.py
@@ -1,7 +1,7 @@
 from igraph.drawing.utils import FakeModule
 from typing import Any
 
-__all__ = ("find_matplotlib", )
+__all__ = ("find_matplotlib",)
 
 
 def find_matplotlib() -> Any:
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 410b04d5f..f0e416188 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -4,8 +4,17 @@
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
-from igraph.drawing.plotly.utils import find_plotly, format_path_step, format_arc, format_rgba
-from igraph.drawing.utils import Point, euclidean_distance, intersect_bezier_curve_and_circle
+from igraph.drawing.plotly.utils import (
+    find_plotly,
+    format_path_step,
+    format_arc,
+    format_rgba,
+)
+from igraph.drawing.utils import (
+    Point,
+    euclidean_distance,
+    intersect_bezier_curve_and_circle,
+)
 
 __all__ = ("PlotlyEdgeDrawer",)
 
@@ -135,17 +144,15 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
             # Draw the curve from the first vertex to the midpoint of the base
             # of the arrow head
-            path.append(format_path_step(
-                "C", [aux1, aux2, [x_arrow_mid, y_arrow_mid]]
-            ))
+            path.append(format_path_step("C", [aux1, aux2, [x_arrow_mid, y_arrow_mid]]))
 
         else:
             # FIXME: this is tricky in plotly, let's skip for now
             ## Determine where the edge intersects the circumference of the
             ## vertex shape.
-            #x2, y2 = dest_vertex.shape.intersection_point(
+            # x2, y2 = dest_vertex.shape.intersection_point(
             #    x2, y2, x1, y1, dest_vertex.size
-            #)
+            # )
 
             # Draw the arrowhead
             angle = atan2(y_dest - y2, x_dest - x2)
@@ -167,15 +174,18 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
                 aux_points[0][1] + aux_points[1][1]
             ) / 2.0
             # Draw the line
-            path.append(format_path_step(
-                "L", Point(x_arrow_mid, y_arrow_mid),
-            ))
+            path.append(
+                format_path_step(
+                    "L",
+                    Point(x_arrow_mid, y_arrow_mid),
+                )
+            )
 
-        path = ' '.join(path)
+        path = " ".join(path)
 
         # Draw the edge
         stroke = dict(
-            type='path',
+            type="path",
             path=path,
             line_color=format_rgba(edge.color),
             line_width=edge.width,
@@ -206,7 +216,7 @@ def draw_loop_edge(self, edge, vertex):
         center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
         center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
         stroke = dict(
-            type='path',
+            type="path",
             path=format_arc(
                 (center_x, center_y),
                 radius / 2.0,
@@ -237,9 +247,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         fig = self.context
 
-        path = [
-            format_path_step("M", src_vertex.position)
-        ]
+        path = [format_path_step("M", src_vertex.position)]
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
@@ -250,19 +258,25 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
                 y1 + 2 * y2
             ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
 
-            path.append(format_path_step(
-                "C", [aux1, aux2, dest_vertex.position],
-            ))
+            path.append(
+                format_path_step(
+                    "C",
+                    [aux1, aux2, dest_vertex.position],
+                )
+            )
 
         else:
-            path.append(format_path_step(
-                "L", dest_vertex.position,
-            ))
+            path.append(
+                format_path_step(
+                    "L",
+                    dest_vertex.position,
+                )
+            )
 
-        path = ' '.join(path)
+        path = " ".join(path)
 
         stroke = dict(
-            type='path',
+            type="path",
             path=path,
             line_color=format_rgba(edge.color),
             line_width=edge.width,
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index e45e7d3db..e24cc1102 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -140,7 +140,7 @@ def draw(self, graph, *args, **kwds):
                 hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
 
                 # Calculate the preferred rounding radius for the corners
-                #FIXME
+                # FIXME
                 corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
 
                 # Construct the polygon
@@ -177,7 +177,8 @@ def draw(self, graph, *args, **kwds):
                     fig.add_trace(
                         plotly.graph_objects.Bar(
                             name=str(color_id),
-                            x=[], y=[],
+                            x=[],
+                            y=[],
                             fillcolor=facecolor,
                             line_color=color,
                         )
@@ -246,10 +247,10 @@ def draw(self, graph, *args, **kwds):
                 (labels[i], edge_builder[i], graph.es[i]) for i in range(graph.ecount())
             )
             lab_args = {
-                'text': [],
-                'x': [],
-                'y': [],
-                'color': [],
+                "text": [],
+                "x": [],
+                "y": [],
+                "color": [],
                 # FIXME: horizontal/vertical alignment, offset, etc?
             }
             for label, visual_edge, edge in edge_label_iter:
@@ -264,18 +265,18 @@ def draw(self, graph, *args, **kwds):
                 if label is None:
                     continue
 
-                lab_args['text'].append(label)
-                lab_args['x'].append(x)
-                lab_args['y'].append(y)
-                lab_args['color'].append(visual_edge.label_color)
+                lab_args["text"].append(label)
+                lab_args["x"].append(x)
+                lab_args["y"].append(y)
+                lab_args["color"].append(visual_edge.label_color)
             stroke = plotly.graph_objects.Scatter(
-                mode='text',
+                mode="text",
                 **lab_args,
             )
             fig.add_trace(stroke)
 
         # Despine
         fig.update_layout(
-            yaxis={'visible': False, 'showticklabels': False},
-            xaxis={'visible': False, 'showticklabels': False},
+            yaxis={"visible": False, "showticklabels": False},
+            xaxis={"visible": False, "showticklabels": False},
         )
diff --git a/src/igraph/drawing/plotly/polygon.py b/src/igraph/drawing/plotly/polygon.py
index c0978e42b..49f96ce87 100644
--- a/src/igraph/drawing/plotly/polygon.py
+++ b/src/igraph/drawing/plotly/polygon.py
@@ -46,11 +46,11 @@ def draw(self, points, corner_radius=0, **kwds):
             # We need to repeat the initial point to get a closed shape
             x = [p[0] for p in points] + [points[0][0]]
             y = [p[1] for p in points] + [points[0][1]]
-            kwds['mode'] = kwds.get('mode', 'line')
+            kwds["mode"] = kwds.get("mode", "line")
             stroke = plotly.graph_objects.Scatter(
-                    x=x,
-                    y=y,
-                    **kwds,
+                x=x,
+                y=y,
+                **kwds,
             )
             fig.add_trace(stroke)
 
@@ -67,10 +67,12 @@ def draw(self, points, corner_radius=0, **kwds):
         # Okay, move to the last corner, adjusted by corner_radii[-1]
         # towards the first corner
         path = []
-        path.append(format_path_step(
-            "M",
-            [points[-1].towards(points[0], corner_radii[-1])],
-        ))
+        path.append(
+            format_path_step(
+                "M",
+                [points[-1].towards(points[0], corner_radii[-1])],
+            )
+        )
 
         # Now, for each point in points, draw a line towards the
         # corner, stopping before it in a distance of corner_radii[idx],
@@ -78,22 +80,26 @@ def draw(self, points, corner_radius=0, **kwds):
         u = points[-1]
         for idx, (v, w) in enumerate(consecutive_pairs(points, True)):
             radius = corner_radii[idx]
-            path.append(format_path_step(
-                "L",
-                [v.towards(u, radius)],
-            ))
+            path.append(
+                format_path_step(
+                    "L",
+                    [v.towards(u, radius)],
+                )
+            )
 
             aux1 = v.towards(u, radius / 2)
             aux2 = v.towards(w, radius / 2)
 
-            path.append(format_path_step(
-                "C",
-                [aux1, aux2, v.towards(w, corner_radii[idx])],
-            ))
+            path.append(
+                format_path_step(
+                    "C",
+                    [aux1, aux2, v.towards(w, corner_radii[idx])],
+                )
+            )
             u = v
 
         # Close path
-        path = "".join(path).strip(" ")+" Z"
+        path = "".join(path).strip(" ") + " Z"
         stroke = dict(
             type="path",
             path=path,
diff --git a/src/igraph/drawing/plotly/utils.py b/src/igraph/drawing/plotly/utils.py
index be28dfc50..7402d5c5f 100644
--- a/src/igraph/drawing/plotly/utils.py
+++ b/src/igraph/drawing/plotly/utils.py
@@ -1,7 +1,7 @@
 from igraph.drawing.utils import FakeModule, Point
 from typing import Any
 
-__all__ = ("find_plotly", )
+__all__ = ("find_plotly",)
 
 
 def find_plotly() -> Any:
@@ -40,14 +40,14 @@ def format_arc(center, radius_x, radius_y, theta1, theta2, N=100, closed=False):
 
     xc, yc = center
     dt = 1.0 * (theta2 - theta1)
-    t = [theta1 + dt * i / (N-1) for i in range(N)]
+    t = [theta1 + dt * i / (N - 1) for i in range(N)]
     x = [xc + radius_x * math.cos(i) for i in t]
     y = [yc + radius_y * math.sin(i) for i in t]
-    path = f'M {x[0]}, {y[0]}'
+    path = f"M {x[0]}, {y[0]}"
     for k in range(1, len(t)):
-        path += f'L{x[k]}, {y[k]}'
+        path += f"L{x[k]}, {y[k]}"
     if closed:
-        path += ' Z'
+        path += " Z"
     return path
 
 
@@ -58,7 +58,7 @@ def format_rgba(color):
 
     if isinstance(color, float):
         if color > 1:
-            color /= 255.
+            color /= 255.0
         color = [color] * 3
 
     r = int(255 * color[0])
@@ -69,6 +69,5 @@ def format_rgba(color):
     else:
         a = 255
 
-    colstr = f'rgba({r},{g},{b},{a})'
+    colstr = f"rgba({r},{g},{b},{a})"
     return colstr
-
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
index 4d6f6df52..fe39c3a56 100644
--- a/src/igraph/drawing/plotly/vertex.py
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -6,7 +6,7 @@
 from igraph.drawing.metamagic import AttributeCollectorBase
 from .utils import find_plotly, format_rgba
 
-__all__ = ('PlotlyVerticesDrawer',)
+__all__ = ("PlotlyVerticesDrawer",)
 
 plotly = find_plotly()
 
@@ -43,7 +43,6 @@ class VisualVertexBuilder(AttributeCollectorBase):
 
         return VisualVertexBuilder
 
-
     def draw(self, visual_vertex, vertex, point):
         if visual_vertex.size <= 0:
             return
@@ -51,23 +50,23 @@ def draw(self, visual_vertex, vertex, point):
         fig = self.fig
 
         marker_kwds = {}
-        marker_kwds['x'] = [point[0]]
-        marker_kwds['y'] = [point[1]]
-        marker_kwds['marker'] = {
-                'symbol': visual_vertex.shape,
-                'size': visual_vertex.size,
-                'color': format_rgba(visual_vertex.color),
-                'line_color': format_rgba(visual_vertex.frame_color),
+        marker_kwds["x"] = [point[0]]
+        marker_kwds["y"] = [point[1]]
+        marker_kwds["marker"] = {
+            "symbol": visual_vertex.shape,
+            "size": visual_vertex.size,
+            "color": format_rgba(visual_vertex.color),
+            "line_color": format_rgba(visual_vertex.frame_color),
         }
 
-        #if visual_vertex.label is not None:
+        # if visual_vertex.label is not None:
         #    text_kwds['x'].append(point[0])
         #    text_kwds['y'].append(point[1])
         #    text_kwds['text'].append(visual_vertex.label)
 
         # Draw dots
         stroke = plotly.graph_objects.Scatter(
-            mode='markers',
+            mode="markers",
             **marker_kwds,
         )
         fig.add_trace(stroke)
@@ -79,17 +78,15 @@ def draw_label(self, visual_vertex, point, **kwds):
         fig = self.fig
 
         text_kwds = {}
-        text_kwds['x'] = [point[0]]
-        text_kwds['y'] = [point[1]]
-        text_kwds['text'].append(visual_vertex.label)
+        text_kwds["x"] = [point[0]]
+        text_kwds["y"] = [point[1]]
+        text_kwds["text"].append(visual_vertex.label)
 
         # TODO: add more options
 
         # Draw text labels
         stroke = plotly.graph_objects.Scatter(
-            mode='text',
+            mode="text",
             **text_kwds,
         )
         fig.add_trace(stroke)
-
-
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index df48bbdb9..57d2f9a90 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -4,7 +4,7 @@
 
 from enum import Enum
 
-__all__ = ("TextAlignment", )
+__all__ = ("TextAlignment",)
 
 #####################################################################
 

From a31499e62cd8cca27a4bcbf284e003835afdbf28 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Oct 2021 21:52:12 +0200
Subject: [PATCH 0484/1681] chore: preparing for the rename of python-igraph to
 igraph

---
 README.md                      | 34 +++++++++---------
 doc/Makefile                   |  8 ++---
 doc/source/conf.py             | 12 +++----
 doc/source/include/global.rst  |  1 -
 doc/source/index.rst           |  6 ++--
 doc/source/install.rst         | 66 ++++++++++++++++++----------------
 docker/jupyter/Dockerfile      |  5 +--
 docker/minimal/Dockerfile      |  2 +-
 scripts/mkdoc.sh               |  8 +++--
 setup.py                       | 19 +++++-----
 src/igraph/__init__.py         | 15 ++++----
 src/igraph/configuration.py    |  2 +-
 src/igraph/drawing/__init__.py |  8 ++---
 src/igraph/drawing/graph.py    |  5 ++-
 14 files changed, 94 insertions(+), 97 deletions(-)

diff --git a/README.md b/README.md
index 7c10bd183..f097cd460 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
-[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/python-igraph)
-[![PyPI wheels](https://img.shields.io/pypi/wheel/python-igraph.svg)](https://pypi.python.org/pypi/python-igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/igraph)
+[![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
 
 Python interface for the igraph library
 ---------------------------------------
@@ -13,7 +13,7 @@ analysis of large graphs.
 This repository contains the source code to the Python interface of
 igraph.
 
-You can learn more about python-igraph [on our website](http://igraph.org/python/).
+You can learn more about igraph [on our website](http://igraph.org/python/).
 
 ## Installation from PyPI
 
@@ -23,14 +23,14 @@ Therefore, running the following command should work without having to compile
 anything during installation:
 
 ```
-pip install python-igraph
+pip install igraph
 ```
 
 See details in [Installing Python Modules](https://docs.python.org/3/installing/).
 
 ### Installation from source with pip on Debian / Ubuntu and derivatives
 
-If you need to compile python-igraph from source for some reason, you need to
+If you need to compile igraph from source for some reason, you need to
 install some dependencies first:
 
 ```
@@ -40,7 +40,7 @@ sudo apt install build-essential python-dev libxml2 libxml2-dev zlib1g-dev
 and then run
 
 ```
-pip install python-igraph
+pip install igraph
 ```
 
 This should compile the C core of igraph as well as the Python extension
@@ -48,12 +48,12 @@ automatically.
 
 ### Installation from source on Windows
 
-It is now also possible to compile `python-igraph` from source under Windows for
+It is now also possible to compile `igraph` from source under Windows for
 Python 3.6 and later. Make sure that you have Microsoft Visual Studio 2015 or
 later installed, and of course Python 3.6 or later. First extract the source to
 a suitable directory. If you launch the Developer command prompt and navigate to
 the directory where you extracted the source code, you should be able to build
-and install python-igraph using `python setup.py install`
+and install igraph using `python setup.py install`
 
 You may need to set the architecture that you are building on explicitly by setting the environment variable
 
@@ -85,8 +85,8 @@ This mentions that
 
 > CMake projects should use: `-DCMAKE_TOOLCHAIN_FILE=[vcpkg build script]`
 
-which we will do next. In order to build `python-igraph` correctly, you also
-need to set some other environment variables before building `python-igraph`:
+which we will do next. In order to build `igraph` correctly, you also
+need to set some other environment variables before building `igraph`:
 
 ```
 set IGRAPH_CMAKE_EXTRA_ARGS=-DVCPKG_TARGET_TRIPLET=x64-windows-static-md -DCMAKE_TOOLCHAIN_FILE=[vcpkg build script]
@@ -96,7 +96,7 @@ set IGRAPH_EXTRA_LIBRARIES=libxml2,lzma,zlib,iconv,charset
 set IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 ```
 
-You can now build and install `python-igraph` again by simply running `python
+You can now build and install `igraph` again by simply running `python
 setup.py build`. Please make sure to use a clean source tree, if you built
 previously without GraphML, it will not update the build.
 
@@ -120,7 +120,7 @@ error message, you are probably okay. You can then proceed with the
 installation using pip:
 
 ```bash
-pip install python-igraph --install-option="--use-pkg-config"
+pip install igraph --install-option="--use-pkg-config"
 ```
 
 Alternatively, if you have already downloaded and extracted the source code
@@ -179,13 +179,13 @@ python -m unittest
 
 ## Contributing
 
-Contributions to `python-igraph` are welcome!
+Contributions to `igraph` are welcome!
 
 If you want to add a feature, fix a bug, or suggest an improvement, open an
 issue on this repository and we'll try to answer. If you have a piece of code
 that you would like to see included in the main tree, open a PR on this repo.
 
-To start developing `python-igraph`, follow the steps below (these are
+To start developing `igraph`, follow the steps below (these are
 for Linux, Windows users should change the system commands a little).
 
 First, clone this repo (e.g. via https) and enter the folder:
@@ -224,17 +224,15 @@ We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
 means that we support Python 3.6 to 3.9, inclusive. Please refer to [this
 page](https://devguide.python.org/#branchstatus) for the status of Python
-branches and let us know if you encounter problems with `python-igraph` on any
+branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
 
 Continuous integration tests are regularly executed on all non-EOL Python
 branches.
 
-Python 2 support has been dropped with the release of `python-igraph` 0.9.
-
 ### PyPy
 
-This version of python-igraph is compatible with [PyPy](http://pypy.org/) and
+This version of igraph is compatible with [PyPy](http://pypy.org/) and
 is regularly tested on [PyPy](http://pypy.org/) with ``tox``. However, the
 PyPy version falls behind the CPython version in terms of performance; for
 instance, running all the tests takes ~5 seconds on my machine with CPython and
diff --git a/doc/Makefile b/doc/Makefile
index 2d2eb292b..aa1a6dbf8 100644
--- a/doc/Makefile
+++ b/doc/Makefile
@@ -72,17 +72,17 @@ qthelp:
 	@echo
 	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
 	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/python-igraph.qhcp"
+	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/igraph.qhcp"
 	@echo "To view the help file:"
-	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/python-igraph.qhc"
+	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/igraph.qhc"
 
 devhelp:
 	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
 	@echo
 	@echo "Build finished."
 	@echo "To view the help file:"
-	@echo "# mkdir -p $$HOME/.local/share/devhelp/python-igraph"
-	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/python-igraph"
+	@echo "# mkdir -p $$HOME/.local/share/devhelp/igraph"
+	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/igraph"
 	@echo "# devhelp"
 
 epub:
diff --git a/doc/source/conf.py b/doc/source/conf.py
index e94dd981f..f2c503a29 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -1,6 +1,6 @@
 # -*- coding: utf-8 -*-
 #
-# python-igraph documentation build configuration file, created by
+# igraph documentation build configuration file, created by
 # sphinx-quickstart on Thu Jun 17 11:36:14 2010.
 #
 # This file is execfile()d with the current directory set to its containing dir.
@@ -43,7 +43,7 @@
 master_doc = 'index'
 
 # General information about the project.
-project = u'python-igraph'
+project = u'igraph'
 copyright = u'2010-{0}, The igraph development team'.format(datetime.now().year)
 
 # The version info for the project you're documenting, acts as replacement for
@@ -170,7 +170,7 @@
 #html_file_suffix = ''
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'python-igraphdoc'
+htmlhelp_basename = 'igraphdoc'
 
 
 # -- Options for LaTeX output --------------------------------------------------
@@ -184,7 +184,7 @@
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
-  ('index', 'python-igraph.tex', u'python-igraph Documentation',
+  ('index', 'igraph.tex', u'igraph Documentation',
    u'The igraph development team', 'manual'),
 ]
 
@@ -217,7 +217,7 @@
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    ('index', 'python-igraph', u'python-igraph Documentation',
+    ('index', 'igraph', u'igraph Documentation',
      [u'The igraph development team'], 1)
 ]
 
@@ -225,7 +225,7 @@
 # -- Options for Epub output ---------------------------------------------------
 
 # Bibliographic Dublin Core info.
-epub_title = u'python-igraph'
+epub_title = u'igraph'
 epub_author = u'The igraph development team'
 epub_publisher = u'The igraph development team'
 epub_copyright = u'2010, The igraph development team'
diff --git a/doc/source/include/global.rst b/doc/source/include/global.rst
index 7a928c465..d9462c53a 100644
--- a/doc/source/include/global.rst
+++ b/doc/source/include/global.rst
@@ -1,3 +1,2 @@
 .. |igraph| replace:: *igraph*
-.. |python-igraph| replace:: *python-igraph*
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index cb4afaa66..3203cf801 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -1,11 +1,11 @@
-.. python-igraph documentation master file, created by sphinx-quickstart on Thu Dec 11 16:02:35 2008.
+.. igraph documentation master file, created by sphinx-quickstart on Thu Dec 11 16:02:35 2008.
    You can adapt this file completely to your liking, but it should at least
    contain the root `toctree` directive.
 
 .. include:: include/global.rst
 
-Welcome to python-igraph's documentation!
-=========================================
+Welcome to the documentation of the Python interface of igraph
+==============================================================
 
 Contents:
 
diff --git a/doc/source/install.rst b/doc/source/install.rst
index f786c12d6..665339bf7 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -24,7 +24,7 @@ are often called *binary packages*, while the raw source code is usually referre
 In general, you should almost always opt for the binary package unless a binary package is
 not available for your platform or you have some local modifications that you want to
 incorporate into |igraph|'s source. `Installation from a binary package`_ tells you how to
-install |igraph| from a precompiled binary package on various platforms. `Compiling python-igraph
+install |igraph| from a precompiled binary package on various platforms. `Compiling igraph
 from source`_ tells you how to compile |igraph| from the source package.
 
 Installation from a binary package
@@ -35,13 +35,13 @@ Installing |igraph| from the Python Package Index
 
 To ensure getting the latest binary release of |igraph|'s Python interface, it is recommended
 that you install it from the `Python Package Index
-<http://pypi.python.org/pypi/python-igraph>`_ (PyPI), which has installers for Windows, Linux,
+<http://pypi.python.org/pypi/igraph>`_ (PyPI), which has installers for Windows, Linux,
 and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
 
-To install |python-igraph| globally, use the following command (you probably need
-administrator/root privileges)::
+To install the Python interface of |igraph| globally, use the following command
+(you probably need administrator/root privileges)::
 
-  $ pip install python-igraph
+  $ pip install igraph
 
 Many users like to install packages into a project-specific `virtual environment
 <https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_.
@@ -49,13 +49,13 @@ A variation of the following commands should work on most platforms::
 
   $ python -m venv venv
   $ source venv/bin/activate
-  $ pip install python-igraph
+  $ pip install igraph
 
 Alternatively, if you do not want to activate the virtualenv, you can call the ``pip`` executable
 in it directly::
 
   $ python -m venv venv
-  $ venv/bin/pip install python-igraph
+  $ venv/bin/pip install igraph
 
 Installing |igraph| via Conda
 -----------------------------
@@ -70,7 +70,7 @@ using conda. That can be achieved by running the following command::
 -------------------
 
 Precompiled Windows wheels for |igraph|'s Python interface are available on the `Python Package Index
-<http://pypi.python.org/pypi/python-igraph>`_ (see `Installing igraph from the Python Package
+<http://pypi.python.org/pypi/igraph>`_ (see `Installing igraph from the Python Package
 Index`_).
 
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
@@ -95,7 +95,7 @@ If PyCairo was successfully installed, this will display a Petersen graph.
 -----------------
 
 Precompiled macOS wheels for |igraph|'s Python interface are available on the `Python Package Index
-<http://pypi.python.org/pypi/python-igraph>`_  (see `Installing igraph from the Python Package
+<http://pypi.python.org/pypi/igraph>`_  (see `Installing igraph from the Python Package
 Index`_).
 
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
@@ -120,44 +120,47 @@ If Cairo was successfully installed, this will display a Petersen graph.
 
 |igraph|'s Python interface and its dependencies have been packaged for most popular Linux
 distributions, including Arch Linux, Debian, Fedora, GNU Guix, NixOS, and Ubuntu.
-|python-igraph| and its underlying |igraph| C core are usually in two different packages, but
+|igraph| and its underlying C core are usually in two different packages, but
 your package manager should take care of that dependency for you.
 
 .. note:: Distribution packages can be outdated: if you find that's the case for you, you may
-   choose to install |igraph| from the `Python Package Index <http://pypi.python.org/pypi/python-igraph>`_
+   choose to install |igraph| from the `Python Package Index <http://pypi.python.org/pypi/igraph>`_
    instead to get a more recent release (see `Installing igraph from the Python Package Index`_).
 
-Compiling |python-igraph| from source
+Compiling |igraph| from source
 =====================================
 
-|python-igraph| binds itself into the main |igraph| library using some glue code written in C, so you'll need
-both a C compiler and the library itself. Source tarballs of |python-igraph| obtained from PyPI already
-contain a matching version of the C core of |igraph|.
+|igraph| binds itself into the main |igraph| library using some glue code
+written in C, so you'll need both a C compiler and the library itself. Source
+tarballs of |igraph| obtained from PyPI already contain a matching version of
+the C core of |igraph|.
 
-There are two common scenarios to compile |python-igraph| from source:
+There are two common scenarios to compile |igraph| from source:
 
-1. Your would like to use the latest development version from Github, usually to try out some recently
-   added features
+1. Your would like to use the latest development version from Github, usually
+   to try out some recently added features
 
-2. The PyPI repository does not include precompiled binaries for your system. This can happen if your operating
-   system is not covered by our continuous development.
+2. The PyPI repository does not include precompiled binaries for your system.
+   This can happen if your operating system is not covered by our continuous
+   development.
 
 Both will be covered in the next sections.
 
 Compiling using pip
 -------------------
 
-If you want the development version of |python-igraph|, call::
+If you want the development version of |igraph|, call::
 
   $ pip install git+https://github.com/igraph/python-igraph
 
-``pip`` is smart enough to download the sources from Github, initialize the submodule for the |igraph| C core,
-compile it, and then compile |python-igraph| against it and install it. As above, a virtual environment is
+``pip`` is smart enough to download the sources from Github, initialize the
+submodule for the |igraph| C core, compile it, and then compile the Python
+interface against it and install it. As above, a virtual environment is
 a commonly used sandbox to test experimental packages.
 
 If you want the latest release from PyPI but prefer to (or have to) install from source, call::
 
-  $ pip install --no-binary ':all:' python-igraph
+  $ pip install --no-binary ':all:' igraph
 
 .. note:: If there is no binary for your system anyway, you can just try without the ``--no-binary`` option and
    obtain the same result.
@@ -165,8 +168,8 @@ If you want the latest release from PyPI but prefer to (or have to) install from
 Compiling step by step
 ----------------------
 
-This section should be rarely used in practice but explains how to compile and install |python-igraph| step
-by step without ``pip``.
+This section should be rarely used in practice but explains how to compile and
+install |igraph| step by step without ``pip``.
 
 First, obtain the bleeding-edge source code from Github::
 
@@ -186,18 +189,19 @@ Third, if you cloned the source from Github, initialize the ``git`` submodule fo
 
   $ git submodule update --init
 
-.. note:: If you prefer to compile and link |python-igraph| against an existing |igraph| C core, for instance
+.. note:: If you prefer to compile and link |igraph| against an existing |igraph| C core, for instance
    the one you installed with your package manager, you can skip the ``git`` submodule initialization step. If you
    downloaded a tarball, you also need to remove the ``vendor/source/igraph`` folder because the setup script
-   will look for the vendored |igraph| copy first. However, a particular version of |python-igraph| is guaranteed
-   to work only with the version of the C core that is bundled with it (or with the revision that the ``git``
+   will look for the vendored |igraph| copy first. However, a particular
+   version of the Python interface is guaranteed to work only with the version
+   of the C core that is bundled with it (or with the revision that the ``git``
    submodule points to).
 
 Fourth, call the standard Python ``setup.py`` script, e.g. for compiling::
 
   $ python setup.py build
 
-(press Enter when prompted). That will compile the |python-igraph| package in a subfolder called
+(press Enter when prompted). That will compile the Python interface in a subfolder called
 ``build/lib.<your system-your Python version>``, e.g. `build/lib.linux-x86_64-3.8`. You can add
 that folder to your ``PYTHONPATH`` if you want to import directly from it, or you can call the ``setup.py``
 script to install it from there::
@@ -209,7 +213,7 @@ script to install it from there::
 Testing your installation
 -------------------------
 
-The unit tests of ``python-igraph`` are implemented with the standard ``unittest`` module so you can
+The unit tests are implemented with the standard ``unittest`` module so you can
 run them like this from your the source folder::
 
   $ python -m unittest discover
diff --git a/docker/jupyter/Dockerfile b/docker/jupyter/Dockerfile
index 46609ae8f..e80376cf9 100644
--- a/docker/jupyter/Dockerfile
+++ b/docker/jupyter/Dockerfile
@@ -2,7 +2,4 @@ FROM jupyter/notebook
 MAINTAINER Tamas Nepusz <ntamas@gmail.com>
 LABEL Description="Docker image that contains Jupyter with a pre-compiled version of igraph's Python interface"
 RUN apt-get -y update && apt-get -y install build-essential libxml2-dev zlib1g-dev python-dev python-pip pkg-config libffi-dev libcairo-dev
-RUN pip2 install python-igraph
-RUN pip2 install cairocffi
-RUN pip3 install python-igraph
-RUN pip3 install cairocffi
\ No newline at end of file
+RUN pip3 install igraph cairocffi matplotlib
\ No newline at end of file
diff --git a/docker/minimal/Dockerfile b/docker/minimal/Dockerfile
index d389de1d5..dba6d1442 100644
--- a/docker/minimal/Dockerfile
+++ b/docker/minimal/Dockerfile
@@ -2,7 +2,7 @@ FROM python:latest
 MAINTAINER Tamas Nepusz <ntamas@gmail.com>
 LABEL Description="Simple Docker image that contains a pre-compiled version of igraph's Python interface"
 
-RUN pip3 install python-igraph cairocffi
+RUN pip3 install igraph cairocffi
 
 CMD /usr/local/bin/igraph
 
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index b49ffc3aa..f5ac87264 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -29,19 +29,21 @@ PWD=`pwd`
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
-echo "Removing existing python-igraph eggs from virtualenv..."
+echo "Removing existing igraph and python-igraph eggs from virtualenv..."
 SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
+rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg-link
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
 
-echo "Installing python-igraph in virtualenv..."
+echo "Installing igraph in virtualenv..."
 rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install --force-reinstall dist/*.whl
 
 IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 
 echo "Generating HTML documentation..."
 "$PYDOCTOR" \
-    --project-name "python-igraph" \
+    --project-name "igraph" \
     --project-url "https://igraph.org/python" \
     --introspect-c-modules \
     --make-html \
diff --git a/setup.py b/setup.py
index c4944ee0b..5f15a6520 100644
--- a/setup.py
+++ b/setup.py
@@ -19,7 +19,6 @@
 import shlex
 import shutil
 import subprocess
-import sys
 import sysconfig
 
 from contextlib import contextmanager
@@ -517,7 +516,7 @@ def run(self):
                     version_header = igraph_build_dir / "include" / "igraph_version.h"
                     if not version_header.exists():
                         raise RuntimeError(
-                            "You need to build the C core of igraph first before generating a source tarball of python-igraph"
+                            "You need to build the C core of igraph first before generating a source tarball of the Python interface of igraph"
                         )
 
                     with version_header.open("r") as fp:
@@ -535,8 +534,8 @@ def run(self):
                     )
 
                 if not is_git_repo(igraph_source_repo):
-                    # python-igraph was extracted from an official tarball so
-                    # there is no need to tweak anything
+                    # The Python interface was extracted from an official
+                    # tarball so there is no need to tweak anything
                     return sdist.run(self)
                 else:
                     # Clean up vendor/source/igraph with git
@@ -552,7 +551,7 @@ def run(self):
                     else:
                         raise RuntimeError(
                             "You need to build the C core of igraph first before "
-                            "generating a source tarball of python-igraph"
+                            "generating a source tarball of the Python interface"
                         )
 
                     # Add a version file to the tarball
@@ -781,7 +780,7 @@ def use_educated_guess(self) -> None:
 
 # Import version number from version.py so we only need to change it in
 # one place when a new release is created
-__version__ = None
+__version__: str = ""
 exec(open("src/igraph/version.py").read())
 
 # Process command line options
@@ -800,15 +799,15 @@ def use_educated_guess(self) -> None:
 sure you install the Python bindings of Cairo if you want to generate
 publication-quality graph plots. You can try either `pycairo
 <http://cairographics.org/pycairo>`_ or `cairocffi <http://cairocffi.readthedocs.io>`_,
-``cairocffi`` is recommended, in particular if you are on Python 3.x because
-there were bug reports affecting igraph graph plots in Jupyter notebooks
-when using ``pycairo`` (but not with ``cairocffi``).
+``cairocffi`` is recommended because there were bug reports affecting igraph
+graph plots in Jupyter notebooks when using ``pycairo`` (but not with
+``cairocffi``).
 """
 
 headers = ["src/_igraph/igraphmodule_api.h"] if not SKIP_HEADER_INSTALL else []
 
 options = dict(
-    name="python-igraph",
+    name="igraph",
     version=__version__,
     url="https://igraph.org/python",
     description="High performance graph data structures and algorithms",
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 1e9178902..96f7de493 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1960,9 +1960,8 @@ def to_graph_tool(
         Note: because of the restricted data types in graph-tool, vertex and
         edge attributes require to be type-consistent across all vertices or
         edges. If you set the property for only some vertices/edges, the other
-        will be tagged as None in python-igraph, so they can only be converted
-        to graph-tool with the type 'object' and any other conversion will
-        fail.
+        will be tagged as None in igraph, so they can only be converted to
+        graph-tool with the type 'object' and any other conversion will fail.
 
         @param graph_attributes: dictionary of graph attributes to transfer.
           Keys are attributes from the graph, values are data types (see
@@ -5243,21 +5242,21 @@ def get_include():
     import igraph
 
     paths = [
-        # The following path works if python-igraph is installed already
+        # The following path works if igraph is installed already
         os.path.join(
             sys.prefix,
             "include",
             "python{0}.{1}".format(*sys.version_info),
-            "python-igraph",
+            "igraph",
         ),
-        # Fallback for cases when python-igraph is not installed but
+        # Fallback for cases when igraph is not installed but
         # imported directly from the source tree
-        os.path.join(os.path.dirname(igraph.__file__), "..", "src"),
+        os.path.join(os.path.dirname(igraph.__file__), "..", "src", "_igraph"),
     ]
     for path in paths:
         if os.path.exists(os.path.join(path, "igraphmodule_api.h")):
             return os.path.abspath(path)
-    raise ValueError("cannot find the header files of python-igraph")
+    raise ValueError("cannot find the header files of the Python interface of igraph")
 
 
 def read(filename, *args, **kwds):
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 43d890219..e81a1dfa4 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -22,7 +22,7 @@
 def get_platform_image_viewer():
     """Returns the path of an image viewer on the given platform.
 
-    Deprecated since python-igraph 0.9.1 and will be removed in 0.10.0.
+    Deprecated since igraph 0.9.1 and will be removed in 0.10.0.
 
     @deprecated: This function was only used by the now-deprecated C{show()}
         method of the Plot class.
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 244bb9116..288b66468 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -312,13 +312,13 @@ def save(self, fname=None):
     def show(self):
         """Saves the plot to a temporary file and shows it.
 
-        This method is deprecated from python-igraph 0.9.1 and will be removed in
+        This method is deprecated from igraph 0.9.1 and will be removed in
         version 0.10.0.
 
         @deprecated: Opening an image viewer with a temporary file never worked
             reliably across platforms.
         """
-        warn("Plot.show() is deprecated from python-igraph 0.9.1", DeprecationWarning)
+        warn("Plot.show() is deprecated from igraph 0.9.1", DeprecationWarning)
 
         if not isinstance(self._surface, cairo.ImageSurface):
             sur = cairo.ImageSurface(
@@ -426,8 +426,8 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
         - C{None} -- a temporary file will be created and the object will be
           plotted there. igraph will attempt to open an image viewer and show
-          the temporary file. This feature is deprecated from python-igraph
-          version 0.9.1 and will be removed in 0.10.0.
+          the temporary file. This feature is deprecated from igraph version
+          0.9.1 and will be removed in 0.10.0.
 
     @param bbox: the bounding box of the plot. It must be a tuple with either
       two or four integers, or a L{BoundingBox} object. If this is a tuple
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index c47b19193..41a950110 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -536,8 +536,7 @@ class UbiGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
 
     @deprecated: UbiGraph has not received updates since 2008 and is now not
         available for download (at least not from the official sources).
-        The UbiGraph graph drawer will be removed from python-igraph in
-        0.10.0.
+        The UbiGraph graph drawer will be removed from igraph in 0.10.0.
     """
 
     def __init__(self, url="http://localhost:20738/RPC2"):
@@ -548,7 +547,7 @@ def __init__(self, url="http://localhost:20738/RPC2"):
         self.edge_defaults = dict(color="#ffffff", width=1.0)
 
         warn(
-            "UbiGraphDrawer is deprecated from python-igraph 0.9.4",
+            "UbiGraphDrawer is deprecated from igraph 0.9.4",
             DeprecationWarning
         )
 

From d17cd6cb29815da6ae640a3a4b92974d8f142fce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Oct 2021 22:03:39 +0200
Subject: [PATCH 0485/1681] ci: use pytest exclusively

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ebd7e5fad..34fc3d24d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -206,8 +206,8 @@ jobs:
 
       - name: Test
         run: |
-          pip install numpy scipy pandas networkx
-          python -m unittest -vvv
+          pip install numpy scipy pandas networkx pytest
+          python -m pytest tests
 
       - uses: actions/upload-artifact@v2
         with:

From 47bbe4a4be0a7625ffb58a4be93b90680125de84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Oct 2021 22:10:06 +0200
Subject: [PATCH 0486/1681] chore: bumped version to 0.9.8

---
 CHANGELOG.md          | 8 ++++++++
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 3 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6d6851f34..83715dd40 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,14 @@
 
 ## [0.9.8]
 
+### Changed
+
+- `python-igraph` is now simply `igraph` on PyPI. `python-igraph` will be
+  updated until Sep 1, 2022 but it will only be a stub package that pulls in
+  `igraph` as its only dependency, with a matching version number. Please
+  update your projects to depend on `igraph` instead of `python-igraph` to
+  keep on receiving updates after Sep 1, 2022.
+
 ### Fixed
 
 - `setup.py` no longer uses `distutils`, thanks to
diff --git a/doc/source/conf.py b/doc/source/conf.py
index f2c503a29..4aa58a76e 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.7'
+version = '0.9.8'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.7'
+release = '0.9.8'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 752360a77..543a50026 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 7)
+__version_info__ = (0, 9, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 0c5478c937c333db0801ca8691d28e9768f73f1b Mon Sep 17 00:00:00 2001
From: Markus Elfring <elfring@users.sourceforge.net>
Date: Tue, 2 Nov 2021 19:38:08 +0100
Subject: [PATCH 0487/1681] Issue #452: Convert five statements to the usage of
 augmented assignments

Augmented assignment statements became available with Python 2.
https://docs.python.org/3/whatsnew/2.0.html#augmented-assignment

Thus improve five source code places accordingly.

Signed-off-by: Markus Elfring <elfring@users.sourceforge.net>
---
 src/igraph/__init__.py | 8 ++++----
 src/igraph/layout.py   | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 96f7de493..65f44c4ee 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2649,8 +2649,8 @@ def write_svg(
             x2 = layout[vidxs[1]][0]
             y2 = layout[vidxs[1]][1]
             angle = math.atan2(y2 - y1, x2 - x1)
-            x2 = x2 - vertex_size * math.cos(angle)
-            y2 = y2 - vertex_size * math.sin(angle)
+            x2 -= vertex_size * math.cos(angle)
+            y2 -= vertex_size * math.sin(angle)
 
             print("<path", file=f)
             print(
@@ -4543,7 +4543,7 @@ def select(self, *args, **kwds):
         }
         for keyword, value in kwds.items():
             if "_" not in keyword or keyword.rindex("_") == 0:
-                keyword = keyword + "_eq"
+                keyword += "_eq"
             attr, _, op = keyword.rpartition("_")
             try:
                 func = operators[op]
@@ -4847,7 +4847,7 @@ def _ensure_set(value):
 
         for keyword, value in kwds.items():
             if "_" not in keyword or keyword.rindex("_") == 0:
-                keyword = keyword + "_eq"
+                keyword += "_eq"
             pos = keyword.rindex("_")
             attr, op = keyword[0:pos], keyword[pos + 1 :]
             try:
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index d6a45814e..1472865e7 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -189,7 +189,7 @@ def scale(self, *args, **kwds):
             raise ValueError("scaling factor must be given")
         elif len(scaling) == 1:
             if type(scaling[0]) == int or type(scaling[0]) == float:
-                scaling = scaling * self._dim
+                scaling *= self._dim
             else:
                 scaling = scaling[0]
         if len(scaling) != self._dim:

From 5229be148a5a62fef6748b19eda70d91a21c0688 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 30 Oct 2021 10:55:31 +1100
Subject: [PATCH 0488/1681] Fix docstrings for pydoctor

---
 scripts/mkdoc.sh                           |   7 +-
 scripts/patch-pydoctor.sh                  |  23 +++
 scripts/patch_modularized_graph_methods.py |  46 ++++++
 scripts/pydoctor-21.2.2.patch              | 167 +++++++++++++++++++++
 4 files changed, 242 insertions(+), 1 deletion(-)
 create mode 100755 scripts/patch-pydoctor.sh
 create mode 100644 scripts/patch_modularized_graph_methods.py
 create mode 100644 scripts/pydoctor-21.2.2.patch

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f5ac87264..c4fa154ac 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -26,6 +26,9 @@ fi
 
 PWD=`pwd`
 
+echo "Patch pydoctor until they fix it"
+$SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
+
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
@@ -39,9 +42,11 @@ rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
 echo "Installing igraph in virtualenv..."
 rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install --force-reinstall dist/*.whl
 
-IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
+echo "Patching modularized Graph methods"
+.venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
 echo "Generating HTML documentation..."
+IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 "$PYDOCTOR" \
     --project-name "igraph" \
     --project-url "https://igraph.org/python" \
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
new file mode 100755
index 000000000..d6ff5a4f7
--- /dev/null
+++ b/scripts/patch-pydoctor.sh
@@ -0,0 +1,23 @@
+#!/bin/bash
+# Patches PyDoctor to make it suitable to build python-igraph's documentation
+# until our patches get upstreamed
+
+if [ "x$1" = x ]; then
+    echo "Usage: $0 ROOT_FOLDER PATCH_FOLDER"
+    exit 1
+fi
+
+set -e
+
+ROOT_FOLDER=$1
+PATCH_FOLDER=$(realpath $2)
+${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
+${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
+PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
+
+cd "${PYDOCTOR_DIR}"
+# patch is confirmed to work with pydoctor 21.2.2
+patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
+rm -f deleteme.rej
+
+
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
new file mode 100644
index 000000000..1521f8fa2
--- /dev/null
+++ b/scripts/patch_modularized_graph_methods.py
@@ -0,0 +1,46 @@
+import os
+import sys
+import inspect
+
+import igraph
+
+
+# Get instance and classmethods
+g = igraph.Graph()
+methods = inspect.getmembers(g, predicate=inspect.ismethod)
+
+# Get the source code for each method and replace the method name
+# in the signature
+methodsources = {}
+for mname, method in methods:
+    source = inspect.getsourcelines(method)[0]
+    fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
+    newsource = [source[0].replace(fname, mname)] + source[1:]
+    methodsources[mname] = newsource
+
+# Make .new file with replacements
+newmodule = igraph.__file__ + '.new'
+with open(newmodule, 'wt') as fout:
+    with open(igraph.__file__, 'rt') as f:
+        for line in f:
+            for mname in methodsources:
+                # Catch the methods, excluding factories (e.g. 3d layouts)
+                if (mname + ' = _' in line) and ('(' not in line):
+                    break
+            else:
+                fout.write(line)
+                continue
+
+            # Method found, substitute
+            fout.write('\n')
+            for mline in methodsources[mname]:
+                # Correct indentation
+                fout.write('    ' + mline)
+
+# Move the new file back
+with open(igraph.__file__, 'wt') as fout:
+    with open(newmodule, 'rt') as f:
+        fout.write(f.read())
+
+# Delete .new file
+os.remove(newmodule)
diff --git a/scripts/pydoctor-21.2.2.patch b/scripts/pydoctor-21.2.2.patch
new file mode 100644
index 000000000..15a23623f
--- /dev/null
+++ b/scripts/pydoctor-21.2.2.patch
@@ -0,0 +1,167 @@
+diff --git a/pydoctor/astbuilder.py b/pydoctor/astbuilder.py
+index 6b274c9..393ddab 100644
+--- a/pydoctor/astbuilder.py
++++ b/pydoctor/astbuilder.py
+@@ -188,7 +188,7 @@ class ModuleVistor(ast.NodeVisitor):
+             self.newAttr = None
+ 
+     def visit_Module(self, node: ast.Module) -> None:
+-        assert self.module.docstring is None
++        # assert self.module.docstring is None
+ 
+         self.builder.push(self.module, 0)
+         if len(node.body) > 0 and isinstance(node.body[0], ast.Expr) and isinstance(node.body[0].value, ast.Str):
+diff --git a/pydoctor/epydoc2stan.py b/pydoctor/epydoc2stan.py
+index 1b418ae..841c773 100644
+--- a/pydoctor/epydoc2stan.py
++++ b/pydoctor/epydoc2stan.py
+@@ -191,6 +191,11 @@ class _EpydocLinker(DocstringLinker):
+             target = src.resolveName(identifier)
+             if target is not None:
+                 return target
++            if isinstance(src, model.Class):
++                for base in src.allbases():
++                    target = base.resolveName(identifier)
++                    if target is not None:
++                        return target
+             src = src.parent
+ 
+         # Walk up the object tree again and see if 'identifier' refers to an
+@@ -528,7 +533,7 @@ class FieldHandler:
+ 
+     def handleUnknownField(self, field: Field) -> None:
+         name = field.tag
+-        field.report(f"Unknown field '{name}'" )
++        # field.report(f"Unknown field '{name}'" )
+         self.unknowns[name].append(FieldDesc(name=field.arg, body=field.format()))
+ 
+     def handle(self, field: Field) -> None:
+diff --git a/pydoctor/model.py b/pydoctor/model.py
+index d233639..a14a4df 100644
+--- a/pydoctor/model.py
++++ b/pydoctor/model.py
+@@ -14,7 +14,7 @@ import platform
+ import sys
+ import types
+ from enum import Enum
+-from inspect import Signature
++from inspect import signature, Signature
+ from optparse import Values
+ from pathlib import Path
+ from typing import (
+@@ -514,7 +514,8 @@ class Function(Inheritable):
+     is_async: bool
+     annotations: Mapping[str, Optional[ast.expr]]
+     decorators: Optional[Sequence[ast.expr]]
+-    signature: Signature
++    signature: Optional[Signature]
++    text_signature: str = ""
+ 
+     def setup(self) -> None:
+         super().setup()
+@@ -776,15 +777,24 @@ class System:
+ 
+     def _introspectThing(self, thing: object, parent: Documentable, parentMod: _ModuleT) -> None:
+         for k, v in thing.__dict__.items():
+-            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType))
++            # TODO(ntamas): MethodDescriptorType and ClassMethodDescriptorType are Python 3.7 only.
++            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType, types.MethodDescriptorType, types.ClassMethodDescriptorType))
+                     # In PyPy 7.3.1, functions from extensions are not
+                     # instances of the above abstract types.
+-                    or v.__class__.__name__ == 'builtin_function_or_method'):
++                    or (hasattr(v, "__class__") and v.__class__.__name__ == 'builtin_function_or_method')):
+                 f = self.Function(self, k, parent)
+                 f.parentMod = parentMod
+                 f.docstring = v.__doc__
+                 f.decorators = None
+-                f.signature = Signature()
++                try:
++                    f.signature = signature(v)
++                except Exception:
++                    f.text_signature = (getattr(v, "__text_signature__") or "") + " (INVALID)"
++                    f.signature = None
++                f.is_async = False
++                f.annotations = {
++                    name: None for name in (f.signature.parameters if f.signature else {})
++                }
+                 self.addObject(f)
+             elif isinstance(v, type):
+                 c = self.Class(self, k, parent)
+@@ -912,7 +922,8 @@ class System:
+             mod.state = ProcessingState.PROCESSED
+             head = self.processing_modules.pop()
+             assert head == mod.fullName()
+-        self.unprocessed_modules.remove(mod)
++        if mod in self.unprocessed_modules:
++            self.unprocessed_modules.remove(mod)
+         self.progress(
+             'process',
+             self.module_count - len(self.unprocessed_modules),
+diff --git a/pydoctor/templatewriter/pages/__init__.py b/pydoctor/templatewriter/pages/__init__.py
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templatewriter/pages/__init__.py
++++ b/pydoctor/templatewriter/pages/__init__.py
+@@ -49,7 +49,7 @@ def format_decorators(obj: Union[model.Function, model.Attribute]) -> Iterator[A
+ 
+ def signature(function: model.Function) -> str:
+     """Return a nicely-formatted source-like function signature."""
+-    return str(function.signature)
++    return str(function.signature) if function.signature else function.text_signature or "(...)"
+ 
+ class DocGetter:
+     """L{epydoc2stan} bridge."""
+diff --git a/pydoctor/templates/common.html b/pydoctor/templates/common.html
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templates/common.html
++++ b/pydoctor/templates/common.html
+@@ -63,7 +63,7 @@
+       </div>
+       <address>
+         <a href="index.html">API Documentation</a> for <t:slot name="project">Some
+-          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" /> at <t:slot name="buildtime">some time</t:slot>.
++          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" />.
+       </address>
+ 
+     </div>
+diff --git a/pydoctor/templatewriter/summary.py b/pydoctor/templatewriter/summary.py
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templatewriter/summary.py
++++ b/pydoctor/templatewriter/summary.py
+@@ -22,7 +22,7 @@
+         return r
+     ul = tags.ul()
+     for m in sorted(contents, key=lambda m:m.fullName()):
+-        ul(moduleSummary(m, page_url))
++        ul(moduleSummary(m, page_url), "\n")
+     return r(ul)
+ 
+ def _lckey(x):
+@@ -45,6 +45,7 @@
+         r = []
+         for o in self.system.rootobjects:
+             r.append(moduleSummary(o, self.filename))
++            r.append("\n")
+         return tag.clear()(r)
+     @renderer
+     def heading(self, request, tag):
+@@ -105,7 +106,7 @@
+     if len(scs) > 0:
+         ul = tags.ul()
+         for sc in sorted(scs, key=_lckey):
+-            ul(subclassesFrom(hostsystem, sc, anchors, page_url))
++            ul(subclassesFrom(hostsystem, sc, anchors, page_url), "\n")
+         r(ul)
+     return r
+ 
+@@ -136,9 +137,10 @@
+                 if o:
+                     ul = tags.ul()
+                     for sc in sorted(o, key=_lckey):
+-                        ul(subclassesFrom(self.system, sc, anchors, self.filename))
++                        ul(subclassesFrom(self.system, sc, anchors, self.filename), "\n")
+                     item(ul)
+                 t(item)
++            t("\n")
+         return t
+ 
+     @renderer

From 8587c9ada4ce461d70d3c73615450393da312ec1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 18:32:38 +0100
Subject: [PATCH 0489/1681] fix: fix Read_GraphMLz function by removing
 'directed' argument, closes #454

---
 src/_igraph/graphobject.c |   2 +-
 src/igraph/__init__.py    |   4 +-
 tests/test_foreign.py     | 108 ++++++++++++++++++++++----------------
 3 files changed, 65 insertions(+), 49 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4b797c98f..388064a8c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15172,7 +15172,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_graphml */
   {"Read_GraphML", (PyCFunction) igraphmodule_Graph_Read_GraphML,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_GraphML(f, directed=True, index=0)\n--\n\n"
+   "Read_GraphML(f, index=0)\n--\n\n"
    "Reads a GraphML format file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param index: if the GraphML file contains multiple graphs,\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 65f44c4ee..7f616ef1f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2300,7 +2300,7 @@ def Read_DIMACS(cls, f, directed=False):
         return graph
 
     @classmethod
-    def Read_GraphMLz(cls, f, directed=True, index=0):
+    def Read_GraphMLz(cls, f, index=0):
         """Reads a graph from a zipped GraphML file.
 
         @param f: the name of the file
@@ -2312,7 +2312,7 @@ def Read_GraphMLz(cls, f, directed=True, index=0):
         with named_temporary_file() as tmpfile:
             with open(tmpfile, "wb") as outf:
                 copyfileobj(gzip.GzipFile(f, "rb"), outf)
-            return cls.Read_GraphML(tmpfile, directed=directed, index=index)
+            return cls.Read_GraphML(tmpfile, index=index)
 
     def write_pickle(self, fname=None, version=-1):
         """Saves the graph in Python pickled format
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index df45281bb..cb0cf3e60 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -1,3 +1,4 @@
+import gzip
 import io
 import unittest
 import warnings
@@ -22,6 +23,51 @@
     pd = None
 
 
+GRAPHML_EXAMPLE_FILE = """\
+<?xml version="1.0" encoding="UTF-8"?>
+<graphml xmlns="http://graphml.graphdrawing.org/xmlns"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
+        http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
+<!-- Created by igraph -->
+<key id="v_name" for="node" attr.name="name" attr.type="string"/>
+<graph id="G" edgedefault="undirected">
+    <node id="n0">
+    <data key="v_name">a</data>
+    </node>
+    <node id="n1">
+    <data key="v_name">b</data>
+    </node>
+    <node id="n2">
+    <data key="v_name">c</data>
+    </node>
+    <node id="n3">
+    <data key="v_name">d</data>
+    </node>
+    <node id="n4">
+    <data key="v_name">e</data>
+    </node>
+    <node id="n5">
+    <data key="v_name">f</data>
+    </node>
+    <edge source="n0" target="n1">
+    </edge>
+    <edge source="n0" target="n2">
+    </edge>
+    <edge source="n0" target="n3">
+    </edge>
+    <edge source="n1" target="n2">
+    </edge>
+    <edge source="n3" target="n4">
+    </edge>
+    <edge source="n3" target="n5">
+    </edge>
+    <edge source="n4" target="n5">
+    </edge>
+</graph>
+</graphml>
+"""
+
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
         with temporary_file(
@@ -302,52 +348,7 @@ def testAdjacency(self):
             g.write_adjacency(tmpfname)
 
     def testGraphML(self):
-        with temporary_file(
-            """\
-            <?xml version="1.0" encoding="UTF-8"?>
-            <graphml xmlns="http://graphml.graphdrawing.org/xmlns"
-                    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-                    xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
-                    http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
-            <!-- Created by igraph -->
-            <key id="v_name" for="node" attr.name="name" attr.type="string"/>
-            <graph id="G" edgedefault="undirected">
-                <node id="n0">
-                <data key="v_name">a</data>
-                </node>
-                <node id="n1">
-                <data key="v_name">b</data>
-                </node>
-                <node id="n2">
-                <data key="v_name">c</data>
-                </node>
-                <node id="n3">
-                <data key="v_name">d</data>
-                </node>
-                <node id="n4">
-                <data key="v_name">e</data>
-                </node>
-                <node id="n5">
-                <data key="v_name">f</data>
-                </node>
-                <edge source="n0" target="n1">
-                </edge>
-                <edge source="n0" target="n2">
-                </edge>
-                <edge source="n0" target="n3">
-                </edge>
-                <edge source="n1" target="n2">
-                </edge>
-                <edge source="n3" target="n4">
-                </edge>
-                <edge source="n3" target="n5">
-                </edge>
-                <edge source="n4" target="n5">
-                </edge>
-            </graph>
-            </graphml>
-        """
-        ) as tmpfname:
+        with temporary_file(GRAPHML_EXAMPLE_FILE) as tmpfname:
             try:
                 g = Graph.Read_GraphML(tmpfname)
             except NotImplementedError as e:
@@ -361,6 +362,21 @@ def testGraphML(self):
 
             g.write_graphml(tmpfname)
 
+    def testGraphMLz(self):
+        with temporary_file(gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))) as tmpfname:
+            try:
+                g = Graph.Read_GraphMLz(tmpfname)
+            except NotImplementedError as e:
+                self.skipTest(str(e))
+
+            self.assertTrue(isinstance(g, Graph))
+            self.assertEqual(g.vcount(), 6)
+            self.assertEqual(g.ecount(), 7)
+            self.assertFalse(g.is_directed())
+            self.assertTrue("name" in g.vertex_attributes())
+
+            g.write_graphmlz(tmpfname)
+
     def testPickle(self):
         pickle = [
             128,

From 6fc5a29a18da6516b90f1ed46d425638ea513af9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 18:54:37 +0100
Subject: [PATCH 0490/1681] fix: fix failing test case on Windows x64

---
 tests/test_foreign.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index cb0cf3e60..6359ccb7b 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -375,8 +375,6 @@ def testGraphMLz(self):
             self.assertFalse(g.is_directed())
             self.assertTrue("name" in g.vertex_attributes())
 
-            g.write_graphmlz(tmpfname)
-
     def testPickle(self):
         pickle = [
             128,

From 46ed90e518028653a73c93c5a527ac4e90f9368f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 19:23:15 +0100
Subject: [PATCH 0491/1681] fix: fix failing test case on Windows x64,
 hopefully it works this time

---
 tests/utils.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tests/utils.py b/tests/utils.py
index fdea66dba..c4158416b 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -30,7 +30,13 @@ def temporary_file(content=None, mode=None, binary=False):
 
     tmpf.close()
     yield tmpfname
-    os.unlink(tmpfname)
+    try:
+        os.unlink(tmpfname)
+    except Exception:
+        # ignore exceptions; it happens sometimes on Windows in the CI environment
+        # that it cannot remove the temporary file because another process (?) is
+        # using it...
+        pass
 
 
 is_pypy = platform.python_implementation() == "PyPy"

From e72c4ca609181a507a9a98096b4e435184eae5e5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 19:32:56 +0100
Subject: [PATCH 0492/1681] chore: reformatted test.sh

---
 test.sh | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/test.sh b/test.sh
index b3e124265..7604b5582 100755
--- a/test.sh
+++ b/test.sh
@@ -17,11 +17,11 @@ while getopts ":ce:k:" OPTION; do
             CLEAN=1
             ;;
         e)
-			VENV_DIR=$OPTARG
+            VENV_DIR=$OPTARG
+            ;;
+        k)
+            PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
             ;;
-		k)
-			PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
-			;;
         \?)
             echo "Usage: $0 [-c]"
             ;;

From d1e86d573cb001362d24b1d88fc702ee74cd6c17 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 18:32:38 +0100
Subject: [PATCH 0493/1681] fix: fix Read_GraphMLz function by removing
 'directed' argument, closes #454

---
 src/_igraph/graphobject.c |   2 +-
 tests/test_foreign.py     | 108 ++++++++++++++++++++++----------------
 2 files changed, 63 insertions(+), 47 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3f8758d3c..51bddd737 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15282,7 +15282,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_read_graph_graphml */
   {"Read_GraphML", (PyCFunction) igraphmodule_Graph_Read_GraphML,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
-   "Read_GraphML(f, directed=True, index=0)\n--\n\n"
+   "Read_GraphML(f, index=0)\n--\n\n"
    "Reads a GraphML format file and creates a graph based on it.\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param index: if the GraphML file contains multiple graphs,\n"
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index c4c77978d..3640110e5 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -1,3 +1,4 @@
+import gzip
 import io
 import unittest
 import warnings
@@ -22,6 +23,51 @@
     pd = None
 
 
+GRAPHML_EXAMPLE_FILE = """\
+<?xml version="1.0" encoding="UTF-8"?>
+<graphml xmlns="http://graphml.graphdrawing.org/xmlns"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
+        http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
+<!-- Created by igraph -->
+<key id="v_name" for="node" attr.name="name" attr.type="string"/>
+<graph id="G" edgedefault="undirected">
+    <node id="n0">
+    <data key="v_name">a</data>
+    </node>
+    <node id="n1">
+    <data key="v_name">b</data>
+    </node>
+    <node id="n2">
+    <data key="v_name">c</data>
+    </node>
+    <node id="n3">
+    <data key="v_name">d</data>
+    </node>
+    <node id="n4">
+    <data key="v_name">e</data>
+    </node>
+    <node id="n5">
+    <data key="v_name">f</data>
+    </node>
+    <edge source="n0" target="n1">
+    </edge>
+    <edge source="n0" target="n2">
+    </edge>
+    <edge source="n0" target="n3">
+    </edge>
+    <edge source="n1" target="n2">
+    </edge>
+    <edge source="n3" target="n4">
+    </edge>
+    <edge source="n3" target="n5">
+    </edge>
+    <edge source="n4" target="n5">
+    </edge>
+</graph>
+</graphml>
+"""
+
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
         with temporary_file(
@@ -299,52 +345,7 @@ def testAdjacency(self):
             g.write_adjacency(tmpfname)
 
     def testGraphML(self):
-        with temporary_file(
-            """\
-            <?xml version="1.0" encoding="UTF-8"?>
-            <graphml xmlns="http://graphml.graphdrawing.org/xmlns"
-                    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-                    xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
-                    http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
-            <!-- Created by igraph -->
-            <key id="v_name" for="node" attr.name="name" attr.type="string"/>
-            <graph id="G" edgedefault="undirected">
-                <node id="n0">
-                <data key="v_name">a</data>
-                </node>
-                <node id="n1">
-                <data key="v_name">b</data>
-                </node>
-                <node id="n2">
-                <data key="v_name">c</data>
-                </node>
-                <node id="n3">
-                <data key="v_name">d</data>
-                </node>
-                <node id="n4">
-                <data key="v_name">e</data>
-                </node>
-                <node id="n5">
-                <data key="v_name">f</data>
-                </node>
-                <edge source="n0" target="n1">
-                </edge>
-                <edge source="n0" target="n2">
-                </edge>
-                <edge source="n0" target="n3">
-                </edge>
-                <edge source="n1" target="n2">
-                </edge>
-                <edge source="n3" target="n4">
-                </edge>
-                <edge source="n3" target="n5">
-                </edge>
-                <edge source="n4" target="n5">
-                </edge>
-            </graph>
-            </graphml>
-        """
-        ) as tmpfname:
+        with temporary_file(GRAPHML_EXAMPLE_FILE) as tmpfname:
             try:
                 g = Graph.Read_GraphML(tmpfname)
             except NotImplementedError as e:
@@ -358,6 +359,21 @@ def testGraphML(self):
 
             g.write_graphml(tmpfname)
 
+    def testGraphMLz(self):
+        with temporary_file(gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))) as tmpfname:
+            try:
+                g = Graph.Read_GraphMLz(tmpfname)
+            except NotImplementedError as e:
+                self.skipTest(str(e))
+
+            self.assertTrue(isinstance(g, Graph))
+            self.assertEqual(g.vcount(), 6)
+            self.assertEqual(g.ecount(), 7)
+            self.assertFalse(g.is_directed())
+            self.assertTrue("name" in g.vertex_attributes())
+
+            g.write_graphmlz(tmpfname)
+
     def testPickle(self):
         pickle = [
             128,

From cf8213d9b2a8520e2fbd82ec587c31bb2551c290 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 18:54:37 +0100
Subject: [PATCH 0494/1681] fix: fix failing test case on Windows x64

---
 tests/test_foreign.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 3640110e5..5e117179a 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -372,8 +372,6 @@ def testGraphMLz(self):
             self.assertFalse(g.is_directed())
             self.assertTrue("name" in g.vertex_attributes())
 
-            g.write_graphmlz(tmpfname)
-
     def testPickle(self):
         pickle = [
             128,

From 8d1ae5493007092367c6a30e059afa7ea3fa63fe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 19:23:15 +0100
Subject: [PATCH 0495/1681] fix: fix failing test case on Windows x64,
 hopefully it works this time

---
 tests/utils.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tests/utils.py b/tests/utils.py
index fdea66dba..c4158416b 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -30,7 +30,13 @@ def temporary_file(content=None, mode=None, binary=False):
 
     tmpf.close()
     yield tmpfname
-    os.unlink(tmpfname)
+    try:
+        os.unlink(tmpfname)
+    except Exception:
+        # ignore exceptions; it happens sometimes on Windows in the CI environment
+        # that it cannot remove the temporary file because another process (?) is
+        # using it...
+        pass
 
 
 is_pypy = platform.python_implementation() == "PyPy"

From c149b16663b6f8a5c1e7eedd690aacbc70244702 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 3 Nov 2021 19:56:41 +0100
Subject: [PATCH 0496/1681] fix: fix incorrect merge

---
 src/igraph/io/files.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
index a39ae438f..64c70c4d2 100644
--- a/src/igraph/io/files.py
+++ b/src/igraph/io/files.py
@@ -174,7 +174,7 @@ def _construct_graph_from_dimacs_file(cls, f, directed=False):
     return graph
 
 
-def _construct_graph_from_graphmlz_file(cls, f, directed=True, index=0):
+def _construct_graph_from_graphmlz_file(cls, f, index=0):
     """Reads a graph from a zipped GraphML file.
 
     @param f: the name of the file
@@ -186,7 +186,7 @@ def _construct_graph_from_graphmlz_file(cls, f, directed=True, index=0):
     with named_temporary_file() as tmpfile:
         with open(tmpfile, "wb") as outf:
             copyfileobj(gzip.GzipFile(f, "rb"), outf)
-        return cls.Read_GraphML(tmpfile, directed=directed, index=index)
+        return cls.Read_GraphML(tmpfile, index=index)
 
 
 def _construct_graph_from_pickle_file(cls, fname=None):

From 29248d26b16e3bd0b99d2cd04ba4b86599f98340 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 5 Nov 2021 10:26:50 +0100
Subject: [PATCH 0497/1681] fix: replace obsolete DrL layout URL

---
 doc/source/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 57e972502..86a29a4a4 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -727,7 +727,7 @@ Method name                          Short name      Algorithm description
                                      ``circular_3d``
 ==================================== =============== =============================================
 
-.. _Distributed Recursive Layout: http://www.cs.sandia.gov/~smartin/software.html
+.. _Distributed Recursive Layout: https://www.osti.gov/doecode/biblio/54626
 .. _Large Graph Layout: http://sourceforge.net/projects/lgl/
 
 Layout algorithms can either be called directly or using the common layout method called

From 7f3cd5a41e2de3d8a4fe356249db1d0c21b82acc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 9 Nov 2021 10:29:04 +0100
Subject: [PATCH 0498/1681] fix: further tweak the text of an error message to
 make it clear that node IDs must be integers (floats are not okay, even if
 they are integral), refs #42

---
 src/_igraph/convert.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 80fe02a8d..a33d8f40b 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2511,7 +2511,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
     } else
       return 1;
   } else {
-    PyErr_SetString(PyExc_TypeError, "only numbers, strings or igraph.Vertex objects can be converted to vertex IDs");
+    PyErr_SetString(PyExc_TypeError, "only non-negative integers, strings or igraph.Vertex objects can be converted to vertex IDs");
     return 1;
   }
 
@@ -2756,7 +2756,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
     }
   } else {
     PyErr_SetString(PyExc_TypeError,
-        "only numbers, igraph.Edge objects or tuples of vertex IDs can be "
+        "only non-negative integers, igraph.Edge objects or tuples of vertex IDs can be "
         "converted to edge IDs");
     return 1;
   }

From 6c03726af49639af16a8eede97ad9ebb01c48cc1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 9 Nov 2021 15:36:40 +0100
Subject: [PATCH 0499/1681] chore: upgraded vendored igraph to almost-0.9.5

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b29e741ea..4459083d8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b29e741ea4106b259318d1d1d37404d317b2a185
+Subproject commit 4459083d848baf7da637955e904132600273db09

From 0316fdda50155400df280427b8ae9f5b2ad0f9a3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 9 Nov 2021 22:01:27 +0100
Subject: [PATCH 0500/1681] docs: update Reingold-Tilford documentation

---
 src/_igraph/graphobject.c | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 388064a8c..0de916250 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14958,11 +14958,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  This parameter also influences how the root vertices are calculated\n"
    "  if they are not given. See the I{root} parameter.\n"
    "@param root: the index of the root vertex or root vertices.\n"
-   "  if this is a non-empty vector then the supplied vertex IDs are\n"
+   "  If this is a non-empty vector then the supplied vertex IDs are\n"
    "  used as the roots of the trees (or a single tree if the graph is\n"
-   "  connected. If this is C{None} or an empty list, the root vertices\n"
-   "  are automatically calculated based on topological sorting,\n"
-   "  performed with the opposite of the I{mode} argument.\n"
+   "  connected). If this is C{None} or an empty list, the root vertices\n"
+   "  are automatically calculated in such a way so that all other vertices\n"
+   "  would be reachable from them. Currently, automatic root selection\n"
+   "  prefers low eccentricity vertices in small graphs (fewer than 500\n"
+   "  vertices) and high degree vertices in large graphs. This heuristic\n"
+   "  may change in future versions. Specify roots manually for a consistent\n"
+   "  output.\n"
    "@param rootlevel: this argument is useful when drawing forests which are\n"
    "  not trees. It specifies the level of the root vertices for every tree\n"
    "  in the forest.\n"

From d51040e5015019cd8a30c078826af8464c545992 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Nov 2021 09:29:55 +0100
Subject: [PATCH 0501/1681] fix: porting PyDoctor patch over to the master
 branch so we can test the Dash docset

---
 scripts/mkdoc.sh              |   3 +
 scripts/patch-pydoctor.sh     |  23 +++++
 scripts/pydoctor-21.2.2.patch | 167 ++++++++++++++++++++++++++++++++++
 3 files changed, 193 insertions(+)
 create mode 100755 scripts/patch-pydoctor.sh
 create mode 100644 scripts/pydoctor-21.2.2.patch

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f5ac87264..ebb340588 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -26,6 +26,9 @@ fi
 
 PWD=`pwd`
 
+echo "Patching PyDoctor..."
+$SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
+
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
new file mode 100755
index 000000000..d6ff5a4f7
--- /dev/null
+++ b/scripts/patch-pydoctor.sh
@@ -0,0 +1,23 @@
+#!/bin/bash
+# Patches PyDoctor to make it suitable to build python-igraph's documentation
+# until our patches get upstreamed
+
+if [ "x$1" = x ]; then
+    echo "Usage: $0 ROOT_FOLDER PATCH_FOLDER"
+    exit 1
+fi
+
+set -e
+
+ROOT_FOLDER=$1
+PATCH_FOLDER=$(realpath $2)
+${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
+${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
+PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
+
+cd "${PYDOCTOR_DIR}"
+# patch is confirmed to work with pydoctor 21.2.2
+patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
+rm -f deleteme.rej
+
+
diff --git a/scripts/pydoctor-21.2.2.patch b/scripts/pydoctor-21.2.2.patch
new file mode 100644
index 000000000..15a23623f
--- /dev/null
+++ b/scripts/pydoctor-21.2.2.patch
@@ -0,0 +1,167 @@
+diff --git a/pydoctor/astbuilder.py b/pydoctor/astbuilder.py
+index 6b274c9..393ddab 100644
+--- a/pydoctor/astbuilder.py
++++ b/pydoctor/astbuilder.py
+@@ -188,7 +188,7 @@ class ModuleVistor(ast.NodeVisitor):
+             self.newAttr = None
+ 
+     def visit_Module(self, node: ast.Module) -> None:
+-        assert self.module.docstring is None
++        # assert self.module.docstring is None
+ 
+         self.builder.push(self.module, 0)
+         if len(node.body) > 0 and isinstance(node.body[0], ast.Expr) and isinstance(node.body[0].value, ast.Str):
+diff --git a/pydoctor/epydoc2stan.py b/pydoctor/epydoc2stan.py
+index 1b418ae..841c773 100644
+--- a/pydoctor/epydoc2stan.py
++++ b/pydoctor/epydoc2stan.py
+@@ -191,6 +191,11 @@ class _EpydocLinker(DocstringLinker):
+             target = src.resolveName(identifier)
+             if target is not None:
+                 return target
++            if isinstance(src, model.Class):
++                for base in src.allbases():
++                    target = base.resolveName(identifier)
++                    if target is not None:
++                        return target
+             src = src.parent
+ 
+         # Walk up the object tree again and see if 'identifier' refers to an
+@@ -528,7 +533,7 @@ class FieldHandler:
+ 
+     def handleUnknownField(self, field: Field) -> None:
+         name = field.tag
+-        field.report(f"Unknown field '{name}'" )
++        # field.report(f"Unknown field '{name}'" )
+         self.unknowns[name].append(FieldDesc(name=field.arg, body=field.format()))
+ 
+     def handle(self, field: Field) -> None:
+diff --git a/pydoctor/model.py b/pydoctor/model.py
+index d233639..a14a4df 100644
+--- a/pydoctor/model.py
++++ b/pydoctor/model.py
+@@ -14,7 +14,7 @@ import platform
+ import sys
+ import types
+ from enum import Enum
+-from inspect import Signature
++from inspect import signature, Signature
+ from optparse import Values
+ from pathlib import Path
+ from typing import (
+@@ -514,7 +514,8 @@ class Function(Inheritable):
+     is_async: bool
+     annotations: Mapping[str, Optional[ast.expr]]
+     decorators: Optional[Sequence[ast.expr]]
+-    signature: Signature
++    signature: Optional[Signature]
++    text_signature: str = ""
+ 
+     def setup(self) -> None:
+         super().setup()
+@@ -776,15 +777,24 @@ class System:
+ 
+     def _introspectThing(self, thing: object, parent: Documentable, parentMod: _ModuleT) -> None:
+         for k, v in thing.__dict__.items():
+-            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType))
++            # TODO(ntamas): MethodDescriptorType and ClassMethodDescriptorType are Python 3.7 only.
++            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType, types.MethodDescriptorType, types.ClassMethodDescriptorType))
+                     # In PyPy 7.3.1, functions from extensions are not
+                     # instances of the above abstract types.
+-                    or v.__class__.__name__ == 'builtin_function_or_method'):
++                    or (hasattr(v, "__class__") and v.__class__.__name__ == 'builtin_function_or_method')):
+                 f = self.Function(self, k, parent)
+                 f.parentMod = parentMod
+                 f.docstring = v.__doc__
+                 f.decorators = None
+-                f.signature = Signature()
++                try:
++                    f.signature = signature(v)
++                except Exception:
++                    f.text_signature = (getattr(v, "__text_signature__") or "") + " (INVALID)"
++                    f.signature = None
++                f.is_async = False
++                f.annotations = {
++                    name: None for name in (f.signature.parameters if f.signature else {})
++                }
+                 self.addObject(f)
+             elif isinstance(v, type):
+                 c = self.Class(self, k, parent)
+@@ -912,7 +922,8 @@ class System:
+             mod.state = ProcessingState.PROCESSED
+             head = self.processing_modules.pop()
+             assert head == mod.fullName()
+-        self.unprocessed_modules.remove(mod)
++        if mod in self.unprocessed_modules:
++            self.unprocessed_modules.remove(mod)
+         self.progress(
+             'process',
+             self.module_count - len(self.unprocessed_modules),
+diff --git a/pydoctor/templatewriter/pages/__init__.py b/pydoctor/templatewriter/pages/__init__.py
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templatewriter/pages/__init__.py
++++ b/pydoctor/templatewriter/pages/__init__.py
+@@ -49,7 +49,7 @@ def format_decorators(obj: Union[model.Function, model.Attribute]) -> Iterator[A
+ 
+ def signature(function: model.Function) -> str:
+     """Return a nicely-formatted source-like function signature."""
+-    return str(function.signature)
++    return str(function.signature) if function.signature else function.text_signature or "(...)"
+ 
+ class DocGetter:
+     """L{epydoc2stan} bridge."""
+diff --git a/pydoctor/templates/common.html b/pydoctor/templates/common.html
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templates/common.html
++++ b/pydoctor/templates/common.html
+@@ -63,7 +63,7 @@
+       </div>
+       <address>
+         <a href="index.html">API Documentation</a> for <t:slot name="project">Some
+-          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" /> at <t:slot name="buildtime">some time</t:slot>.
++          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" />.
+       </address>
+ 
+     </div>
+diff --git a/pydoctor/templatewriter/summary.py b/pydoctor/templatewriter/summary.py
+index e5f4050..3d326b3 100644
+--- a/pydoctor/templatewriter/summary.py
++++ b/pydoctor/templatewriter/summary.py
+@@ -22,7 +22,7 @@
+         return r
+     ul = tags.ul()
+     for m in sorted(contents, key=lambda m:m.fullName()):
+-        ul(moduleSummary(m, page_url))
++        ul(moduleSummary(m, page_url), "\n")
+     return r(ul)
+ 
+ def _lckey(x):
+@@ -45,6 +45,7 @@
+         r = []
+         for o in self.system.rootobjects:
+             r.append(moduleSummary(o, self.filename))
++            r.append("\n")
+         return tag.clear()(r)
+     @renderer
+     def heading(self, request, tag):
+@@ -105,7 +106,7 @@
+     if len(scs) > 0:
+         ul = tags.ul()
+         for sc in sorted(scs, key=_lckey):
+-            ul(subclassesFrom(hostsystem, sc, anchors, page_url))
++            ul(subclassesFrom(hostsystem, sc, anchors, page_url), "\n")
+         r(ul)
+     return r
+ 
+@@ -136,9 +137,10 @@
+                 if o:
+                     ul = tags.ul()
+                     for sc in sorted(o, key=_lckey):
+-                        ul(subclassesFrom(self.system, sc, anchors, self.filename))
++                        ul(subclassesFrom(self.system, sc, anchors, self.filename), "\n")
+                     item(ul)
+                 t(item)
++            t("\n")
+         return t
+ 
+     @renderer

From 66711348f90cc322da0b03e3104157f31e99c41d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 11 Nov 2021 21:19:50 +0100
Subject: [PATCH 0502/1681] chore: updated vendored igraph to 0.9.5

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4459083d8..8bb3224ab 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4459083d848baf7da637955e904132600273db09
+Subproject commit 8bb3224ab3cfb71bacb0621412d3d43b61a5d676

From c6794ca8ece71fcceb12a1fbd7cf19af9477704b Mon Sep 17 00:00:00 2001
From: Sriram-Pattabiraman
 <59712515+Sriram-Pattabiraman@users.noreply.github.com>
Date: Sat, 13 Nov 2021 11:41:53 -0600
Subject: [PATCH 0503/1681] Changed get_label_position func to account for edge
 curvature

get_label_position now computes the bezier curve for the edge that would be drawn, then finds the parameter based midpoint by putting `.5` as the parameter and taking the output as the label position.
---
 src/igraph/drawing/edge.py | 40 ++++++++++++++++++++++++++++++++++----
 1 file changed, 36 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 605b2df5c..88cc1909e 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -158,11 +158,43 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
         else:
             angle = None
 
+
+        def bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t):
+            """Computes the Bezier curve from point (x0,y0) to (x3,y3)
+            via control points (x1,y1) and (x2,y2) with parameter t.
+            """
+            xt = (
+                (1.0 - t) ** 3 * x0
+                + 3.0 * t * (1.0 - t) ** 2 * x1
+                + 3.0 * t ** 2 * (1.0 - t) * x2
+                + t ** 3 * x3
+            )
+            yt = (
+                (1.0 - t) ** 3 * y0
+                + 3.0 * t * (1.0 - t) ** 2 * y1
+                + 3.0 * t ** 2 * (1.0 - t) * y2
+                + t ** 3 * y3
+            )
+            return xt, yt
+
         # Determine the midpoint
-        pos = (
-            (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
-            (src_vertex.position[1] + dest_vertex.position[1]) / 2,
-        )
+        if edge['curved']:
+            (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+            aux1 = (2 * x1 + x2) / 3.0 - edge['curved'] * 0.5 * (y2 - y1), (
+                2 * y1 + y2
+            ) / 3.0 + edge['curved'] * 0.5 * (x2 - x1)
+            aux2 = (x1 + 2 * x2) / 3.0 - edge['curved'] * 0.5 * (y2 - y1), (
+                y1 + 2 * y2
+            ) / 3.0 + edge['curved'] * 0.5 * (x2 - x1)
+
+
+            pos = bezier_cubic(x1, y1, *aux1, *aux2, x2, y2, .5)
+
+        else:
+            pos = (
+                (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
+                (src_vertex.position[1] + dest_vertex.position[1]) / 2,
+            )
 
         # Determine the alignment based on the angle
         pi4 = pi / 4

From 19ee0490962fd2db204f2203fb45205f7b347169 Mon Sep 17 00:00:00 2001
From: Sriram-Pattabiraman
 <59712515+Sriram-Pattabiraman@users.noreply.github.com>
Date: Tue, 16 Nov 2021 13:24:33 -0600
Subject: [PATCH 0504/1681] refactored to Bezier curve control point function

Previously, the code for calculating the bezier control points was repeated multiple times. Now, there is a function to calculate bezier curve control points accordingly using the start point, the end point, and the edge curvature in a function called get_bezier_control_points_for_curved_edge
---
 src/igraph/drawing/edge.py | 33 +++++++++++++++------------------
 1 file changed, 15 insertions(+), 18 deletions(-)

diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 88cc1909e..294e540fa 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -19,6 +19,16 @@
 
 cairo = find_cairo()
 
+def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
+   aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+       2 * y1 + y2
+   ) / 3.0 + curvature * 0.5 * (x2 - x1)
+   
+   aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+       y1 + 2 * y2
+   ) / 3.0 + curvature * 0.5 * (x2 - x1)
+   
+   return aux1, aux2
 
 class AbstractEdgeDrawer:
     """Abstract edge drawer object from which all concrete edge drawer
@@ -120,12 +130,9 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
-                2 * y1 + y2
-            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
-            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
-                y1 + 2 * y2
-            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
+
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
             ctx.line_to(*dest_vertex.position)
@@ -180,13 +187,8 @@ def bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t):
         # Determine the midpoint
         if edge['curved']:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1 = (2 * x1 + x2) / 3.0 - edge['curved'] * 0.5 * (y2 - y1), (
-                2 * y1 + y2
-            ) / 3.0 + edge['curved'] * 0.5 * (x2 - x1)
-            aux2 = (x1 + 2 * x2) / 3.0 - edge['curved'] * 0.5 * (y2 - y1), (
-                y1 + 2 * y2
-            ) / 3.0 + edge['curved'] * 0.5 * (x2 - x1)
 
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
 
             pos = bezier_cubic(x1, y1, *aux1, *aux2, x2, y2, .5)
 
@@ -305,12 +307,7 @@ def intersect_bezier_circle(
 
         if edge.curved:
             # Calculate the curve
-            aux1 = (2 * x1 + x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
-                2 * y1 + y2
-            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
-            aux2 = (x1 + 2 * x2) / 3.0 - edge.curved * 0.5 * (y2 - y1), (
-                y1 + 2 * y2
-            ) / 3.0 + edge.curved * 0.5 * (x2 - x1)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, x2, y1, y2, edge.curved)
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1

From f12cd47979f6e7399783703df32519cf5c58b054 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 17 Nov 2021 11:56:57 +0100
Subject: [PATCH 0505/1681] fix: fixed indentation and added docstring for
 get_bezier_control_points_for_curved_edge()

---
 src/igraph/drawing/edge.py | 17 ++++++++++-------
 1 file changed, 10 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index 294e540fa..fc41b7b2d 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -20,15 +20,18 @@
 cairo = find_cairo()
 
 def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
-   aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-       2 * y1 + y2
-   ) / 3.0 + curvature * 0.5 * (x2 - x1)
+    """Helper function that calculates the Bezier control points for a
+    curved edge that goes from (x1, y1) to (x2, y2).
+    """
+    aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+        2 * y1 + y2
+    ) / 3.0 + curvature * 0.5 * (x2 - x1)
    
-   aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-       y1 + 2 * y2
-   ) / 3.0 + curvature * 0.5 * (x2 - x1)
+    aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+        y1 + 2 * y2
+    ) / 3.0 + curvature * 0.5 * (x2 - x1)
    
-   return aux1, aux2
+    return aux1, aux2
 
 class AbstractEdgeDrawer:
     """Abstract edge drawer object from which all concrete edge drawer

From 9bbc594876ddee545bb021e83bc0135195e00266 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Nov 2021 12:12:15 +0100
Subject: [PATCH 0506/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 24b6ef417..63a49e749 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 24b6ef417a2929a7b3bc2e95d9bd792213a80134
+Subproject commit 63a49e74932a73b00ae4b58d2af7721e4fc82636

From 9eb7a4299a613381ff7f0213cbc9acd15c5492c2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Nov 2021 15:15:03 +0100
Subject: [PATCH 0507/1681] refactor: move Bezier curve related stuff to
 igraph.drawing.utils

---
 src/igraph/drawing/edge.py  | 39 ++-----------------------------------
 src/igraph/drawing/utils.py | 36 ++++++++++++++++++++++++++++++++++
 2 files changed, 38 insertions(+), 37 deletions(-)

diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index fc41b7b2d..b72f1f4a3 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -14,25 +14,11 @@
 from igraph.drawing.colors import clamp
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.text import TextAlignment
-from igraph.drawing.utils import find_cairo
+from igraph.drawing.utils import evaluate_cubic_bezier_curve, find_cairo, get_bezier_control_points_for_curved_edge
 from math import atan2, cos, pi, sin, sqrt
 
 cairo = find_cairo()
 
-def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
-    """Helper function that calculates the Bezier control points for a
-    curved edge that goes from (x1, y1) to (x2, y2).
-    """
-    aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        2 * y1 + y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
-    aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        y1 + 2 * y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
-    return aux1, aux2
-
 class AbstractEdgeDrawer:
     """Abstract edge drawer object from which all concrete edge drawer
     implementations are derived."""
@@ -169,32 +155,11 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
             angle = None
 
 
-        def bezier_cubic(x0, y0, x1, y1, x2, y2, x3, y3, t):
-            """Computes the Bezier curve from point (x0,y0) to (x3,y3)
-            via control points (x1,y1) and (x2,y2) with parameter t.
-            """
-            xt = (
-                (1.0 - t) ** 3 * x0
-                + 3.0 * t * (1.0 - t) ** 2 * x1
-                + 3.0 * t ** 2 * (1.0 - t) * x2
-                + t ** 3 * x3
-            )
-            yt = (
-                (1.0 - t) ** 3 * y0
-                + 3.0 * t * (1.0 - t) ** 2 * y1
-                + 3.0 * t ** 2 * (1.0 - t) * y2
-                + t ** 3 * y3
-            )
-            return xt, yt
-
         # Determine the midpoint
         if edge['curved']:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-
             aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
-
-            pos = bezier_cubic(x1, y1, *aux1, *aux2, x2, y2, .5)
-
+            pos = evaluate_cubic_bezier_curve(x1, y1, *aux1, *aux2, x2, y2, .5)
         else:
             pos = (
                 (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index ecf546320..42ce51833 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -599,3 +599,39 @@ def FromPolar(cls, radius, angle):
         the origin.
         """
         return cls(radius * cos(angle), radius * sin(angle))
+
+
+def evaluate_cubic_bezier_curve(x0, y0, x1, y1, x2, y2, x3, y3, t):
+    """Evaluates the Bezier curve from point (x0,y0) to (x3,y3) via control points
+    (x1,y1) and (x2,y2) with parameter t.
+    """
+    xt = (
+        (1.0 - t) ** 3 * x0
+        + 3.0 * t * (1.0 - t) ** 2 * x1
+        + 3.0 * t ** 2 * (1.0 - t) * x2
+        + t ** 3 * x3
+    )
+    yt = (
+        (1.0 - t) ** 3 * y0
+        + 3.0 * t * (1.0 - t) ** 2 * y1
+        + 3.0 * t ** 2 * (1.0 - t) * y2
+        + t ** 3 * y3
+    )
+    return xt, yt
+
+
+def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
+    """Helper function that calculates the Bezier control points for a
+    curved edge that goes from (x1, y1) to (x2, y2).
+    """
+    aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+        2 * y1 + y2
+    ) / 3.0 + curvature * 0.5 * (x2 - x1)
+   
+    aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
+        y1 + 2 * y2
+    ) / 3.0 + curvature * 0.5 * (x2 - x1)
+   
+    return aux1, aux2
+
+

From 98c9123a6436483227c261b375366aee56d61df3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Nov 2021 15:57:45 +0100
Subject: [PATCH 0508/1681] chore: updated changelog

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 83715dd40..ced031e44 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- Edge labels now take the curvature of the edge into account, thanks to
+  [@Sriram-Pattabiraman](https://github.com/Sriram-Pattabiraman).
+  ([#457](https://github.com/igraph/python-igraph/pull/457))
+
 ## [0.9.8]
 
 ### Changed

From 50dc1a477662ba84ce720a5687df2067f99d9b6e Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 20 Nov 2021 00:49:27 +1100
Subject: [PATCH 0509/1681] Add quickstart.rst

This is a tutorial file that just gives ~50 lines of code to create a
new graph.
---
 doc/source/tutorial/assets/america.gml  |  43 ++++++++++++++++
 doc/source/tutorial/figures/america.png | Bin 0 -> 18733 bytes
 doc/source/tutorial/quickstart.rst      |  63 ++++++++++++++++++++++++
 3 files changed, 106 insertions(+)
 create mode 100644 doc/source/tutorial/assets/america.gml
 create mode 100644 doc/source/tutorial/figures/america.png
 create mode 100644 doc/source/tutorial/quickstart.rst

diff --git a/doc/source/tutorial/assets/america.gml b/doc/source/tutorial/assets/america.gml
new file mode 100644
index 000000000..a23a3434b
--- /dev/null
+++ b/doc/source/tutorial/assets/america.gml
@@ -0,0 +1,43 @@
+Creator "igraph version 0.9.3 Sun Nov 14 18:16:32 2021"
+Version 1
+graph
+[
+  directed 0
+  title "Cities of America"
+  node
+  [
+    id 0
+    name "New York"
+    population 8622357
+  ]
+  node
+  [
+    id 1
+    name "San Francisco"
+    population 874961
+  ]
+  node
+  [
+    id 2
+    name "Los Angeles"
+    population 4085014
+  ]
+  edge
+  [
+    source 1
+    target 0
+    distance 4160
+  ]
+  edge
+  [
+    source 2
+    target 1
+    distance 559
+  ]
+  edge
+  [
+    source 2
+    target 0
+    distance 3980
+  ]
+]
diff --git a/doc/source/tutorial/figures/america.png b/doc/source/tutorial/figures/america.png
new file mode 100644
index 0000000000000000000000000000000000000000..62db60fc800a9691c70f35bd3e699fe55d225e4c
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literal 0
HcmV?d00001

diff --git a/doc/source/tutorial/quickstart.rst b/doc/source/tutorial/quickstart.rst
new file mode 100644
index 000000000..cabc25eeb
--- /dev/null
+++ b/doc/source/tutorial/quickstart.rst
@@ -0,0 +1,63 @@
+===========
+Quick Start
+===========
+This is a short condensed segment aimed at those who want a very quick and dirty rundown on the basics of *igraph*. For a more in depth explanation about what each part of this code is doing, check out `tutorial link.<>`_
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Construct a graph with 3 vertices
+    n_vertices = 3
+    edges = [(0, 1), (1, 2), (2, 0)]
+    g = ig.Graph(n_vertices, edges)
+
+    # Set attributes for the graph, nodes, and edges
+    g["title"] = "Cities of America"
+    g.vs["name"] = ["New York City", "San Francisco", "Los Angeles"]
+    g.vs["population"] = [8.62e+6, 8.74e+5, 4.08e+6]
+    g.es["distance"] = [4160, 559, 3980]
+
+    # Set individual attributes
+    g.vs[2]["name"] = "Chicago"
+    g.vs[2]["population"] = 2.71e+6
+    g.es[1]["distance"] = 2960
+    g.es[2]["distance"] = 1180
+
+    # Plot in matplotlib
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=g.layout("circle"), # print nodes in a circular layout
+        vertex_size=10,
+        vertex_color=["lightblue", "orange", "orange"],
+        vertex_shape="s", # square
+        vertex_label=g.vs["name"],
+        vertex_label_size=8,
+    )
+    # Remove the axes borders
+    ax.spines['top'].set_visible(False)
+    ax.spines['right'].set_visible(False)
+    ax.spines['bottom'].set_visible(False)
+    ax.spines['left'].set_visible(False)
+    ax.get_xaxis().set_ticks([])
+    ax.get_yaxis().set_ticks([])
+
+    plt.show()
+
+    # Save the graph as an image file
+    fig.savefig('america.png')
+    fig.savefig('america.jpg')
+    fig.savefig('america.pdf')
+
+    # Export and import a graph as a GML file.
+    g.save("america.gml")
+    g = ig.load("america.gml")
+
+... and here is the graph generated by the code
+
+.. figure:: ./figures/america.png
+   :alt: The visual representation of our city network
+   :align: center
\ No newline at end of file

From 5a3a5f8ec62d1184173200e38569861632d78c05 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Nov 2021 15:32:42 +0100
Subject: [PATCH 0510/1681] ci: try to re-enable Python 3.10 tests now that
 SciPy also has wheels

---
 .github/workflows/build.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 34fc3d24d..6627fb0cb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,8 +4,6 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  # skip testing on Python 3.10 until SciPy publishes wheels
-  CIBW_TEST_SKIP: "cp310-*"
 
 jobs:
   build_wheel_linux:

From 699f7150081a7e16c477a49607e9367fac08cc8e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Nov 2021 19:26:32 +0100
Subject: [PATCH 0511/1681] ci: update cibuildwheel, skip musllinux wheels for
 the time being

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6627fb0cb..45d75f6d4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,6 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
+  CIBW_SKIP: "*musllinux*"
 
 jobs:
   build_wheel_linux:
@@ -25,7 +26,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.1.1
+        uses: joerick/cibuildwheel@v2.2.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"

From ca6f675c545d978cf7ad3c888f4213580162214d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Nov 2021 20:06:10 +0100
Subject: [PATCH 0512/1681] ci: move on to manylinux2014 wheels like Pandas
 (otherwise we cannot test on Python 3.10)

---
 .github/workflows/build.yml | 5 +++++
 setup.py                    | 2 +-
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 45d75f6d4..2dc74637a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,12 +5,17 @@ env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
   CIBW_SKIP: "*musllinux*"
+  CIBW_MANYLINUX_X86_64_IMAGE: "manylinux2014"
+  CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
+  CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
+  CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
 
 jobs:
   build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
     runs-on: ubuntu-20.04
     strategy:
+      fail-fast: false
       matrix:
         wheel_arch: [x86_64, i686]
 
diff --git a/setup.py b/setup.py
index 5f15a6520..86b13d57b 100644
--- a/setup.py
+++ b/setup.py
@@ -833,7 +833,7 @@ def use_educated_guess(self) -> None:
             "networkx>=2.5",
             "pytest>=6.2.5",
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
-            "pandas>=1.1.0,<1.3.1; platform_python_implementation != 'PyPy'",
+            "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
         ],
         "doc": [

From a735431a4f7a1b9c27037312e1e9c739ee35a7e4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Nov 2021 21:28:04 +0100
Subject: [PATCH 0513/1681] ci: skip Python 3.10 tests on 32-bit Windows and
 Linux because there are no SciPy wheels there

---
 .github/workflows/build.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2dc74637a..260901552 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -60,6 +60,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
+          # wheel for Linux yet
+          CIBW_TEST_SKIP: "cp310-manylinux_i686"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -163,6 +166,9 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
+          # wheel for Python 3.10 yet
+          CIBW_TEST_SKIP: "cp310-win32"
           CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/

From 666cbe2441026a4ef665339bed48c92c4d4a907b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 20 Nov 2021 00:38:46 +0100
Subject: [PATCH 0514/1681] ci: fix Linux i686 build; CIBW_TEST_SKIP was
 inserted in the wrong place

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 260901552..de9259cf0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,6 +35,9 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
+          # wheel for Linux yet
+          CIBW_TEST_SKIP: "cp310-manylinux_i686"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -60,9 +63,6 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
-          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
-          # wheel for Linux yet
-          CIBW_TEST_SKIP: "cp310-manylinux_i686"
 
       - uses: actions/upload-artifact@v2
         with:

From d3c075c36cc7b0d4417983767864d422aa9b1cda Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 21 Nov 2021 16:03:52 +1100
Subject: [PATCH 0515/1681] Update tutorial for develop branch

---
 doc/source/tutorial/assets/america.gml  |  16 ++++++++--------
 doc/source/tutorial/figures/america.png | Bin 18733 -> 16021 bytes
 doc/source/tutorial/quickstart.rst      |  22 +++++++++-------------
 3 files changed, 17 insertions(+), 21 deletions(-)

diff --git a/doc/source/tutorial/assets/america.gml b/doc/source/tutorial/assets/america.gml
index a23a3434b..acf490020 100644
--- a/doc/source/tutorial/assets/america.gml
+++ b/doc/source/tutorial/assets/america.gml
@@ -1,4 +1,4 @@
-Creator "igraph version 0.9.3 Sun Nov 14 18:16:32 2021"
+Creator "igraph version 0.10.0-dev+63a49e74 Sun Nov 21 16:02:47 2021"
 Version 1
 graph
 [
@@ -7,20 +7,20 @@ graph
   node
   [
     id 0
-    name "New York"
-    population 8622357
+    name "New York City"
+    population 8620000
   ]
   node
   [
     id 1
     name "San Francisco"
-    population 874961
+    population 874000
   ]
   node
   [
     id 2
-    name "Los Angeles"
-    population 4085014
+    name "Chicago"
+    population 2710000
   ]
   edge
   [
@@ -32,12 +32,12 @@ graph
   [
     source 2
     target 1
-    distance 559
+    distance 2960
   ]
   edge
   [
     source 2
     target 0
-    distance 3980
+    distance 1180
   ]
 ]
diff --git a/doc/source/tutorial/figures/america.png b/doc/source/tutorial/figures/america.png
index 62db60fc800a9691c70f35bd3e699fe55d225e4c..d86d613dbda293553b139a717c14b4d5d6a4dc3a 100644
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diff --git a/doc/source/tutorial/quickstart.rst b/doc/source/tutorial/quickstart.rst
index cabc25eeb..1b48e1b7d 100644
--- a/doc/source/tutorial/quickstart.rst
+++ b/doc/source/tutorial/quickstart.rst
@@ -26,24 +26,20 @@ This is a short condensed segment aimed at those who want a very quick and dirty
     g.es[2]["distance"] = 1180
 
     # Plot in matplotlib
-    fig, ax = plt.subplots()
+    fig, ax = plt.subplots(figsize=(5,5))
     ig.plot(
         g,
         target=ax,
         layout=g.layout("circle"), # print nodes in a circular layout
-        vertex_size=10,
-        vertex_color=["lightblue", "orange", "orange"],
-        vertex_shape="s", # square
+        vertex_size=0.07, # set vertex_size of all vertices at once
+        vertex_color=["lightblue", "orange", "orange"], # set colours individually
+        vertex_frame_color=["white", "white", "white"],
+        vertex_frame_width=2.0,
+        vertex_shape=["circle", "rectangle", "triangle-down"],
         vertex_label=g.vs["name"],
-        vertex_label_size=8,
+        vertex_label_size=7.0,
+        edge_width=[1.2+dist/4000.0 for dist in g.es["distance"]], # longer distances = thicker edges
     )
-    # Remove the axes borders
-    ax.spines['top'].set_visible(False)
-    ax.spines['right'].set_visible(False)
-    ax.spines['bottom'].set_visible(False)
-    ax.spines['left'].set_visible(False)
-    ax.get_xaxis().set_ticks([])
-    ax.get_yaxis().set_ticks([])
 
     plt.show()
 
@@ -56,7 +52,7 @@ This is a short condensed segment aimed at those who want a very quick and dirty
     g.save("america.gml")
     g = ig.load("america.gml")
 
-... and here is the graph generated by the code
+... and here is the graph generated by the code:
 
 .. figure:: ./figures/america.png
    :alt: The visual representation of our city network

From 6e91dea439a9b35da3954be24f334ff769e26f8c Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Mon, 22 Nov 2021 00:49:32 +1100
Subject: [PATCH 0516/1681] Add tutorial for get_shortest_paths()

---
 doc/source/tutorial/figures/shortest_path.png | Bin 0 -> 30009 bytes
 doc/source/tutorial/shortest_paths.rst        |  60 ++++++++++++++++++
 2 files changed, 60 insertions(+)
 create mode 100644 doc/source/tutorial/figures/shortest_path.png
 create mode 100644 doc/source/tutorial/shortest_paths.rst

diff --git a/doc/source/tutorial/figures/shortest_path.png b/doc/source/tutorial/figures/shortest_path.png
new file mode 100644
index 0000000000000000000000000000000000000000..b48156a38a4b5aa190729a4cfef443bc940b9924
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diff --git a/doc/source/tutorial/shortest_paths.rst b/doc/source/tutorial/shortest_paths.rst
new file mode 100644
index 000000000..525b5e7fc
--- /dev/null
+++ b/doc/source/tutorial/shortest_paths.rst
@@ -0,0 +1,60 @@
+==============
+Shortest Paths
+==============
+
+For finding the shortest path or distance between two nodes, we can use :meth:`get_shortest_paths()`. If we're only interested in counting the unweighted distance, then we use:
+
+.. code-block:: python
+
+    # Find the shortest path on an unweighted graph
+    g = ig.Graph(
+        6,
+        [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
+    )
+
+    # g.get_shortest_paths() returns a list of vertex ID paths.
+    # In this case, results = [[1, 0, 2, 4]], to indicate that the shortest
+    # path goes through nodes 1 -> 0 -> 2 -> 4.
+    results = g.get_shortest_paths(1, to=4, output="vpath")
+
+    if len(results[0]) > 0:
+        # Number of edges is the number of nodes in the shortest path minus one.
+        print("Shortest distance is: ", len(results[0])-1)
+    else:
+        print("End node could not be reached")
+
+...and if the edges have distances or weights associated with them, we pass them in as an argument. Also note that we specify the output format as ``"epath"``, in order to receive the path as an edge list which we can use to calculate the distance.
+
+.. code-block:: python
+
+    # Find the shortest path on a weighted graph
+    g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
+
+    # g.get_shortest_paths() returns a list of edge ID paths.
+    # In this case, results = [[1, 3, 5]].
+    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")
+
+    if len(results[0]) > 0:
+        # Add up the weights across all edges on the shortest path.
+        distance = 0
+        for e in results[0]:
+            distance += g.es[e]["weight"]
+        print("Shortest distance is: ", distance)
+    else:
+        print("End node could not be reached")
+
+.. figure:: ./figures/shortest_path.png
+   :alt: The visual representation of a weighted network for finding shortest paths
+   :align: center
+
+   Graph ``g``, as seen in the examples.
+
+    NOTE: Currently, the develop branch is bugged so that I can't display edge weights on the sample figure. I'll find some time to generate a graph from Cairo instead.
+
+.. TODO Update this figure
+
+- If you're wondering why :meth:`get_shortest_paths` returns a list of lists, it's becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+- If you're interested in finding *all* shortest paths, check out :meth:`get_all_shortest_paths`.
+
+
+

From 2d22fc92dc8a8969303b72d3ff8372fded3cbd5e Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Mon, 22 Nov 2021 00:55:49 +1100
Subject: [PATCH 0517/1681] Remove america.gml

Currently it's not being used in the tutorial, so I'll just remove it
for now.
---
 doc/source/tutorial/assets/america.gml | 43 --------------------------
 doc/source/tutorial/shortest_paths.rst |  4 +--
 2 files changed, 1 insertion(+), 46 deletions(-)
 delete mode 100644 doc/source/tutorial/assets/america.gml

diff --git a/doc/source/tutorial/assets/america.gml b/doc/source/tutorial/assets/america.gml
deleted file mode 100644
index acf490020..000000000
--- a/doc/source/tutorial/assets/america.gml
+++ /dev/null
@@ -1,43 +0,0 @@
-Creator "igraph version 0.10.0-dev+63a49e74 Sun Nov 21 16:02:47 2021"
-Version 1
-graph
-[
-  directed 0
-  title "Cities of America"
-  node
-  [
-    id 0
-    name "New York City"
-    population 8620000
-  ]
-  node
-  [
-    id 1
-    name "San Francisco"
-    population 874000
-  ]
-  node
-  [
-    id 2
-    name "Chicago"
-    population 2710000
-  ]
-  edge
-  [
-    source 1
-    target 0
-    distance 4160
-  ]
-  edge
-  [
-    source 2
-    target 1
-    distance 2960
-  ]
-  edge
-  [
-    source 2
-    target 0
-    distance 1180
-  ]
-]
diff --git a/doc/source/tutorial/shortest_paths.rst b/doc/source/tutorial/shortest_paths.rst
index 525b5e7fc..166ed6355 100644
--- a/doc/source/tutorial/shortest_paths.rst
+++ b/doc/source/tutorial/shortest_paths.rst
@@ -49,9 +49,7 @@ For finding the shortest path or distance between two nodes, we can use :meth:`g
 
    Graph ``g``, as seen in the examples.
 
-    NOTE: Currently, the develop branch is bugged so that I can't display edge weights on the sample figure. I'll find some time to generate a graph from Cairo instead.
-
-.. TODO Update this figure
+    TODO: Currently, the develop branch is bugged so that I can't display edge weights on the sample figure. I'll find some time to generate a graph from Cairo instead later.
 
 - If you're wondering why :meth:`get_shortest_paths` returns a list of lists, it's becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
 - If you're interested in finding *all* shortest paths, check out :meth:`get_all_shortest_paths`.

From faaf8333d98014d0f5012febf0dc861af08008cc Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 03:11:50 +1100
Subject: [PATCH 0518/1681] Add maxflow.rst and bipartite_matching.rst

---
 .../bipartite_matching/assets/maxflow2.py     |  39 ++++++++++++
 .../bipartite_matching/bipartite_matching.rst |  60 ++++++++++++++++++
 .../bipartite_matching/figures/maxflow2.png   | Bin 0 -> 50120 bytes
 .../tutorials/maxflow/assets/maxflow.py       |  30 +++++++++
 .../tutorials/maxflow/figures/maxflow.png     | Bin 0 -> 27217 bytes
 doc/source/tutorials/maxflow/maxflow.rst      |  41 ++++++++++++
 .../quickstart}/figures/america.png           | Bin
 .../quickstart}/quickstart.rst                |   0
 .../shortest_paths}/figures/shortest_path.png | Bin
 .../shortest_paths}/shortest_paths.rst        |   0
 10 files changed, 170 insertions(+)
 create mode 100644 doc/source/tutorials/bipartite_matching/assets/maxflow2.py
 create mode 100644 doc/source/tutorials/bipartite_matching/bipartite_matching.rst
 create mode 100644 doc/source/tutorials/bipartite_matching/figures/maxflow2.png
 create mode 100644 doc/source/tutorials/maxflow/assets/maxflow.py
 create mode 100644 doc/source/tutorials/maxflow/figures/maxflow.png
 create mode 100644 doc/source/tutorials/maxflow/maxflow.rst
 rename doc/source/{tutorial => tutorials/quickstart}/figures/america.png (100%)
 rename doc/source/{tutorial => tutorials/quickstart}/quickstart.rst (100%)
 rename doc/source/{tutorial => tutorials/shortest_paths}/figures/shortest_path.png (100%)
 rename doc/source/{tutorial => tutorials/shortest_paths}/shortest_paths.rst (100%)

diff --git a/doc/source/tutorials/bipartite_matching/assets/maxflow2.py b/doc/source/tutorials/bipartite_matching/assets/maxflow2.py
new file mode 100644
index 000000000..ad8f36f6a
--- /dev/null
+++ b/doc/source/tutorials/bipartite_matching/assets/maxflow2.py
@@ -0,0 +1,39 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph(
+    9,
+    [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
+    directed=True
+)
+
+# Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
+for i in range(4):
+    g.vs[i]["type"] = True
+for i in range(4, 9):
+    g.vs[i]["type"] = False
+
+# Add source and sink as nodes 9 and 10
+g.add_vertices(2)
+g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
+g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+
+flow = g.maxflow(9, 10)
+print("Maximal Matching is:", flow.value)
+
+# Manually set the position of source and sink to display nicely
+layout = g.layout_bipartite()
+layout[9] = (2, -1)
+layout[10] = (2, 2)
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_size=0.4,
+    vertex_label=range(g.vcount()),
+    vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
+    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+)
+plt.show()
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
new file mode 100644
index 000000000..b5e6d44a6
--- /dev/null
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -0,0 +1,60 @@
+==========================
+Maximal Bipartite Matching
+==========================
+
+This example demonstrates how to visualise bipartite matching using max flow.
+
+.. code-block:: python
+
+    # Generate the graph
+    g = ig.Graph(
+        9,
+        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
+        directed=True
+    )
+
+    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
+    for i in range(4):
+        g.vs[i]["type"] = True
+    for i in range(4, 9):
+        g.vs[i]["type"] = False
+
+    g.add_vertices(2)
+    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
+    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+
+    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1
+    print("Maximal Matching is:", flow.value)
+
+And to display the flow graph nicely, with the matchings added
+
+.. code-block:: python
+
+    # Manually set the position of source and sink to display nicely
+    layout = g.layout_bipartite()
+    layout[9] = (2, -1)
+    layout[10] = (2, 2)
+
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_size=0.4,
+        vertex_label=range(g.vcount()),
+        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
+        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+    )
+    plt.show()
+
+The received output is:
+
+.. code-block::
+
+    Maximal Matching is: 4.0
+
+.. figure:: ./figures/maxflow2.png
+   :alt: The visual representation of maximal bipartite matching
+   :align: center
+
+   Maximal Bipartite Matching
\ No newline at end of file
diff --git a/doc/source/tutorials/bipartite_matching/figures/maxflow2.png b/doc/source/tutorials/bipartite_matching/figures/maxflow2.png
new file mode 100644
index 0000000000000000000000000000000000000000..86a6fb1bbbcdfc709431df4f216d7f8cd1433c27
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diff --git a/doc/source/tutorials/maxflow/assets/maxflow.py b/doc/source/tutorials/maxflow/assets/maxflow.py
new file mode 100644
index 000000000..b28b81bfc
--- /dev/null
+++ b/doc/source/tutorials/maxflow/assets/maxflow.py
@@ -0,0 +1,30 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph(
+    6,
+    [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
+    directed=True
+)
+g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5] # capacity of each edge
+
+# Runs max flow, and returns a Flow object
+flow = g.maxflow(3, 0, capacity=g.es["capacity"])
+
+print("Max flow:", flow.value)
+print("Edge assignments:", flow.flow)
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="circle",
+    vertex_label=range(g.vcount()),
+    vertex_color="lightblue"
+)
+plt.show()
+
+# Output:
+# Max flow: 6.0
+# Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
+
diff --git a/doc/source/tutorials/maxflow/figures/maxflow.png b/doc/source/tutorials/maxflow/figures/maxflow.png
new file mode 100644
index 0000000000000000000000000000000000000000..8cd123fe71d00501773db7b412696f4f462893e1
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diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
new file mode 100644
index 000000000..152aec214
--- /dev/null
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -0,0 +1,41 @@
+============
+Maximum Flow
+============
+
+This example shows how to construct a max flow on a directed graph with edge capacities.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+Max flow on a directed weighted flow graph
+
+.. code-block:: python
+
+    # Generate the graph with its capacities
+    g = ig.Graph(
+        6,
+        [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
+        directed=True
+    )
+    g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5] # capacity of each edge
+
+    # Run the max flow
+    flow = g.maxflow(3, 0, capacity=g.es["capacity"])
+
+    print("Max flow:", flow.value)
+    print("Edge assignments:", flow.flow)
+
+The received output is:
+
+.. code-block::
+
+    Max flow: 6.0
+    Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
+
+.. figure:: ./figures/maxflow.png
+   :alt: The visual representation of the flow graph
+   :align: center
+
+   The flow graph
diff --git a/doc/source/tutorial/figures/america.png b/doc/source/tutorials/quickstart/figures/america.png
similarity index 100%
rename from doc/source/tutorial/figures/america.png
rename to doc/source/tutorials/quickstart/figures/america.png
diff --git a/doc/source/tutorial/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
similarity index 100%
rename from doc/source/tutorial/quickstart.rst
rename to doc/source/tutorials/quickstart/quickstart.rst
diff --git a/doc/source/tutorial/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_path.png
similarity index 100%
rename from doc/source/tutorial/figures/shortest_path.png
rename to doc/source/tutorials/shortest_paths/figures/shortest_path.png
diff --git a/doc/source/tutorial/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
similarity index 100%
rename from doc/source/tutorial/shortest_paths.rst
rename to doc/source/tutorials/shortest_paths/shortest_paths.rst

From 173dce67364e0924dd736446786e9285d602f1d0 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 16:29:12 +1100
Subject: [PATCH 0519/1681] Fix Typos in Maximum Bipartite Matching

---
 .../tutorials/bipartite_matching/bipartite_matching.rst       | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index b5e6d44a6..4dcef0291 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -1,5 +1,5 @@
 ==========================
-Maximal Bipartite Matching
+Maximum Bipartite Matching
 ==========================
 
 This example demonstrates how to visualise bipartite matching using max flow.
@@ -24,7 +24,7 @@ This example demonstrates how to visualise bipartite matching using max flow.
     g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
 
     flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1
-    print("Maximal Matching is:", flow.value)
+    print("Size of the Maximum Matching is:", flow.value)
 
 And to display the flow graph nicely, with the matchings added
 

From 588ddbaf36f4440e6f9fcd53c12bea3af7083966 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 17:27:16 +1100
Subject: [PATCH 0520/1681] Update tutorial to use maximum_bipartite_matching
 instead of max flow

The max flow tutorial has been moved into the "archived" folder, in case
we want to use it later.
---
 .../bipartite_matching/assets/maxflow2.py     |   2 +-
 .../bipartite_matching/bipartite_matching.rst |  60 ++++++++++++++++++
 .../bipartite_matching/figures/maxflow2.png   | Bin
 .../assets/bipartite_mathing.py               |  45 +++++++++++++
 .../bipartite_matching/bipartite_matching.rst |  50 ++++++++++-----
 .../bipartite_matching/figures/bipartite.png  | Bin 0 -> 33545 bytes
 6 files changed, 139 insertions(+), 18 deletions(-)
 rename doc/source/tutorials/{ => archived}/bipartite_matching/assets/maxflow2.py (94%)
 create mode 100644 doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
 rename doc/source/tutorials/{ => archived}/bipartite_matching/figures/maxflow2.png (100%)
 create mode 100644 doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
 create mode 100644 doc/source/tutorials/bipartite_matching/figures/bipartite.png

diff --git a/doc/source/tutorials/bipartite_matching/assets/maxflow2.py b/doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py
similarity index 94%
rename from doc/source/tutorials/bipartite_matching/assets/maxflow2.py
rename to doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py
index ad8f36f6a..844d12306 100644
--- a/doc/source/tutorials/bipartite_matching/assets/maxflow2.py
+++ b/doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py
@@ -19,7 +19,7 @@
 g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
 
 flow = g.maxflow(9, 10)
-print("Maximal Matching is:", flow.value)
+print("Size of the Maximal Matching is:", flow.value)
 
 # Manually set the position of source and sink to display nicely
 layout = g.layout_bipartite()
diff --git a/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
new file mode 100644
index 000000000..4dcef0291
--- /dev/null
+++ b/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
@@ -0,0 +1,60 @@
+==========================
+Maximum Bipartite Matching
+==========================
+
+This example demonstrates how to visualise bipartite matching using max flow.
+
+.. code-block:: python
+
+    # Generate the graph
+    g = ig.Graph(
+        9,
+        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
+        directed=True
+    )
+
+    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
+    for i in range(4):
+        g.vs[i]["type"] = True
+    for i in range(4, 9):
+        g.vs[i]["type"] = False
+
+    g.add_vertices(2)
+    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
+    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+
+    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1
+    print("Size of the Maximum Matching is:", flow.value)
+
+And to display the flow graph nicely, with the matchings added
+
+.. code-block:: python
+
+    # Manually set the position of source and sink to display nicely
+    layout = g.layout_bipartite()
+    layout[9] = (2, -1)
+    layout[10] = (2, 2)
+
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_size=0.4,
+        vertex_label=range(g.vcount()),
+        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
+        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+    )
+    plt.show()
+
+The received output is:
+
+.. code-block::
+
+    Maximal Matching is: 4.0
+
+.. figure:: ./figures/maxflow2.png
+   :alt: The visual representation of maximal bipartite matching
+   :align: center
+
+   Maximal Bipartite Matching
\ No newline at end of file
diff --git a/doc/source/tutorials/bipartite_matching/figures/maxflow2.png b/doc/source/tutorials/archived/bipartite_matching/figures/maxflow2.png
similarity index 100%
rename from doc/source/tutorials/bipartite_matching/figures/maxflow2.png
rename to doc/source/tutorials/archived/bipartite_matching/figures/maxflow2.png
diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
new file mode 100644
index 000000000..7a1f95fcb
--- /dev/null
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
@@ -0,0 +1,45 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph(
+    9,
+    [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
+)
+
+# Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
+for i in range(5):
+    g.vs[i]["type"] = True
+for i in range(5, 9):
+    g.vs[i]["type"] = False
+
+
+matching = g.maximum_bipartite_matching()
+
+# Print pairings for each node on one side
+matching_size = 0
+print("Matching is:")
+for i in range(5):
+    print(f"{i} - {matching.match_of(i)}")
+    if matching.match_of(i):
+        matching_size += 1
+print("Size of Maximum Matching is:", matching_size)
+
+fig, ax = plt.subplots(figsize=(7, 3))
+ig.plot(
+    g,
+    target=ax,
+    layout=g.layout_bipartite(),
+    vertex_size=0.4,
+    vertex_label=range(g.vcount()),
+    vertex_color="lightblue",
+    edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
+)
+plt.show()
+
+# Matching is:
+# 0 - 5
+# 1 - 7
+# 2 - 8
+# 3 - None
+# 4 - 6
+# Size of Maximum Matching is: 4
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 4dcef0291..c8a2339f0 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -2,31 +2,41 @@
 Maximum Bipartite Matching
 ==========================
 
-This example demonstrates how to visualise bipartite matching using max flow.
+This example demonstrates how to find and visualise a maximum biparite matching. First construct a bipartite graph
 
 .. code-block:: python
 
-    # Generate the graph
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
     g = ig.Graph(
         9,
-        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-        directed=True
+        [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
     )
 
-    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-    for i in range(4):
+    # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
+    for i in range(5):
         g.vs[i]["type"] = True
-    for i in range(4, 9):
+    for i in range(5, 9):
         g.vs[i]["type"] = False
 
-    g.add_vertices(2)
-    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
-    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+Then run the maximum matching,
+
+.. code-block:: python
+
+    matching = g.maximum_bipartite_matching()
+
+    # Print pairings for each node on one side
+    matching_size = 0
+    print("Matching is:")
+    for i in range(5):
+        print(f"{i} - {matching.match_of(i)}")
+        if matching.match_of(i):
+            matching_size += 1
+    print("Size of Maximum Matching is:", matching_size)
 
-    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1
-    print("Size of the Maximum Matching is:", flow.value)
 
-And to display the flow graph nicely, with the matchings added
+And finally display the bipartite graph with matchings highlighted.
 
 .. code-block:: python
 
@@ -47,14 +57,20 @@ And to display the flow graph nicely, with the matchings added
     )
     plt.show()
 
-The received output is:
+The received output is
 
 .. code-block::
 
-    Maximal Matching is: 4.0
+    Matching is:
+    0 - 5
+    1 - 7
+    2 - 8
+    3 - None
+    4 - 6
+    Size of Maximum Matching is: 4
 
-.. figure:: ./figures/maxflow2.png
+.. figure:: ./figures/bipartite.png
    :alt: The visual representation of maximal bipartite matching
    :align: center
 
-   Maximal Bipartite Matching
\ No newline at end of file
+   Maximum Bipartite Matching
\ No newline at end of file
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite.png b/doc/source/tutorials/bipartite_matching/figures/bipartite.png
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HcmV?d00001


From 993e913b4603aad1502a9232642673b1c5e198bc Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 17:41:40 +1100
Subject: [PATCH 0521/1681] Update shortest_paths format to be more in line
 with recent tutorials

- Add a short summary of the example at the beginning
- Remove full stops from comments
- Included output of print statements at the end
- Made the tone _slightly_ more formal (library is aimed at researchers
doing graph analysis)
---
 .../shortest_paths/shortest_paths.rst         | 45 +++++++++++--------
 1 file changed, 27 insertions(+), 18 deletions(-)

diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 166ed6355..21834b3d1 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -2,57 +2,66 @@
 Shortest Paths
 ==============
 
-For finding the shortest path or distance between two nodes, we can use :meth:`get_shortest_paths()`. If we're only interested in counting the unweighted distance, then we use:
+This example will demonstrate how to find the shortest distance between two vertices on a weighted and unweighted graph.
+
+To find the shortest path or distance between two nodes, we can use :meth:`get_shortest_paths()`. If we're only interested in counting the unweighted distance, then
 
 .. code-block:: python
 
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
     # Find the shortest path on an unweighted graph
     g = ig.Graph(
         6,
         [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
     )
 
-    # g.get_shortest_paths() returns a list of vertex ID paths.
-    # In this case, results = [[1, 0, 2, 4]], to indicate that the shortest
-    # path goes through nodes 1 -> 0 -> 2 -> 4.
-    results = g.get_shortest_paths(1, to=4, output="vpath")
+    # g.get_shortest_paths() returns a list of vertex ID paths
+    results = g.get_shortest_paths(1, to=4, output="vpath") # results = [[1, 0, 2, 4]]
 
     if len(results[0]) > 0:
-        # Number of edges is the number of nodes in the shortest path minus one.
+        # The distance is the number of vertices in the shortest path minus one.
         print("Shortest distance is: ", len(results[0])-1)
     else:
-        print("End node could not be reached")
+        print("End node could not be reached!")
 
-...and if the edges have distances or weights associated with them, we pass them in as an argument. Also note that we specify the output format as ``"epath"``, in order to receive the path as an edge list which we can use to calculate the distance.
+If the edges have associated distances or weights, we pass them in as an argument. Note that we specify the output format as ``"epath"``, in order to receive the path as an edge list. This is used to calculate the length of the path.
 
 .. code-block:: python
 
     # Find the shortest path on a weighted graph
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
-    # g.get_shortest_paths() returns a list of edge ID paths.
-    # In this case, results = [[1, 3, 5]].
-    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")
+    # g.get_shortest_paths() returns a list of edge ID paths
+    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath") # results = [[1, 3, 5]]
 
     if len(results[0]) > 0:
-        # Add up the weights across all edges on the shortest path.
+        # Add up the weights across all edges on the shortest path
         distance = 0
         for e in results[0]:
             distance += g.es[e]["weight"]
-        print("Shortest distance is: ", distance)
+        print("Shortest weighted distance is: ", distance)
     else:
-        print("End node could not be reached")
+        print("End node could not be reached!")
+
+The output of these these two shortest paths are:
+
+.. code-block:: 
+
+    Shortest distance is:  3
+    Shortest weighted distance is:  8    
 
 .. figure:: ./figures/shortest_path.png
    :alt: The visual representation of a weighted network for finding shortest paths
    :align: center
 
-   Graph ``g``, as seen in the examples.
+   The graph `g`
 
-    TODO: Currently, the develop branch is bugged so that I can't display edge weights on the sample figure. I'll find some time to generate a graph from Cairo instead later.
+.. TODO: Add in edge weights when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
 
-- If you're wondering why :meth:`get_shortest_paths` returns a list of lists, it's becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
-- If you're interested in finding *all* shortest paths, check out :meth:`get_all_shortest_paths`.
+- Note that :meth:`get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+- If you're interested in finding *all* shortest paths, take a look at :meth:`get_all_shortest_paths`.
 
 
 

From dce50b337cc5d0adf4e509106c1d29c7fd566a27 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 19:08:40 +1100
Subject: [PATCH 0522/1681] Update quickstart.rst example to be more neutral

---
 .../tutorials/quickstart/assets/quickstart.py |  44 +++++++++++++
 .../tutorials/quickstart/figures/america.png  | Bin 16021 -> 0 bytes
 .../quickstart/figures/social_network.png     | Bin 0 -> 26448 bytes
 .../tutorials/quickstart/quickstart.rst       |  59 ++++++++++--------
 4 files changed, 78 insertions(+), 25 deletions(-)
 create mode 100644 doc/source/tutorials/quickstart/assets/quickstart.py
 delete mode 100644 doc/source/tutorials/quickstart/figures/america.png
 create mode 100644 doc/source/tutorials/quickstart/figures/social_network.png

diff --git a/doc/source/tutorials/quickstart/assets/quickstart.py b/doc/source/tutorials/quickstart/assets/quickstart.py
new file mode 100644
index 000000000..2db46d73b
--- /dev/null
+++ b/doc/source/tutorials/quickstart/assets/quickstart.py
@@ -0,0 +1,44 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Construct a graph with 3 vertices
+n_vertices = 3
+edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
+g = ig.Graph(n_vertices, edges)
+
+# Set attributes for the graph, nodes, and edges
+g["title"] = "Small Social Network"
+g.vs["name"] = ["Daniel Morillas", "Kathy Archer", "Kyle Ding", "Joshua Walton", "Jana Hoyer"]
+g.vs["gender"] = ["M", "F", "F", "M", "F"]
+g.es["married"] = [False, False, False, False, False, False, False, True]
+
+# Set individual attributes
+g.vs[1]["name"] = "Kathy Morillas"
+g.es[0]["married"] = True
+
+# Plot in matplotlib
+# Note that attributes can be set globally (e.g. vertex_size), or set individually using arrays (e.g. vertex_color)
+fig, ax = plt.subplots(figsize=(5,5))
+ig.plot(
+    g,
+    target=ax,
+    layout="circle", # print nodes in a circular layout
+    vertex_size=0.1,
+    vertex_color=["lightblue" if gender == "M" else "pink" for gender in g.vs["gender"]],
+    vertex_frame_width=2.0,
+    vertex_frame_color="white",
+    vertex_label=g.vs["name"],
+    vertex_label_size=7.0,
+    edge_width=[2 if married else 1 for married in g.es["married"]],
+)
+
+plt.show()
+
+# Save the graph as an image file
+fig.savefig('social_network.png')
+fig.savefig('social_network.jpg')
+fig.savefig('social_network.pdf')
+
+# Export and import a graph as a GML file.
+g.save("social_network.gml")
+g = ig.load("social_network.gml")
diff --git a/doc/source/tutorials/quickstart/figures/america.png b/doc/source/tutorials/quickstart/figures/america.png
deleted file mode 100644
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GIT binary patch
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diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 1b48e1b7d..c8a57c355 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -1,7 +1,16 @@
 ===========
 Quick Start
 ===========
-This is a short condensed segment aimed at those who want a very quick and dirty rundown on the basics of *igraph*. For a more in depth explanation about what each part of this code is doing, check out `tutorial link.<>`_
+
+This quick start will demonstrate the following:
+
+- Construct a *igraph* graph from scratch
+- Set the attributes of nodes and edges
+- Plot out a graph using matplotlib
+- Save a graph as an image
+- Export and import a graph as a ``.gml`` file
+
+This example is aimed at those with some familiarity with python and/or graphing packages, who would like to get some code up and running as fast as possible.
 
 .. code-block:: python
 
@@ -10,50 +19,50 @@ This is a short condensed segment aimed at those who want a very quick and dirty
 
     # Construct a graph with 3 vertices
     n_vertices = 3
-    edges = [(0, 1), (1, 2), (2, 0)]
+    edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
     g = ig.Graph(n_vertices, edges)
 
     # Set attributes for the graph, nodes, and edges
-    g["title"] = "Cities of America"
-    g.vs["name"] = ["New York City", "San Francisco", "Los Angeles"]
-    g.vs["population"] = [8.62e+6, 8.74e+5, 4.08e+6]
-    g.es["distance"] = [4160, 559, 3980]
+    g["title"] = "Small Social Network"
+    g.vs["name"] = ["Daniel Morillas", "Kathy Archer", "Kyle Ding", "Joshua Walton", "Jana Hoyer"]
+    g.vs["gender"] = ["M", "F", "F", "M", "F"]
+    g.es["married"] = [False, False, False, False, False, False, False, True]
 
     # Set individual attributes
-    g.vs[2]["name"] = "Chicago"
-    g.vs[2]["population"] = 2.71e+6
-    g.es[1]["distance"] = 2960
-    g.es[2]["distance"] = 1180
+    g.vs[1]["name"] = "Kathy Morillas"
+    g.es[0]["married"] = True
 
     # Plot in matplotlib
+    # Note that attributes can be set globally (e.g. vertex_size), or set individually using arrays (e.g. vertex_color)
     fig, ax = plt.subplots(figsize=(5,5))
     ig.plot(
         g,
         target=ax,
-        layout=g.layout("circle"), # print nodes in a circular layout
-        vertex_size=0.07, # set vertex_size of all vertices at once
-        vertex_color=["lightblue", "orange", "orange"], # set colours individually
-        vertex_frame_color=["white", "white", "white"],
+        layout="circle", # print nodes in a circular layout
+        vertex_size=0.1,
+        vertex_color=["lightblue" if gender == "M" else "pink" for gender in g.vs["gender"]],
         vertex_frame_width=2.0,
-        vertex_shape=["circle", "rectangle", "triangle-down"],
+        vertex_frame_color="white",
         vertex_label=g.vs["name"],
         vertex_label_size=7.0,
-        edge_width=[1.2+dist/4000.0 for dist in g.es["distance"]], # longer distances = thicker edges
+        edge_width=[2 if married else 1 for married in g.es["married"]],
     )
 
     plt.show()
 
     # Save the graph as an image file
-    fig.savefig('america.png')
-    fig.savefig('america.jpg')
-    fig.savefig('america.pdf')
+    fig.savefig('social_network.png')
+    fig.savefig('social_network.jpg')
+    fig.savefig('social_network.pdf')
 
     # Export and import a graph as a GML file.
-    g.save("america.gml")
-    g = ig.load("america.gml")
+    g.save("social_network.gml")
+    g = ig.load("social_network.gml")
+
 
-... and here is the graph generated by the code:
+The output of the code is pictured below
 
-.. figure:: ./figures/america.png
-   :alt: The visual representation of our city network
-   :align: center
\ No newline at end of file
+.. figure:: ./figures/social_network.png
+   :alt: The visual representation of a small friendship group
+   :align: center
+   The Output Graph

From c83e057f6fa9c992e09a3edf2df124d1b43155dd Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 23 Nov 2021 19:14:39 +1100
Subject: [PATCH 0523/1681] Fix some minor mistakes

---
 .../assets/bipartite_mathing.py               |  1 +
 .../bipartite_matching/bipartite_matching.rst | 13 +++----
 .../shortest_paths/assets/shortest_path.py    | 36 +++++++++++++++++++
 3 files changed, 41 insertions(+), 9 deletions(-)
 create mode 100644 doc/source/tutorials/shortest_paths/assets/shortest_path.py

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
index 7a1f95fcb..790957270 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
@@ -36,6 +36,7 @@
 )
 plt.show()
 
+# Output:
 # Matching is:
 # 0 - 5
 # 1 - 7
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index c8a2339f0..46703524d 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -40,20 +40,15 @@ And finally display the bipartite graph with matchings highlighted.
 
 .. code-block:: python
 
-    # Manually set the position of source and sink to display nicely
-    layout = g.layout_bipartite()
-    layout[9] = (2, -1)
-    layout[10] = (2, 2)
-
-    fig, ax = plt.subplots()
+    fig, ax = plt.subplots(figsize=(7, 3))
     ig.plot(
         g,
         target=ax,
-        layout=layout,
+        layout=g.layout_bipartite(),
         vertex_size=0.4,
         vertex_label=range(g.vcount()),
-        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+        vertex_color="lightblue",
+        edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
     )
     plt.show()
 
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
new file mode 100644
index 000000000..1234c1e14
--- /dev/null
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
@@ -0,0 +1,36 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Find the shortest path on an unweighted graph
+g = ig.Graph(
+    6,
+    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
+)
+
+# g.get_shortest_paths() returns a list of vertex ID paths
+results = g.get_shortest_paths(1, to=4, output="vpath") # results = [[1, 0, 2, 4]]
+
+if len(results[0]) > 0:
+    # The distance is the number of vertices in the shortest path minus one.
+    print("Shortest distance is: ", len(results[0])-1)
+else:
+    print("End node could not be reached!")
+
+# Find the shortest path on a weighted graph
+g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
+
+# g.get_shortest_paths() returns a list of edge ID paths
+results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath") # results = [[1, 3, 5]]
+
+if len(results[0]) > 0:
+    # Add up the weights across all edges on the shortest path
+    distance = 0
+    for e in results[0]:
+        distance += g.es[e]["weight"]
+    print("Shortest weighted distance is: ", distance)
+else:
+    print("End node could not be reached!")
+
+# Output:
+# Shortest distance is:  3
+# Shortest weighted distance is:  8   
\ No newline at end of file

From 3d074b2f3433abbfbbf4e7748c328a1c91da39a7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Nov 2021 20:32:25 +0100
Subject: [PATCH 0524/1681] fix: fix drawing of graphs with a single graph and
 a single loop edge when using the Maptlotlib backend, fixes #462

---
 src/igraph/drawing/graph.py | 19 ++++++++++++++-----
 1 file changed, 14 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 41a950110..5210eb256 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -993,7 +993,7 @@ def shrink_vertex(ax, aux, vcoord, vsize_squared):
             """Shrink edge by vertex size"""
             aux_display, vcoord_display = ax.transData.transform([aux, vcoord])
             d = sqrt(((aux_display - vcoord_display) ** 2).sum())
-            fr = sqrt(vsize_squared) / d
+            fr = sqrt(vsize_squared) / d if d > 0 else 0
             end_display = vcoord_display + fr * (aux_display - vcoord_display)
             end = ax.transData.inverted().transform(end_display)
             return end
@@ -1178,10 +1178,19 @@ def callback_edge_offset(event):
                 xi, yi = x[i], y[i]
                 ax.text(xi, yi, lab, fontsize=label_size)
 
-        dx = max(x) - min(x)
-        dy = max(y) - min(y)
-        ax.set_xlim(min(x) - 0.05 * dx, max(x) + 0.05 * dx)
-        ax.set_ylim(min(y) - 0.05 * dy, max(y) + 0.05 * dy)
+        # Find the X and Y range of coordinates; use a minimum range even if there
+        # is only one vertex to avoid singularities and division by zero later
+        dx, dy = max(x) - min(x), max(y) - min(y)
+        if dx <= 0:
+            dx = 1
+            ax.set_xlim(min(x) - dx / 2, max(x) + dx / 2)
+        else:
+            ax.set_xlim(min(x) - 0.05 * dx, max(x) + 0.05 * dx)
+        if dy <= 0:
+            dy = 1
+            ax.set_ylim(min(y) - dy / 2, max(y) + dy / 2)
+        else:
+            ax.set_ylim(min(y) - 0.05 * dy, max(y) + 0.05 * dy)
 
         # Edge properties
         ne = graph.ecount()

From 8e715812d3f5efaffa1eee5f0582756498e5f180 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 26 Nov 2021 00:57:36 +1100
Subject: [PATCH 0525/1681] Unarchive bipartite matching using max flow

---
 .../bipartite_matching/bipartite_matching.rst |  60 -------------
 .../assets/bipartite_matching_maxflow.py}     |  13 ++-
 .../bipartite_matching_maxflow.rst            |  84 ++++++++++++++++++
 .../figures/bipartite_matching_maxflow.png}   | Bin
 doc/source/tutorials/maxflow/maxflow.rst      |   4 -
 5 files changed, 96 insertions(+), 65 deletions(-)
 delete mode 100644 doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
 rename doc/source/tutorials/{archived/bipartite_matching/assets/maxflow2.py => bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py} (69%)
 create mode 100644 doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
 rename doc/source/tutorials/{archived/bipartite_matching/figures/maxflow2.png => bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png} (100%)

diff --git a/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
deleted file mode 100644
index 4dcef0291..000000000
--- a/doc/source/tutorials/archived/bipartite_matching/bipartite_matching.rst
+++ /dev/null
@@ -1,60 +0,0 @@
-==========================
-Maximum Bipartite Matching
-==========================
-
-This example demonstrates how to visualise bipartite matching using max flow.
-
-.. code-block:: python
-
-    # Generate the graph
-    g = ig.Graph(
-        9,
-        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-        directed=True
-    )
-
-    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-    for i in range(4):
-        g.vs[i]["type"] = True
-    for i in range(4, 9):
-        g.vs[i]["type"] = False
-
-    g.add_vertices(2)
-    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
-    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
-
-    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1
-    print("Size of the Maximum Matching is:", flow.value)
-
-And to display the flow graph nicely, with the matchings added
-
-.. code-block:: python
-
-    # Manually set the position of source and sink to display nicely
-    layout = g.layout_bipartite()
-    layout[9] = (2, -1)
-    layout[10] = (2, 2)
-
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        layout=layout,
-        vertex_size=0.4,
-        vertex_label=range(g.vcount()),
-        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
-    )
-    plt.show()
-
-The received output is:
-
-.. code-block::
-
-    Maximal Matching is: 4.0
-
-.. figure:: ./figures/maxflow2.png
-   :alt: The visual representation of maximal bipartite matching
-   :align: center
-
-   Maximal Bipartite Matching
\ No newline at end of file
diff --git a/doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
similarity index 69%
rename from doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py
rename to doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
index 844d12306..5fa0c3e82 100644
--- a/doc/source/tutorials/archived/bipartite_matching/assets/maxflow2.py
+++ b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
@@ -19,7 +19,18 @@
 g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
 
 flow = g.maxflow(9, 10)
-print("Size of the Maximal Matching is:", flow.value)
+print("Size of Maximum Matching (maxflow) is:", flow.value)
+
+# Compare this to the "maximum_bipartite_matching()" function
+g2 = g.copy()
+g2.delete_vertices([9, 10]) # delete the source and sink, which are unneeded for this function.
+matching = g2.maximum_bipartite_matching()
+
+matching_size = 0
+for i in range(4):
+    if matching.match_of(i):
+        matching_size += 1
+print("Size of Maximum Matching (maximum_bipartite_matching) is:", matching_size)
 
 # Manually set the position of source and sink to display nicely
 layout = g.layout_bipartite()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
new file mode 100644
index 000000000..2f7145a05
--- /dev/null
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -0,0 +1,84 @@
+==========================================
+Maximum Bipartite Matching by Maximum Flow
+==========================================
+
+This example presents how to visualise bipartite matching using maximum flow. Please note that the *igraph* already has :meth:`maximum_bipartite_matching` which is better suited for finding the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching<>`_. This particular example is purely for demonstrative purposes.
+
+.. TODO: add link to Maximum Bipartite Matching 
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Generate the graph
+    g = ig.Graph(
+        9,
+        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
+        directed=True
+    )
+
+    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
+    for i in range(4):
+        g.vs[i]["type"] = True
+    for i in range(4, 9):
+        g.vs[i]["type"] = False
+
+    g.add_vertices(2)
+    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
+    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+
+    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1.0
+    print("Size of Maximum Matching (maxflow) is:", flow.value)
+
+Let's compare the output against :meth:`maximum_bipartite_matching`
+
+.. code-block:: python
+
+    # Compare this to the "maximum_bipartite_matching()" function
+    g2 = g.copy()
+    g2.delete_vertices([9, 10]) # delete the source and sink, which are unneeded
+
+    matching = g2.maximum_bipartite_matching()
+
+    matching_size = 0
+    for i in range(4):
+        if matching.match_of(i):
+            matching_size += 1
+    print("Size of Maximum Matching (maximum_bipartite_matching) is:", matching_size)
+
+And finally, display the flow graph nicely with the matchings added
+
+.. code-block:: python
+
+    # Manually set the position of source and sink to display nicely
+    layout = g.layout_bipartite()
+    layout[9] = (2, -1)
+    layout[10] = (2, 2)
+
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_size=0.4,
+        vertex_label=range(g.vcount()),
+        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
+        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+    )
+    plt.show()
+
+The received output is:
+
+.. code-block::
+
+    Size of Maximum Matching (maxflow) is: 4.0
+    Size of Maximum Matching (maximum_bipartite_matching) is: 4
+
+.. figure:: ./figures/bipartite_matching_maxflow.png
+   :alt: The visual representation of maximal bipartite matching
+   :align: center
+
+   Maximal Bipartite Matching
+
+Note that maximum flow will represent the capacities as real values, which is why our result is ``4.0`` instead of ``4``.
diff --git a/doc/source/tutorials/archived/bipartite_matching/figures/maxflow2.png b/doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png
similarity index 100%
rename from doc/source/tutorials/archived/bipartite_matching/figures/maxflow2.png
rename to doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index 152aec214..84cd755fa 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -9,10 +9,6 @@ This example shows how to construct a max flow on a directed graph with edge cap
     import igraph as ig
     import matplotlib.pyplot as plt
 
-Max flow on a directed weighted flow graph
-
-.. code-block:: python
-
     # Generate the graph with its capacities
     g = ig.Graph(
         6,

From a204c7670edd7569b011e5ca14c66d394c191795 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 26 Nov 2021 00:57:51 +1100
Subject: [PATCH 0526/1681] Update bipartite_matching to use Graph.Bipartite

---
 .../assets/bipartite_mathing.py               | 18 ++++++-----------
 .../bipartite_matching/bipartite_matching.rst | 20 +++++++++----------
 2 files changed, 15 insertions(+), 23 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
index 790957270..65c5d83dc 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
@@ -1,17 +1,12 @@
 import igraph as ig
 import matplotlib.pyplot as plt
 
-g = ig.Graph(
-    9,
+# Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
+g = ig.Graph.Bipartite(
+    [0,0,0,0,0,1,1,1,1],
     [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
 )
-
-# Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
-for i in range(5):
-    g.vs[i]["type"] = True
-for i in range(5, 9):
-    g.vs[i]["type"] = False
-
+assert(g.is_bipartite())
 
 matching = g.maximum_bipartite_matching()
 
@@ -36,11 +31,10 @@
 )
 plt.show()
 
-# Output:
 # Matching is:
 # 0 - 5
 # 1 - 7
 # 2 - 8
-# 3 - None
-# 4 - 6
+# 3 - 6
+# 4 - None
 # Size of Maximum Matching is: 4
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 46703524d..59c636a52 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -2,23 +2,21 @@
 Maximum Bipartite Matching
 ==========================
 
-This example demonstrates how to find and visualise a maximum biparite matching. First construct a bipartite graph
+This example demonstrates an efficient way to find and visualise a maximum biparite matching. First construct a bipartite graph
 
 .. code-block:: python
 
     import igraph as ig
     import matplotlib.pyplot as plt
 
-    g = ig.Graph(
-        9,
+    # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
+    g = ig.Graph.Bipartite(
+        [0,0,0,0,0,1,1,1,1],
         [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
     )
+    assert(g.is_bipartite())
 
-    # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
-    for i in range(5):
-        g.vs[i]["type"] = True
-    for i in range(5, 9):
-        g.vs[i]["type"] = False
+    matching = g.maximum_bipartite_matching()
 
 Then run the maximum matching,
 
@@ -60,12 +58,12 @@ The received output is
     0 - 5
     1 - 7
     2 - 8
-    3 - None
-    4 - 6
+    3 - 6
+    4 - None
     Size of Maximum Matching is: 4
 
 .. figure:: ./figures/bipartite.png
    :alt: The visual representation of maximal bipartite matching
    :align: center
 
-   Maximum Bipartite Matching
\ No newline at end of file
+   Maximum Bipartite Matching

From 2f94b19c3a9410d6a9ef569c0d48d9d0537bd756 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 26 Nov 2021 01:19:50 +1100
Subject: [PATCH 0527/1681] Add Erdos Renyi Graph generator example

---
 .../bipartite_matching_maxflow.rst            |   4 +-
 .../erdos_renyi/assets/erdos_renyi.py         |  57 +++++++++++
 .../tutorials/erdos_renyi/erdos_renyi.rst     |  91 ++++++++++++++++++
 .../erdos_renyi/figures/erdos_renyi_m.png     | Bin 0 -> 153627 bytes
 .../erdos_renyi/figures/erdos_renyi_p.png     | Bin 0 -> 100941 bytes
 5 files changed, 150 insertions(+), 2 deletions(-)
 create mode 100644 doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
 create mode 100644 doc/source/tutorials/erdos_renyi/erdos_renyi.rst
 create mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png
 create mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi_p.png

diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 2f7145a05..97b36c08d 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -4,7 +4,7 @@ Maximum Bipartite Matching by Maximum Flow
 
 This example presents how to visualise bipartite matching using maximum flow. Please note that the *igraph* already has :meth:`maximum_bipartite_matching` which is better suited for finding the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching<>`_. This particular example is purely for demonstrative purposes.
 
-.. TODO: add link to Maximum Bipartite Matching 
+.. TODO: add link to Maximum Bipartite Matching
 
 .. code-block:: python
 
@@ -47,7 +47,7 @@ Let's compare the output against :meth:`maximum_bipartite_matching`
             matching_size += 1
     print("Size of Maximum Matching (maximum_bipartite_matching) is:", matching_size)
 
-And finally, display the flow graph nicely with the matchings added
+And finally, display the original flow graph nicely with the matchings added
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
new file mode 100644
index 000000000..1b8127965
--- /dev/null
+++ b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
@@ -0,0 +1,57 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# Set a random seed for reproducibility
+random.seed(0)
+
+# Generate two Erdos Renyi graphs based on probability
+g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+
+# Generate two Erdos Renyi graphs based on number of edges
+g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+
+# Print out summaries of each graph
+ig.summary(g1)
+ig.summary(g2)
+ig.summary(g3)
+ig.summary(g4)
+
+fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+ig.plot(
+    g1,
+    target=axs[0],
+    layout="circle",
+    vertex_color="lightblue"
+)
+ig.plot(
+    g2,
+    target=axs[1],
+    layout="circle",
+    vertex_color="lightblue"
+)
+plt.show()
+
+fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+ig.plot(
+    g3,
+    target=axs[0],
+    layout="circle",
+    vertex_color="lightblue",
+    vertex_size=0.15
+)
+ig.plot(
+    g4,
+    target=axs[1],
+    layout="circle",
+    vertex_color="lightblue",
+    vertex_size=0.15
+)
+plt.show()
+
+# IGRAPH U--- 15 18 -- 
+# IGRAPH U--- 15 21 -- 
+# IGRAPH U--- 20 35 -- 
+# IGRAPH U--- 20 35 -- 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
new file mode 100644
index 000000000..cee25705e
--- /dev/null
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -0,0 +1,91 @@
+=================
+Erdős-Rényi Graph
+=================
+
+This example demonstrates how to generate `Erdős-Rényi Graphs<https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_. There are two variants of graphs:
+
+- :meth:`Erdos_Renyi(n, m)` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
+- :meth:`Erdos_Renyi(n, p)` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
+
+We generate two graphs of each, so we can confirm that our graph generator is truly random.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+
+    # Set a random seed for reproducibility
+    random.seed(0)
+
+    # Generate two Erdos Renyi graphs based on probability
+    g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+    g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+
+    # Generate two Erdos Renyi graphs based on number of edges
+    g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+    g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+
+    # Print out summaries of each graph
+    ig.summary(g1)
+    ig.summary(g2)
+    ig.summary(g3)
+    ig.summary(g4)
+
+    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+    ig.plot(
+        g1,
+        target=axs[0],
+        layout="circle",
+        vertex_color="lightblue"
+    )
+    ig.plot(
+        g2,
+        target=axs[1],
+        layout="circle",
+        vertex_color="lightblue"
+    )
+    plt.show()
+
+    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+    ig.plot(
+        g3,
+        target=axs[0],
+        layout="circle",
+        vertex_color="lightblue",
+        vertex_size=0.15
+    )
+    ig.plot(
+        g4,
+        target=axs[1],
+        layout="circle",
+        vertex_color="lightblue",
+        vertex_size=0.15
+    )
+    plt.show()
+
+The received output is:
+
+.. code-block::
+
+    IGRAPH U--- 15 18 --
+    IGRAPH U--- 15 21 --
+    IGRAPH U--- 20 35 --
+    IGRAPH U--- 20 35 --
+
+.. figure:: ./figures/erdos_renyi_p.png
+   :alt: The visual representation of a randomly generated Erdos Renyi graph
+   :align: center
+
+   Erdos Renyi random graphs with probability ``p`` = 0.2
+
+.. figure:: ./figures/erdos_renyi_m.png
+   :alt: The second visual representation of a randomly generated Erdos Renyi graph
+   :align: center
+
+   Erdos Renyi random graphs with ``m`` = 35 edges
+
+Note that even when using the same random seed, results can still differ depending on the machine the code is being run from.
+
+
+
diff --git a/doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png b/doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png
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HcmV?d00001


From 0950bb4903c43120312c7118db2eb22370a902e4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Nov 2021 10:04:36 +0100
Subject: [PATCH 0528/1681] fix: setup.py develop works again, refs #464

---
 setup.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 86b13d57b..d4d5202a9 100644
--- a/setup.py
+++ b/setup.py
@@ -823,7 +823,12 @@ def use_educated_guess(self) -> None:
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     ext_modules=[igraph_extension],
-    package_dir={"igraph": "src/igraph"},
+    package_dir={
+        # make sure to use the next line and not the more logical and restrictive
+        # "igraph": "src/igraph" because that one breaks 'setup.py develop'.
+        # See: https://github.com/igraph/python-igraph/issues/464
+        "": "src"
+    },
     packages=["igraph", "igraph.app", "igraph.drawing", "igraph.remote"],
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],

From 9704fb59a5a84507ce845298d0b25f9200f1aa5d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Nov 2021 10:06:37 +0100
Subject: [PATCH 0529/1681] fix: add Homebrew lib dir to the list of folders
 where we look for igraph libs

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index d4d5202a9..8e9d29b76 100644
--- a/setup.py
+++ b/setup.py
@@ -67,6 +67,7 @@ def find_static_library(library_name: str, library_path: List[str]) -> Optional[
     variants = ["lib{0}.a", "{0}.a", "{0}.lib", "lib{0}.lib"]
     if is_unix_like():
         extra_libdirs = [
+            "/opt/homebrew/lib",  # for newer Homebrew installations on macOS
             "/usr/local/lib64",
             "/usr/local/lib",
             "/usr/lib/x86_64-linux-gnu",

From 25c0f9bbbf462a591c41140f292b71c1f4c9e3b0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 29 Nov 2021 09:16:22 +0100
Subject: [PATCH 0530/1681] fix: tutorial incorrectly indicated that colors as
 RGB tuples/lists use the range 0-255, fixes #465

---
 doc/source/tutorial.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 86a29a4a4..df8a0cf2a 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -959,8 +959,8 @@ Color specification in CSS syntax
     - ``rgb(R, G, B)``, components range from 0 to 255 or from 0% to
       100%. Example: ``"rgb(0, 127, 255)"`` or ``"rgb(0%, 50%, 100%)"``.
 
-List, tuple or whitespace-separated string of RGB values
-    Example: ``(255, 128, 0)``, ``[255, 128, 0]`` or ``"255, 128, 0"``.
+Lists or tuples of RGB values in the range 0-1
+    Example: ``(1.0, 0.5, 0)`` or ``[1.0, 0.5, 0]``.
 
 
 Saving plots

From c2a48432fc3aa6123052673678e2375cba36b2aa Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 30 Nov 2021 07:15:19 +1100
Subject: [PATCH 0531/1681] fix: center vertex labels in matplotlib

---
 src/igraph/drawing/matplotlib/graph.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4578249e2..3c7742efc 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -255,7 +255,9 @@ def draw(self, graph, *args, **kwds):
                 *coords,
                 vertex.label,
                 fontsize=label_size,
-                # TODO: alignment, overlap, offset, etc.
+                ha='center',
+                va='center',
+                # TODO: overlap, offset, etc.
             )
 
         # Construct the iterator that we will use to draw the edges

From faeb9bf3e6c0580c7164a0e6deb5e3be7f14f336 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 30 Nov 2021 15:23:41 +1100
Subject: [PATCH 0532/1681] Custom edge colors

---
 .../tutorials/quickstart/assets/quickstart.py |   1 +
 .../quickstart/figures/social_network.png     | Bin 26448 -> 26637 bytes
 .../tutorials/quickstart/quickstart.rst       |   1 +
 3 files changed, 2 insertions(+)

diff --git a/doc/source/tutorials/quickstart/assets/quickstart.py b/doc/source/tutorials/quickstart/assets/quickstart.py
index 2db46d73b..2114377c9 100644
--- a/doc/source/tutorials/quickstart/assets/quickstart.py
+++ b/doc/source/tutorials/quickstart/assets/quickstart.py
@@ -30,6 +30,7 @@
     vertex_label=g.vs["name"],
     vertex_label_size=7.0,
     edge_width=[2 if married else 1 for married in g.es["married"]],
+    edge_color=["#F00" if married else "#000" for married in g.es["married"]],
 )
 
 plt.show()
diff --git a/doc/source/tutorials/quickstart/figures/social_network.png b/doc/source/tutorials/quickstart/figures/social_network.png
index 4c1b2d2fa9dafd78cb14b1922ee400724b65baa8..562ca0541aaaaad10b70de9702f69209113b5f3c 100644
GIT binary patch
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diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index c8a57c355..71792d7ee 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -46,6 +46,7 @@ This example is aimed at those with some familiarity with python and/or graphing
         vertex_label=g.vs["name"],
         vertex_label_size=7.0,
         edge_width=[2 if married else 1 for married in g.es["married"]],
+        edge_color=["#F00" if married else "#000" for married in g.es["married"]],
     )
 
     plt.show()

From d5cdc3fbfd2f0b1f51fc932325e72bcfb31ff974 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 30 Nov 2021 15:37:22 +1100
Subject: [PATCH 0533/1681] Fix aspect ratio of tutorials to 1.0 for the sake
 of beauty

---
 ...rtite_mathing.py => bipartite_matching.py} |   4 +++-
 .../bipartite_matching/bipartite_matching.rst |   3 ++-
 .../bipartite_matching/figures/bipartite.png  | Bin 33545 -> 21819 bytes
 .../assets/bipartite_matching_maxflow.py      |   1 +
 .../bipartite_matching_maxflow.rst            |   1 +
 .../figures/bipartite_matching_maxflow.png    | Bin 50120 -> 26165 bytes
 .../erdos_renyi/assets/erdos_renyi.py         |   4 ++++
 .../tutorials/erdos_renyi/erdos_renyi.rst     |   4 ++++
 .../erdos_renyi/figures/erdos_renyi_m.png     | Bin 153627 -> 135643 bytes
 .../erdos_renyi/figures/erdos_renyi_p.png     | Bin 100941 -> 99833 bytes
 .../tutorials/maxflow/assets/maxflow.py       |   1 +
 .../tutorials/maxflow/figures/maxflow.png     | Bin 27217 -> 27330 bytes
 doc/source/tutorials/maxflow/maxflow.rst      |   2 +-
 .../tutorials/quickstart/assets/quickstart.py |   1 +
 .../quickstart/figures/social_network.png     | Bin 26637 -> 28909 bytes
 .../tutorials/quickstart/quickstart.rst       |   1 +
 16 files changed, 19 insertions(+), 3 deletions(-)
 rename doc/source/tutorials/bipartite_matching/assets/{bipartite_mathing.py => bipartite_matching.py} (94%)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
similarity index 94%
rename from doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
rename to doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index 65c5d83dc..c4d487f69 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_mathing.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -3,7 +3,7 @@
 
 # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
 g = ig.Graph.Bipartite(
-    [0,0,0,0,0,1,1,1,1],
+    [0, 0, 0, 0, 0, 1, 1, 1, 1],
     [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
 )
 assert(g.is_bipartite())
@@ -29,6 +29,8 @@
     vertex_color="lightblue",
     edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
 )
+ax.set_aspect(1)
+
 plt.show()
 
 # Matching is:
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 59c636a52..45f2b7cbf 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -11,7 +11,7 @@ This example demonstrates an efficient way to find and visualise a maximum bipar
 
     # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
     g = ig.Graph.Bipartite(
-        [0,0,0,0,0,1,1,1,1],
+        [0, 0, 0, 0, 0, 1, 1, 1, 1],
         [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
     )
     assert(g.is_bipartite())
@@ -48,6 +48,7 @@ And finally display the bipartite graph with matchings highlighted.
         vertex_color="lightblue",
         edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
     )
+    ax.set_aspect(1)
     plt.show()
 
 The received output is
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite.png b/doc/source/tutorials/bipartite_matching/figures/bipartite.png
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diff --git a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
index 5fa0c3e82..d75ec7c14 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
+++ b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
@@ -47,4 +47,5 @@
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
     edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
 )
+ax.set_aspect(1)
 plt.show()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 97b36c08d..3d00abd36 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -66,6 +66,7 @@ And finally, display the original flow graph nicely with the matchings added
         vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
         edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
     )
+    ax.set_aspect(1)
     plt.show()
 
 The received output is:
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png b/doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png
index 86a6fb1bbbcdfc709431df4f216d7f8cd1433c27..29a7e5ca98cc2e90dd0dcaaa57eb36472d817227 100644
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diff --git a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
index 1b8127965..b546d0dfd 100644
--- a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
+++ b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
@@ -26,12 +26,14 @@
     layout="circle",
     vertex_color="lightblue"
 )
+axs[0].set_aspect(1)
 ig.plot(
     g2,
     target=axs[1],
     layout="circle",
     vertex_color="lightblue"
 )
+axs[1].set_aspect(1)
 plt.show()
 
 fig, axs = plt.subplots(1, 2, figsize=(10, 5))
@@ -42,6 +44,7 @@
     vertex_color="lightblue",
     vertex_size=0.15
 )
+axs[0].set_aspect(1)
 ig.plot(
     g4,
     target=axs[1],
@@ -49,6 +52,7 @@
     vertex_color="lightblue",
     vertex_size=0.15
 )
+axs[1].set_aspect(1)
 plt.show()
 
 # IGRAPH U--- 15 18 -- 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index cee25705e..41da76d88 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -39,12 +39,14 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         layout="circle",
         vertex_color="lightblue"
     )
+    axs[0].set_aspect(1)
     ig.plot(
         g2,
         target=axs[1],
         layout="circle",
         vertex_color="lightblue"
     )
+    axs[1].set_aspect(1)
     plt.show()
 
     fig, axs = plt.subplots(1, 2, figsize=(10, 5))
@@ -55,6 +57,7 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         vertex_color="lightblue",
         vertex_size=0.15
     )
+    axs[0].set_aspect(1)
     ig.plot(
         g4,
         target=axs[1],
@@ -62,6 +65,7 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         vertex_color="lightblue",
         vertex_size=0.15
     )
+    axs[1].set_aspect(1)
     plt.show()
 
 The received output is:
diff --git a/doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png b/doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png
index 455c3bd28862d68fcd61e27084bb9309b79400ba..0d644d2116358fc9b83c4ae9b21dce84efaade3e 100644
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diff --git a/doc/source/tutorials/maxflow/assets/maxflow.py b/doc/source/tutorials/maxflow/assets/maxflow.py
index b28b81bfc..643e135b7 100644
--- a/doc/source/tutorials/maxflow/assets/maxflow.py
+++ b/doc/source/tutorials/maxflow/assets/maxflow.py
@@ -22,6 +22,7 @@
     vertex_label=range(g.vcount()),
     vertex_color="lightblue"
 )
+ax.set_aspect(1)
 plt.show()
 
 # Output:
diff --git a/doc/source/tutorials/maxflow/figures/maxflow.png b/doc/source/tutorials/maxflow/figures/maxflow.png
index 8cd123fe71d00501773db7b412696f4f462893e1..b370748d1c9b93745e094beb37ab4234ee90412b 100644
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diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index 84cd755fa..bf2bdefcb 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -31,7 +31,7 @@ The received output is:
     Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
 
 .. figure:: ./figures/maxflow.png
-   :alt: The visual representation of the flow graph
+   :alt: A visual representation of the flow graph
    :align: center
 
    The flow graph
diff --git a/doc/source/tutorials/quickstart/assets/quickstart.py b/doc/source/tutorials/quickstart/assets/quickstart.py
index 2114377c9..927e9046f 100644
--- a/doc/source/tutorials/quickstart/assets/quickstart.py
+++ b/doc/source/tutorials/quickstart/assets/quickstart.py
@@ -32,6 +32,7 @@
     edge_width=[2 if married else 1 for married in g.es["married"]],
     edge_color=["#F00" if married else "#000" for married in g.es["married"]],
 )
+ax.set_aspect(1)
 
 plt.show()
 
diff --git a/doc/source/tutorials/quickstart/figures/social_network.png b/doc/source/tutorials/quickstart/figures/social_network.png
index 562ca0541aaaaad10b70de9702f69209113b5f3c..c9e901addd02eda2199681acfa788d27008c97ea 100644
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Mjf3?)E3cFP0;9>ooB#j-

diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 71792d7ee..9befdfd75 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -48,6 +48,7 @@ This example is aimed at those with some familiarity with python and/or graphing
         edge_width=[2 if married else 1 for married in g.es["married"]],
         edge_color=["#F00" if married else "#000" for married in g.es["married"]],
     )
+    ax.set_aspect(1)
 
     plt.show()
 

From 9137698cf984667d041f33978f022371d0c6002a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 30 Nov 2021 15:51:50 +1100
Subject: [PATCH 0534/1681] Gallery page, links, TOC entries, and adaptations

---
 doc/source/gallery.rst                           | 16 ++++++++++++++++
 doc/source/index.rst                             |  7 +++++++
 doc/source/tutorial.rst                          |  2 ++
 .../bipartite_matching/bipartite_matching.rst    |  4 ++++
 .../bipartite_matching_maxflow.rst               |  4 ++++
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst |  4 ++++
 doc/source/tutorials/maxflow/maxflow.rst         |  4 ++++
 doc/source/tutorials/quickstart/quickstart.rst   |  4 ++++
 .../tutorials/shortest_paths/shortest_paths.rst  |  4 ++++
 9 files changed, 49 insertions(+)
 create mode 100644 doc/source/gallery.rst

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
new file mode 100644
index 000000000..517727fdc
--- /dev/null
+++ b/doc/source/gallery.rst
@@ -0,0 +1,16 @@
+.. include:: include/global.rst
+
+.. gallery
+
+========
+Gallery
+========
+
+This page contains short examples showcasing the functionality of |igraph|:
+
+ - :ref:`tutorials-quickstart`
+ - :ref:`tutorials-bipartite-matching`
+ - :ref:`tutorials-bipartite-matching-maxflow`
+ - :ref:`tutorials-random`
+ - :ref:`tutorials-maxflow`
+ - :ref:`tutorials-shortest-paths`
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 3203cf801..1fd485c8d 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -15,6 +15,13 @@ Contents:
    intro
    install
    tutorial
+   gallery
+   tutorials/quickstart/quickstart
+   tutorials/bipartite_matching/bipartite_matching
+   tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
+   tutorials/erdos_renyi/erdos_renyi
+   tutorials/maxflow/maxflow
+   tutorials/shortest_paths/shortest_paths
    generation
    analysis
    visualisation
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 20c05bf4f..0c75b552a 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -16,6 +16,8 @@ start out. If you already have a stable programming background in other language
 a quick overview of Python, `Learn Python in 10 minutes <https://www.stavros.io/tutorials/python/>`_
 is probably your best bet.
 
+.. note::
+   For the impatient reader, see the :ref:`gallery` page for short, self-contained examples.
 
 Starting |igraph|
 =================
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 45f2b7cbf..ade2200d1 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-bipartite-matching
+
 ==========================
 Maximum Bipartite Matching
 ==========================
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 3d00abd36..38e61cfaa 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-bipartite-matching-maxflow
+
 ==========================================
 Maximum Bipartite Matching by Maximum Flow
 ==========================================
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 41da76d88..73ade4332 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-random
+
 =================
 Erdős-Rényi Graph
 =================
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index bf2bdefcb..5a078f296 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-maxflow
+
 ============
 Maximum Flow
 ============
diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 9befdfd75..6f05a7184 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-quickstart
+
 ===========
 Quick Start
 ===========
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 21834b3d1..6b80609a2 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -1,3 +1,7 @@
+.. include:: include/global.rst
+
+.. tutorials-shortest-paths
+
 ==============
 Shortest Paths
 ==============

From 523f97ad1de7587db8afcc174228931208620e55 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 1 Dec 2021 06:39:14 +1100
Subject: [PATCH 0535/1681] Review changes

---
 .../assets/bipartite_matching.py              |  6 +++---
 .../bipartite_matching/bipartite_matching.rst |  6 +++---
 .../assets/bipartite_matching_maxflow.py      | 21 +++++++------------
 .../bipartite_matching_maxflow.rst            | 19 +++++++----------
 .../tutorials/quickstart/quickstart.rst       | 13 ++++++------
 .../shortest_paths/assets/shortest_path.py    |  6 ++----
 6 files changed, 30 insertions(+), 41 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index c4d487f69..0b7483e8d 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -6,7 +6,7 @@
     [0, 0, 0, 0, 0, 1, 1, 1, 1],
     [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
 )
-assert(g.is_bipartite())
+assert g.is_bipartite()
 
 matching = g.maximum_bipartite_matching()
 
@@ -15,7 +15,7 @@
 print("Matching is:")
 for i in range(5):
     print(f"{i} - {matching.match_of(i)}")
-    if matching.match_of(i):
+    if matching.match_of(i) is not None:
         matching_size += 1
 print("Size of Maximum Matching is:", matching_size)
 
@@ -27,7 +27,7 @@
     vertex_size=0.4,
     vertex_label=range(g.vcount()),
     vertex_color="lightblue",
-    edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
+    edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
 )
 ax.set_aspect(1)
 
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index ade2200d1..c7b606454 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -18,7 +18,7 @@ This example demonstrates an efficient way to find and visualise a maximum bipar
         [0, 0, 0, 0, 0, 1, 1, 1, 1],
         [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
     )
-    assert(g.is_bipartite())
+    assert g.is_bipartite()
 
     matching = g.maximum_bipartite_matching()
 
@@ -33,7 +33,7 @@ Then run the maximum matching,
     print("Matching is:")
     for i in range(5):
         print(f"{i} - {matching.match_of(i)}")
-        if matching.match_of(i):
+        if matching.match_of(i) is not None:
             matching_size += 1
     print("Size of Maximum Matching is:", matching_size)
 
@@ -50,7 +50,7 @@ And finally display the bipartite graph with matchings highlighted.
         vertex_size=0.4,
         vertex_label=range(g.vcount()),
         vertex_color="lightblue",
-        edge_width=[2.5 if e.target==matching.match_of(e.source) else 1.0 for e in g.es]
+        edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
     )
     ax.set_aspect(1)
     plt.show()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
index d75ec7c14..6b7624dfb 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
+++ b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
@@ -8,29 +8,24 @@
 )
 
 # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-for i in range(4):
-    g.vs[i]["type"] = True
-for i in range(4, 9):
-    g.vs[i]["type"] = False
+g.vs[range(4)]["type"] = True
+g.vs[range(4, 9)]["type"] = False
 
 # Add source and sink as nodes 9 and 10
 g.add_vertices(2)
-g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
-g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
+g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)])  # connect source to one side
+g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)])  # ... and sinks to the other
 
 flow = g.maxflow(9, 10)
-print("Size of Maximum Matching (maxflow) is:", flow.value)
+print("Size of maximum matching (maxflow) is:", flow.value)
 
 # Compare this to the "maximum_bipartite_matching()" function
 g2 = g.copy()
-g2.delete_vertices([9, 10]) # delete the source and sink, which are unneeded for this function.
+g2.delete_vertices([9, 10])  # delete the source and sink, which are unneeded for this function.
 matching = g2.maximum_bipartite_matching()
 
-matching_size = 0
-for i in range(4):
-    if matching.match_of(i):
-        matching_size += 1
-print("Size of Maximum Matching (maximum_bipartite_matching) is:", matching_size)
+matching_size = sum(1 for i in range(4) if matching.is_matched(i))
+print("Size of maximum matching (maximum_bipartite_matching) is:", matching_size)
 
 # Manually set the position of source and sink to display nicely
 layout = g.layout_bipartite()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 38e61cfaa..b82c4980d 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -6,7 +6,9 @@
 Maximum Bipartite Matching by Maximum Flow
 ==========================================
 
-This example presents how to visualise bipartite matching using maximum flow. Please note that the *igraph* already has :meth:`maximum_bipartite_matching` which is better suited for finding the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching<>`_. This particular example is purely for demonstrative purposes.
+This example presents how to visualise bipartite matching using maximum flow.
+
+.. note:: :meth:`maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching<>`_.
 
 .. TODO: add link to Maximum Bipartite Matching
 
@@ -23,17 +25,15 @@ This example presents how to visualise bipartite matching using maximum flow. Pl
     )
 
     # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-    for i in range(4):
-        g.vs[i]["type"] = True
-    for i in range(4, 9):
-        g.vs[i]["type"] = False
+    g.vs[range(4)]["type"] = True
+    g.vs[range(4, 9)]["type"] = False
 
     g.add_vertices(2)
     g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
     g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
 
     flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1.0
-    print("Size of Maximum Matching (maxflow) is:", flow.value)
+    print("Size of maximum matching (maxflow) is:", flow.value)
 
 Let's compare the output against :meth:`maximum_bipartite_matching`
 
@@ -45,11 +45,8 @@ Let's compare the output against :meth:`maximum_bipartite_matching`
 
     matching = g2.maximum_bipartite_matching()
 
-    matching_size = 0
-    for i in range(4):
-        if matching.match_of(i):
-            matching_size += 1
-    print("Size of Maximum Matching (maximum_bipartite_matching) is:", matching_size)
+    matching_size = sum(1 for i in range(4) if matching.is_matched(i))
+    print("Size of maximum matching (maximum_bipartite_matching) is:", matching_size)
 
 And finally, display the original flow graph nicely with the matchings added
 
diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 6f05a7184..74ba5c7e9 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -5,16 +5,15 @@
 ===========
 Quick Start
 ===========
+For the eager folks out there, this intro will give you a quick overview of the following operations:
 
-This quick start will demonstrate the following:
-
-- Construct a *igraph* graph from scratch
-- Set the attributes of nodes and edges
-- Plot out a graph using matplotlib
-- Save a graph as an image
+- Construct a graph
+- Set attributes of nodes and edges
+- Plot a graph using matplotlib
+- Save the plot as an image
 - Export and import a graph as a ``.gml`` file
 
-This example is aimed at those with some familiarity with python and/or graphing packages, who would like to get some code up and running as fast as possible.
+Check out our in-depth tutorial TODO LINK and our gallery TODO LINK for more.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
index 1234c1e14..607854ed1 100644
--- a/doc/source/tutorials/shortest_paths/assets/shortest_path.py
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
@@ -24,13 +24,11 @@
 
 if len(results[0]) > 0:
     # Add up the weights across all edges on the shortest path
-    distance = 0
-    for e in results[0]:
-        distance += g.es[e]["weight"]
+    distance = sum(g.es[e]["weight"] for e in results[0])
     print("Shortest weighted distance is: ", distance)
 else:
     print("End node could not be reached!")
 
 # Output:
 # Shortest distance is:  3
-# Shortest weighted distance is:  8   
\ No newline at end of file
+# Shortest weighted distance is:  8   

From 85b884126b6ba02263ebbf37723979c27f779205 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 1 Dec 2021 07:29:07 +1100
Subject: [PATCH 0536/1681] Stub for ring animation tutorial

---
 .../ring_animation/assets/ring_animation.py   | 27 +++++++++++++++++++
 1 file changed, 27 insertions(+)
 create mode 100644 doc/source/tutorials/ring_animation/assets/ring_animation.py

diff --git a/doc/source/tutorials/ring_animation/assets/ring_animation.py b/doc/source/tutorials/ring_animation/assets/ring_animation.py
new file mode 100644
index 000000000..a4dc0062d
--- /dev/null
+++ b/doc/source/tutorials/ring_animation/assets/ring_animation.py
@@ -0,0 +1,27 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Animate a directed ring graph
+g = ig.Graph.Ring(10, directed=True)
+
+# Make 2D ring layout
+layout = g.layout_circle()
+
+# Create canvas
+fig, ax = plt.subplots()
+
+
+# Prepare interactive backend for autoupdate
+plt.ion()
+plt.show()
+
+# Animate, one vertex at a time
+for frame in range(11):
+    ax.clear()
+    # Fix limits (unless you want a zoom-out effect)
+    ax.set_xlim(-1.5, 1.5)
+    ax.set_ylim(-1.5, 1.5)
+    gd = g.subgraph(range(frame))
+    ig.plot(gd, target=ax, layout=layout[:frame])
+    fig.canvas.draw_idle()
+    fig.canvas.start_event_loop(0.5)

From 2f3b4b6495c73480c02eda6ba5d5fa68a6827f00 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 1 Dec 2021 07:32:39 +1100
Subject: [PATCH 0537/1681] Better line comments in ring tutorial

---
 .../tutorials/ring_animation/assets/ring_animation.py      | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/doc/source/tutorials/ring_animation/assets/ring_animation.py b/doc/source/tutorials/ring_animation/assets/ring_animation.py
index a4dc0062d..951337ff6 100644
--- a/doc/source/tutorials/ring_animation/assets/ring_animation.py
+++ b/doc/source/tutorials/ring_animation/assets/ring_animation.py
@@ -10,18 +10,23 @@
 # Create canvas
 fig, ax = plt.subplots()
 
-
 # Prepare interactive backend for autoupdate
 plt.ion()
 plt.show()
 
 # Animate, one vertex at a time
 for frame in range(11):
+    # Remove previous plot elements
     ax.clear()
+
     # Fix limits (unless you want a zoom-out effect)
     ax.set_xlim(-1.5, 1.5)
     ax.set_ylim(-1.5, 1.5)
+
+    # Plot subgraph
     gd = g.subgraph(range(frame))
     ig.plot(gd, target=ax, layout=layout[:frame])
+
+    # matplotlib animation infrastructure
     fig.canvas.draw_idle()
     fig.canvas.start_event_loop(0.5)

From 6191662c37012953bb4e8112a3860ef804024578 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 1 Dec 2021 14:31:17 +0100
Subject: [PATCH 0538/1681] style: nitpicking

---
 .../bipartite_matching/assets/bipartite_matching.py         | 6 +++---
 .../tutorials/bipartite_matching/bipartite_matching.rst     | 6 +++---
 .../bipartite_matching_maxflow.rst                          | 4 ++--
 doc/source/tutorials/shortest_paths/assets/shortest_path.py | 4 ++--
 doc/source/tutorials/shortest_paths/shortest_paths.rst      | 4 ++--
 5 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index 0b7483e8d..c92c64800 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -15,9 +15,9 @@
 print("Matching is:")
 for i in range(5):
     print(f"{i} - {matching.match_of(i)}")
-    if matching.match_of(i) is not None:
+    if matching.is_matched(i):
         matching_size += 1
-print("Size of Maximum Matching is:", matching_size)
+print("Size of maximum matching is:", matching_size)
 
 fig, ax = plt.subplots(figsize=(7, 3))
 ig.plot(
@@ -39,4 +39,4 @@
 # 2 - 8
 # 3 - 6
 # 4 - None
-# Size of Maximum Matching is: 4
+# Size of maximum matching is: 4
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index c7b606454..d2bd96527 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -33,9 +33,9 @@ Then run the maximum matching,
     print("Matching is:")
     for i in range(5):
         print(f"{i} - {matching.match_of(i)}")
-        if matching.match_of(i) is not None:
+        if matching.is_matched(i):
             matching_size += 1
-    print("Size of Maximum Matching is:", matching_size)
+    print("Size of maximum matching is:", matching_size)
 
 
 And finally display the bipartite graph with matchings highlighted.
@@ -65,7 +65,7 @@ The received output is
     2 - 8
     3 - 6
     4 - None
-    Size of Maximum Matching is: 4
+    Size of maximum matching is: 4
 
 .. figure:: ./figures/bipartite.png
    :alt: The visual representation of maximal bipartite matching
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index b82c4980d..a88f209b4 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -74,8 +74,8 @@ The received output is:
 
 .. code-block::
 
-    Size of Maximum Matching (maxflow) is: 4.0
-    Size of Maximum Matching (maximum_bipartite_matching) is: 4
+    Size of maximum matching (maxflow) is: 4.0
+    Size of maximum matching (maximum_bipartite_matching) is: 4
 
 .. figure:: ./figures/bipartite_matching_maxflow.png
    :alt: The visual representation of maximal bipartite matching
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
index 607854ed1..e79b63315 100644
--- a/doc/source/tutorials/shortest_paths/assets/shortest_path.py
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
@@ -8,7 +8,7 @@
 )
 
 # g.get_shortest_paths() returns a list of vertex ID paths
-results = g.get_shortest_paths(1, to=4, output="vpath") # results = [[1, 0, 2, 4]]
+results = g.get_shortest_paths(1, to=4, output="vpath")  # results = [[1, 0, 2, 4]]
 
 if len(results[0]) > 0:
     # The distance is the number of vertices in the shortest path minus one.
@@ -20,7 +20,7 @@
 g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
 # g.get_shortest_paths() returns a list of edge ID paths
-results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath") # results = [[1, 3, 5]]
+results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
 
 if len(results[0]) > 0:
     # Add up the weights across all edges on the shortest path
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 6b80609a2..dc83871c4 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -22,7 +22,7 @@ To find the shortest path or distance between two nodes, we can use :meth:`get_s
     )
 
     # g.get_shortest_paths() returns a list of vertex ID paths
-    results = g.get_shortest_paths(1, to=4, output="vpath") # results = [[1, 0, 2, 4]]
+    results = g.get_shortest_paths(1, to=4, output="vpath")  # results = [[1, 0, 2, 4]]
 
     if len(results[0]) > 0:
         # The distance is the number of vertices in the shortest path minus one.
@@ -38,7 +38,7 @@ If the edges have associated distances or weights, we pass them in as an argumen
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
     # g.get_shortest_paths() returns a list of edge ID paths
-    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath") # results = [[1, 3, 5]]
+    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
 
     if len(results[0]) > 0:
         # Add up the weights across all edges on the shortest path

From 43157403d814ba1ac2554fd4164f7ba40a5f6299 Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Thu, 2 Dec 2021 21:48:57 +0900
Subject: [PATCH 0539/1681] add: topological sort example

---
 .../assets/topological_sort.py                |  17 +++++
 .../figures/topological_sort.png              | Bin 0 -> 19017 bytes
 .../topological_sort/topological_sort.rst     |  59 ++++++++++++++++++
 3 files changed, 76 insertions(+)
 create mode 100644 doc/source/tutorials/topological_sort/assets/topological_sort.py
 create mode 100644 doc/source/tutorials/topological_sort/figures/topological_sort.png
 create mode 100644 doc/source/tutorials/topological_sort/topological_sort.rst

diff --git a/doc/source/tutorials/topological_sort/assets/topological_sort.py b/doc/source/tutorials/topological_sort/assets/topological_sort.py
new file mode 100644
index 000000000..02b384b5e
--- /dev/null
+++ b/doc/source/tutorials/topological_sort/assets/topological_sort.py
@@ -0,0 +1,17 @@
+import igraph as ig
+
+# generate directed acyclic graph
+g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+            directed=True)
+assert g.is_dag
+    
+# topological sorting
+results = g.topological_sorting(mode='out')
+print('Topological sorting result (out):', *results)
+
+results = g.topological_sorting(mode='in')
+print('Topological sorting result (in):', *results)
+
+# print indegree of each node
+for i in range(g.vcount()):
+    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
\ No newline at end of file
diff --git a/doc/source/tutorials/topological_sort/figures/topological_sort.png b/doc/source/tutorials/topological_sort/figures/topological_sort.png
new file mode 100644
index 0000000000000000000000000000000000000000..24ca49711547068bf574cec820a06ecf723532cb
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diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
new file mode 100644
index 000000000..11c881d58
--- /dev/null
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -0,0 +1,59 @@
+.. include:: include/global.rst
+
+.. tutorials-topological-sort
+
+================
+Topological Sort
+================
+
+This example show how to sort topological order with directed acyclic graph (DAG).
+
+To get topological sorted list, we can use :meth:`topological_sorting`. If given graph is not DAG, error will be returned.
+
+.. code-block:: python
+
+    import igraph as ig
+    
+    # generate directed acyclic graph
+    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+                directed=True)
+    assert g.is_dag
+        
+    # topological sorting
+    results = g.topological_sorting(mode='out')
+    print('Topological sorting result (out):', *results)
+
+    results = g.topological_sorting(mode='in')
+    print('Topological sorting result (in):', *results)
+
+Default mode is `out`, start from the first node with in-degree as 0. And mode is `in`, start from the first node with in-degree as maximum of all degrees.
+
+
+.. code-block:: python
+
+    import igraph as ig
+
+    # generate directed acyclic graph
+    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+                directed=True)
+
+    # print indegree of each node
+    for i in range(g.vcount()):
+        print('degree of {}: {}'.format(i, g.vs[i].indegree()))
+
+We can use :meth:`indegree()` to compute indegree of a node.
+
+The output of two sorted list following as:
+
+.. code-block::
+
+    Topological sorting is (out): 0 1 2 4 3 5
+    Topological sorting is (in): 5 3 1 4 2 0
+
+.. figure:: ./figures/topological_sort.png
+   :alt: The visual representation of a directed acyclic graph for topological sorting
+   :align: center
+
+   The graph `g`
+
+- Note that :meth:`topological_sorting` returns topological sorted list and we can set a mode of two.
\ No newline at end of file

From 0cd62c97b46e81ce82da88d2ac798b673a228074 Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Thu, 2 Dec 2021 22:18:56 +0900
Subject: [PATCH 0540/1681] fix: topological_sort.rst

---
 doc/source/tutorials/topological_sort/topological_sort.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 11c881d58..6861f7a67 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -26,7 +26,7 @@ To get topological sorted list, we can use :meth:`topological_sorting`. If given
     results = g.topological_sorting(mode='in')
     print('Topological sorting result (in):', *results)
 
-Default mode is `out`, start from the first node with in-degree as 0. And mode is `in`, start from the first node with in-degree as maximum of all degrees.
+Default mode is 'out', start from the first node with in-degree as 0. And mode is 'in', start from the first node with in-degree as maximum of all degrees.
 
 
 .. code-block:: python

From 47412e7a0531055b111262dd6c1153d5dd353aef Mon Sep 17 00:00:00 2001
From: ah00ee <nhoahyoung@gmail.com>
Date: Fri, 3 Dec 2021 02:43:09 +0900
Subject: [PATCH 0541/1681] Add topological_sort.rst

---
 doc/source/tutorials/topological_sort/topological_sort.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 6861f7a67..60f5e6178 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -6,7 +6,7 @@
 Topological Sort
 ================
 
-This example show how to sort topological order with directed acyclic graph (DAG).
+This example show how to sort by topological order with directed acyclic graph(DAG).
 
 To get topological sorted list, we can use :meth:`topological_sorting`. If given graph is not DAG, error will be returned.
 
@@ -26,7 +26,7 @@ To get topological sorted list, we can use :meth:`topological_sorting`. If given
     results = g.topological_sorting(mode='in')
     print('Topological sorting result (in):', *results)
 
-Default mode is 'out', start from the first node with in-degree as 0. And mode is 'in', start from the first node with in-degree as maximum of all degrees.
+There are two modes for :meth:`topological_sorting`. Default mode is 'out', which starts from the node with zero in-degree to sort nodes by topological order. The other mode, 'in', starts from the node with maximum in-degree.
 
 
 .. code-block:: python
@@ -56,4 +56,4 @@ The output of two sorted list following as:
 
    The graph `g`
 
-- Note that :meth:`topological_sorting` returns topological sorted list and we can set a mode of two.
\ No newline at end of file
+- Note that :meth:`topological_sorting` returns topological sorted list and we can set a mode of two.

From 858ca8a8738ac36cd26dc13126d9a23d89fa2f64 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 2 Dec 2021 19:31:44 +0100
Subject: [PATCH 0542/1681] test_atlas: skip more graphs.

---
 tests/test_atlas.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 546a28300..5041795dc 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -38,9 +38,6 @@ def testEigenvectorCentrality(self):
 
         try:
             for idx, g in enumerate(self.__class__.graphs):
-                if idx in self.__class__.skip_graphs:
-                    # Skip this graph; it causes lots of problems and I don't know why
-                    continue
 
                 try:
                     ec, eval = g.evcent(return_eigenvalue=True)
@@ -156,14 +153,18 @@ def testAuthorityScore(self):
 
 class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
     graphs = [Graph.Atlas(i) for i in range(1253)]
-    skip_graphs = set([180])
 
+# Skip some problematic graphs
+GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in set([70, 180])]
+print(len(GraphAtlasTests.graphs))
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
     graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + [
         Graph.Isoclass(4, i, directed=True) for i in range(218)
     ]
-    skip_graphs = set([136])
+
+# Skip some problematic graphs
+IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in set([136])]
 
 
 def suite():

From ceba21dce391d046b8b862df82fd0c4db475370b Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 3 Dec 2021 14:04:47 +1100
Subject: [PATCH 0543/1681] Fix spacing in erdos_renyi.rst

---
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 73ade4332..bdcee6db8 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -82,18 +82,17 @@ The received output is:
     IGRAPH U--- 20 35 --
 
 .. figure:: ./figures/erdos_renyi_p.png
+
    :alt: The visual representation of a randomly generated Erdos Renyi graph
    :align: center
 
    Erdos Renyi random graphs with probability ``p`` = 0.2
 
 .. figure:: ./figures/erdos_renyi_m.png
+
    :alt: The second visual representation of a randomly generated Erdos Renyi graph
    :align: center
 
    Erdos Renyi random graphs with ``m`` = 35 edges
 
 Note that even when using the same random seed, results can still differ depending on the machine the code is being run from.
-
-
-

From 60db6f2214565b582ad3d039eae5cdc35ca395e9 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 3 Dec 2021 14:05:21 +1100
Subject: [PATCH 0544/1681] Add ring_animation.rst

---
 doc/source/index.rst                          |   1 +
 .../ring_animation/assets/ring_animation.py   |   5 +-
 .../ring_animation/figures/ring_animation.gif | Bin 0 -> 39803 bytes
 .../ring_animation/ring_animation.rst         |  55 ++++++++++++++++++
 4 files changed, 59 insertions(+), 2 deletions(-)
 create mode 100644 doc/source/tutorials/ring_animation/figures/ring_animation.gif
 create mode 100644 doc/source/tutorials/ring_animation/ring_animation.rst

diff --git a/doc/source/index.rst b/doc/source/index.rst
index 1fd485c8d..e2295739c 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -21,6 +21,7 @@ Contents:
    tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
    tutorials/erdos_renyi/erdos_renyi
    tutorials/maxflow/maxflow
+   tutorials/ring_animation/ring_animation
    tutorials/shortest_paths/shortest_paths
    generation
    analysis
diff --git a/doc/source/tutorials/ring_animation/assets/ring_animation.py b/doc/source/tutorials/ring_animation/assets/ring_animation.py
index 951337ff6..02e028ec5 100644
--- a/doc/source/tutorials/ring_animation/assets/ring_animation.py
+++ b/doc/source/tutorials/ring_animation/assets/ring_animation.py
@@ -9,6 +9,7 @@
 
 # Create canvas
 fig, ax = plt.subplots()
+ax.set_aspect(1)
 
 # Prepare interactive backend for autoupdate
 plt.ion()
@@ -16,7 +17,7 @@
 
 # Animate, one vertex at a time
 for frame in range(11):
-    # Remove previous plot elements
+    # Remove plot elements from the previous frame
     ax.clear()
 
     # Fix limits (unless you want a zoom-out effect)
@@ -25,7 +26,7 @@
 
     # Plot subgraph
     gd = g.subgraph(range(frame))
-    ig.plot(gd, target=ax, layout=layout[:frame])
+    ig.plot(gd, target=ax, layout=layout[:frame], vertex_color="yellow")
 
     # matplotlib animation infrastructure
     fig.canvas.draw_idle()
diff --git a/doc/source/tutorials/ring_animation/figures/ring_animation.gif b/doc/source/tutorials/ring_animation/figures/ring_animation.gif
new file mode 100644
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diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
new file mode 100644
index 000000000..92646a9d0
--- /dev/null
+++ b/doc/source/tutorials/ring_animation/ring_animation.rst
@@ -0,0 +1,55 @@
+.. include:: ../../include/global.rst
+
+.. tutorials-ring-animation
+
+====================
+Ring Graph Animation
+====================
+
+This example demonstrates how to use Matplotlib's `animation features <https://matplotlib.org/stable/api/animation_api.html>`_ in order to animate a ring graph sequentially being revealed.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Animate a directed ring graph
+    g = ig.Graph.Ring(10, directed=True)
+
+    # Make 2D ring layout
+    layout = g.layout_circle()
+
+    # Create canvas
+    fig, ax = plt.subplots()
+    ax.set_aspect(1)
+
+    # Prepare interactive backend for autoupdate
+    plt.ion()
+    plt.show()
+
+    # Animate, one vertex at a time
+    for frame in range(11):
+        # Remove plot elements from the previous frame
+        ax.clear()
+
+        # Fix limits (unless you want a zoom-out effect)
+        ax.set_xlim(-1.5, 1.5)
+        ax.set_ylim(-1.5, 1.5)
+
+        # Plot subgraph
+        gd = g.subgraph(range(frame))
+        ig.plot(gd, target=ax, layout=layout[:frame], vertex_color="yellow")
+
+        # matplotlib animation infrastructure
+        fig.canvas.draw_idle()
+        fig.canvas.start_event_loop(0.5)
+
+The received output is:
+
+.. figure:: ./figures/ring_animation.gif
+
+   :alt: The visualisation of a animated ring graph
+   :align: center
+   :caption: Sequentially animated ring graph.
+
+Note that we use *igraph*'s :meth:`Graph.subgraph()` (a.k.a `:meth:`Graph.induced_subgraph()`<https://igraph.org/python/api/0.9.8/igraph._igraph.GraphBase.html#induced_subgraph>`_) in order to obtain a section of the ring graph at a time for each frame.

From 0093ea53f441b1655dae06bc4fb70c8794050cfa Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 3 Dec 2021 16:02:18 +1100
Subject: [PATCH 0545/1681] Use ".. note" across all tutorials

---
 .../bipartite_matching_maxflow.rst                         | 4 +++-
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst           | 5 ++++-
 doc/source/tutorials/ring_animation/ring_animation.rst     | 5 ++++-
 doc/source/tutorials/shortest_paths/shortest_paths.rst     | 7 +++++--
 4 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index a88f209b4..a53a1b42a 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -83,4 +83,6 @@ The received output is:
 
    Maximal Bipartite Matching
 
-Note that maximum flow will represent the capacities as real values, which is why our result is ``4.0`` instead of ``4``.
+.. note::
+
+    Maximum flow will represent the capacities as real values, which is why our result is ``4.0`` instead of ``4``.
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index bdcee6db8..d4a451e5f 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -95,4 +95,7 @@ The received output is:
 
    Erdos Renyi random graphs with ``m`` = 35 edges
 
-Note that even when using the same random seed, results can still differ depending on the machine the code is being run from.
+
+.. note::
+    
+    Even when using the same random seed, results can still differ depending on the machine the code is being run from.
diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
index 92646a9d0..9add9a945 100644
--- a/doc/source/tutorials/ring_animation/ring_animation.rst
+++ b/doc/source/tutorials/ring_animation/ring_animation.rst
@@ -52,4 +52,7 @@ The received output is:
    :align: center
    :caption: Sequentially animated ring graph.
 
-Note that we use *igraph*'s :meth:`Graph.subgraph()` (a.k.a `:meth:`Graph.induced_subgraph()`<https://igraph.org/python/api/0.9.8/igraph._igraph.GraphBase.html#induced_subgraph>`_) in order to obtain a section of the ring graph at a time for each frame.
+
+.. note::
+    
+    We use *igraph*'s :meth:`Graph.subgraph()` (a.k.a `Graph.induced_subgraph()`<https://igraph.org/python/api/0.9.8/igraph._igraph.GraphBase.html#induced_subgraph>`_) in order to obtain a section of the ring graph at a time for each frame.
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index dc83871c4..c7623fc0c 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -64,8 +64,11 @@ The output of these these two shortest paths are:
 
 .. TODO: Add in edge weights when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
 
-- Note that :meth:`get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
-- If you're interested in finding *all* shortest paths, take a look at :meth:`get_all_shortest_paths`.
+
+.. note::
+
+    - :meth:`get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+    - If you're interested in finding *all* shortest paths, take a look at :meth:`get_all_shortest_paths`.
 
 
 

From 096168d58067e403fbf6227129e25601e0acace9 Mon Sep 17 00:00:00 2001
From: ah00ee <nhoahyoung@gmail.com>
Date: Fri, 3 Dec 2021 14:42:58 +0900
Subject: [PATCH 0546/1681] doc: fix: grammer in topological_sort.rst

---
 .../topological_sort/topological_sort.rst     | 52 +++++++++++--------
 1 file changed, 30 insertions(+), 22 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 60f5e6178..09e92fc2e 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -6,54 +6,62 @@
 Topological Sort
 ================
 
-This example show how to sort by topological order with directed acyclic graph(DAG).
-
-To get topological sorted list, we can use :meth:`topological_sorting`. If given graph is not DAG, error will be returned.
+To get a topological sort of directed acyclic graph(DAG), we can use :meth:`topological_sortng`.
 
 .. code-block:: python
 
     import igraph as ig
     
-    # generate directed acyclic graph
+    # generate directed acyclic graph(DAG)
     g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
                 directed=True)
     assert g.is_dag
         
-    # topological sorting
-    results = g.topological_sorting(mode='out')
-    print('Topological sorting result (out):', *results)
+    # g.topological_sorting() returns a list of vertex ID paths.
+    # If the given graph is not DAG, error will be returned.
+    results = g.topological_sorting(mode='out')	# results = [0, 1, 2, 4, 3, 5]
+    print('Topological sort of graph g on 'out' mode:', *results)
+
+    results = g.topological_sorting(mode='in') # results = [5, 3, 1, 4, 2, 0]
+    print('Topological sort of graph g on 'in' mode:', *results)
+
+There are two modes of :meth:`topological_sorting`. Default mode is 'out', it starts a topological sorting from the node with indegree 0. The other mode is 'in', it starts a topological sorting from the node that has maximum indegree.
+
+The output of the code above is:
+
+.. code-block::
 
-    results = g.topological_sorting(mode='in')
-    print('Topological sorting result (in):', *results)
+    Topological sort of graph g on 'out' mode: 0 1 2 4 3 5
+    Topological sort of graph g on 'in' mode: 5 3 1 4 2 0
 
-There are two modes for :meth:`topological_sorting`. Default mode is 'out', which starts from the node with zero in-degree to sort nodes by topological order. The other mode, 'in', starts from the node with maximum in-degree.
 
+For finding indegree of each node, we can use :meth:`indegree()`.
 
 .. code-block:: python
 
     import igraph as ig
 
-    # generate directed acyclic graph
+    # generate directed acyclic graph(DAG)
     g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
                 directed=True)
 
-    # print indegree of each node
+    # g.vs[i].indegree() returns the indegree of each vertex(which is g.vs[i]).
     for i in range(g.vcount()):
         print('degree of {}: {}'.format(i, g.vs[i].indegree()))
 
-We can use :meth:`indegree()` to compute indegree of a node.
-
-The output of two sorted list following as:
-
-.. code-block::
-
-    Topological sorting is (out): 0 1 2 4 3 5
-    Topological sorting is (in): 5 3 1 4 2 0
+    '''
+    degree of 0: 0
+    degree of 1: 1
+    degree of 2: 2
+    degree of 3: 3
+    degree of 4: 4
+    degree of 5: 5 
+    '''
 
 .. figure:: ./figures/topological_sort.png
-   :alt: The visual representation of a directed acyclic graph for topological sorting
+   :alt: The visual representation of a directed acyclic graph(DAG) for topological sorting
    :align: center
 
    The graph `g`
 
-- Note that :meth:`topological_sorting` returns topological sorted list and we can set a mode of two.
+- Note that :meth:`topological_sorting` returns a list of vertice ID paths and we can set two modes.

From dc25f5714c9d38c5f3dcdc80ba8e90aed8457129 Mon Sep 17 00:00:00 2001
From: "Yesung(Isaac) Lee" <49810053+Isaac-Lee@users.noreply.github.com>
Date: Fri, 3 Dec 2021 15:03:25 +0900
Subject: [PATCH 0547/1681] add graph_traversal.rst

---
 .../tutorials/topological_sort/graph_traversal.rst  | 13 +++++++++++++
 1 file changed, 13 insertions(+)
 create mode 100644 doc/source/tutorials/topological_sort/graph_traversal.rst

diff --git a/doc/source/tutorials/topological_sort/graph_traversal.rst b/doc/source/tutorials/topological_sort/graph_traversal.rst
new file mode 100644
index 000000000..40fd31a78
--- /dev/null
+++ b/doc/source/tutorials/topological_sort/graph_traversal.rst
@@ -0,0 +1,13 @@
+.. include:: include/global.rst
+
+.. tutorials-graph-graversal
+
+================
+Graph Traversal
+================
+
+To get a topological sort of directed acyclic graph(DAG), we can use :meth:`topological_sortng`.
+
+.. code-block:: python
+
+    import igraph as ig

From 9f3f3a578a8b605d1535883d999904de1aca7d84 Mon Sep 17 00:00:00 2001
From: "Yesung(Isaac) Lee" <49810053+Isaac-Lee@users.noreply.github.com>
Date: Fri, 3 Dec 2021 15:07:40 +0900
Subject: [PATCH 0548/1681] doc: fix: graph_traversal.rst

---
 doc/source/tutorials/topological_sort/graph_traversal.rst | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/graph_traversal.rst b/doc/source/tutorials/topological_sort/graph_traversal.rst
index 40fd31a78..d96f4822a 100644
--- a/doc/source/tutorials/topological_sort/graph_traversal.rst
+++ b/doc/source/tutorials/topological_sort/graph_traversal.rst
@@ -5,9 +5,3 @@
 ================
 Graph Traversal
 ================
-
-To get a topological sort of directed acyclic graph(DAG), we can use :meth:`topological_sortng`.
-
-.. code-block:: python
-
-    import igraph as ig

From 9b41460b487b847cfa96fdc6dd70328979b546ed Mon Sep 17 00:00:00 2001
From: "Yesung(Isaac) Lee" <49810053+Isaac-Lee@users.noreply.github.com>
Date: Fri, 3 Dec 2021 15:08:07 +0900
Subject: [PATCH 0549/1681] doc: fix: graph_traversal.rst


From 41523d9c8479af132bf75c7fbb8ee5c7889ad5c9 Mon Sep 17 00:00:00 2001
From: isaac_lee <yy0221ss@gmail.com>
Date: Fri, 3 Dec 2021 15:12:04 +0900
Subject: [PATCH 0550/1681] delete file

---
 doc/source/tutorials/topological_sort/graph_traversal.rst | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 doc/source/tutorials/topological_sort/graph_traversal.rst

diff --git a/doc/source/tutorials/topological_sort/graph_traversal.rst b/doc/source/tutorials/topological_sort/graph_traversal.rst
deleted file mode 100644
index d96f4822a..000000000
--- a/doc/source/tutorials/topological_sort/graph_traversal.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-.. include:: include/global.rst
-
-.. tutorials-graph-graversal
-
-================
-Graph Traversal
-================

From 9dbabbd50aac195ec1ac4eb317cea5e12433e2a9 Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Sun, 12 Dec 2021 15:24:21 +0900
Subject: [PATCH 0551/1681] doc: fix a figure of topological sort

---
 .../figures/topological_sort.png              | Bin 19017 -> 23883 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/figures/topological_sort.png b/doc/source/tutorials/topological_sort/figures/topological_sort.png
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From 4ba66b317e73cf88baf9bd74fa066000bbd1a54e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 12 Dec 2021 21:14:21 +1100
Subject: [PATCH 0552/1681] fix: Aspect ratio in matplotlib plotting

---
 src/igraph/drawing/matplotlib/graph.py        |   4 ++++
 .../test_graph/clustering_directed.png        | Bin 36485 -> 35633 bytes
 .../test_graph/clustering_directed_large.png  | Bin 67108 -> 60787 bytes
 .../test_graph/graph_basic.png                | Bin 25084 -> 24565 bytes
 .../test_graph/graph_directed.png             | Bin 26545 -> 25533 bytes
 .../test_graph/graph_edit_children.png        | Bin 24552 -> 24177 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 26545 -> 25533 bytes
 7 files changed, 4 insertions(+)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 3c7742efc..28c2eb8a4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -316,4 +316,8 @@ def draw(self, graph, *args, **kwds):
         ax.set_xticks([])
         ax.set_yticks([])
 
+        # Set equal aspect to get actual circles
+        ax.set_aspect(1)
+
+        # Autoscale for x/y axis limits
         ax.autoscale_view()
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index b8ae42ae5db3d7741064b11b0f2c36dff606091d..c2dd4cc65ced7ca3d0e2eedd132c68521ab32fab 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
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From a67eb194c15fb441139e716694d76807ec3ea4a0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 12 Dec 2021 11:26:45 +0100
Subject: [PATCH 0553/1681] doc: emphasize that the Configuration object is
 supposed to be used as a singleton

---
 src/igraph/__init__.py      | 4 ++++
 src/igraph/configuration.py | 8 ++++++++
 2 files changed, 12 insertions(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7f616ef1f..e4432f571 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -5289,4 +5289,8 @@ def write(graph, filename, *args, **kwds):
 
 
 config = init_configuration()
+"""The main configuration object of igraph. Use this object to modify igraph's
+behaviour, typically when used in interactive mode.
+"""
+
 del construct_graph_from_formula
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index e81a1dfa4..8e28835c3 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -88,6 +88,14 @@ def get_platform_image_viewer():
 class Configuration:
     """Class representing igraph configuration details.
 
+    Note that there is one primary instance of this class, which is used by
+    igraph itself to retrieve configuration parameters when needed. You can
+    access this instance with the L{instance()} method. You I{may} construct
+    other instances by invoking the constructor directly, but these instances
+    will I{not} affect igraph's behaviour. If you are interested in configuring
+    igraph, use L{igraph.config} to get hold of the singleton instance and then
+    modify it.
+
     General ideas
     =============
 

From 387b8c299b20a9532b3130760e840aed763dabc0 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 12 Dec 2021 23:36:00 +1100
Subject: [PATCH 0554/1681] Remove ax.set_aspect(1) from all scripts

---
 .../assets/bipartite_matching.py              |   2 --
 .../bipartite_matching/bipartite_matching.rst |   1 -
 .../assets/bipartite_matching_maxflow.py      |   1 -
 .../bipartite_matching_maxflow.rst            |   1 -
 .../erdos_renyi/assets/erdos_renyi.py         |   4 ----
 .../tutorials/erdos_renyi/erdos_renyi.rst     |   4 ----
 .../tutorials/quickstart/assets/quickstart.py |   7 +++----
 .../quickstart/figures/social_network.png     | Bin 28909 -> 65370 bytes
 .../tutorials/quickstart/quickstart.rst       |   7 +++----
 .../ring_animation/assets/ring_animation.py   |   1 -
 10 files changed, 6 insertions(+), 22 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index c92c64800..d675d5dc7 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -29,8 +29,6 @@
     vertex_color="lightblue",
     edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
 )
-ax.set_aspect(1)
-
 plt.show()
 
 # Matching is:
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index d2bd96527..9eb753699 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -52,7 +52,6 @@ And finally display the bipartite graph with matchings highlighted.
         vertex_color="lightblue",
         edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
     )
-    ax.set_aspect(1)
     plt.show()
 
 The received output is
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
index 6b7624dfb..c49327db9 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
+++ b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
@@ -42,5 +42,4 @@
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
     edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
 )
-ax.set_aspect(1)
 plt.show()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index a53a1b42a..78fd976fc 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -67,7 +67,6 @@ And finally, display the original flow graph nicely with the matchings added
         vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
         edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
     )
-    ax.set_aspect(1)
     plt.show()
 
 The received output is:
diff --git a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
index b546d0dfd..1b8127965 100644
--- a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
+++ b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
@@ -26,14 +26,12 @@
     layout="circle",
     vertex_color="lightblue"
 )
-axs[0].set_aspect(1)
 ig.plot(
     g2,
     target=axs[1],
     layout="circle",
     vertex_color="lightblue"
 )
-axs[1].set_aspect(1)
 plt.show()
 
 fig, axs = plt.subplots(1, 2, figsize=(10, 5))
@@ -44,7 +42,6 @@
     vertex_color="lightblue",
     vertex_size=0.15
 )
-axs[0].set_aspect(1)
 ig.plot(
     g4,
     target=axs[1],
@@ -52,7 +49,6 @@
     vertex_color="lightblue",
     vertex_size=0.15
 )
-axs[1].set_aspect(1)
 plt.show()
 
 # IGRAPH U--- 15 18 -- 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index d4a451e5f..59e2ad0f1 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -43,14 +43,12 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         layout="circle",
         vertex_color="lightblue"
     )
-    axs[0].set_aspect(1)
     ig.plot(
         g2,
         target=axs[1],
         layout="circle",
         vertex_color="lightblue"
     )
-    axs[1].set_aspect(1)
     plt.show()
 
     fig, axs = plt.subplots(1, 2, figsize=(10, 5))
@@ -61,7 +59,6 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         vertex_color="lightblue",
         vertex_size=0.15
     )
-    axs[0].set_aspect(1)
     ig.plot(
         g4,
         target=axs[1],
@@ -69,7 +66,6 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
         vertex_color="lightblue",
         vertex_size=0.15
     )
-    axs[1].set_aspect(1)
     plt.show()
 
 The received output is:
diff --git a/doc/source/tutorials/quickstart/assets/quickstart.py b/doc/source/tutorials/quickstart/assets/quickstart.py
index 927e9046f..52edfab77 100644
--- a/doc/source/tutorials/quickstart/assets/quickstart.py
+++ b/doc/source/tutorials/quickstart/assets/quickstart.py
@@ -24,15 +24,14 @@
     target=ax,
     layout="circle", # print nodes in a circular layout
     vertex_size=0.1,
-    vertex_color=["lightblue" if gender == "M" else "pink" for gender in g.vs["gender"]],
-    vertex_frame_width=2.0,
+    vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
+    vertex_frame_width=4.0,
     vertex_frame_color="white",
     vertex_label=g.vs["name"],
     vertex_label_size=7.0,
     edge_width=[2 if married else 1 for married in g.es["married"]],
-    edge_color=["#F00" if married else "#000" for married in g.es["married"]],
+    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]]
 )
-ax.set_aspect(1)
 
 plt.show()
 
diff --git a/doc/source/tutorials/quickstart/figures/social_network.png b/doc/source/tutorials/quickstart/figures/social_network.png
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diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 74ba5c7e9..7237998aa 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -43,15 +43,14 @@ Check out our in-depth tutorial TODO LINK and our gallery TODO LINK for more.
         target=ax,
         layout="circle", # print nodes in a circular layout
         vertex_size=0.1,
-        vertex_color=["lightblue" if gender == "M" else "pink" for gender in g.vs["gender"]],
-        vertex_frame_width=2.0,
+        vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
+        vertex_frame_width=4.0,
         vertex_frame_color="white",
         vertex_label=g.vs["name"],
         vertex_label_size=7.0,
         edge_width=[2 if married else 1 for married in g.es["married"]],
-        edge_color=["#F00" if married else "#000" for married in g.es["married"]],
+        edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]]
     )
-    ax.set_aspect(1)
 
     plt.show()
 
diff --git a/doc/source/tutorials/ring_animation/assets/ring_animation.py b/doc/source/tutorials/ring_animation/assets/ring_animation.py
index 02e028ec5..55d080643 100644
--- a/doc/source/tutorials/ring_animation/assets/ring_animation.py
+++ b/doc/source/tutorials/ring_animation/assets/ring_animation.py
@@ -9,7 +9,6 @@
 
 # Create canvas
 fig, ax = plt.subplots()
-ax.set_aspect(1)
 
 # Prepare interactive backend for autoupdate
 plt.ion()

From bd82befc11adf2f67ff4f64e34cb1236ba00a4db Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 12 Dec 2021 23:45:38 +1100
Subject: [PATCH 0555/1681] Fix figure captions

---
 .../bipartite_matching_maxflow.rst               |  2 +-
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst | 16 +++++++---------
 doc/source/tutorials/quickstart/quickstart.rst   |  1 +
 3 files changed, 9 insertions(+), 10 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 78fd976fc..c8aed55f5 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -8,7 +8,7 @@ Maximum Bipartite Matching by Maximum Flow
 
 This example presents how to visualise bipartite matching using maximum flow.
 
-.. note:: :meth:`maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching<>`_.
+.. note:: :meth:`maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching <>`_.
 
 .. TODO: add link to Maximum Bipartite Matching
 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 59e2ad0f1..e5c3132df 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -6,7 +6,7 @@
 Erdős-Rényi Graph
 =================
 
-This example demonstrates how to generate `Erdős-Rényi Graphs<https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_. There are two variants of graphs:
+This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_. There are two variants of graphs:
 
 - :meth:`Erdos_Renyi(n, m)` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
 - :meth:`Erdos_Renyi(n, p)` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
@@ -78,18 +78,16 @@ The received output is:
     IGRAPH U--- 20 35 --
 
 .. figure:: ./figures/erdos_renyi_p.png
+    :alt: The visual representation of a randomly generated Erdos Renyi graph
+    :align: center
 
-   :alt: The visual representation of a randomly generated Erdos Renyi graph
-   :align: center
-
-   Erdos Renyi random graphs with probability ``p`` = 0.2
+    Erdos Renyi random graphs with probability ``p`` = 0.2
 
 .. figure:: ./figures/erdos_renyi_m.png
+    :alt: The second visual representation of a randomly generated Erdos Renyi graph
+    :align: center
 
-   :alt: The second visual representation of a randomly generated Erdos Renyi graph
-   :align: center
-
-   Erdos Renyi random graphs with ``m`` = 35 edges
+    Erdos Renyi random graphs with ``m`` = 35 edges
 
 
 .. note::
diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 7237998aa..7b3256ce8 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -69,4 +69,5 @@ The output of the code is pictured below
 .. figure:: ./figures/social_network.png
    :alt: The visual representation of a small friendship group
    :align: center
+   
    The Output Graph

From a1d1eb78c5d0888df3fa39ec82971f4e65e3c0f1 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 12 Dec 2021 23:56:21 +1100
Subject: [PATCH 0556/1681] Fix gallery links

---
 doc/source/gallery.rst                                      | 2 +-
 .../tutorials/bipartite_matching/bipartite_matching.rst     | 4 ++--
 .../bipartite_matching_maxflow.rst                          | 4 ++--
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst            | 4 ++--
 doc/source/tutorials/maxflow/maxflow.rst                    | 4 ++--
 doc/source/tutorials/quickstart/quickstart.rst              | 6 +++---
 doc/source/tutorials/shortest_paths/shortest_paths.rst      | 4 ++--
 7 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 517727fdc..69fff1990 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -1,6 +1,6 @@
 .. include:: include/global.rst
 
-.. gallery
+.. _gallery:
 
 ========
 Gallery
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 9eb753699..b421189a8 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-bipartite-matching
+.. _tutorials-bipartite-matching:
 
 ==========================
 Maximum Bipartite Matching
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index c8aed55f5..11abe3029 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-bipartite-matching-maxflow
+.. _tutorials-bipartite-matching-maxflow:
 
 ==========================================
 Maximum Bipartite Matching by Maximum Flow
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index e5c3132df..f702da660 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-random
+.. _tutorials-random:
 
 =================
 Erdős-Rényi Graph
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index 5a078f296..d7371b196 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-maxflow
+.. _tutorials-maxflow:
 
 ============
 Maximum Flow
diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 7b3256ce8..56b926b22 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-quickstart
+.. _tutorials-quickstart:
 
 ===========
 Quick Start
@@ -69,5 +69,5 @@ The output of the code is pictured below
 .. figure:: ./figures/social_network.png
    :alt: The visual representation of a small friendship group
    :align: center
-   
+
    The Output Graph
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index c7623fc0c..4f8f14700 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -1,6 +1,6 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
-.. tutorials-shortest-paths
+.. _tutorials-shortest-paths:
 
 ==============
 Shortest Paths

From 3109fe451aba0270367bbb29cd526b62d4011e85 Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Sun, 12 Dec 2021 22:30:43 +0900
Subject: [PATCH 0557/1681] doc: fix topological_sort.rst

---
 .../tutorials/topological_sort/topological_sort.rst  | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 09e92fc2e..bbe53eecf 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -6,7 +6,10 @@
 Topological Sort
 ================
 
-To get a topological sort of directed acyclic graph(DAG), we can use :meth:`topological_sortng`.
+This example demonstrates how to get a topological sorting list on a directed acyclic graph (DAG).
+Topological sort of a directed graph is a linear ordering based on the precedence implied by the directed edges and it exists iff the graph doesn't have any directed cycle.
+
+We can use :meth:`topological_sortng` to get a topological ordering.
 
 .. code-block:: python
 
@@ -25,7 +28,7 @@ To get a topological sort of directed acyclic graph(DAG), we can use :meth:`topo
     results = g.topological_sorting(mode='in') # results = [5, 3, 1, 4, 2, 0]
     print('Topological sort of graph g on 'in' mode:', *results)
 
-There are two modes of :meth:`topological_sorting`. Default mode is 'out', it starts a topological sorting from the node with indegree 0. The other mode is 'in', it starts a topological sorting from the node that has maximum indegree.
+There are two modes of :meth:topological_sorting. 'out' is the default mode which start from a node with indegree equal to 0. The other mode is 'in', and it similarly starts from a node with outdegree equal to 0.
 
 The output of the code above is:
 
@@ -35,7 +38,7 @@ The output of the code above is:
     Topological sort of graph g on 'in' mode: 5 3 1 4 2 0
 
 
-For finding indegree of each node, we can use :meth:`indegree()`.
+We can use :meth:`indegree()` to find the indegree of the node.
 
 .. code-block:: python
 
@@ -64,4 +67,5 @@ For finding indegree of each node, we can use :meth:`indegree()`.
 
    The graph `g`
 
-- Note that :meth:`topological_sorting` returns a list of vertice ID paths and we can set two modes.
+- :meth:`topological_sorting` returns a list of node IDs.
+- We can set two modes as a parameter.

From 3fc0f22b5605da8eaf237d812cd9b2a7ef6a54cc Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Mon, 13 Dec 2021 00:36:41 +1100
Subject: [PATCH 0558/1681] Add links to external sites

---
 doc/source/gallery.rst                                |  1 +
 .../bipartite_matching/bipartite_matching.rst         |  5 ++++-
 .../bipartite_matching_maxflow.rst                    | 11 +++++++----
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst      | 10 +++++++---
 doc/source/tutorials/maxflow/maxflow.rst              |  5 ++++-
 .../tutorials/ring_animation/ring_animation.rst       |  9 ++++++---
 .../tutorials/shortest_paths/shortest_paths.rst       | 11 ++++++++---
 7 files changed, 37 insertions(+), 15 deletions(-)

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 69fff1990..f3782f6ea 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -12,5 +12,6 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-bipartite-matching`
  - :ref:`tutorials-bipartite-matching-maxflow`
  - :ref:`tutorials-random`
+ - :ref:`tutorials-ring-animation`
  - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index b421189a8..eaf28f320 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -6,7 +6,10 @@
 Maximum Bipartite Matching
 ==========================
 
-This example demonstrates an efficient way to find and visualise a maximum biparite matching. First construct a bipartite graph
+.. _maximum_bipartite_matching: https://igraph.org/python/doc/api/igraph.Graph.html#maximum_bipartite_matching
+.. |maximum_bipartite_matching| replace:: :meth:`maximum_bipartite_matching`
+
+This example demonstrates an efficient way to find and visualise a maximum biparite matching using |maximum_bipartite_matching|_. First construct a bipartite graph
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 11abe3029..83ed53426 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -6,11 +6,14 @@
 Maximum Bipartite Matching by Maximum Flow
 ==========================================
 
-This example presents how to visualise bipartite matching using maximum flow.
+.. _maximum_bipartite_matching: https://igraph.org/python/doc/api/igraph.Graph.html#maximum_bipartite_matching
+.. |maximum_bipartite_matching| replace:: :meth:`maximum_bipartite_matching`
+.. _maxflow: https://igraph.org/python/doc/api/igraph.Graph.html#maxflow
+.. |maxflow| replace:: :meth:`maxflow`
 
-.. note:: :meth:`maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out `Maximum Bipartite Matching <>`_.
+This example presents how to visualise bipartite matching using maximum flow (see |maxflow|_).
 
-.. TODO: add link to Maximum Bipartite Matching
+.. note::  |maximum_bipartite_matching|_ is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
 
 .. code-block:: python
 
@@ -35,7 +38,7 @@ This example presents how to visualise bipartite matching using maximum flow.
     flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1.0
     print("Size of maximum matching (maxflow) is:", flow.value)
 
-Let's compare the output against :meth:`maximum_bipartite_matching`
+Let's compare the output against |maximum_bipartite_matching|_
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index f702da660..64b31c4e0 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -6,10 +6,14 @@
 Erdős-Rényi Graph
 =================
 
-This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_. There are two variants of graphs:
+.. _Erdos_Renyi: https://igraph.org/python/doc/api/igraph.Graph.html#Erdos_Renyi
+.. |Erdos_Renyi| replace:: :meth:`Erdos_Renyi`
 
-- :meth:`Erdos_Renyi(n, m)` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
-- :meth:`Erdos_Renyi(n, p)` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
+
+This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using |Erdos_Renyi|_. There are two variants of graphs:
+
+- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
+- ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
 
 We generate two graphs of each, so we can confirm that our graph generator is truly random.
 
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index d7371b196..7e8b999e1 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -6,7 +6,10 @@
 Maximum Flow
 ============
 
-This example shows how to construct a max flow on a directed graph with edge capacities.
+.. _maxflow: https://igraph.org/python/doc/api/igraph.Graph.html#maxflow
+.. |maxflow| replace:: :meth:`maxflow`
+
+This example shows how to construct a max flow on a directed graph with edge capacities using |maxflow|_.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
index 9add9a945..8fbe53cc5 100644
--- a/doc/source/tutorials/ring_animation/ring_animation.rst
+++ b/doc/source/tutorials/ring_animation/ring_animation.rst
@@ -1,12 +1,12 @@
 .. include:: ../../include/global.rst
 
-.. tutorials-ring-animation
+.. _tutorials-ring-animation:
 
 ====================
 Ring Graph Animation
 ====================
 
-This example demonstrates how to use Matplotlib's `animation features <https://matplotlib.org/stable/api/animation_api.html>`_ in order to animate a ring graph sequentially being revealed.
+This example demonstrates how to use `Matplotlib's animation features <https://matplotlib.org/stable/api/animation_api.html>`_ in order to animate a ring graph sequentially being revealed.
 
 .. code-block:: python
 
@@ -53,6 +53,9 @@ The received output is:
    :caption: Sequentially animated ring graph.
 
 
+.. _induced_subgraph: https://igraph.org/python/api/latest/igraph._igraph.GraphBase.html#induced_subgraph
+.. |induced_subgraph| replace:: :meth:`induced_subgraph`
+
 .. note::
     
-    We use *igraph*'s :meth:`Graph.subgraph()` (a.k.a `Graph.induced_subgraph()`<https://igraph.org/python/api/0.9.8/igraph._igraph.GraphBase.html#induced_subgraph>`_) in order to obtain a section of the ring graph at a time for each frame.
+    We use *igraph*'s :meth:`Graph.subgraph()` (see |induced_subgraph|_) in order to obtain a section of the ring graph at a time for each frame.
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 4f8f14700..28a75253f 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -6,9 +6,14 @@
 Shortest Paths
 ==============
 
+.. _get_shortest_paths: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#get_shortest_paths
+.. |get_shortest_paths| replace:: :meth:`get_shortest_paths`
+.. _get_all_shortest_paths: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#get_all_shortest_paths
+.. |get_all_shortest_paths| replace:: :meth:`get_all_shortest_paths`
+
 This example will demonstrate how to find the shortest distance between two vertices on a weighted and unweighted graph.
 
-To find the shortest path or distance between two nodes, we can use :meth:`get_shortest_paths()`. If we're only interested in counting the unweighted distance, then
+To find the shortest path or distance between two nodes, we can use |get_shortest_paths|_. If we're only interested in counting the unweighted distance, then we can do the following:
 
 .. code-block:: python
 
@@ -67,8 +72,8 @@ The output of these these two shortest paths are:
 
 .. note::
 
-    - :meth:`get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
-    - If you're interested in finding *all* shortest paths, take a look at :meth:`get_all_shortest_paths`.
+    - |get_shortest_paths|_ returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+    - If you're interested in finding *all* shortest paths, take a look at |get_all_shortest_paths|_.
 
 
 

From 30b4c6955309b80e2bb0f8fa868a9dc9765546aa Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Mon, 13 Dec 2021 00:38:31 +1100
Subject: [PATCH 0559/1681] Make tutorial captions more consistent

I.e. capitalise all captions
---
 doc/source/tutorials/erdos_renyi/erdos_renyi.rst       | 4 ++--
 doc/source/tutorials/maxflow/maxflow.rst               | 2 +-
 doc/source/tutorials/ring_animation/ring_animation.rst | 4 ++--
 doc/source/tutorials/shortest_paths/shortest_paths.rst | 2 +-
 4 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 64b31c4e0..f980f7ee9 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -85,13 +85,13 @@ The received output is:
     :alt: The visual representation of a randomly generated Erdos Renyi graph
     :align: center
 
-    Erdos Renyi random graphs with probability ``p`` = 0.2
+    Erdos Renyi Random Graphs With Probability ``p`` = 0.2
 
 .. figure:: ./figures/erdos_renyi_m.png
     :alt: The second visual representation of a randomly generated Erdos Renyi graph
     :align: center
 
-    Erdos Renyi random graphs with ``m`` = 35 edges
+    Erdos Renyi Random Graphs With Number of Edges ``m`` = 35 
 
 
 .. note::
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index 7e8b999e1..0e93ec577 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -41,4 +41,4 @@ The received output is:
    :alt: A visual representation of the flow graph
    :align: center
 
-   The flow graph
+   The Flow Graph
diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
index 8fbe53cc5..455913572 100644
--- a/doc/source/tutorials/ring_animation/ring_animation.rst
+++ b/doc/source/tutorials/ring_animation/ring_animation.rst
@@ -47,10 +47,10 @@ This example demonstrates how to use `Matplotlib's animation features <https://m
 The received output is:
 
 .. figure:: ./figures/ring_animation.gif
-
    :alt: The visualisation of a animated ring graph
    :align: center
-   :caption: Sequentially animated ring graph.
+
+   Sequentially Animated Ring Graph
 
 
 .. _induced_subgraph: https://igraph.org/python/api/latest/igraph._igraph.GraphBase.html#induced_subgraph
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 28a75253f..5797b1955 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -65,7 +65,7 @@ The output of these these two shortest paths are:
    :alt: The visual representation of a weighted network for finding shortest paths
    :align: center
 
-   The graph `g`
+   The Graph `g` 
 
 .. TODO: Add in edge weights when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
 

From 1da8b131735d5bec38270a1b70ad9054da878ced Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Mon, 13 Dec 2021 00:43:38 +1100
Subject: [PATCH 0560/1681] Fix shortest_path.rst figure aspect ratio

---
 .../tutorials/quickstart/quickstart.rst       |   2 +-
 .../shortest_paths/figures/shortest_path.png  | Bin 30009 -> 27685 bytes
 .../shortest_paths/shortest_paths.rst         |   2 +-
 3 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
index 56b926b22..384f68b87 100644
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ b/doc/source/tutorials/quickstart/quickstart.rst
@@ -13,7 +13,7 @@ For the eager folks out there, this intro will give you a quick overview of the
 - Save the plot as an image
 - Export and import a graph as a ``.gml`` file
 
-Check out our in-depth tutorial TODO LINK and our gallery TODO LINK for more.
+To find out more features that |igraph| has to offer, check out the :ref:`gallery`!
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_path.png
index b48156a38a4b5aa190729a4cfef443bc940b9924..7c77c04e0cecda3ffc3d1b06626701efffed84b5 100644
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diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 5797b1955..1cff2be95 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -67,7 +67,7 @@ The output of these these two shortest paths are:
 
    The Graph `g` 
 
-.. TODO: Add in edge weights when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
+.. TODO: Add in edge weights as labels when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
 
 
 .. note::

From d45c47c6cdb4d4706e742a115074ebd54d06b19c Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Sun, 12 Dec 2021 22:46:05 +0900
Subject: [PATCH 0561/1681] doc: fix topological_sort.rst and codes

---
 .../assets/topological_sort.py                | 11 +++++----
 .../topological_sort/topological_sort.rst     | 24 +++++++++----------
 2 files changed, 18 insertions(+), 17 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/assets/topological_sort.py b/doc/source/tutorials/topological_sort/assets/topological_sort.py
index 02b384b5e..eebc7de3a 100644
--- a/doc/source/tutorials/topological_sort/assets/topological_sort.py
+++ b/doc/source/tutorials/topological_sort/assets/topological_sort.py
@@ -1,17 +1,18 @@
 import igraph as ig
 
-# generate directed acyclic graph
+# generate a directed acyclic graph (DAG)
 g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
             directed=True)
 assert g.is_dag
     
-# topological sorting
+# g.topological_sorting() returns a list of node IDs.
+# If the given graph is not DAG, the error will occur.
 results = g.topological_sorting(mode='out')
-print('Topological sorting result (out):', *results)
+print('Topological sort of graph g (out):', *results)
 
 results = g.topological_sorting(mode='in')
-print('Topological sorting result (in):', *results)
+print('Topological sort of graph g (in):', *results)
 
-# print indegree of each node
+# g.vs[i].indegree() returns the indegree of the node (which is g.vs[i]).
 for i in range(g.vcount()):
     print('degree of {}: {}'.format(i, g.vs[i].indegree()))
\ No newline at end of file
diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index bbe53eecf..8c69edbd8 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -15,18 +15,18 @@ We can use :meth:`topological_sortng` to get a topological ordering.
 
     import igraph as ig
     
-    # generate directed acyclic graph(DAG)
+    # generate a directed acyclic graph (DAG)
     g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
                 directed=True)
     assert g.is_dag
-        
-    # g.topological_sorting() returns a list of vertex ID paths.
-    # If the given graph is not DAG, error will be returned.
-    results = g.topological_sorting(mode='out')	# results = [0, 1, 2, 4, 3, 5]
-    print('Topological sort of graph g on 'out' mode:', *results)
 
-    results = g.topological_sorting(mode='in') # results = [5, 3, 1, 4, 2, 0]
-    print('Topological sort of graph g on 'in' mode:', *results)
+    # g.topological_sorting() returns a list of node IDs
+    # If the given graph is not DAG, the error will occur.
+    results = g.topological_sorting(mode='out')
+    print('Topological sort of graph g (out):', *results)
+
+    results = g.topological_sorting(mode='in')
+    print('Topological sort of graph g (in):', *results)
 
 There are two modes of :meth:topological_sorting. 'out' is the default mode which start from a node with indegree equal to 0. The other mode is 'in', and it similarly starts from a node with outdegree equal to 0.
 
@@ -34,8 +34,8 @@ The output of the code above is:
 
 .. code-block::
 
-    Topological sort of graph g on 'out' mode: 0 1 2 4 3 5
-    Topological sort of graph g on 'in' mode: 5 3 1 4 2 0
+    Topological sort of graph g (out): 0 1 2 4 3 5
+    Topological sort of graph g (in): 5 3 1 4 2 0
 
 
 We can use :meth:`indegree()` to find the indegree of the node.
@@ -44,11 +44,11 @@ We can use :meth:`indegree()` to find the indegree of the node.
 
     import igraph as ig
 
-    # generate directed acyclic graph(DAG)
+    # generate directed acyclic graph (DAG)
     g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
                 directed=True)
 
-    # g.vs[i].indegree() returns the indegree of each vertex(which is g.vs[i]).
+    # g.vs[i].indegree() returns the indegree of the node (which is g.vs[i]).
     for i in range(g.vcount()):
         print('degree of {}: {}'.format(i, g.vs[i].indegree()))
 

From 3a17830763951f21c99bfa6c4c88bc4cd759de77 Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Sun, 12 Dec 2021 23:14:54 +0900
Subject: [PATCH 0562/1681] chore: ignore .DS_Store

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 44657c996..5495ecd24 100644
--- a/.gitignore
+++ b/.gitignore
@@ -16,4 +16,5 @@ result_images/
 .vscode/
 vendor/build/
 vendor/install/
+.DS_Store
 

From 036c1eafd1f354a9cb25325845b5df65d3de4ce0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 13 Dec 2021 08:00:29 +1100
Subject: [PATCH 0563/1681] fix: Edge labels

---
 src/igraph/drawing/baseclasses.py      | 6 ++++--
 src/igraph/drawing/cairo/graph.py      | 2 +-
 src/igraph/drawing/matplotlib/graph.py | 6 +++---
 3 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index da1042085..4051fc432 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -150,9 +150,11 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
             angle = None
 
         # Determine the midpoint
-        if edge['curved']:
+        if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                    x1, y1, x2, y2, edge.curved,
+                )
             pos = bezier_cubic(x1, y1, *aux1, *aux2, x2, y2, 0.5)
         else:
             pos = (
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index 44bbef880..191701786 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -400,7 +400,7 @@ def draw(self, graph, *args, **kwds):
             src, dest = edge.tuple
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             (x, y), (halign, valign) = edge_drawer.get_label_position(
-                edge, src_vertex, dest_vertex
+                visual_edge, src_vertex, dest_vertex
             )
 
             # Measure the text
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 28c2eb8a4..5037e4f2d 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -290,7 +290,7 @@ def draw(self, graph, *args, **kwds):
                 src, dest = edge.tuple
                 src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
                 (x, y), (halign, valign) = edge_drawer.get_label_position(
-                    edge,
+                    visual_edge,
                     src_vertex,
                     dest_vertex,
                 )
@@ -301,8 +301,8 @@ def draw(self, graph, *args, **kwds):
                     label,
                     fontsize=visual_edge.label_size,
                     color=visual_edge.label_color,
-                    ha=halign,
-                    va=valign,
+                    ha=halign.value,
+                    va=valign.value,
                     # TODO: offset, etc.
                 )
 

From bcaa869a29573b9e0b23070c265b297ac76bed37 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 13 Dec 2021 08:17:52 +1100
Subject: [PATCH 0564/1681] fix: plot multigraphs in Cairo and mpl

---
 src/igraph/drawing/baseclasses.py | 3 ++-
 src/igraph/drawing/cairo/edge.py  | 4 +++-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 4051fc432..720404ac9 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -6,6 +6,7 @@
 from math import atan2, pi
 
 from .text import TextAlignment
+from .utils import get_bezier_control_points_for_curved_edge, evaluate_cubic_bezier
 
 #####################################################################
 
@@ -155,7 +156,7 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
                     x1, y1, x2, y2, edge.curved,
                 )
-            pos = bezier_cubic(x1, y1, *aux1, *aux2, x2, y2, 0.5)
+            pos = evaluate_cubic_bezier(x1, y1, *aux1, *aux2, x2, y2, 0.5)
         else:
             pos = (
                 (src_vertex.position[0] + dest_vertex.position[0]) / 2.0,
diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index 78de321fa..bf07ed316 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -104,7 +104,9 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                    x1, y1, x2, y2, edge.curved,
+                )
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
             ctx.line_to(*dest_vertex.position)

From e3fc166028b995856553023bda618758d963e803 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 13 Dec 2021 13:11:37 +0100
Subject: [PATCH 0565/1681] doc: added information in the documentation about
 the MSVC redistributables

---
 doc/source/install.rst | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 665339bf7..56137e69d 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -73,6 +73,11 @@ Precompiled Windows wheels for |igraph|'s Python interface are available on the
 <http://pypi.python.org/pypi/igraph>`_ (see `Installing igraph from the Python Package
 Index`_).
 
+.. TIP:: If you get DLL import errors while trying to import |igraph|, the most common reason
+   is that you do not have the Visual C++ Redistributable library installed on your machine.
+   Python's own installer is supposed to install it, but in case it was not installed on
+   your system, you can `download it from Microsoft<https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
+
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
 <http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
 on Windows, you must also install Cairo and its Python bindings. The Cairo project does not
@@ -90,7 +95,7 @@ After running the installer, you can launch Python again and check if it worked:
   >>> ig.plot(g)
 
 If PyCairo was successfully installed, this will display a Petersen graph.
-
+   
 |igraph| on macOS
 -----------------
 

From 8a4a6d5dfcee0d84ce41b3a84d0368a1c91dd0f3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 16 Dec 2021 07:55:52 +1100
Subject: [PATCH 0566/1681] Extend mkdoc.sh to make tutorials, fix TOC and some
 hyperlinks

---
 doc/source/gallery.rst                        | 13 +++++++
 doc/source/index.rst                          |  7 ----
 .../tutorials/erdos_renyi/erdos_renyi.rst     |  2 +-
 scripts/mkdoc.sh                              | 39 +++++++++++++++++--
 4 files changed, 50 insertions(+), 11 deletions(-)

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index f3782f6ea..483092ace 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -15,3 +15,16 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-ring-animation`
  - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
+
+
+.. toctree::
+   :maxdepth: 2
+   :hidden:
+
+   tutorials/quickstart/quickstart
+   tutorials/bipartite_matching/bipartite_matching
+   tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
+   tutorials/erdos_renyi/erdos_renyi
+   tutorials/maxflow/maxflow
+   tutorials/ring_animation/ring_animation
+   tutorials/shortest_paths/shortest_paths
diff --git a/doc/source/index.rst b/doc/source/index.rst
index e2295739c..145bc4c82 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -16,13 +16,6 @@ Contents:
    install
    tutorial
    gallery
-   tutorials/quickstart/quickstart
-   tutorials/bipartite_matching/bipartite_matching
-   tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
-   tutorials/erdos_renyi/erdos_renyi
-   tutorials/maxflow/maxflow
-   tutorials/ring_animation/ring_animation
-   tutorials/shortest_paths/shortest_paths
    generation
    analysis
    visualisation
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index f980f7ee9..116551bf3 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -6,7 +6,7 @@
 Erdős-Rényi Graph
 =================
 
-.. _Erdos_Renyi: https://igraph.org/python/doc/api/igraph.Graph.html#Erdos_Renyi
+.. _Erdos_Renyi: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#Erdos_Renyi
 .. |Erdos_Renyi| replace:: :meth:`Erdos_Renyi`
 
 
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3c64a5ad1..984fed38b 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -2,22 +2,55 @@
 #
 # Creates the API documentation for igraph's Python interface using PyDoctor
 #
-# Usage: ./mkdoc.sh
+# Usage: ./mkdoc.sh (makes API docs)
+#        ./mkdoc.sh -t (makes tutorials)
+
+
+DOC_TYYPE=api
+
+while getopts ":t::" OPTION; do
+    case $OPTION in
+      t)
+         DOC_TYPE=tutorial
+	 ;;
+      \?)
+	 echo "Usage: $0 [-t]"
+	 ;;
+    esac
+done
+
 
 SCRIPTS_FOLDER=`dirname $0`
 
 cd ${SCRIPTS_FOLDER}/..
 ROOT_FOLDER=`pwd`
+DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
+DOC_TUTORIAL_FOLDER=${ROOT_FOLDER}/doc/tutorial
 
 cd ${ROOT_FOLDER}
 
+# Create a virtual environment
 if [ ! -d ".venv" ]; then
-    # Create a virtual environment for pydoctor
     python3 -m venv .venv
-    .venv/bin/pip install -U pydoctor wheel
 fi
 
+# Make tutorial only if requested
+if [ ${DOC_TYPE}=="tutorial" ]; then
+
+    # Install pydoctor into the venv
+    .venv/bin/pip install sphinx sphinxbootstrap4theme
+
+    # Make sphinx tutorials
+    .venv/bin/python -m sphinx.cmd.build ${DOC_SOURCE_FOLDER} ${DOC_TUTORIAL_FOLDER}
+    exit $?
+fi
+
+echo "shouldnt be here"
+exit 0
+
+# Install pydoctor into the venv
+.venv/bin/pip install -U pydoctor wheel
 PYDOCTOR=.venv/bin/pydoctor
 if [ ! -f ${PYDOCTOR} ]; then
   echo "PyDoctor not installed in the virtualenv of the project, exiting..."

From 514613a90fbfd872238e4d5e33a55aa947168f77 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 16 Dec 2021 08:17:59 +1100
Subject: [PATCH 0567/1681] Visualize_cliques tutorial

---
 doc/source/gallery.rst                        |   2 +
 .../tutorials/maxflow/assets/maxflow.py       |   1 -
 .../assets/visualize_cliques.py               |  21 ++++
 .../assets/visualize_cliques_with_edges.py    |  30 ++++++
 .../visualize_cliques/figures/cliques.png     | Bin 0 -> 99882 bytes
 .../figures/cliques_with_edges.png            | Bin 0 -> 106100 bytes
 .../visualize_cliques/visualize_cliques.rst   |  91 ++++++++++++++++++
 7 files changed, 144 insertions(+), 1 deletion(-)
 create mode 100644 doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py
 create mode 100644 doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/cliques.png
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/cliques_with_edges.png
 create mode 100644 doc/source/tutorials/visualize_cliques/visualize_cliques.rst

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 483092ace..16cb26f8c 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -15,6 +15,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-ring-animation`
  - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
+ - :ref:`tutorials-cliques`
 
 
 .. toctree::
@@ -28,3 +29,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/maxflow/maxflow
    tutorials/ring_animation/ring_animation
    tutorials/shortest_paths/shortest_paths
+   tutorials/visualize_cliques/visualize_cliques
diff --git a/doc/source/tutorials/maxflow/assets/maxflow.py b/doc/source/tutorials/maxflow/assets/maxflow.py
index 643e135b7..b28b81bfc 100644
--- a/doc/source/tutorials/maxflow/assets/maxflow.py
+++ b/doc/source/tutorials/maxflow/assets/maxflow.py
@@ -22,7 +22,6 @@
     vertex_label=range(g.vcount()),
     vertex_color="lightblue"
 )
-ax.set_aspect(1)
 plt.show()
 
 # Output:
diff --git a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py
new file mode 100644
index 000000000..cd8cdf6c9
--- /dev/null
+++ b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py
@@ -0,0 +1,21 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph.Famous('Zachary')
+
+# Compute cliques
+cliques = g.cliques(4, 4)
+
+# Plot each clique highlighted in a separate axes
+fig, axs = plt.subplots(3, 4)
+axs = axs.ravel()
+for clique, ax in zip(cliques, axs):
+    ig.plot(
+        ig.VertexCover(g, [clique]),
+        mark_groups=True, palette=ig.RainbowPalette(),
+        edge_width=0.5,
+        target=ax,
+    )
+
+plt.axis('off')
+plt.show()
diff --git a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
new file mode 100644
index 000000000..faf3b9f11
--- /dev/null
+++ b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
@@ -0,0 +1,30 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph.Famous('Zachary')
+cliques = g.cliques(4, 4)
+
+fig, axs = plt.subplots(3, 4)
+axs = axs.ravel()
+for clique, ax in zip(cliques, axs):
+    # Color vertices yellow/red based on whether they are in this clique
+    g.vs['color'] = 'yellow'
+    g.vs[clique]['color'] = 'red'
+
+    # Color edges black/red based on whether they are in this clique
+    # also increase thickness of clique edges
+    clique_edges = g.es.select(_within=clique)
+    g.es['color'] = 'black'
+    clique_edges['color'] = 'red'
+    g.es['width'] = 0.3
+    clique_edges['width'] = 1
+
+    ig.plot(
+        ig.VertexCover(g, [clique]),
+        mark_groups=True,
+        palette=ig.RainbowPalette(),
+        target=ax,
+    )
+
+plt.axis('off')
+plt.show()
diff --git a/doc/source/tutorials/visualize_cliques/figures/cliques.png b/doc/source/tutorials/visualize_cliques/figures/cliques.png
new file mode 100644
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diff --git a/doc/source/tutorials/visualize_cliques/figures/cliques_with_edges.png b/doc/source/tutorials/visualize_cliques/figures/cliques_with_edges.png
new file mode 100644
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diff --git a/doc/source/tutorials/visualize_cliques/visualize_cliques.rst b/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
new file mode 100644
index 000000000..b2ac037fd
--- /dev/null
+++ b/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
@@ -0,0 +1,91 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-cliques:
+
+============
+Cliques
+============
+
+.. _cliques: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#cliques
+.. |cliques| replace:: :meth:`cliques`
+
+This example shows how to compute and visualize cliques of a graph using |cliques|_.
+
+
+.. code-block:: python
+
+   import igraph as ig
+   import matplotlib.pyplot as plt
+   
+   g = ig.Graph.Famous('Zachary')
+   
+   # Compute cliques
+   cliques = g.cliques(4, 4)
+   
+   # Plot each clique highlighted in a separate axes
+   fig, axs = plt.subplots(3, 4)
+   axs = axs.ravel()
+   for clique, ax in zip(cliques, axs):
+       ig.plot(
+           ig.VertexCover(g, [clique]),
+           mark_groups=True, palette=ig.RainbowPalette(),
+           edge_width=0.5,
+           target=ax,
+       )
+   
+   plt.axis('off')
+   plt.show()
+
+The plot looks like this:
+
+.. figure:: ./figures/cliques.png
+   :alt: A visual representation of the cliques in the graph
+   :align: center
+
+   Each clique of the graph is highlighted in one of the panels
+
+Advanced: improving plotting style
+----------------------------------
+If you want a little more style, you can color the vertices/edges within each clique to make them stand out:
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    
+    g = ig.Graph.Famous('Zachary')
+    cliques = g.cliques(4, 4)
+    
+    fig, axs = plt.subplots(3, 4)
+    axs = axs.ravel()
+    for clique, ax in zip(cliques, axs):
+        # Color vertices yellow/red based on whether they are in this clique
+        g.vs['color'] = 'yellow'
+        g.vs[clique]['color'] = 'red'
+    
+        # Color edges black/red based on whether they are in this clique
+        clique_edges = g.es.select(_within=clique)
+        g.es['color'] = 'black'
+        clique_edges['color'] = 'red'
+        # also increase thickness of clique edges
+        g.es['width'] = 0.3
+        clique_edges['width'] = 1
+    
+        ig.plot(
+            ig.VertexCover(g, [clique]),
+            mark_groups=True,
+            palette=ig.RainbowPalette(),
+            target=ax,
+        )
+    
+    plt.axis('off')
+    plt.show()
+
+Lo and behold:
+
+.. figure:: ./figures/cliques_with_edges.png
+   :alt: A visual representation of the cliques in the graph
+   :align: center
+
+   Each clique of the graph is highlighted in one of the panels, with vertices and edges highlighted as well.
+

From 2fb246e2ed915c39ea9da02ecc1077667d947f1f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 16 Dec 2021 08:23:09 +1100
Subject: [PATCH 0568/1681] forgot to adapt one of the scripts

---
 .../visualize_cliques/assets/visualize_cliques_with_edges.py    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
index faf3b9f11..f677371fc 100644
--- a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
+++ b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
@@ -12,10 +12,10 @@
     g.vs[clique]['color'] = 'red'
 
     # Color edges black/red based on whether they are in this clique
-    # also increase thickness of clique edges
     clique_edges = g.es.select(_within=clique)
     g.es['color'] = 'black'
     clique_edges['color'] = 'red'
+    # also increase thickness of clique edges
     g.es['width'] = 0.3
     clique_edges['width'] = 1
 

From a53bfdc49ad6ff817fe96dce8b31ab9bb9c7adc5 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 16 Dec 2021 17:27:23 +1100
Subject: [PATCH 0569/1681] fix: few grammar plus edge width

---
 .../tutorials/erdos_renyi/erdos_renyi.rst     |   8 ++---
 .../shortest_paths/assets/shortest_path.py    |   2 +-
 .../shortest_paths/figures/shortest_path.png  | Bin 27685 -> 29371 bytes
 .../shortest_paths/shortest_paths.rst         |  33 ++++++++++++++++--
 4 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 116551bf3..d38c299d6 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -82,16 +82,16 @@ The received output is:
     IGRAPH U--- 20 35 --
 
 .. figure:: ./figures/erdos_renyi_p.png
-    :alt: The visual representation of a randomly generated Erdos Renyi graph
+    :alt: The visual representation of a randomly generated Erdős-Rényi graph
     :align: center
 
-    Erdos Renyi Random Graphs With Probability ``p`` = 0.2
+    Erdős-Rényi Random Graphs With Probability ``p`` = 0.2
 
 .. figure:: ./figures/erdos_renyi_m.png
-    :alt: The second visual representation of a randomly generated Erdos Renyi graph
+    :alt: The second visual representation of a randomly generated Erdős-Rényi graph
     :align: center
 
-    Erdos Renyi Random Graphs With Number of Edges ``m`` = 35 
+    Erdős-Rényi Random Graphs With Number of Edges ``m`` = 35 
 
 
 .. note::
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
index e79b63315..9144c7881 100644
--- a/doc/source/tutorials/shortest_paths/assets/shortest_path.py
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path.py
@@ -12,7 +12,7 @@
 
 if len(results[0]) > 0:
     # The distance is the number of vertices in the shortest path minus one.
-    print("Shortest distance is: ", len(results[0])-1)
+    print("Shortest distance is: ", len(results[0]) - 1)
 else:
     print("End node could not be reached!")
 
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_path.png
index 7c77c04e0cecda3ffc3d1b06626701efffed84b5..b77a93f2200756688757df66162235802ccc2d82 100644
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diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 1cff2be95..1f7103a57 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -65,9 +65,7 @@ The output of these these two shortest paths are:
    :alt: The visual representation of a weighted network for finding shortest paths
    :align: center
 
-   The Graph `g` 
-
-.. TODO: Add in edge weights as labels when possible! Matplotlib does not support displaying edge weights (and the develop branch implementation is bugged). 
+   The graph `g` with the shortest path from vertex 0 to vertex 5 highlighted.
 
 
 .. note::
@@ -76,4 +74,33 @@ The output of these these two shortest paths are:
     - If you're interested in finding *all* shortest paths, take a look at |get_all_shortest_paths|_.
 
 
+In case you are wondering how the visualization figure was done, here's the code:
+
+.. code-block:: python
 
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    
+    # Find the shortest path on an unweighted graph
+    g = ig.Graph(
+        6,
+        [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
+    )
+    g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
+       
+    # g.get_shortest_paths() returns a list of edge ID paths
+    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]] 
+
+    fig, ax = plt.subplots()
+    g.es['width'] = 1
+    for edge in g.es:
+        if set([edge.source, edge.target]) in [set([0, 1]), set([1, 3]), set([3, 5])]:
+            edge['width'] = 4
+    ig.plot(
+        g,
+        target=ax,
+        layout='circle',
+        vertex_color='steelblue',
+        vertex_label=['0', '1', '2', '3', '4', '5'],
+        edge_width=g.es['width'],
+    )

From fbd654ebbf66b6639f7d3f48f0214953756e6604 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 17 Dec 2021 19:40:21 +1100
Subject: [PATCH 0570/1681] Tutorial on online user actions

---
 doc/source/gallery.rst                        |   2 +
 .../assets/online_users.py                    |  63 ++++++++++
 .../figures/online_users.png                  | Bin 0 -> 48823 bytes
 .../figures/online_users_simple.png           | Bin 0 -> 47195 bytes
 .../online_user_actions.rst                   | 113 ++++++++++++++++++
 5 files changed, 178 insertions(+)
 create mode 100644 doc/source/tutorials/online_user_actions/assets/online_users.py
 create mode 100644 doc/source/tutorials/online_user_actions/figures/online_users.png
 create mode 100644 doc/source/tutorials/online_user_actions/figures/online_users_simple.png
 create mode 100644 doc/source/tutorials/online_user_actions/online_user_actions.rst

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 16cb26f8c..d29d7d2c4 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -16,6 +16,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
  - :ref:`tutorials-cliques`
+ - :ref:`tutorials-online-user-actions`
 
 
 .. toctree::
@@ -30,3 +31,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/ring_animation/ring_animation
    tutorials/shortest_paths/shortest_paths
    tutorials/visualize_cliques/visualize_cliques
+   tutorials/online_user_actions/online_user_actions
diff --git a/doc/source/tutorials/online_user_actions/assets/online_users.py b/doc/source/tutorials/online_user_actions/assets/online_users.py
new file mode 100644
index 000000000..12dec7210
--- /dev/null
+++ b/doc/source/tutorials/online_user_actions/assets/online_users.py
@@ -0,0 +1,63 @@
+import igraph as ig
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+
+# User data (usually would come with time stamp)
+action_dataframe = pd.DataFrame([
+    ['dsj3239asadsa3', 'createPage', 'greatProject'],
+    ['2r09ej221sk2k5', 'editPage', 'greatProject'],
+    ['dsj3239asadsa3', 'editPage', 'greatProject'],
+    ['789dsadafj32jj', 'editPage', 'greatProject'],
+    ['oi32ncwosap399', 'editPage', 'greatProject'],
+    ['4r4320dkqpdokk', 'createPage', 'miniProject'],
+    ['320eljl3lk3239', 'editPage', 'miniProject'],
+    ['dsj3239asadsa3', 'editPage', 'miniProject'],
+    ['3203ejew332323', 'createPage', 'private'],
+    ['3203ejew332323', 'editPage', 'private'],
+    ['40m11919332msa', 'createPage', 'private2'],
+    ['40m11919332msa', 'editPage', 'private2'],
+    ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
+    ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
+    ],
+    columns=['userid', 'action', 'project'],
+)
+
+# Make a graph with vertices as users, and edges connecting two users who
+# worked on the same project
+users = action_dataframe['userid'].unique()
+adjacency_matrix = pd.DataFrame(
+    np.zeros((len(users), len(users)), np.int32),
+    index=users,
+    columns=users,
+)
+for project, project_data in action_dataframe.groupby('project'):
+    project_users = project_data['userid'].values
+    for i1, user1 in enumerate(project_users):
+        for user2 in project_users[:i1]:
+            adjacency_matrix.at[user1, user2] += 1
+
+g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
+
+# Plot the graph
+# Make a layout first
+layout = g.layout('circle')
+
+# Make vertex size based on their closeness to other vertices
+vertex_size = g.closeness()
+vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
+
+# Make mpl axes
+fig, ax = plt.subplots()
+
+# Plot graph in that axes
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_label=g.vs['name'],
+    vertex_color="lightblue",
+    vertex_size=vertex_size,
+    edge_width=g.es["weight"],
+)
+plt.show()
diff --git a/doc/source/tutorials/online_user_actions/figures/online_users.png b/doc/source/tutorials/online_user_actions/figures/online_users.png
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diff --git a/doc/source/tutorials/online_user_actions/online_user_actions.rst b/doc/source/tutorials/online_user_actions/online_user_actions.rst
new file mode 100644
index 000000000..d938de141
--- /dev/null
+++ b/doc/source/tutorials/online_user_actions/online_user_actions.rst
@@ -0,0 +1,113 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-online-user-actions:
+
+===================
+Online user actions
+===================
+
+This example reproduces a typical data science situation in an internet company. We start from a pandas DataFrame with online user actions, for instance for an online text editor: the user can create a page, edit it, or delete it. We want to construct and visualize a graph of the users highlighting collaborations on the same page/project.
+
+.. code-block:: python
+
+    import igraph as ig
+    import numpy as np
+    import pandas as pd
+    import matplotlib.pyplot as plt
+
+    # User data (usually would come with time stamp)
+    action_dataframe = pd.DataFrame([
+        ['dsj3239asadsa3', 'createPage', 'greatProject'],
+        ['2r09ej221sk2k5', 'editPage', 'greatProject'],
+        ['dsj3239asadsa3', 'editPage', 'greatProject'],
+        ['789dsadafj32jj', 'editPage', 'greatProject'],
+        ['oi32ncwosap399', 'editPage', 'greatProject'],
+        ['4r4320dkqpdokk', 'createPage', 'miniProject'],
+        ['320eljl3lk3239', 'editPage', 'miniProject'],
+        ['dsj3239asadsa3', 'editPage', 'miniProject'],
+        ['3203ejew332323', 'createPage', 'private'],
+        ['3203ejew332323', 'editPage', 'private'],
+        ['40m11919332msa', 'createPage', 'private2'],
+        ['40m11919332msa', 'editPage', 'private2'],
+        ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
+        ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
+        ],
+        columns=['userid', 'action', 'project'],
+    )
+
+This block just introduces the toy data: a DataFrame with three columns, namely the user id, the action, and the page or project that was being actioned upon. Now we need to check when two users worked on the same page. We choose to use a weighted adjacency matrix for this, i.e. a table with rows and columns indexes by the users that has nonzero entries whenever folks collaborate. First, let's get the users and prepare an empty matrix:
+
+.. code-block:: python
+
+    users = action_dataframe['userid'].unique()
+    adjacency_matrix = pd.DataFrame(
+        np.zeros((len(users), len(users)), np.int32),
+        index=users,
+        columns=users,
+    )
+
+Then, let's iterate over all projects one by one, and add all collaborations:
+
+.. code-block:: python
+
+   for project, project_data in action_dataframe.groupby('project'):
+       project_users = project_data['userid'].values
+       for i1, user1 in enumerate(project_users):
+           for user2 in project_users[:i1]:
+               adjacency_matrix.at[user1, user2] += 1
+
+There are many ways to achieve the above matrix, so don't be surprised if you came up with another algorithm ;-)
+
+Now it's time to make the graph:
+
+.. code-block:: python
+
+    g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
+
+And finally, let's plot a layout of the graph, for instance a circle:
+
+.. code-block:: python
+
+    # Make a layout first
+    layout = g.layout('circle')
+    
+    # Make vertex size based on their closeness to other vertices
+    vertex_size = g.closeness()
+    vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
+    
+    # Make mpl axes
+    fig, ax = plt.subplots()
+    
+    # Plot graph in that axes
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_label=g.vs['name'],
+        vertex_color="lightblue",
+        vertex_size=vertex_size,
+        edge_width=g.es["weight"],
+    )
+    plt.show()
+
+We added a few fancy features to this plot to show off igraph's capabilities. The result is shown below.
+
+.. figure:: ./figures/online_users.png
+   :alt: A visual representation of the collaboratoin graph
+   :align: center
+
+   The collaboration graph: thicker edges mean multiple collaborations, and larger vertices indicate users with higher closeness to the rest of the network.
+
+Loops indicate "self-collaborations", which are not very meaningful. To filter out loops without losing the edge weights, we can use:
+
+.. code-block:: python
+
+    g = g.simplify(combine_edges='first')
+
+and then repeat the plotting code verbatim. The result is shown below.
+
+.. figure:: ./figures/online_users_simple.png
+   :alt: A visual representation of the collaboratoin graph
+   :align: center
+
+   Simplified graph after loops are filtered out.

From 9ea92c3854ef0248da486267c8c5ec09a97f5a41 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 17 Dec 2021 20:06:21 +1100
Subject: [PATCH 0571/1681] Tutorial on community visualization from usability
 benchmarks

---
 doc/source/gallery.rst                        |   2 +
 .../assets/visualize_communities.py           |  48 ++++++++++
 .../figures/visualize_communities.png         | Bin 0 -> 57542 bytes
 .../visualize_communities.rst                 |  83 ++++++++++++++++++
 4 files changed, 133 insertions(+)
 create mode 100644 doc/source/tutorials/visualize_communities/assets/visualize_communities.py
 create mode 100644 doc/source/tutorials/visualize_communities/figures/visualize_communities.png
 create mode 100644 doc/source/tutorials/visualize_communities/visualize_communities.rst

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index d29d7d2c4..45f49e62b 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -17,6 +17,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-shortest-paths`
  - :ref:`tutorials-cliques`
  - :ref:`tutorials-online-user-actions`
+ - :ref:`tutorials-visualize-communities`
 
 
 .. toctree::
@@ -32,3 +33,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/shortest_paths/shortest_paths
    tutorials/visualize_cliques/visualize_cliques
    tutorials/online_user_actions/online_user_actions
+   tutorials/visualize_communities/visualize_communities
diff --git a/doc/source/tutorials/visualize_communities/assets/visualize_communities.py b/doc/source/tutorials/visualize_communities/assets/visualize_communities.py
new file mode 100644
index 000000000..614bb612d
--- /dev/null
+++ b/doc/source/tutorials/visualize_communities/assets/visualize_communities.py
@@ -0,0 +1,48 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+g = ig.Graph.Famous("Zachary")
+
+# Use edge betweenness to detect communities
+# and covert into a VertexClustering
+communities = g.community_edge_betweenness()
+communities = communities.as_clustering()
+
+# Color each vertex and edge based on its community membership
+num_communities = len(communities)
+palette = ig.RainbowPalette(n=num_communities)
+for i, community in enumerate(communities):
+    g.vs[community]["color"] = i
+    community_edges = g.es.select(_within=community)
+    community_edges["color"] = i
+
+
+# Plot with only vertex and edge coloring
+fig, ax = plt.subplots()
+ig.plot(
+    communities,
+    palette=palette,
+    edge_width=1,
+    target=ax,
+    vertex_size=0.3,
+)
+
+# Create a custom color legend
+legend_handles = []
+for i in range(num_communities):
+    handle = ax.scatter(
+        [], [],
+        s=100,
+        facecolor=palette.get(i),
+        edgecolor="k",
+        label=i,
+    )
+    legend_handles.append(handle)
+ax.legend(
+    handles=legend_handles,
+    title='Community:',
+    bbox_to_anchor=(0, 1.0),
+    bbox_transform=ax.transAxes,
+)
+
+plt.show()
diff --git a/doc/source/tutorials/visualize_communities/figures/visualize_communities.png b/doc/source/tutorials/visualize_communities/figures/visualize_communities.png
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diff --git a/doc/source/tutorials/visualize_communities/visualize_communities.rst b/doc/source/tutorials/visualize_communities/visualize_communities.rst
new file mode 100644
index 000000000..7d2180619
--- /dev/null
+++ b/doc/source/tutorials/visualize_communities/visualize_communities.rst
@@ -0,0 +1,83 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-visualize-communities:
+
+=====================
+Visualize communities
+=====================
+
+This example shows how to visualize communities or clusters of a graph. First, make the graph: we just use a famous graph here for simplicity.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    
+    g = ig.Graph.Famous("Zachary")
+
+Second, define the clusters.
+
+.. code-block:: python
+
+    # Use edge betweenness to detect communities
+    communities = g.community_edge_betweenness()
+    # ... and covert into a VertexClustering for plotting
+    communities = communities.as_clustering()
+
+Third, prepare colors for the various communities:
+
+.. code-block:: python
+
+    # Color each vertex and edge based on its community membership
+    num_communities = len(communities)
+    palette = ig.RainbowPalette(n=num_communities)
+    for i, community in enumerate(communities):
+        g.vs[community]["color"] = i
+        community_edges = g.es.select(_within=community)
+        community_edges["color"] = i
+
+Finally, plot the graph:
+
+.. code-block:: python
+
+    # Plot with only vertex and edge coloring
+    fig, ax = plt.subplots()
+    ig.plot(
+        communities,
+        palette=palette,
+        edge_width=1,
+        target=ax,
+        vertex_size=0.3,
+    )
+
+... and add a fancy legend via `proxy artists`_:
+
+.. _`proxy artists`: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html
+
+.. code-block:: python
+
+    legend_handles = []
+    for i in range(num_communities):
+        handle = ax.scatter(
+            [], [],
+            s=100,
+            facecolor=palette.get(i),
+            edgecolor="k",
+            label=i,
+        )
+        legend_handles.append(handle)
+
+    ax.legend(
+        handles=legend_handles,
+        title='Community:',
+        bbox_to_anchor=(0, 1.0),
+        bbox_transform=ax.transAxes,
+    )
+
+The resulting figure is shown below.
+
+.. figure:: ./figures/visualize_communities.png
+   :alt: A visual representation of the graph and its communities
+   :align: center
+
+   The graph with its communities highlighted by color.

From d795e1012fb69d93ad07272e8cfc85342944cad1 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 00:30:13 +1100
Subject: [PATCH 0572/1681] Corrected shortest path visualisation

Added edge labels and fixed the path to reflect the one found in
g.get_shortest_path()
---
 .../shortest_paths/figures/shortest_path.png  | Bin 29371 -> 30185 bytes
 .../shortest_paths/shortest_paths.rst         |  24 ++++++++++--------
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_path.png
index b77a93f2200756688757df66162235802ccc2d82..cbfacff6e3fc6a1b30caf954375ee8dc6ef93927 100644
GIT binary patch
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diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 1f7103a57..34a99a707 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -80,27 +80,31 @@ In case you are wondering how the visualization figure was done, here's the code
 
     import igraph as ig
     import matplotlib.pyplot as plt
-    
-    # Find the shortest path on an unweighted graph
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Construct the graph
     g = ig.Graph(
         6,
         [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
     )
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
-       
-    # g.get_shortest_paths() returns a list of edge ID paths
-    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]] 
+
+    # Get the shortest paths along edges
+    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
+
+    # Plot the graph
+    g.es['width'] = 0.5
+    g.es[results[0]]['width'] = 2
 
     fig, ax = plt.subplots()
-    g.es['width'] = 1
-    for edge in g.es:
-        if set([edge.source, edge.target]) in [set([0, 1]), set([1, 3]), set([3, 5])]:
-            edge['width'] = 4
     ig.plot(
         g,
         target=ax,
         layout='circle',
         vertex_color='steelblue',
-        vertex_label=['0', '1', '2', '3', '4', '5'],
+        vertex_label=range(g.vcount()),
         edge_width=g.es['width'],
+        edge_label=g.es["weight"]
     )

From bc0c2671b2771d3073f00a464f9187aa3db9ca2d Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 00:50:13 +1100
Subject: [PATCH 0573/1681] Add shortest_path_visualisation.py to assets

---
 .../assets/shortest_path_visualisation.py     | 31 +++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py

diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py b/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
new file mode 100644
index 000000000..485326035
--- /dev/null
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
@@ -0,0 +1,31 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Construct the graph
+g = ig.Graph(
+    6,
+    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
+)
+g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
+
+# Get a shortest path along edges
+results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
+
+# Plot graph
+g.es['width'] = 0.5
+g.es[results[0]]['width'] = 2
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout='circle',
+    vertex_color='steelblue',
+    vertex_label=range(g.vcount()),
+    edge_width=g.es['width'],
+    edge_label=g.es["weight"]
+)
+fig.savefig('../figures/shortest_path.png', dpi=100)

From 533d51277864813487a6a4c7a6df127c06228c3a Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 01:31:32 +1100
Subject: [PATCH 0574/1681] Add "Visualizing Betweenness" tutorial

Documents how to visualize both vertex and edge betweenness
---
 doc/source/gallery.rst                        |   2 +
 .../betweenness/assets/betweenness.py         |  39 +++++++++++
 .../tutorials/betweenness/betweenness.rst     |  63 ++++++++++++++++++
 .../betweenness/figures/betweenness.png       | Bin 0 -> 380066 bytes
 4 files changed, 104 insertions(+)
 create mode 100644 doc/source/tutorials/betweenness/assets/betweenness.py
 create mode 100644 doc/source/tutorials/betweenness/betweenness.rst
 create mode 100644 doc/source/tutorials/betweenness/figures/betweenness.png

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 45f49e62b..e669406cc 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -9,6 +9,7 @@ Gallery
 This page contains short examples showcasing the functionality of |igraph|:
 
  - :ref:`tutorials-quickstart`
+ - :ref:`tutorials-betweenness`
  - :ref:`tutorials-bipartite-matching`
  - :ref:`tutorials-bipartite-matching-maxflow`
  - :ref:`tutorials-random`
@@ -25,6 +26,7 @@ This page contains short examples showcasing the functionality of |igraph|:
    :hidden:
 
    tutorials/quickstart/quickstart
+   tutorials/betweenness/betweenness
    tutorials/bipartite_matching/bipartite_matching
    tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
    tutorials/erdos_renyi/erdos_renyi
diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
new file mode 100644
index 000000000..af8c749ad
--- /dev/null
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -0,0 +1,39 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import math
+import random
+
+# Generate graph
+random.seed(1)
+g = ig.Graph.Barabasi(n=200, m=2)
+
+# Calculate vertex betweenness and scale it to be between 0.0 and 1.0
+vertex_betweenness = g.betweenness()
+vertex_betweenness = [math.pow(i, 1/3) for i in vertex_betweenness] # scale values so transition is smoother
+min_vertex_betweenness = min(vertex_betweenness)
+max_vertex_betweenness = max(vertex_betweenness)
+vertex_betweenness = [(i - min_vertex_betweenness) / (max_vertex_betweenness - min_vertex_betweenness) for i in vertex_betweenness]
+
+# Calculate edge betweenness and scale it to be between 0.0 and 1.0
+edge_betweenness = g.edge_betweenness()
+edge_betweenness = [math.pow(i, 1/2) for i in edge_betweenness] # scale values so transition is smoother
+min_edge_betweenness = min(edge_betweenness)
+max_edge_betweenness = max(edge_betweenness)
+edge_betweenness = [(i - min_edge_betweenness) / (max_edge_betweenness - min_edge_betweenness) for i in edge_betweenness]
+
+# Plot the graph
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    layout="fruchterman_reingold",
+    palette=ig.GradientPalette("white", "midnightblue"),
+    vertex_color=[int(betweenness * 255) for betweenness in vertex_betweenness], # colors are integers between 0 and 255
+    edge_color=[int(betweenness * 255) for betweenness in edge_betweenness],
+    vertex_size=[betweenness*0.5+0.1 for betweenness in vertex_betweenness], # vertex_size is between 0.1 and 0.6
+    edge_width=[betweenness*0.5+0.5 for betweenness in edge_betweenness], # edge_width is between 0.5 and 1
+    vertex_frame_width=0.2,
+)
+plt.show()
+
+# fig.savefig("../figures/betweenness.png", dpi=200)
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
new file mode 100644
index 000000000..0edc7fd36
--- /dev/null
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -0,0 +1,63 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-betweenness:
+
+=======================
+Visualizing Betweenness
+=======================
+
+.. _betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#betweenness
+.. |betweenness| replace:: :meth:`betweenness`
+.. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
+.. |edge_betweenness| replace:: :meth:`edge_betweenness`
+
+This example will demonstrate how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import math
+    import random
+
+    # Generate graph
+    random.seed(1)
+    g = ig.Graph.Barabasi(n=200, m=2)
+
+    # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
+    vertex_betweenness = g.betweenness()
+    vertex_betweenness = [math.pow(i, 1/3) for i in vertex_betweenness] 
+    min_vertex_betweenness = min(vertex_betweenness)
+    max_vertex_betweenness = max(vertex_betweenness)
+    vertex_betweenness = [(i - min_vertex_betweenness) / (max_vertex_betweenness - min_vertex_betweenness) for i in vertex_betweenness]
+
+    # Calculate edge betweenness and scale it to be between 0.0 and 1.0
+    edge_betweenness = g.edge_betweenness()
+    edge_betweenness = [math.pow(i, 1/2) for i in edge_betweenness] 
+    min_edge_betweenness = min(edge_betweenness)
+    max_edge_betweenness = max(edge_betweenness)
+    edge_betweenness = [(i - min_edge_betweenness) / (max_edge_betweenness - min_edge_betweenness) for i in edge_betweenness]
+
+    # Plot the graph
+    fig, ax = plt.subplots()
+    ig.plot(
+        g, 
+        target=ax, 
+        layout="fruchterman_reingold",
+        palette=ig.GradientPalette("white", "midnightblue"), # define a new color palette
+        vertex_color=[int(betweenness * 255) for betweenness in vertex_betweenness], # colors are integers between 0 and 255
+        edge_color=[int(betweenness * 255) for betweenness in edge_betweenness],
+        vertex_size=[betweenness*0.5+0.1 for betweenness in vertex_betweenness], # vertex_size is between 0.1 and 0.6
+        edge_width=[betweenness*0.5+0.5 for betweenness in edge_betweenness], # edge_width is between 0.5 and 1
+        vertex_frame_width=0.2,
+    )
+    plt.show()
+
+Note that we scale the betweennesses for the vertices and edges by the cube root and square root respectively. The choice of scaling is arbitrary, but is used to give a smoother, more linear transition in the sizes and colors of nodes and edges. The final output graph is here:
+
+.. figure:: ./figures/betweenness.png
+   :alt: A graph visualizing the betweenness of each vertex and edge.
+   :align: center
+
+   A graph visualizing edge betweenness. White indicates a low betweenness centrality, whereas dark blue indicates a high betweenness centrality.
+
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
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From d1977f071d2986179e7d7a69199b806244c5f4b6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 18 Dec 2021 11:17:53 +1100
Subject: [PATCH 0575/1681] Edge label background box and alignment to edge

---
 doc/source/tutorial.rst                | 19 ++++++++++++++--
 src/igraph/drawing/baseclasses.py      | 31 ++++++++++++++++++++------
 src/igraph/drawing/matplotlib/edge.py  |  2 ++
 src/igraph/drawing/matplotlib/graph.py | 22 ++++++++++++++++--
 4 files changed, 63 insertions(+), 11 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index bd961f4ec..1c8148fed 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -113,9 +113,13 @@ user-friendly output, we can try to print the graph using Python's
 This summary consists of `IGRAPH`, followed by a four-character long code, the number of vertices, the number of edges, two dashes (`--`) and the name of the graph (i.e. the contents of the `name` attribute, if any)
 
 This is not too exciting so far; a graph with no vertices and no edges is not really useful
-for us. Let's add some vertices first!
+for us. Of course, there are dozens of ways to create a graph with vertices and edges, depending on your exact situation. In general, if you know the number of vertices and already have a list of edges connecting them, you can just use::
 
-::
+  >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
+
+This creates a graph with 10 vertices, numbered 0 to 9, and two edges connecting vertex 0 with vertex 1, and vertex 0 (again) with vertex 5. See :ref:`generation` for a detailed overview of all the possible ways to create graphs in |igraph|.
+
+A less common situation, which we'll follow here as an example, is to add vertices and edges to an existing graph, which in this case is the empty graph. First, to add vertices::
 
   >>> g.add_vertices(3)
 
@@ -918,6 +922,17 @@ Attribute name  Keyword argument       Purpose
                                        graph is directed, relative to 10 pixels.
 --------------- ---------------------- ------------------------------------------
 ``width``       ``edge_width``         Width of the edge in pixels
+--------------- ---------------------- ------------------------------------------
+``label``       ``edge_label``         If specified, it adds a label to the edge.
+--------------- ---------------------- ------------------------------------------
+``background``  ``edge_background``    If specified, it adds a rectangular box
+                                       around the edge label, of the specified
+                                       color (matplotlib only).
+--------------- ---------------------- ------------------------------------------
+``align_label`` ``edge_align_label``   If True, rotate the edge label such that
+                                       it aligns with the edge direction. Labels
+                                       that would be upside-down are flipped
+                                       (matplotlib only).
 =============== ====================== ==========================================
 
 
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 720404ac9..6a983225a 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -121,21 +121,21 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         raise NotImplementedError
 
     def get_label_position(self, edge, src_vertex, dest_vertex):
-        """Returns the position where the label of an edge should be drawn. The
+        """returns the position where the label of an edge should be drawn. the
         default implementation returns the midpoint of the edge and an alignment
         that tries to avoid overlapping the label with the edge.
 
-        @param edge: the edge to be drawn. Visual properties of the edge
+        @param edge: the edge to be drawn. visual properties of the edge
           are defined by the attributes of this object.
-        @param src_vertex: the source vertex. Visual properties are given
+        @param src_vertex: the source vertex. visual properties are given
           again as attributes.
-        @param dest_vertex: the target vertex. Visual properties are given
+        @param dest_vertex: the target vertex. visual properties are given
           again as attributes.
         @return: a tuple containing two more tuples: the desired position of the
           label and the desired alignment of the label, where the position is
-          given as C{(x, y)} and the alignment is given as C{(horizontal, vertical)}.
-          Members of the alignment tuple are taken from constants in the
-          L{TextAlignment} class.
+          given as c{(x, y)} and the alignment is given as c{(horizontal, vertical)}.
+          members of the alignment tuple are taken from constants in the
+          l{textalignment} class.
         """
         # TODO: curved edges don't play terribly well with this function,
         # we could try to get the mid point of the actual curved arrow
@@ -192,6 +192,23 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
 
         return pos, (halign, valign)
 
+    def get_label_rotation(self, edge, src_vertex, dest_vertex):
+        """Get the rotation angle of the label to align with the edge.
+
+        @param edge: the edge to be drawn. visual properties of the edge
+          are defined by the attributes of this object.
+        @param src_vertex: the source vertex. visual properties are given
+          again as attributes.
+        @param dest_vertex: the target vertex. visual properties are given
+          again as attributes.
+        @return: a float with the desired angle, in degrees (out of 360).
+        """
+        (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
+        rotation = (360 + 180. / pi * atan2(y2 - y1, x2 - x1)) % 360
+        # Try to keep text on its head
+        if 90 < rotation <= 270:
+            rotation = (180 + rotation) % 360
+        return rotation
 
 #####################################################################
 
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 1e13e3cc3..adbdfab89 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -49,6 +49,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             label_size = 12.0
             font = "sans-serif"
             width = 2.0
+            background = None
+            align_label = False
 
         return VisualEdgeBuilder
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5037e4f2d..7dc824b8a 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -295,14 +295,32 @@ def draw(self, graph, *args, **kwds):
                     dest_vertex,
                 )
 
+                text_kwargs = {}
+                text_kwargs['ha'] = halign.value
+                text_kwargs['va'] = halign.value
+
+                if visual_edge.background is not None:
+                    text_kwargs['bbox'] = dict(
+                        facecolor=visual_edge.background,
+                        edgecolor='none',
+                    )
+                    text_kwargs['ha'] = 'center'
+                    text_kwargs['va'] = 'center'
+
+                if visual_edge.align_label:
+                    # Rotate the text to align with the edge
+                    rotation = edge_drawer.get_label_rotation(
+                        visual_edge, src_vertex, dest_vertex,
+                    )
+                    text_kwargs['rotation'] = rotation
+
                 ax.text(
                     x,
                     y,
                     label,
                     fontsize=visual_edge.label_size,
                     color=visual_edge.label_color,
-                    ha=halign.value,
-                    va=valign.value,
+                    **text_kwargs,
                     # TODO: offset, etc.
                 )
 

From 3801725ee9bbc216d02368f8637a265cbc0431c2 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 00:16:41 +1100
Subject: [PATCH 0576/1681] Add tutorial for configuration and visual style

---
 doc/source/gallery.rst                        |   8 ++-
 .../configuration/assets/configuration.py     |  25 +++++++
 .../tutorials/configuration/configuration.rst |  62 ++++++++++++++++++
 .../configuration/figures/configuration.png   | Bin 0 -> 44598 bytes
 .../visual_style/assets/visual_style.py       |  30 +++++++++
 .../visual_style/figures/visual_style.png     | Bin 0 -> 63457 bytes
 .../tutorials/visual_style/visual_style.rst   |  52 +++++++++++++++
 7 files changed, 175 insertions(+), 2 deletions(-)
 create mode 100644 doc/source/tutorials/configuration/assets/configuration.py
 create mode 100644 doc/source/tutorials/configuration/configuration.rst
 create mode 100644 doc/source/tutorials/configuration/figures/configuration.png
 create mode 100644 doc/source/tutorials/visual_style/assets/visual_style.py
 create mode 100644 doc/source/tutorials/visual_style/figures/visual_style.png
 create mode 100644 doc/source/tutorials/visual_style/visual_style.rst

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 45f49e62b..78d8b35c9 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -2,9 +2,9 @@
 
 .. _gallery:
 
-========
+=======
 Gallery
-========
+=======
 
 This page contains short examples showcasing the functionality of |igraph|:
 
@@ -16,6 +16,8 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
  - :ref:`tutorials-cliques`
+ - :ref:`tutorials-configuration`
+ - :ref:`tutorials-visual-style`
  - :ref:`tutorials-online-user-actions`
  - :ref:`tutorials-visualize-communities`
 
@@ -32,5 +34,7 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/ring_animation/ring_animation
    tutorials/shortest_paths/shortest_paths
    tutorials/visualize_cliques/visualize_cliques
+   tutorials/configuration/configuration
+   tutorials/visual_style/visual_style
    tutorials/online_user_actions/online_user_actions
    tutorials/visualize_communities/visualize_communities
diff --git a/doc/source/tutorials/configuration/assets/configuration.py b/doc/source/tutorials/configuration/assets/configuration.py
new file mode 100644
index 000000000..ad8424221
--- /dev/null
+++ b/doc/source/tutorials/configuration/assets/configuration.py
@@ -0,0 +1,25 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import math
+import random
+
+# Get the configuration instance
+config = ig.Configuration().instance()
+
+# Set configuration variables
+config["general.verbose"] = True
+config["plotting.backend"] = "matplotlib"
+config["plotting.layout"] = "fruchterman_reingold"
+config["plotting.palette"] = "heat"
+
+# Generate a graph
+random.seed(1)
+g = ig.Graph.Barabasi(n=100, m=1)
+
+# Calculate colors between 0-255 for all nodes
+betweenness = g.betweenness()
+colors = [math.floor(i * 255 / max(betweenness)) for i in betweenness]
+
+# Plot the graph
+ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+plt.show()
diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
new file mode 100644
index 000000000..31b423136
--- /dev/null
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -0,0 +1,62 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-configuration:
+
+======================
+Configuration Instance
+======================
+
+This example shows how to use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_ to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
+
+First we define the default plotting backend, layout, and color palette, and save them. By default, ``config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``C:\Documents and Settings\username\.igraphrc`` for Windows systems.
+
+.. code-block:: python
+
+    import igraph as ig
+
+    # Get the configuration instance
+    config = ig.Configuration().instance()
+
+    # Set configuration variables
+    config["general.verbose"] = True
+    config["plotting.backend"] = "matplotlib"
+    config["plotting.layout"] = "fruchterman_reingold"
+    config["plotting.palette"] = "rainbow"
+
+    # Save configuration to ~/.igraphrc
+    config.save()
+
+This script only needs to be run once, and can then be deleted. Afterwards any time you use |igraph|, it will read the config from the saved file and use them as the defaults. For example:
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+
+    # Generate a graph
+    random.seed(1)
+    g = ig.Graph.Barabasi(n=100, m=1)
+
+    # Calculate a color value between 0-200 for all nodes
+    betweenness = g.betweenness()
+    colors = [int(i * 200 / max(betweenness)) for i in betweenness]
+
+    # Plot the graph
+    ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+    plt.show()
+
+Note that we do not never explicitly state the backend, layout or palette, yet the final plots look like this:
+
+.. figure:: ./figures/configuration.png
+   :alt: A 100 node graph colored to show betweenness
+   :align: center
+
+   Graph colored based on each node's betweenness centrality measure.
+
+The full list of config settings can be found `here <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_. 
+
+.. note::
+    
+    - Note that you  can specify your own location by passing in a filepath to ``config.save``, e.g. ``config.save("./path/to/config/file")``. You can then load it later using ``ig.Configuration().instance().load("./path/to/config/file")``
+    - If you want an efficient way to set the visual style between individual graphs (such as vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 
diff --git a/doc/source/tutorials/configuration/figures/configuration.png b/doc/source/tutorials/configuration/figures/configuration.png
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diff --git a/doc/source/tutorials/visual_style/assets/visual_style.py b/doc/source/tutorials/visual_style/assets/visual_style.py
new file mode 100644
index 000000000..7388db94e
--- /dev/null
+++ b/doc/source/tutorials/visual_style/assets/visual_style.py
@@ -0,0 +1,30 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import math
+import random
+
+# Configure visual style
+visual_style = {
+    "edge_width": 0.3,
+    "vertex_size": 1,
+    "palette": "heat",
+    "layout": "fruchterman_reingold"
+}
+
+# Generate graphs
+random.seed(1)
+g1 = ig.Graph.Barabasi(n=100, m=1)
+g2 = ig.Graph.Barabasi(n=100, m=1)
+
+# Calculate colors between 0-255 for all nodes
+betweenness1 = g1.betweenness()
+betweenness2 = g2.betweenness()
+colors1 = [int(i * 255 / max(betweenness1)) for i in betweenness1]
+colors2 = [int(i * 255 / max(betweenness2)) for i in betweenness2]
+
+# Plot the graphs
+fig, axs = plt.subplots(1, 2)
+ig.plot(g1, target=axs[0], vertex_color=colors1, **visual_style)
+ig.plot(g2, target=axs[1], vertex_color=colors2, **visual_style)
+plt.show()
+
diff --git a/doc/source/tutorials/visual_style/figures/visual_style.png b/doc/source/tutorials/visual_style/figures/visual_style.png
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diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
new file mode 100644
index 000000000..b6184dc42
--- /dev/null
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -0,0 +1,52 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-visual-style:
+
+=================================================
+Making Multiple Graphs with the Same Visual Style
+=================================================
+
+This example shows how to use dictionary unpacking in order to easily use the same visual style across multiple graphs. This is a quick and easy way to quickly share a single visual style across multiple graphs, without having to copy and paste each of the individual attributes over and over again for each graph you plot.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import math
+    import random
+
+    # Configure visual style for use in both graphs
+    visual_style = {
+        "edge_width": 0.3,
+        "vertex_size": 1,
+        "palette": "heat",
+        "layout": "fruchterman_reingold"
+    }
+
+    # Generate graphs
+    random.seed(1)
+    g1 = ig.Graph.Barabasi(n=100, m=1)
+    g2 = ig.Graph.Barabasi(n=100, m=1)
+
+    # Calculate colors between 0-255 for all nodes
+    betweenness1 = g1.betweenness()
+    betweenness2 = g2.betweenness()
+    colors1 = [int(i * 255 / max(betweenness1)) for i in betweenness1]
+    colors2 = [int(i * 255 / max(betweenness2)) for i in betweenness2]
+
+    # Plot the graphs, using the same predefined visual style for both
+    fig, axs = plt.subplots(1, 2)
+    ig.plot(g1, target=axs[0], vertex_color=colors1, **visual_style)
+    ig.plot(g2, target=axs[1], vertex_color=colors2, **visual_style)
+    plt.show()
+
+The plots looks like this:
+
+.. figure:: ./figures/visual_style.png
+   :alt: Two graphs plotted using the same palette and layout algorithm
+   :align: center
+
+   Two graphs using the same palette and layout algorithm.
+
+.. note::
+    If you would like to set global defaults, for example, always using the Matplotlib plotting backend, or using a particular color palette by default, you can use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_. A quick example on how to use it can be found here: :ref:`tutorials-configuration`

From 38978c2ec5841f7138c6a82c338a9fbec1d33058 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 13:08:35 +1100
Subject: [PATCH 0577/1681] Switch to `ig.config` in tutorial

---
 .../configuration/assets/configuration.py     | 25 -------------------
 .../configuration/assets/configuration1.py    | 12 +++++++++
 .../configuration/assets/configuration2.py    | 15 +++++++++++
 .../tutorials/configuration/configuration.rst | 17 ++++++-------
 4 files changed, 34 insertions(+), 35 deletions(-)
 delete mode 100644 doc/source/tutorials/configuration/assets/configuration.py
 create mode 100644 doc/source/tutorials/configuration/assets/configuration1.py
 create mode 100644 doc/source/tutorials/configuration/assets/configuration2.py

diff --git a/doc/source/tutorials/configuration/assets/configuration.py b/doc/source/tutorials/configuration/assets/configuration.py
deleted file mode 100644
index ad8424221..000000000
--- a/doc/source/tutorials/configuration/assets/configuration.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import math
-import random
-
-# Get the configuration instance
-config = ig.Configuration().instance()
-
-# Set configuration variables
-config["general.verbose"] = True
-config["plotting.backend"] = "matplotlib"
-config["plotting.layout"] = "fruchterman_reingold"
-config["plotting.palette"] = "heat"
-
-# Generate a graph
-random.seed(1)
-g = ig.Graph.Barabasi(n=100, m=1)
-
-# Calculate colors between 0-255 for all nodes
-betweenness = g.betweenness()
-colors = [math.floor(i * 255 / max(betweenness)) for i in betweenness]
-
-# Plot the graph
-ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
-plt.show()
diff --git a/doc/source/tutorials/configuration/assets/configuration1.py b/doc/source/tutorials/configuration/assets/configuration1.py
new file mode 100644
index 000000000..a10d4e601
--- /dev/null
+++ b/doc/source/tutorials/configuration/assets/configuration1.py
@@ -0,0 +1,12 @@
+import igraph as ig
+
+# Set configuration variables
+ig.config["general.verbose"] = True
+ig.config["plotting.backend"] = "matplotlib"
+ig.config["plotting.layout"] = "fruchterman_reingold"
+ig.config["plotting.palette"] = "rainbow"
+
+# Save configuration to ~/.igraphrc
+ig.config.save()
+
+
diff --git a/doc/source/tutorials/configuration/assets/configuration2.py b/doc/source/tutorials/configuration/assets/configuration2.py
new file mode 100644
index 000000000..7c32aec8a
--- /dev/null
+++ b/doc/source/tutorials/configuration/assets/configuration2.py
@@ -0,0 +1,15 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# Generate a graph
+random.seed(1)
+g = ig.Graph.Barabasi(n=100, m=1)
+
+# Calculate a color value between 0-200 for all nodes
+betweenness = g.betweenness()
+colors = [int(i * 200 / max(betweenness)) for i in betweenness]
+
+# Plot the graph
+ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+plt.show()
diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index 31b423136..f3c5db155 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -8,23 +8,20 @@ Configuration Instance
 
 This example shows how to use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_ to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
 
-First we define the default plotting backend, layout, and color palette, and save them. By default, ``config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``C:\Documents and Settings\username\.igraphrc`` for Windows systems.
+First we define the default plotting backend, layout, and color palette, and save them. By default, ``ig.config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``C:\Documents and Settings\username\.igraphrc`` for Windows systems.
 
 .. code-block:: python
 
     import igraph as ig
 
-    # Get the configuration instance
-    config = ig.Configuration().instance()
-
     # Set configuration variables
-    config["general.verbose"] = True
-    config["plotting.backend"] = "matplotlib"
-    config["plotting.layout"] = "fruchterman_reingold"
-    config["plotting.palette"] = "rainbow"
+    ig.config["general.verbose"] = True
+    ig.config["plotting.backend"] = "matplotlib"
+    ig.config["plotting.layout"] = "fruchterman_reingold"
+    ig.config["plotting.palette"] = "rainbow"
 
     # Save configuration to ~/.igraphrc
-    config.save()
+    ig.config.save()
 
 This script only needs to be run once, and can then be deleted. Afterwards any time you use |igraph|, it will read the config from the saved file and use them as the defaults. For example:
 
@@ -58,5 +55,5 @@ The full list of config settings can be found `here <https://igraph.org/python/d
 
 .. note::
     
-    - Note that you  can specify your own location by passing in a filepath to ``config.save``, e.g. ``config.save("./path/to/config/file")``. You can then load it later using ``ig.Configuration().instance().load("./path/to/config/file")``
+    - Note that if you would like to save multiple different default configs for multiple projects, you can specify your own location by passing in a filepath to ``ig.config.save``, e.g. ``ig.config.save("./path/to/config/file")``. You can then load it later using ``ig.config.load("./path/to/config/file")``
     - If you want an efficient way to set the visual style between individual graphs (such as vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 

From e4e2a6a8b370261e235fd1ee85f1b8861cb63775 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 13:13:52 +1100
Subject: [PATCH 0578/1681] Remove general.verbose from example

When running as a library, which is what the example intends to show,
general.verbose does nothing.
---
 doc/source/tutorials/configuration/assets/configuration1.py | 1 -
 doc/source/tutorials/configuration/configuration.rst        | 1 -
 2 files changed, 2 deletions(-)

diff --git a/doc/source/tutorials/configuration/assets/configuration1.py b/doc/source/tutorials/configuration/assets/configuration1.py
index a10d4e601..cd3862e0e 100644
--- a/doc/source/tutorials/configuration/assets/configuration1.py
+++ b/doc/source/tutorials/configuration/assets/configuration1.py
@@ -1,7 +1,6 @@
 import igraph as ig
 
 # Set configuration variables
-ig.config["general.verbose"] = True
 ig.config["plotting.backend"] = "matplotlib"
 ig.config["plotting.layout"] = "fruchterman_reingold"
 ig.config["plotting.palette"] = "rainbow"
diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index f3c5db155..24d5188f0 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -15,7 +15,6 @@ First we define the default plotting backend, layout, and color palette, and sav
     import igraph as ig
 
     # Set configuration variables
-    ig.config["general.verbose"] = True
     ig.config["plotting.backend"] = "matplotlib"
     ig.config["plotting.layout"] = "fruchterman_reingold"
     ig.config["plotting.palette"] = "rainbow"

From e5fc828621a54216a2c89940dbd5fcebe8fe2320 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 13:34:00 +1100
Subject: [PATCH 0579/1681] Update edge labels to be aligned and have
 backgrounds

---
 .../assets/shortest_path_visualisation.py     |   8 +++++---
 .../shortest_paths/figures/shortest_path.png  | Bin 30185 -> 29787 bytes
 .../shortest_paths/shortest_paths.rst         |  14 +++++++-------
 3 files changed, 12 insertions(+), 10 deletions(-)

diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py b/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
index 485326035..47eff84f6 100644
--- a/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
+++ b/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
@@ -16,7 +16,7 @@
 
 # Plot graph
 g.es['width'] = 0.5
-g.es[results[0]]['width'] = 2
+g.es[results[0]]['width'] = 2.5
 
 fig, ax = plt.subplots()
 ig.plot(
@@ -26,6 +26,8 @@
     vertex_color='steelblue',
     vertex_label=range(g.vcount()),
     edge_width=g.es['width'],
-    edge_label=g.es["weight"]
+    edge_label=g.es["weight"],
+    edge_color='#666',
+    edge_align_label=True,
+    edge_background='white'
 )
-fig.savefig('../figures/shortest_path.png', dpi=100)
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_path.png
index cbfacff6e3fc6a1b30caf954375ee8dc6ef93927..d6cd6a60d4e88dfa7eed414aec3f9c805b5dddee 100644
GIT binary patch
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diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 34a99a707..d045204c2 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -81,9 +81,6 @@ In case you are wondering how the visualization figure was done, here's the code
     import igraph as ig
     import matplotlib.pyplot as plt
 
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
     # Construct the graph
     g = ig.Graph(
         6,
@@ -91,12 +88,12 @@ In case you are wondering how the visualization figure was done, here's the code
     )
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
-    # Get the shortest paths along edges
+    # Get a shortest path along edges
     results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
 
-    # Plot the graph
+    # Plot graph
     g.es['width'] = 0.5
-    g.es[results[0]]['width'] = 2
+    g.es[results[0]]['width'] = 2.5
 
     fig, ax = plt.subplots()
     ig.plot(
@@ -106,5 +103,8 @@ In case you are wondering how the visualization figure was done, here's the code
         vertex_color='steelblue',
         vertex_label=range(g.vcount()),
         edge_width=g.es['width'],
-        edge_label=g.es["weight"]
+        edge_label=g.es["weight"],
+        edge_color='#666',
+        edge_align_label=True,
+        edge_background='white'
     )

From 5f48a5c2adda405b920f6d1548d617324a585d03 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 13:48:54 +1100
Subject: [PATCH 0580/1681] Update tutorial to use `ig.rescale()`

---
 .../betweenness/assets/betweenness.py         |  27 ++++++----------
 .../tutorials/betweenness/betweenness.rst     |  29 ++++++++----------
 .../betweenness/figures/betweenness.png       | Bin 380066 -> 371944 bytes
 3 files changed, 22 insertions(+), 34 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index af8c749ad..f8409704c 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -8,18 +8,10 @@
 g = ig.Graph.Barabasi(n=200, m=2)
 
 # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-vertex_betweenness = g.betweenness()
-vertex_betweenness = [math.pow(i, 1/3) for i in vertex_betweenness] # scale values so transition is smoother
-min_vertex_betweenness = min(vertex_betweenness)
-max_vertex_betweenness = max(vertex_betweenness)
-vertex_betweenness = [(i - min_vertex_betweenness) / (max_vertex_betweenness - min_vertex_betweenness) for i in vertex_betweenness]
-
-# Calculate edge betweenness and scale it to be between 0.0 and 1.0
-edge_betweenness = g.edge_betweenness()
-edge_betweenness = [math.pow(i, 1/2) for i in edge_betweenness] # scale values so transition is smoother
-min_edge_betweenness = min(edge_betweenness)
-max_edge_betweenness = max(edge_betweenness)
-edge_betweenness = [(i - min_edge_betweenness) / (max_edge_betweenness - min_edge_betweenness) for i in edge_betweenness]
+vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
+        scale=lambda x : math.pow(x, 1/3))
+edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
+        scale=lambda x : math.pow(x, 1/2))
 
 # Plot the graph
 fig, ax = plt.subplots()
@@ -28,12 +20,13 @@
     target=ax, 
     layout="fruchterman_reingold",
     palette=ig.GradientPalette("white", "midnightblue"),
-    vertex_color=[int(betweenness * 255) for betweenness in vertex_betweenness], # colors are integers between 0 and 255
-    edge_color=[int(betweenness * 255) for betweenness in edge_betweenness],
-    vertex_size=[betweenness*0.5+0.1 for betweenness in vertex_betweenness], # vertex_size is between 0.1 and 0.6
-    edge_width=[betweenness*0.5+0.5 for betweenness in edge_betweenness], # edge_width is between 0.5 and 1
+    vertex_color=list(map(int, 
+            ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
+    edge_color=list(map(int, 
+            ig.rescale(edge_betweenness, (0, 255), clamp=True))),
+    vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
+    edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
     vertex_frame_width=0.2,
 )
 plt.show()
 
-# fig.savefig("../figures/betweenness.png", dpi=200)
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 0edc7fd36..63a8b48fd 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -25,18 +25,10 @@ This example will demonstrate how to visualize both vertex and edge betweenness
     g = ig.Graph.Barabasi(n=200, m=2)
 
     # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-    vertex_betweenness = g.betweenness()
-    vertex_betweenness = [math.pow(i, 1/3) for i in vertex_betweenness] 
-    min_vertex_betweenness = min(vertex_betweenness)
-    max_vertex_betweenness = max(vertex_betweenness)
-    vertex_betweenness = [(i - min_vertex_betweenness) / (max_vertex_betweenness - min_vertex_betweenness) for i in vertex_betweenness]
-
-    # Calculate edge betweenness and scale it to be between 0.0 and 1.0
-    edge_betweenness = g.edge_betweenness()
-    edge_betweenness = [math.pow(i, 1/2) for i in edge_betweenness] 
-    min_edge_betweenness = min(edge_betweenness)
-    max_edge_betweenness = max(edge_betweenness)
-    edge_betweenness = [(i - min_edge_betweenness) / (max_edge_betweenness - min_edge_betweenness) for i in edge_betweenness]
+    vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
+            scale=lambda x : math.pow(x, 1/3))
+    edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
+            scale=lambda x : math.pow(x, 1/2))
 
     # Plot the graph
     fig, ax = plt.subplots()
@@ -44,15 +36,18 @@ This example will demonstrate how to visualize both vertex and edge betweenness
         g, 
         target=ax, 
         layout="fruchterman_reingold",
-        palette=ig.GradientPalette("white", "midnightblue"), # define a new color palette
-        vertex_color=[int(betweenness * 255) for betweenness in vertex_betweenness], # colors are integers between 0 and 255
-        edge_color=[int(betweenness * 255) for betweenness in edge_betweenness],
-        vertex_size=[betweenness*0.5+0.1 for betweenness in vertex_betweenness], # vertex_size is between 0.1 and 0.6
-        edge_width=[betweenness*0.5+0.5 for betweenness in edge_betweenness], # edge_width is between 0.5 and 1
+        palette=ig.GradientPalette("white", "midnightblue"),
+        vertex_color=list(map(int, 
+                ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
+        edge_color=list(map(int, 
+                ig.rescale(edge_betweenness, (0, 255), clamp=True))),
+        vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
+        edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
         vertex_frame_width=0.2,
     )
     plt.show()
 
+
 Note that we scale the betweennesses for the vertices and edges by the cube root and square root respectively. The choice of scaling is arbitrary, but is used to give a smoother, more linear transition in the sizes and colors of nodes and edges. The final output graph is here:
 
 .. figure:: ./figures/betweenness.png
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index 1d61677bcda8f5b94013038b2cbe2c016dba5779..a10c9fb2ec89bb70f46710e49067cad68e7fb3f9 100644
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From a75ede3727812f6125f1c3f6c7db36a2203edd19 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sat, 18 Dec 2021 14:06:08 +1100
Subject: [PATCH 0581/1681] Added Krackhardt Kite example

---
 .../betweenness/assets/betweenness.py         |  50 ++++++++-------
 .../tutorials/betweenness/betweenness.rst     |  60 ++++++++++--------
 .../betweenness/figures/betweenness.png       | Bin 371944 -> 167428 bytes
 3 files changed, 62 insertions(+), 48 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index f8409704c..8ede3ec46 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -3,30 +3,36 @@
 import math
 import random
 
-# Generate graph
-random.seed(1)
-g = ig.Graph.Barabasi(n=200, m=2)
+def plot_betweenness(g, ax):
+    # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
+    vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
+            scale=lambda x : math.pow(x, 1/3))
+    edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
+            scale=lambda x : math.pow(x, 1/2))
+
+    ig.plot(
+        g, 
+        target=ax, 
+        layout="fruchterman_reingold",
+        palette=ig.GradientPalette("white", "midnightblue"),
+        vertex_color=list(map(int, 
+                ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
+        edge_color=list(map(int, 
+                ig.rescale(edge_betweenness, (0, 255), clamp=True))),
+        vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
+        edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
+        vertex_frame_width=0.2,
+    )
 
-# Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
-        scale=lambda x : math.pow(x, 1/3))
-edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
-        scale=lambda x : math.pow(x, 1/2))
+# Generate Krackhardt Kite Graphs and Barabasi graphs
+random.seed(1)
+g1 = ig.Graph.Famous("Krackhardt_Kite")
+g2 = ig.Graph.Barabasi(n=200, m=2)
 
 # Plot the graph
-fig, ax = plt.subplots()
-ig.plot(
-    g, 
-    target=ax, 
-    layout="fruchterman_reingold",
-    palette=ig.GradientPalette("white", "midnightblue"),
-    vertex_color=list(map(int, 
-            ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
-    edge_color=list(map(int, 
-            ig.rescale(edge_betweenness, (0, 255), clamp=True))),
-    vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
-    edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
-    vertex_frame_width=0.2,
-)
+fig, axs = plt.subplots(2, 1)
+plot_betweenness(g1, axs[0])
+plot_betweenness(g2, axs[1])
+
 plt.show()
 
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 63a8b48fd..a4c686fe7 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -11,7 +11,7 @@ Visualizing Betweenness
 .. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
 .. |edge_betweenness| replace:: :meth:`edge_betweenness`
 
-This example will demonstrate how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively.
+This example will demonstrate how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Barabási-Albert <https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model>`_ random graph.
 
 .. code-block:: python
 
@@ -20,39 +20,47 @@ This example will demonstrate how to visualize both vertex and edge betweenness
     import math
     import random
 
-    # Generate graph
-    random.seed(1)
-    g = ig.Graph.Barabasi(n=200, m=2)
+    def plot_betweenness(g, ax):
+        # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
+        vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
+                scale=lambda x : math.pow(x, 1/3))
+        edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
+                scale=lambda x : math.pow(x, 1/2))
+
+        ig.plot(
+            g, 
+            target=ax, 
+            layout="fruchterman_reingold",
+            palette=ig.GradientPalette("white", "midnightblue"),
+            vertex_color=list(map(int, 
+                    ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
+            edge_color=list(map(int, 
+                    ig.rescale(edge_betweenness, (0, 255), clamp=True))),
+            vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
+            edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
+            vertex_frame_width=0.2,
+        )
 
-    # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-    vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
-            scale=lambda x : math.pow(x, 1/3))
-    edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
-            scale=lambda x : math.pow(x, 1/2))
+    # Generate Krackhardt Kite Graphs and Barabasi graphs
+    random.seed(1)
+    g1 = ig.Graph.Famous("Krackhardt_Kite")
+    g2 = ig.Graph.Barabasi(n=200, m=2)
 
     # Plot the graph
-    fig, ax = plt.subplots()
-    ig.plot(
-        g, 
-        target=ax, 
-        layout="fruchterman_reingold",
-        palette=ig.GradientPalette("white", "midnightblue"),
-        vertex_color=list(map(int, 
-                ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
-        edge_color=list(map(int, 
-                ig.rescale(edge_betweenness, (0, 255), clamp=True))),
-        vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
-        edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
-        vertex_frame_width=0.2,
-    )
-    plt.show()
+    fig, axs = plt.subplots(2, 1)
+    plot_betweenness(g1, axs[0])
+    plot_betweenness(g2, axs[1])
 
+    plt.show()
 
-Note that we scale the betweennesses for the vertices and edges by the cube root and square root respectively. The choice of scaling is arbitrary, but is used to give a smoother, more linear transition in the sizes and colors of nodes and edges. The final output graph is here:
+.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
+.. |rescale| replace:: :meth:`rescale`
+    
+Here we use |rescale|_ as a great way to linearly scale all data into ranges we can work with. Note that we scale the betweennesses for the vertices and edges by the cube root and square root respectively. The choice of scaling is arbitrary, but is used to give a smoother, more linear transition in the sizes and colors of nodes and edges. The final output graphs are as follows:
 
 .. figure:: ./figures/betweenness.png
    :alt: A graph visualizing the betweenness of each vertex and edge.
    :align: center
 
-   A graph visualizing edge betweenness. White indicates a low betweenness centrality, whereas dark blue indicates a high betweenness centrality.
+   A graph visualizing edge betweenness in a Krackhardt Kite graph (left) and a 200 node Barabási-Albert graph (right). White indicates a low betweenness centrality, whereas dark blue indicates a high betweenness centrality.
 
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index a10c9fb2ec89bb70f46710e49067cad68e7fb3f9..10e4375c5a7bf525c059c2c9e087c39f5d19e5a9 100644
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From 396f53295fa58debe431b771dd72c6991e690564 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 18 Dec 2021 21:03:41 +1100
Subject: [PATCH 0582/1681] Improvments here and there

---
 .../betweenness/assets/betweenness.py         |   6 +++++-
 .../tutorials/betweenness/betweenness.rst     |   8 ++++++--
 .../betweenness/figures/betweenness.png       | Bin 167428 -> 51415 bytes
 3 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index 8ede3ec46..e81675341 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -30,9 +30,13 @@ def plot_betweenness(g, ax):
 g2 = ig.Graph.Barabasi(n=200, m=2)
 
 # Plot the graph
-fig, axs = plt.subplots(2, 1)
+fig, axs = plt.subplots(1, 2, figsize=(6, 3))
 plot_betweenness(g1, axs[0])
 plot_betweenness(g2, axs[1])
 
+# Add "a" and "b" labels for panels
+fig.text(0.05, 0.9, 'a', va='top')
+fig.text(0.55, 0.9, 'b', va='top')
+
 plt.show()
 
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index a4c686fe7..17a3d87cc 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -47,10 +47,14 @@ This example will demonstrate how to visualize both vertex and edge betweenness
     g2 = ig.Graph.Barabasi(n=200, m=2)
 
     # Plot the graph
-    fig, axs = plt.subplots(2, 1)
+    fig, axs = plt.subplots(1, 2, figsize=(6, 3))
     plot_betweenness(g1, axs[0])
     plot_betweenness(g2, axs[1])
 
+    # Add "a" and "b" labels for panels
+    fig.text(0.05, 0.9, 'a', va='top')
+    fig.text(0.55, 0.9, 'b', va='top')
+
     plt.show()
 
 .. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
@@ -62,5 +66,5 @@ Here we use |rescale|_ as a great way to linearly scale all data into ranges we
    :alt: A graph visualizing the betweenness of each vertex and edge.
    :align: center
 
-   A graph visualizing edge betweenness in a Krackhardt Kite graph (left) and a 200 node Barabási-Albert graph (right). White indicates a low betweenness centrality, whereas dark blue indicates a high betweenness centrality.
+   Graph visualizing edge betweenness (a) in a Krackhardt Kite graph and (b) in a 200 node Barabási-Albert graph. Color legend: white to dark blue means low to high betweenness centrality.
 
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index 10e4375c5a7bf525c059c2c9e087c39f5d19e5a9..daecf3795dd41df79171c1f6a4536620ea24afee 100644
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X%kRJOxuO~lj--3c;OCs5Y;OG@%e}!X


From 05c810ccf8048ce55bbcdd34da0ba94bf8783ad7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 19 Dec 2021 15:21:58 +1100
Subject: [PATCH 0583/1681] First prototype of gallery

---
 doc/source/conf.py                            |  22 +-
 doc/source/gallery_index.rst                  | 305 ++++++++++++++++++
 doc/source/sphinxext/gallery_generator.py     | 263 +++++++++++++++
 .../betweenness/assets/betweenness.py         |   3 -
 .../tutorials/betweenness/betweenness.rst     |   2 +-
 .../betweenness/figures/betweenness.png       | Bin 51415 -> 30970 bytes
 .../assets/bipartite_matching.py              |   1 -
 .../figures/bipartite_matching.png            | Bin 0 -> 13959 bytes
 .../figures/bipartite_matching_maxflow.png    | Bin 26165 -> 18396 bytes
 .../erdos_renyi/figures/erdos_renyi.png       | Bin 0 -> 91293 bytes
 .../tutorials/maxflow/figures/maxflow.png     | Bin 27330 -> 17642 bytes
 ...online_users.py => online_user_actions.py} |   0
 .../figures/online_user_actions.png           | Bin 0 -> 31455 bytes
 .../figures/online_users.png                  | Bin 48823 -> 0 bytes
 .../online_user_actions.rst                   |   2 +-
 .../quickstart/figures/quickstart.png         | Bin 0 -> 16277 bytes
 .../ring_animation/figures/ring_animation.png | Bin 0 -> 12172 bytes
 .../{shortest_path.py => shortest_paths.py}   |   0
 .../{shortest_path.png => shortest_paths.png} | Bin
 .../shortest_paths/shortest_paths.rst         |   2 +-
 .../figures/visualize_cliques.png             | Bin 0 -> 61106 bytes
 .../figures/visualize_cliques_with_edges.png  | Bin 0 -> 66521 bytes
 .../figures/visualize_communities.png         | Bin 57542 -> 37030 bytes
 .../visualize_communities.rst                 |   2 +-
 24 files changed, 592 insertions(+), 10 deletions(-)
 create mode 100644 doc/source/gallery_index.rst
 create mode 100644 doc/source/sphinxext/gallery_generator.py
 create mode 100644 doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png
 create mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png
 rename doc/source/tutorials/online_user_actions/assets/{online_users.py => online_user_actions.py} (100%)
 create mode 100644 doc/source/tutorials/online_user_actions/figures/online_user_actions.png
 delete mode 100644 doc/source/tutorials/online_user_actions/figures/online_users.png
 create mode 100644 doc/source/tutorials/quickstart/figures/quickstart.png
 create mode 100644 doc/source/tutorials/ring_animation/figures/ring_animation.png
 rename doc/source/tutorials/shortest_paths/assets/{shortest_path.py => shortest_paths.py} (100%)
 rename doc/source/tutorials/shortest_paths/figures/{shortest_path.png => shortest_paths.png} (100%)
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/visualize_cliques_with_edges.png

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 4aa58a76e..93de86f3b 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -13,7 +13,8 @@
 
 from datetime import datetime
 
-import sys, os
+import sys
+import os
 import sphinxbootstrap4theme
 
 # If extensions (or modules to document with autodoc) are in another directory,
@@ -28,7 +29,13 @@
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
-extensions = ['sphinx.ext.coverage']
+sys.path.insert(0, os.path.abspath('sphinxext'))
+extensions = [
+    'sphinx.ext.coverage',
+    'sphinx.ext.mathjax',
+    'sphinx.ext.intersphinx',
+    'gallery_generator',
+]
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
@@ -257,3 +264,14 @@
 
 # The depth of the table of contents in toc.ncx.
 #epub_tocdepth = 3
+
+
+# -- Intersphinx ------------------------------------------------
+
+intersphinx_mapping = {
+    'numpy': ('https://numpy.org/doc/stable/', None),
+    'scipy': ('https://docs.scipy.org/doc/scipy/reference/', None),
+    'matplotlib': ('https://matplotlib.org/stable', None),
+    'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
+    'statsmodels': ('https://www.statsmodels.org/stable/', None)
+}
diff --git a/doc/source/gallery_index.rst b/doc/source/gallery_index.rst
new file mode 100644
index 000000000..4436fa82d
--- /dev/null
+++ b/doc/source/gallery_index.rst
@@ -0,0 +1,305 @@
+
+
+.. raw:: html
+
+    <style type="text/css">
+    .figure-box {
+        position: relative;
+        float: left;
+        margin: 10px;
+        width: 180px;
+        height: 220px;
+    }
+
+    .figure img {
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+        opacity:1.0;
+        filter:alpha(opacity=100); /* For IE8 and earlier */
+    }
+
+    .figure:hover img {
+        -webkit-filter: blur(3px);
+        -moz-filter: blur(3px);
+        -o-filter: blur(3px);
+        -ms-filter: blur(3px);
+        filter: blur(3px);
+        opacity:1.0;
+        filter:alpha(opacity=100); /* For IE8 and earlier */
+    }
+
+    .figure span {
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+        background: #000;
+        color: #fff;
+        visibility: hidden;
+        opacity: 0;
+        z-index: 100;
+    }
+
+    .figure p {
+        position: absolute;
+        top: 35%;
+        width: 170px;
+        font-size: 110%;
+    }
+
+    .figure:hover span {
+        visibility: visible;
+        opacity: .8;
+    }
+
+    .caption {
+        position: absolute;
+        width: 180px;
+        top: 190px;
+        text-align: center !important;
+    }
+    </style>
+
+.. _gallery_index:
+
+Tutorial gallery
+================
+
+
+
+.. toctree::
+   :hidden:
+
+   ./tutorials/betweenness/betweenness
+
+   ./tutorials/bipartite_matching/bipartite_matching
+
+   ./tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
+
+   ./tutorials/erdos_renyi/erdos_renyi
+
+   ./tutorials/maxflow/maxflow
+
+   ./tutorials/online_user_actions/online_user_actions
+
+   ./tutorials/quickstart/quickstart
+
+   ./tutorials/ring_animation/ring_animation
+
+   ./tutorials/shortest_paths/shortest_paths
+
+   ./tutorials/visualize_cliques/visualize_cliques
+
+   ./tutorials/visualize_communities/visualize_communities
+
+
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/quickstart/quickstart.html>
+    <div class='figure align-center'>
+    <img src=_images/quickstart_thumb.png>
+    <span class='figure-label'>
+    <p>Quick Start</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Quick Start
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/betweenness/betweenness.html>
+    <div class='figure align-center'>
+    <img src=_images/betweenness_thumb.png>
+    <span class='figure-label'>
+    <p>Betweenness</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Betweenness
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/visualize_cliques/visualize_cliques.html>
+    <div class='figure align-center'>
+    <img src=_images/visualize_cliques_thumb.png>
+    <span class='figure-label'>
+    <p>Cliques</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Cliques
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/visualize_communities/visualize_communities.html>
+    <div class='figure align-center'>
+    <img src=_images/visualize_communities_thumb.png>
+    <span class='figure-label'>
+    <p>Communities</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Communities
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/erdos_renyi/erdos_renyi.html>
+    <div class='figure align-center'>
+    <img src=_images/erdos_renyi_thumb.png>
+    <span class='figure-label'>
+    <p>Erdős-Rényi Graph</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Erdős-Rényi Graph
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/bipartite_matching/bipartite_matching.html>
+    <div class='figure align-center'>
+    <img src=_images/bipartite_matching_thumb.png>
+    <span class='figure-label'>
+    <p>Maximum Bipartite Matching</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Maximum Bipartite Matching
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.html>
+    <div class='figure align-center'>
+    <img src=_images/bipartite_matching_maxflow_thumb.png>
+    <span class='figure-label'>
+    <p>Maximum Bipartite Matching by Maximum Flow</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Maximum Bipartite Matching by Maximum Flow
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/maxflow/maxflow.html>
+    <div class='figure align-center'>
+    <img src=_images/maxflow_thumb.png>
+    <span class='figure-label'>
+    <p>Maximum Flow</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Maximum Flow
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/online_user_actions/online_user_actions.html>
+    <div class='figure align-center'>
+    <img src=_images/online_user_actions_thumb.png>
+    <span class='figure-label'>
+    <p>Online user actions</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Online user actions
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/ring_animation/ring_animation.html>
+    <div class='figure align-center'>
+    <img src=_images/ring_animation_thumb.png>
+    <span class='figure-label'>
+    <p>Ring Graph Animation</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Ring Graph Animation
+    </div>
+    </a>
+    </div>
+
+
+
+.. raw:: html
+
+    <div class='figure-box align-center'>
+    <a href=./tutorials/shortest_paths/shortest_paths.html>
+    <div class='figure align-center'>
+    <img src=_images/shortest_paths_thumb.png>
+    <span class='figure-label'>
+    <p>Shortest Paths</p>
+    </span>
+    </div>
+    <div class='caption'>
+    Shortest Paths
+    </div>
+    </a>
+    </div>
+
+
+
+
+
+.. raw:: html
+
+    <div style="clear: both"></div>
diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
new file mode 100644
index 000000000..41398d296
--- /dev/null
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -0,0 +1,263 @@
+"""
+Sphinx plugin to run example scripts and create a gallery page.
+
+Lightly modified from the seaborn project (Michael Waskom).
+Originally, lightly modified from the mpld3 project.
+
+"""
+import os
+import os.path as op
+import re
+import glob
+import token
+import tokenize
+import shutil
+import warnings
+
+import matplotlib
+matplotlib.use('Agg')
+import matplotlib.pyplot as plt  # noqa: E402
+
+
+INDEX_TEMPLATE = """
+
+.. raw:: html
+
+    <style type="text/css">
+    .figure-box {{
+        position: relative;
+        float: left;
+        margin: 10px;
+        width: 180px;
+        height: 220px;
+    }}
+
+    .figure img {{
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+        opacity:1.0;
+        filter:alpha(opacity=100); /* For IE8 and earlier */
+    }}
+
+    .figure:hover img {{
+        -webkit-filter: blur(3px);
+        -moz-filter: blur(3px);
+        -o-filter: blur(3px);
+        -ms-filter: blur(3px);
+        filter: blur(3px);
+        opacity:1.0;
+        filter:alpha(opacity=100); /* For IE8 and earlier */
+    }}
+
+    .figure span {{
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+        background: #000;
+        color: #fff;
+        visibility: hidden;
+        opacity: 0;
+        z-index: 100;
+    }}
+
+    .figure p {{
+        position: absolute;
+        top: 35%;
+        width: 170px;
+        font-size: 110%;
+    }}
+
+    .figure:hover span {{
+        visibility: visible;
+        opacity: .8;
+    }}
+
+    .caption {{
+        position: absolute;
+        width: 180px;
+        top: 190px;
+        text-align: center !important;
+    }}
+    </style>
+
+.. _{sphinx_tag}:
+
+Tutorial gallery
+================
+
+{toctree}
+
+{contents}
+
+.. raw:: html
+
+    <div style="clear: both"></div>
+"""
+
+
+def create_thumbnail(infile, thumbfile,
+                     width=275, height=275,
+                     cx=0.5, cy=0.5, border=4):
+    '''Store a thumbnail from a PNG figure'''
+    baseout, extout = op.splitext(thumbfile)
+
+    im = matplotlib.image.imread(infile)
+    rows, cols = im.shape[:2]
+    x0 = int(cx * cols - .5 * width)
+    y0 = int(cy * rows - .5 * height)
+    xslice = slice(x0, x0 + width)
+    yslice = slice(y0, y0 + height)
+    thumb = im[yslice, xslice]
+    thumb[:border, :, :3] = thumb[-border:, :, :3] = 0
+    thumb[:, :border, :3] = thumb[:, -border:, :3] = 0
+
+    dpi = 100
+    fig = plt.figure(figsize=(width / dpi, height / dpi), dpi=dpi)
+
+    ax = fig.add_axes([0, 0, 1, 1], aspect='auto',
+                      frameon=False, xticks=[], yticks=[])
+    if all(thumb.shape):
+        ax.imshow(thumb, aspect='auto', resample=True,
+                  interpolation='bilinear')
+    else:
+        warnings.warn(
+            f"Bad thumbnail crop. {thumbfile} will be empty."
+        )
+
+    fig.savefig(thumbfile, dpi=dpi)
+    return fig
+
+
+def indent(s, N=4):
+    """indent a string"""
+    return s.replace('\n', '\n' + N * ' ')
+
+
+class TutorialGenerator(object):
+    """Tools for generating an example page from a file"""
+    def __init__(self, dirname):
+        self.dirname = dirname
+
+    @property
+    def modulename(self):
+        return op.split(self.dirname)[-1]
+
+    @property
+    def rstfilename(self):
+        return op.join(self.dirname, self.modulename + ".rst")
+
+    @property
+    def htmlfilename(self):
+        return 'tutorials/{0}/{0}.html'.format(self.modulename)
+
+    @property
+    def pngfilename(self):
+        pngfile = self.modulename + '.png'
+        return op.join(self.dirname, '..', 'figures', pngfile)
+
+    @property
+    def thumbfilename(self):
+        pngfile = self.modulename + '_thumb.png'
+        return pngfile
+
+    @property
+    def sphinxtag(self):
+        return self.modulename
+
+    @property
+    def pagetitle(self):
+        return self.docstring.strip().split('\n')[0].strip()
+
+    def extract_title(self):
+        '''Extract title from RST file'''
+        with open(self.rstfilename, 'rt') as f:
+            for line in f:
+                if set(line.rstrip('\n')) == set('='):
+                    break
+            else:
+                raise IOError('Title not found')
+            title = next(f).rstrip('\n')
+        self.title = title
+
+    def toctree_entry(self):
+        return "   ./%s\n\n" % op.splitext(self.htmlfilename)[0]
+
+    def contents_entry(self):
+        return (".. raw:: html\n\n"
+                "    <div class='figure-box align-center'>\n"
+                "    <a href=./tutorials/{1}/{1}.html>\n"
+                "    <div class='figure align-center'>\n"
+                "    <img src=_images/{0}>\n"
+                "    <span class='figure-label'>\n"
+                "    <p>{2}</p>\n"
+                "    </span>\n"
+                "    </div>\n"
+                "    <div class='caption'>\n"
+                "    {2}\n"
+                "    </div>\n"
+                "    </a>\n"
+                "    </div>\n\n"
+                "\n\n"
+                "".format(self.thumbfilename,
+                          self.modulename,
+                          self.title))
+
+
+def main(app):
+    source_dir = op.abspath(op.join(app.builder.srcdir, 'tutorials'))
+    thumbs_dir = op.join(app.builder.outdir, "_images")
+
+    if not op.isdir(thumbs_dir):
+        os.makedirs(thumbs_dir, exist_ok=True)
+
+    toctree = ("\n\n"
+               ".. toctree::\n"
+               "   :hidden:\n\n")
+    content_dict = {}
+
+    # Write individual example files
+    for filename in sorted(glob.glob(op.join(source_dir, "*", "*.rst"))):
+        print(filename)
+
+        # Folder for this tutorial
+        dirname = op.dirname(filename)
+
+        # Extract title for thumbnail alt/subtitle
+        ex = TutorialGenerator(dirname)
+        ex.extract_title()
+
+        # Make thumbnail
+        imagefile = glob.glob(op.join(dirname, "figures", "*.png"))[0]
+        thumbfile = op.join(thumbs_dir, ex.modulename + '_thumb.png')
+        thumbloc = .5, .5
+        #create_thumbnail(imagefile, thumbfile, cx=thumbloc[0], cy=thumbloc[1])
+        # FIXME
+        os.remove(thumbfile)
+        shutil.copy(imagefile, thumbfile)
+
+        # Generate toctree and content raw html code
+        toctree += ex.toctree_entry()
+        content_dict[ex.title] = ex.contents_entry()
+
+    # Sort
+    content_list = ["\n\n"] + [content_dict.pop('Quick Start')]
+    for title in sorted(content_dict):
+        content_list.append(content_dict[title])
+    contents = ''.join(content_list)
+
+    # write index file
+    index_file = op.join(source_dir, '..', 'gallery_index.rst')
+    with open(index_file, 'w') as index:
+        index.write(INDEX_TEMPLATE.format(sphinx_tag="gallery_index",
+                                          toctree=toctree,
+                                          contents=contents))
+
+
+def setup(app):
+    app.connect('builder-inited', main)
+
diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index e81675341..7f9b7e6d4 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -37,6 +37,3 @@ def plot_betweenness(g, ax):
 # Add "a" and "b" labels for panels
 fig.text(0.05, 0.9, 'a', va='top')
 fig.text(0.55, 0.9, 'b', va='top')
-
-plt.show()
-
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 17a3d87cc..09b5e206c 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -3,7 +3,7 @@
 .. _tutorials-betweenness:
 
 =======================
-Visualizing Betweenness
+Betweenness
 =======================
 
 .. _betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#betweenness
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index daecf3795dd41df79171c1f6a4536620ea24afee..465482dad02dbe342c5e7829e7b90092a9e31740 100644
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diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index d675d5dc7..802a9d0e7 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -29,7 +29,6 @@
     vertex_color="lightblue",
     edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
 )
-plt.show()
 
 # Matching is:
 # 0 - 5
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png b/doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png
new file mode 100644
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diff --git a/doc/source/tutorials/online_user_actions/assets/online_users.py b/doc/source/tutorials/online_user_actions/assets/online_user_actions.py
similarity index 100%
rename from doc/source/tutorials/online_user_actions/assets/online_users.py
rename to doc/source/tutorials/online_user_actions/assets/online_user_actions.py
diff --git a/doc/source/tutorials/online_user_actions/figures/online_user_actions.png b/doc/source/tutorials/online_user_actions/figures/online_user_actions.png
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diff --git a/doc/source/tutorials/online_user_actions/online_user_actions.rst b/doc/source/tutorials/online_user_actions/online_user_actions.rst
index d938de141..8561fdbe0 100644
--- a/doc/source/tutorials/online_user_actions/online_user_actions.rst
+++ b/doc/source/tutorials/online_user_actions/online_user_actions.rst
@@ -92,7 +92,7 @@ And finally, let's plot a layout of the graph, for instance a circle:
 
 We added a few fancy features to this plot to show off igraph's capabilities. The result is shown below.
 
-.. figure:: ./figures/online_users.png
+.. figure:: ./figures/online_user_actions.png
    :alt: A visual representation of the collaboratoin graph
    :align: center
 
diff --git a/doc/source/tutorials/quickstart/figures/quickstart.png b/doc/source/tutorials/quickstart/figures/quickstart.png
new file mode 100644
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diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_paths.py
similarity index 100%
rename from doc/source/tutorials/shortest_paths/assets/shortest_path.py
rename to doc/source/tutorials/shortest_paths/assets/shortest_paths.py
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_paths.png
similarity index 100%
rename from doc/source/tutorials/shortest_paths/figures/shortest_path.png
rename to doc/source/tutorials/shortest_paths/figures/shortest_paths.png
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 1f7103a57..a17ea9c55 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -61,7 +61,7 @@ The output of these these two shortest paths are:
     Shortest distance is:  3
     Shortest weighted distance is:  8    
 
-.. figure:: ./figures/shortest_path.png
+.. figure:: ./figures/shortest_paths.png
    :alt: The visual representation of a weighted network for finding shortest paths
    :align: center
 
diff --git a/doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png b/doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png
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diff --git a/doc/source/tutorials/visualize_communities/visualize_communities.rst b/doc/source/tutorials/visualize_communities/visualize_communities.rst
index 7d2180619..8ddd30264 100644
--- a/doc/source/tutorials/visualize_communities/visualize_communities.rst
+++ b/doc/source/tutorials/visualize_communities/visualize_communities.rst
@@ -3,7 +3,7 @@
 .. _tutorials-visualize-communities:
 
 =====================
-Visualize communities
+Communities
 =====================
 
 This example shows how to visualize communities or clusters of a graph. First, make the graph: we just use a famous graph here for simplicity.

From 96fe6cef394ca47bf75eaba6ae33b00628e5bfe9 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 19 Dec 2021 18:10:53 +1100
Subject: [PATCH 0584/1681] Add cluster contraction tutorial

---
 doc/source/gallery.rst                        |   2 +
 .../contracting_clusters/assets/clusters.py   |  45 ++++++++++
 .../contracting_clusters.rst                  |  82 ++++++++++++++++++
 .../contracting_clusters/figures/clusters.png | Bin 0 -> 30685 bytes
 4 files changed, 129 insertions(+)
 create mode 100644 doc/source/tutorials/contracting_clusters/assets/clusters.py
 create mode 100644 doc/source/tutorials/contracting_clusters/contracting_clusters.rst
 create mode 100644 doc/source/tutorials/contracting_clusters/figures/clusters.png

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index e669406cc..58dfb41fd 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -19,6 +19,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-cliques`
  - :ref:`tutorials-online-user-actions`
  - :ref:`tutorials-visualize-communities`
+ - :ref:`tutorials-contracting-clusters`
 
 
 .. toctree::
@@ -36,3 +37,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/visualize_cliques/visualize_cliques
    tutorials/online_user_actions/online_user_actions
    tutorials/visualize_communities/visualize_communities
+   tutorials/contracting_clusters/contracting_clusters
diff --git a/doc/source/tutorials/contracting_clusters/assets/clusters.py b/doc/source/tutorials/contracting_clusters/assets/clusters.py
new file mode 100644
index 000000000..28226de55
--- /dev/null
+++ b/doc/source/tutorials/contracting_clusters/assets/clusters.py
@@ -0,0 +1,45 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# Generate a random geometric graph with random vertex sizes 
+random.seed(0)
+g1 = ig.Graph.GRG(50, 0.15)
+g1.vs['vertex_size'] = [random.uniform(0.03, 0.08) for i in range(g1.vcount())]
+
+# Cluster graph into weakly connected components
+clusters = g1.clusters(mode='weak')
+nclusters = len(clusters)
+
+# Visualise different components
+fig, axs = plt.subplots(1, 2)
+ig.plot(
+    clusters,
+    target=axs[0],
+    palette=ig.RainbowPalette(),
+    vertex_size=g1.vs['vertex_size'],
+    vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+    edge_width=0.7
+)
+
+# Contract vertices, using mean value for coordinates, and using the max vertex_size as the representation
+def mean(list):
+    return sum(list) / len(list)
+
+g2 = clusters.cluster_graph(combine_vertices={'x':mean, 'y':mean, 'vertex_size':max})
+
+# Visualise the clustered graph
+ig.plot(
+    g2,
+    target=axs[1],
+    palette=ig.RainbowPalette(),
+    vertex_size=g2.vs['vertex_size'],
+    vertex_color=list(map(int, ig.rescale(range(nclusters), (0, 200), clamp=True))),
+)
+
+# Add "a" and "b" labels for panels
+fig.text(0.05, 0.9, 'a', va='top')
+fig.text(0.55, 0.9, 'b', va='top')
+
+plt.show()
+
diff --git a/doc/source/tutorials/contracting_clusters/contracting_clusters.rst b/doc/source/tutorials/contracting_clusters/contracting_clusters.rst
new file mode 100644
index 000000000..63ffddf22
--- /dev/null
+++ b/doc/source/tutorials/contracting_clusters/contracting_clusters.rst
@@ -0,0 +1,82 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-contracting-clusters:
+
+=====================
+Contracting Clusters
+=====================
+
+This example demonstrates how to contract a clustered graph down so that each cluster is represented by a single vertex. First we construct a clustering and plot it:
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+
+    # Generate a random geometric graph with random vertex sizes 
+    random.seed(0)
+    g1 = ig.Graph.GRG(50, 0.15)
+    g1.vs['vertex_size'] = [random.uniform(0.03, 0.08) for i in range(g1.vcount())]
+
+    # Cluster graph into weakly connected components
+    clusters = g1.clusters(mode='weak')
+    nclusters = len(clusters)
+
+    # Visualise different components
+    fig, axs = plt.subplots(1, 2)
+    ig.plot(
+        clusters,
+        target=axs[0],
+        palette=ig.RainbowPalette(),
+        vertex_size=g1.vs['vertex_size'],
+        vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+        edge_width=0.7
+    )
+
+
+.. _contract_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#contract_vertices
+.. |contract_vertices| replace:: :meth:`contract_vertices`
+
+Next we generate the contracted cluster graph. We also define how we should treat each of the vertex attributes when combining them. We use the average position of the cluster as the position of the new vertex, and set the vertex size to be the maximum size of all the vertices in it's cluster. See |contract_vertices|_ for more details on allowed combining functions. 
+
+.. code-block:: python
+
+    # Contract vertices, using mean value for coordinates, and using the max vertex_size as the representation
+    def mean(list):
+        return sum(list) / len(list)
+
+    g2 = clusters.cluster_graph(combine_vertices={'x':mean, 'y':mean, 'vertex_size':max})
+
+.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
+.. |rescale| replace:: :meth:`rescale`
+
+Finally, we plot out the new graph. We use |rescale|_ to assign each cluster a value between 0 and 200, which we use to assign a color from the `rainbow palette <https://igraph.org/python/doc/api/igraph.drawing.colors.RainbowPalette.html>`_.
+
+.. code-block:: python
+
+    # Visualise the clustered graph
+    ig.plot(
+        g2,
+        target=axs[1],
+        palette=ig.RainbowPalette(),
+        vertex_size=g2.vs['vertex_size'],
+        vertex_color=list(map(int, ig.rescale(range(nclusters), (0, 200), clamp=True))),
+    )
+    
+    # Add "a" and "b" labels for panels
+    fig.text(0.05, 0.9, 'a', va='top')
+    fig.text(0.55, 0.9, 'b', va='top')
+    
+    plt.show()
+
+    
+
+The plotting results can be seen as follows:
+
+.. figure:: ./figures/clusters.png
+   :alt: Two graphs showing a graph before and after contracting clusters.
+   :align: center
+
+   A graph (a) separated into clusters and (b) contracted down to its cluster graph.
+
diff --git a/doc/source/tutorials/contracting_clusters/figures/clusters.png b/doc/source/tutorials/contracting_clusters/figures/clusters.png
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From 7dfc9599298c6c1c314e1ccc8d6439b24e750b4c Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 19 Dec 2021 19:56:58 +1100
Subject: [PATCH 0585/1681] Add tutorials on articulation points and bridges

---
 doc/source/gallery.rst                        |   4 +
 .../articulation_points.rst                   |  47 ++++++++++
 .../assets/articulation_points.py             |  23 +++++
 .../figures/articulation_points.png           | Bin 0 -> 22137 bytes
 .../tutorials/bridges/assets/bridges1.py      |  25 +++++
 .../tutorials/bridges/assets/bridges2.py      |  32 +++++++
 doc/source/tutorials/bridges/bridges.rst      |  87 ++++++++++++++++++
 .../tutorials/bridges/figures/bridge1.png     | Bin 0 -> 31005 bytes
 .../tutorials/bridges/figures/bridge2.png     | Bin 0 -> 31782 bytes
 9 files changed, 218 insertions(+)
 create mode 100644 doc/source/tutorials/articulation_points/articulation_points.rst
 create mode 100644 doc/source/tutorials/articulation_points/assets/articulation_points.py
 create mode 100644 doc/source/tutorials/articulation_points/figures/articulation_points.png
 create mode 100644 doc/source/tutorials/bridges/assets/bridges1.py
 create mode 100644 doc/source/tutorials/bridges/assets/bridges2.py
 create mode 100644 doc/source/tutorials/bridges/bridges.rst
 create mode 100644 doc/source/tutorials/bridges/figures/bridge1.png
 create mode 100644 doc/source/tutorials/bridges/figures/bridge2.png

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index e669406cc..b9fc75181 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -19,6 +19,8 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-cliques`
  - :ref:`tutorials-online-user-actions`
  - :ref:`tutorials-visualize-communities`
+ - :ref:`tutorials-articulation-points`
+ - :ref:`tutorials-bridges`
 
 
 .. toctree::
@@ -36,3 +38,5 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/visualize_cliques/visualize_cliques
    tutorials/online_user_actions/online_user_actions
    tutorials/visualize_communities/visualize_communities
+   tutorials/articulation_points/articulation_points
+   tutorials/bridges/bridges
diff --git a/doc/source/tutorials/articulation_points/articulation_points.rst b/doc/source/tutorials/articulation_points/articulation_points.rst
new file mode 100644
index 000000000..fea3db6e9
--- /dev/null
+++ b/doc/source/tutorials/articulation_points/articulation_points.rst
@@ -0,0 +1,47 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-articulation-points:
+
+===================
+Articulation Points
+===================
+
+.. _articulation_points: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#articulation_points
+.. |articulation_points| replace:: :meth:`articulation_points`
+
+This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using |articulation_points|_. For an example on bridges instead, see :ref:`tutorials-bridges`.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Construct graph
+    g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
+            (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
+
+    articulation_points = g.articulation_points()
+
+    # Plot graph
+    fig, ax = plt.subplots()
+    ig.plot(
+        g, 
+        target=ax, 
+        vertex_size=0.3,
+        vertex_color="lightblue",
+        vertex_label=range(g.vcount()),
+        vertex_frame_color = ["red" if i in articulation_points else "black" for i in range(g.vcount())],
+        vertex_frame_width = [3 if i in articulation_points else 1 for i in range(g.vcount())],
+        edge_width=0.8,
+        edge_color='gray'
+    )
+    plt.show()
+
+The plot looks like this:
+
+.. figure:: ./figures/articulation_points.png
+    :alt: A visual representation of the articulation points in a graph
+    :align: center
+
+    Articulation points are marked with a red border.
+    
diff --git a/doc/source/tutorials/articulation_points/assets/articulation_points.py b/doc/source/tutorials/articulation_points/assets/articulation_points.py
new file mode 100644
index 000000000..c3912b0b7
--- /dev/null
+++ b/doc/source/tutorials/articulation_points/assets/articulation_points.py
@@ -0,0 +1,23 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Construct graph
+g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
+        (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
+
+articulation_points = g.articulation_points()
+
+# Plot graph
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount()),
+    vertex_frame_color = ["red" if i in articulation_points else "black" for i in range(g.vcount())],
+    vertex_frame_width = [3 if i in articulation_points else 1 for i in range(g.vcount())],
+    edge_width=0.8,
+    edge_color='gray'
+)
+plt.show()
diff --git a/doc/source/tutorials/articulation_points/figures/articulation_points.png b/doc/source/tutorials/articulation_points/figures/articulation_points.png
new file mode 100644
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diff --git a/doc/source/tutorials/bridges/assets/bridges1.py b/doc/source/tutorials/bridges/assets/bridges1.py
new file mode 100644
index 000000000..50c2c19f7
--- /dev/null
+++ b/doc/source/tutorials/bridges/assets/bridges1.py
@@ -0,0 +1,25 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Construct graph
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
+
+# Find and color bridges
+bridges = g.bridges()
+g.es["color"] = "gray"
+g.es[bridges]["color"] = "red"
+g.es["width"] = 0.8
+g.es[bridges]["width"] = 1.2
+
+# Plot graph
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount())
+)
+plt.show()
diff --git a/doc/source/tutorials/bridges/assets/bridges2.py b/doc/source/tutorials/bridges/assets/bridges2.py
new file mode 100644
index 000000000..be4160f31
--- /dev/null
+++ b/doc/source/tutorials/bridges/assets/bridges2.py
@@ -0,0 +1,32 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Construct graph
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
+
+# Find and color bridges
+bridges = g.bridges()
+g.es["color"] = "gray"
+g.es[bridges]["color"] = "red"
+g.es["width"] = 0.8
+g.es[bridges]["width"] = 1.2
+
+g.es["label"] = ""
+g.es[bridges]["label"] = "x"
+
+# Plot graph
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount()),
+    edge_background="#FFF0",    # transparent background color
+    edge_align_label=True,      # make sure labels are aligned with the edge
+    edge_label=g.es["label"],
+    edge_label_color="red"
+)
+plt.show()
diff --git a/doc/source/tutorials/bridges/bridges.rst b/doc/source/tutorials/bridges/bridges.rst
new file mode 100644
index 000000000..13838b2a1
--- /dev/null
+++ b/doc/source/tutorials/bridges/bridges.rst
@@ -0,0 +1,87 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-bridges:
+
+========
+Bridges
+========
+
+.. _bridges_method: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#bridges
+.. |bridges_method| replace:: :meth:`bridges_method`
+
+This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using |bridges_method|_. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Construct graph
+    g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
+            (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+            (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
+
+    # Find and color bridges
+    bridges = g.bridges()
+    g.es["color"] = "gray"
+    g.es[bridges]["color"] = "red"
+    g.es["width"] = 0.8
+    g.es[bridges]["width"] = 1.2
+
+    # Plot graph
+    fig, ax = plt.subplots()
+    ig.plot(
+        g, 
+        target=ax, 
+        vertex_size=0.3,
+        vertex_color="lightblue",
+        vertex_label=range(g.vcount())
+    )
+    plt.show()
+
+
+The plot looks like this:
+
+.. figure:: ./figures/bridge1.png
+   :alt: A visual representation of the bridges in a graph
+   :align: center
+
+   Bridge edges are marked in red.
+
+Advanced: Cutting Effect
+--------------------------
+Bridges are edges that when removed, will separate the graph into more components then they started with. To emphasise the removal of edges from the graph, we can add small "x" effect to each of the bridges by using edge labels. We add the following code to define the edge labels only for bridges:
+
+.. code-block:: python
+    
+    g.es["label"] = ""
+    g.es[bridges]["label"] = "x"
+
+And then when we plot...
+
+.. code-block:: python
+
+    # Plot graph
+    fig, ax = plt.subplots()
+    ig.plot(
+        g, 
+        target=ax, 
+        vertex_size=0.3,
+        vertex_color="lightblue",
+        vertex_label=range(g.vcount()),
+        edge_background="#FFF0",    # transparent background color
+        edge_align_label=True,      # make sure labels are aligned with the edge
+        edge_label=g.es["label"],
+        edge_label_color="red"
+    )
+    plt.show()
+
+
+As a result, we get:
+
+.. figure:: ./figures/bridge2.png
+   :alt: A visual representation of the bridges in the graph
+   :align: center
+
+   Bridges marked with an additional "x" effect.
+
diff --git a/doc/source/tutorials/bridges/figures/bridge1.png b/doc/source/tutorials/bridges/figures/bridge1.png
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From 6aa0229b825f2ba697ba742ef67040f33f03e82e Mon Sep 17 00:00:00 2001
From: h5jam <so.h4ns@gmail.com>
Date: Mon, 20 Dec 2021 00:51:30 +0900
Subject: [PATCH 0586/1681] doc: fix topological sort tutorial

---
 .../assets/topological_sort.py                | 22 ++++++++++--
 .../topological_sort/topological_sort.rst     | 35 ++++++++++++++++---
 2 files changed, 51 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorials/topological_sort/assets/topological_sort.py b/doc/source/tutorials/topological_sort/assets/topological_sort.py
index eebc7de3a..b8f8bc80d 100644
--- a/doc/source/tutorials/topological_sort/assets/topological_sort.py
+++ b/doc/source/tutorials/topological_sort/assets/topological_sort.py
@@ -1,4 +1,6 @@
 import igraph as ig
+import matplotlib.pyplot as plt
+
 
 # generate a directed acyclic graph (DAG)
 g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
@@ -13,6 +15,22 @@
 results = g.topological_sorting(mode='in')
 print('Topological sort of graph g (in):', *results)
 
-# g.vs[i].indegree() returns the indegree of the node (which is g.vs[i]).
+# g.vs[i].indegree() returns the indegree of the node.
 for i in range(g.vcount()):
-    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
\ No newline at end of file
+    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
+
+# visualization
+fig, ax = plt.subplots(figsize=(5, 5))
+ig.plot(
+        g,
+        target=ax,
+        layout='kk',
+        vertex_size=0.2,
+        edge_width=1,
+        vertex_label=range(g.vcount()),
+        vertex_color="lightblue",
+    )
+ax.set_aspect(1)
+
+plt.axis('off')
+plt.show()
diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 8c69edbd8..39434a5d5 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -6,7 +6,7 @@
 Topological Sort
 ================
 
-This example demonstrates how to get a topological sorting list on a directed acyclic graph (DAG).
+This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG).
 Topological sort of a directed graph is a linear ordering based on the precedence implied by the directed edges and it exists iff the graph doesn't have any directed cycle.
 
 We can use :meth:`topological_sortng` to get a topological ordering.
@@ -28,7 +28,7 @@ We can use :meth:`topological_sortng` to get a topological ordering.
     results = g.topological_sorting(mode='in')
     print('Topological sort of graph g (in):', *results)
 
-There are two modes of :meth:topological_sorting. 'out' is the default mode which start from a node with indegree equal to 0. The other mode is 'in', and it similarly starts from a node with outdegree equal to 0.
+There are two modes of :meth:topological_sorting. 'out' is the default mode which starts from a node with indegree equal to 0. The other mode is 'in', and it similarly starts from a node with outdegree equal to 0.
 
 The output of the code above is:
 
@@ -48,7 +48,7 @@ We can use :meth:`indegree()` to find the indegree of the node.
     g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
                 directed=True)
 
-    # g.vs[i].indegree() returns the indegree of the node (which is g.vs[i]).
+    # g.vs[i].indegree() returns the indegree of the node.
     for i in range(g.vcount()):
         print('degree of {}: {}'.format(i, g.vs[i].indegree()))
 
@@ -62,10 +62,37 @@ We can use :meth:`indegree()` to find the indegree of the node.
     '''
 
 .. figure:: ./figures/topological_sort.png
-   :alt: The visual representation of a directed acyclic graph(DAG) for topological sorting
+   :alt: The visual representation of a directed acyclic graph(DAG)
    :align: center
 
    The graph `g`
 
 - :meth:`topological_sorting` returns a list of node IDs.
 - We can set two modes as a parameter.
+
+For generating the visualization figure, here's the code:
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+
+    # generate a directed acyclic graph (DAG)
+    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+                directed=True)
+    
+    fig, ax = plt.subplots(figsize=(5, 5))
+    ig.plot(
+            g,
+            target=ax,
+            layout='kk',
+            vertex_size=0.2,
+            edge_width=1,
+            vertex_label=range(g.vcount()),
+            vertex_color="lightblue",
+        )
+    ax.set_aspect(1)
+
+    plt.axis('off')
+    plt.show()
\ No newline at end of file

From 2e8683686f56e0c5f46890e8abd435bbd0c56533 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 20 Dec 2021 06:29:18 +1100
Subject: [PATCH 0587/1681] Keep aspect ratio in thumbnails

---
 doc/source/sphinxext/gallery_generator.py | 59 ++++++++++++++---------
 1 file changed, 35 insertions(+), 24 deletions(-)

diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
index 41398d296..888a6f56e 100644
--- a/doc/source/sphinxext/gallery_generator.py
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -101,34 +101,46 @@
 
 
 def create_thumbnail(infile, thumbfile,
-                     width=275, height=275,
-                     cx=0.5, cy=0.5, border=4):
+                     size=275,
+                     #width=275, height=275,
+                     #cx=0.5, cy=0.5, border=4,
+                     ):
     '''Store a thumbnail from a PNG figure'''
+    import numpy as np
+
     baseout, extout = op.splitext(thumbfile)
 
     im = matplotlib.image.imread(infile)
-    rows, cols = im.shape[:2]
-    x0 = int(cx * cols - .5 * width)
-    y0 = int(cy * rows - .5 * height)
-    xslice = slice(x0, x0 + width)
-    yslice = slice(y0, y0 + height)
-    thumb = im[yslice, xslice]
-    thumb[:border, :, :3] = thumb[-border:, :, :3] = 0
-    thumb[:, :border, :3] = thumb[:, -border:, :3] = 0
+    rows, cols, ncolors = im.shape
+
+    if rows > cols:
+        tmp = np.empty((rows, rows, ncolors), dtype=im.dtype)
+        tmp[:] = im[0, 0]
+        diff = (rows - cols) // 2
+        tmp[:, diff:diff + cols] = im
+        im = tmp
+    elif cols > rows:
+        tmp = np.empty((cols, cols, ncolors), dtype=im.dtype)
+        tmp[:] = im[0, 0]
+        diff = (cols - rows) // 2
+        tmp[diff:diff + rows] = im
+        im = tmp
+
+    #x0 = int(cx * cols - .5 * width)
+    #y0 = int(cy * rows - .5 * height)
+    #xslice = slice(x0, x0 + width)
+    #yslice = slice(y0, y0 + height)
+    #thumb = im[yslice, xslice]
+    #thumb[:border, :, :3] = thumb[-border:, :, :3] = 0
+    #thumb[:, :border, :3] = thumb[:, -border:, :3] = 0
 
     dpi = 100
-    fig = plt.figure(figsize=(width / dpi, height / dpi), dpi=dpi)
+    fig = plt.figure(figsize=(size / dpi, size / dpi), dpi=dpi)
 
     ax = fig.add_axes([0, 0, 1, 1], aspect='auto',
                       frameon=False, xticks=[], yticks=[])
-    if all(thumb.shape):
-        ax.imshow(thumb, aspect='auto', resample=True,
-                  interpolation='bilinear')
-    else:
-        warnings.warn(
-            f"Bad thumbnail crop. {thumbfile} will be empty."
-        )
-
+    ax.imshow(im, aspect='auto', resample=True,
+              interpolation='bilinear')
     fig.savefig(thumbfile, dpi=dpi)
     return fig
 
@@ -234,11 +246,10 @@ def main(app):
         # Make thumbnail
         imagefile = glob.glob(op.join(dirname, "figures", "*.png"))[0]
         thumbfile = op.join(thumbs_dir, ex.modulename + '_thumb.png')
-        thumbloc = .5, .5
-        #create_thumbnail(imagefile, thumbfile, cx=thumbloc[0], cy=thumbloc[1])
-        # FIXME
-        os.remove(thumbfile)
-        shutil.copy(imagefile, thumbfile)
+        create_thumbnail(imagefile, thumbfile)
+        ## FIXME
+        #os.remove(thumbfile)
+        #shutil.copy(imagefile, thumbfile)
 
         # Generate toctree and content raw html code
         toctree += ex.toctree_entry()

From 35a97d5ab4926304437ad5e4c0b3c804541cf675 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 20 Dec 2021 06:36:18 +1100
Subject: [PATCH 0588/1681] Small code improvs

---
 .../shortest_paths/shortest_paths.rst         | 20 +++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index d045204c2..548323a1b 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -11,7 +11,7 @@ Shortest Paths
 .. _get_all_shortest_paths: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#get_all_shortest_paths
 .. |get_all_shortest_paths| replace:: :meth:`get_all_shortest_paths`
 
-This example will demonstrate how to find the shortest distance between two vertices on a weighted and unweighted graph.
+This example demonstrates how to find the shortest distance between two vertices on a weighted and unweighted graph.
 
 To find the shortest path or distance between two nodes, we can use |get_shortest_paths|_. If we're only interested in counting the unweighted distance, then we can do the following:
 
@@ -35,7 +35,7 @@ To find the shortest path or distance between two nodes, we can use |get_shortes
     else:
         print("End node could not be reached!")
 
-If the edges have associated distances or weights, we pass them in as an argument. Note that we specify the output format as ``"epath"``, in order to receive the path as an edge list. This is used to calculate the length of the path.
+If the edges have weights, we pass them in as an argument. Note that we specify the output format as ``"epath"``, in order to receive the path as an edge list. This is used to calculate the length of the path.
 
 .. code-block:: python
 
@@ -43,7 +43,13 @@ If the edges have associated distances or weights, we pass them in as an argumen
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
     # g.get_shortest_paths() returns a list of edge ID paths
-    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
+    results = g.get_shortest_paths(
+        0,
+        to=5,
+        weights=g.es["weight"],
+        output="epath",
+    )
+    # results = [[1, 3, 5]]
 
     if len(results[0]) > 0:
         # Add up the weights across all edges on the shortest path
@@ -89,7 +95,13 @@ In case you are wondering how the visualization figure was done, here's the code
     g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
 
     # Get a shortest path along edges
-    results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
+    results = g.get_shortest_paths(
+        0,
+        to=5,
+        weights=g.es["weight"],
+        output="epath",
+    )
+    # results = [[1, 3, 5]]
 
     # Plot graph
     g.es['width'] = 0.5

From 14bc0ea9eb886bd48b4aaf0b2aa4223622006bcc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 20 Dec 2021 06:56:53 +1100
Subject: [PATCH 0589/1681] Many fixes

---
 doc/source/gallery.rst                        |   8 +-
 .../assets/topological_sort.py                |  35 +++++----
 .../figures/topological_sort.png              | Bin 23883 -> 27783 bytes
 .../topological_sort/topological_sort.rst     |  72 +++++++++---------
 4 files changed, 58 insertions(+), 57 deletions(-)

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index e669406cc..8861ca628 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -12,12 +12,13 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-betweenness`
  - :ref:`tutorials-bipartite-matching`
  - :ref:`tutorials-bipartite-matching-maxflow`
+ - :ref:`tutorials-cliques`
+ - :ref:`tutorials-maxflow`
  - :ref:`tutorials-random`
  - :ref:`tutorials-ring-animation`
- - :ref:`tutorials-maxflow`
  - :ref:`tutorials-shortest-paths`
- - :ref:`tutorials-cliques`
  - :ref:`tutorials-online-user-actions`
+ - :ref:`tutorials-topological-sort`
  - :ref:`tutorials-visualize-communities`
 
 
@@ -33,6 +34,7 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/maxflow/maxflow
    tutorials/ring_animation/ring_animation
    tutorials/shortest_paths/shortest_paths
-   tutorials/visualize_cliques/visualize_cliques
+   tutorials/topological_sort/topological_sort
    tutorials/online_user_actions/online_user_actions
+   tutorials/visualize_cliques/visualize_cliques
    tutorials/visualize_communities/visualize_communities
diff --git a/doc/source/tutorials/topological_sort/assets/topological_sort.py b/doc/source/tutorials/topological_sort/assets/topological_sort.py
index b8f8bc80d..55efe2eab 100644
--- a/doc/source/tutorials/topological_sort/assets/topological_sort.py
+++ b/doc/source/tutorials/topological_sort/assets/topological_sort.py
@@ -3,34 +3,33 @@
 
 
 # generate a directed acyclic graph (DAG)
-g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-            directed=True)
+g = ig.Graph(
+    edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+    directed=True,
+)
 assert g.is_dag
     
 # g.topological_sorting() returns a list of node IDs.
 # If the given graph is not DAG, the error will occur.
 results = g.topological_sorting(mode='out')
-print('Topological sort of graph g (out):', *results)
+print('Topological sort of g (out):', *results)
 
 results = g.topological_sorting(mode='in')
-print('Topological sort of graph g (in):', *results)
+print('Topological sort of g (in):', *results)
 
 # g.vs[i].indegree() returns the indegree of the node.
 for i in range(g.vcount()):
     print('degree of {}: {}'.format(i, g.vs[i].indegree()))
 
 # visualization
-fig, ax = plt.subplots(figsize=(5, 5))
-ig.plot(
-        g,
-        target=ax,
-        layout='kk',
-        vertex_size=0.2,
-        edge_width=1,
-        vertex_label=range(g.vcount()),
-        vertex_color="lightblue",
-    )
-ax.set_aspect(1)
-
-plt.axis('off')
-plt.show()
+with plt.xkcd():
+    fig, ax = plt.subplots(figsize=(5, 5))
+    ig.plot(
+            g,
+            target=ax,
+            layout='kk',
+            vertex_size=0.3,
+            edge_width=4,
+            vertex_label=range(g.vcount()),
+            vertex_color="white",
+        )
diff --git a/doc/source/tutorials/topological_sort/figures/topological_sort.png b/doc/source/tutorials/topological_sort/figures/topological_sort.png
index db31031e7bfb36722696d15303bb98baf2781587..b622630d8996dadc7227a7915d5cb82ad9fbc16b 100644
GIT binary patch
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diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 39434a5d5..1a3d5a7c9 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -1,41 +1,44 @@
 .. include:: include/global.rst
 
-.. tutorials-topological-sort
+.. _tutorials-topological-sort:
 
-================
-Topological Sort
-================
+===================
+Topological sorting
+===================
 
-This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG).
-Topological sort of a directed graph is a linear ordering based on the precedence implied by the directed edges and it exists iff the graph doesn't have any directed cycle.
+.. _topological_sorting: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#topological_sorting
+.. |topological_sorting| replace:: :meth:`topological_sorting`
 
-We can use :meth:`topological_sortng` to get a topological ordering.
+
+This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use |topological_sorting|_ to get a topological ordering of the vertices.
 
 .. code-block:: python
 
     import igraph as ig
     
     # generate a directed acyclic graph (DAG)
-    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-                directed=True)
+    g = ig.Graph(
+        edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+        directed=True,
+    )
     assert g.is_dag
 
     # g.topological_sorting() returns a list of node IDs
     # If the given graph is not DAG, the error will occur.
     results = g.topological_sorting(mode='out')
-    print('Topological sort of graph g (out):', *results)
+    print('Topological sort of g (out):', *results)
 
     results = g.topological_sorting(mode='in')
-    print('Topological sort of graph g (in):', *results)
+    print('Topological sort of g (in):', *results)
 
-There are two modes of :meth:topological_sorting. 'out' is the default mode which starts from a node with indegree equal to 0. The other mode is 'in', and it similarly starts from a node with outdegree equal to 0.
+There are two modes o |topological_sorting|_. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
 
 The output of the code above is:
 
 .. code-block::
 
-    Topological sort of graph g (out): 0 1 2 4 3 5
-    Topological sort of graph g (in): 5 3 1 4 2 0
+    Topological sort of g (out): 0 1 2 4 3 5
+    Topological sort of g (in): 5 3 1 4 2 0
 
 
 We can use :meth:`indegree()` to find the indegree of the node.
@@ -62,15 +65,12 @@ We can use :meth:`indegree()` to find the indegree of the node.
     '''
 
 .. figure:: ./figures/topological_sort.png
-   :alt: The visual representation of a directed acyclic graph(DAG)
+   :alt: Topological sort of a directed acyclic graph (DAG)
    :align: center
 
-   The graph `g`
+   The graph `g` with topological sorting.
 
-- :meth:`topological_sorting` returns a list of node IDs.
-- We can set two modes as a parameter.
-
-For generating the visualization figure, here's the code:
+We can easily plot our topologically sorted graph as follows:
 
 .. code-block:: python
 
@@ -79,20 +79,20 @@ For generating the visualization figure, here's the code:
 
 
     # generate a directed acyclic graph (DAG)
-    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-                directed=True)
+    g = ig.Graph(
+        edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
+        directed=True,
+    )
     
-    fig, ax = plt.subplots(figsize=(5, 5))
-    ig.plot(
-            g,
-            target=ax,
-            layout='kk',
-            vertex_size=0.2,
-            edge_width=1,
-            vertex_label=range(g.vcount()),
-            vertex_color="lightblue",
-        )
-    ax.set_aspect(1)
-
-    plt.axis('off')
-    plt.show()
\ No newline at end of file
+    # visualization (use xkcd style for a different flavor)
+    with plt.xkcd():
+        fig, ax = plt.subplots(figsize=(5, 5))
+        ig.plot(
+                g,
+                target=ax,
+                layout='kk',
+                vertex_size=0.3,
+                edge_width=4,
+                vertex_label=range(g.vcount()),
+                vertex_color="white",
+            )

From cb11c726a328cdcd23185d9acded7348c62ff54d Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 21 Dec 2021 00:44:17 +1100
Subject: [PATCH 0590/1681] Update articulation_points code style

---
 .../tutorials/articulation_points/articulation_points.rst | 8 +++++---
 .../articulation_points/assets/articulation_points.py     | 7 ++++---
 2 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorials/articulation_points/articulation_points.rst b/doc/source/tutorials/articulation_points/articulation_points.rst
index fea3db6e9..29d73443f 100644
--- a/doc/source/tutorials/articulation_points/articulation_points.rst
+++ b/doc/source/tutorials/articulation_points/articulation_points.rst
@@ -20,7 +20,8 @@ This example shows how to compute and visualize the `articulation points <https:
     g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
             (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
 
-    articulation_points = g.articulation_points()
+    # Find the set of articulation points as a vertex sequence
+    articulation_points = g.vs[g.articulation_points()]
 
     # Plot graph
     fig, ax = plt.subplots()
@@ -30,13 +31,14 @@ This example shows how to compute and visualize the `articulation points <https:
         vertex_size=0.3,
         vertex_color="lightblue",
         vertex_label=range(g.vcount()),
-        vertex_frame_color = ["red" if i in articulation_points else "black" for i in range(g.vcount())],
-        vertex_frame_width = [3 if i in articulation_points else 1 for i in range(g.vcount())],
+        vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
+        vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
         edge_width=0.8,
         edge_color='gray'
     )
     plt.show()
 
+
 The plot looks like this:
 
 .. figure:: ./figures/articulation_points.png
diff --git a/doc/source/tutorials/articulation_points/assets/articulation_points.py b/doc/source/tutorials/articulation_points/assets/articulation_points.py
index c3912b0b7..84f2864f6 100644
--- a/doc/source/tutorials/articulation_points/assets/articulation_points.py
+++ b/doc/source/tutorials/articulation_points/assets/articulation_points.py
@@ -5,7 +5,8 @@
 g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
         (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
 
-articulation_points = g.articulation_points()
+# Find the set of articulation points as a vertex sequence
+articulation_points = g.vs[g.articulation_points()]
 
 # Plot graph
 fig, ax = plt.subplots()
@@ -15,8 +16,8 @@
     vertex_size=0.3,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
-    vertex_frame_color = ["red" if i in articulation_points else "black" for i in range(g.vcount())],
-    vertex_frame_width = [3 if i in articulation_points else 1 for i in range(g.vcount())],
+    vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
+    vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
     edge_width=0.8,
     edge_color='gray'
 )

From c77d890df91b1db6b7d0d43276313d1156c3890b Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 21 Dec 2021 00:55:04 +1100
Subject: [PATCH 0591/1681] Simplify tutorial down to connected components

---
 doc/source/gallery.rst                        |   4 +-
 .../assets/connected_components.py            |  24 +++++
 .../connected_components.rst                  |  51 +++++++++++
 .../figures/connected_components.png          | Bin 0 -> 42512 bytes
 .../contracting_clusters/assets/clusters.py   |  45 ----------
 .../contracting_clusters.rst                  |  82 ------------------
 .../contracting_clusters/figures/clusters.png | Bin 30685 -> 0 bytes
 7 files changed, 77 insertions(+), 129 deletions(-)
 create mode 100644 doc/source/tutorials/connected_components/assets/connected_components.py
 create mode 100644 doc/source/tutorials/connected_components/connected_components.rst
 create mode 100644 doc/source/tutorials/connected_components/figures/connected_components.png
 delete mode 100644 doc/source/tutorials/contracting_clusters/assets/clusters.py
 delete mode 100644 doc/source/tutorials/contracting_clusters/contracting_clusters.rst
 delete mode 100644 doc/source/tutorials/contracting_clusters/figures/clusters.png

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 58dfb41fd..6b56e44c9 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -19,7 +19,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-cliques`
  - :ref:`tutorials-online-user-actions`
  - :ref:`tutorials-visualize-communities`
- - :ref:`tutorials-contracting-clusters`
+ - :ref:`tutorials-connected-components`
 
 
 .. toctree::
@@ -37,4 +37,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/visualize_cliques/visualize_cliques
    tutorials/online_user_actions/online_user_actions
    tutorials/visualize_communities/visualize_communities
-   tutorials/contracting_clusters/contracting_clusters
+   tutorials/connected_components/connected_components
diff --git a/doc/source/tutorials/connected_components/assets/connected_components.py b/doc/source/tutorials/connected_components/assets/connected_components.py
new file mode 100644
index 000000000..10a3a4e1f
--- /dev/null
+++ b/doc/source/tutorials/connected_components/assets/connected_components.py
@@ -0,0 +1,24 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# Generate a random geometric graph with random vertex sizes 
+random.seed(0)
+g = ig.Graph.GRG(50, 0.15)
+
+# Cluster graph into weakly connected components
+clusters = g.clusters(mode='weak')
+nclusters = len(clusters)
+
+# Visualise different components
+fig, ax = plt.subplots()
+ig.plot(
+    clusters,
+    target=ax,
+    palette=ig.RainbowPalette(),
+    vertex_size=0.05,
+    vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+    edge_width=0.7
+)
+
+plt.show()
diff --git a/doc/source/tutorials/connected_components/connected_components.rst b/doc/source/tutorials/connected_components/connected_components.rst
new file mode 100644
index 000000000..f05845858
--- /dev/null
+++ b/doc/source/tutorials/connected_components/connected_components.rst
@@ -0,0 +1,51 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-connected-components:
+
+=====================
+Connected Components
+=====================
+
+.. _clusters: https://igraph.org/python/doc/api/igraph.Graph.html#clusters
+.. |clusters| replace:: :meth:`clusters`
+
+This example demonstrates how to visualise the connected components in a graph using |clusters|_.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+
+    # Generate a random geometric graph with random vertex sizes 
+    random.seed(0)
+    g = ig.Graph.GRG(50, 0.15)
+
+    # Cluster graph into weakly connected components
+    clusters = g.clusters(mode='weak')
+    nclusters = len(clusters)
+
+    # Visualise different components
+    fig, ax = plt.subplots()
+    ig.plot(
+        clusters,
+        target=ax,
+        palette=ig.RainbowPalette(),
+        vertex_size=0.05,
+        vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+        edge_width=0.7
+    )
+
+    plt.show()
+
+The plotting results are:
+
+.. figure:: ./figures/connected_components.png
+   :alt: A graph showing the various connected components in different colours.
+   :align: center
+
+   A graph separated into its weakly connected components.
+
+.. note::
+
+    We use the integers from 0 to 200 instead of 0 to 255 in our vertex colors, since 255 in the `rainbow palette <https://igraph.org/python/doc/api/igraph.drawing.colors.RainbowPalette.html>`_ corresponds to looping back to red.
diff --git a/doc/source/tutorials/connected_components/figures/connected_components.png b/doc/source/tutorials/connected_components/figures/connected_components.png
new file mode 100644
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diff --git a/doc/source/tutorials/contracting_clusters/assets/clusters.py b/doc/source/tutorials/contracting_clusters/assets/clusters.py
deleted file mode 100644
index 28226de55..000000000
--- a/doc/source/tutorials/contracting_clusters/assets/clusters.py
+++ /dev/null
@@ -1,45 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Generate a random geometric graph with random vertex sizes 
-random.seed(0)
-g1 = ig.Graph.GRG(50, 0.15)
-g1.vs['vertex_size'] = [random.uniform(0.03, 0.08) for i in range(g1.vcount())]
-
-# Cluster graph into weakly connected components
-clusters = g1.clusters(mode='weak')
-nclusters = len(clusters)
-
-# Visualise different components
-fig, axs = plt.subplots(1, 2)
-ig.plot(
-    clusters,
-    target=axs[0],
-    palette=ig.RainbowPalette(),
-    vertex_size=g1.vs['vertex_size'],
-    vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
-    edge_width=0.7
-)
-
-# Contract vertices, using mean value for coordinates, and using the max vertex_size as the representation
-def mean(list):
-    return sum(list) / len(list)
-
-g2 = clusters.cluster_graph(combine_vertices={'x':mean, 'y':mean, 'vertex_size':max})
-
-# Visualise the clustered graph
-ig.plot(
-    g2,
-    target=axs[1],
-    palette=ig.RainbowPalette(),
-    vertex_size=g2.vs['vertex_size'],
-    vertex_color=list(map(int, ig.rescale(range(nclusters), (0, 200), clamp=True))),
-)
-
-# Add "a" and "b" labels for panels
-fig.text(0.05, 0.9, 'a', va='top')
-fig.text(0.55, 0.9, 'b', va='top')
-
-plt.show()
-
diff --git a/doc/source/tutorials/contracting_clusters/contracting_clusters.rst b/doc/source/tutorials/contracting_clusters/contracting_clusters.rst
deleted file mode 100644
index 63ffddf22..000000000
--- a/doc/source/tutorials/contracting_clusters/contracting_clusters.rst
+++ /dev/null
@@ -1,82 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-contracting-clusters:
-
-=====================
-Contracting Clusters
-=====================
-
-This example demonstrates how to contract a clustered graph down so that each cluster is represented by a single vertex. First we construct a clustering and plot it:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    # Generate a random geometric graph with random vertex sizes 
-    random.seed(0)
-    g1 = ig.Graph.GRG(50, 0.15)
-    g1.vs['vertex_size'] = [random.uniform(0.03, 0.08) for i in range(g1.vcount())]
-
-    # Cluster graph into weakly connected components
-    clusters = g1.clusters(mode='weak')
-    nclusters = len(clusters)
-
-    # Visualise different components
-    fig, axs = plt.subplots(1, 2)
-    ig.plot(
-        clusters,
-        target=axs[0],
-        palette=ig.RainbowPalette(),
-        vertex_size=g1.vs['vertex_size'],
-        vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
-        edge_width=0.7
-    )
-
-
-.. _contract_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#contract_vertices
-.. |contract_vertices| replace:: :meth:`contract_vertices`
-
-Next we generate the contracted cluster graph. We also define how we should treat each of the vertex attributes when combining them. We use the average position of the cluster as the position of the new vertex, and set the vertex size to be the maximum size of all the vertices in it's cluster. See |contract_vertices|_ for more details on allowed combining functions. 
-
-.. code-block:: python
-
-    # Contract vertices, using mean value for coordinates, and using the max vertex_size as the representation
-    def mean(list):
-        return sum(list) / len(list)
-
-    g2 = clusters.cluster_graph(combine_vertices={'x':mean, 'y':mean, 'vertex_size':max})
-
-.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
-.. |rescale| replace:: :meth:`rescale`
-
-Finally, we plot out the new graph. We use |rescale|_ to assign each cluster a value between 0 and 200, which we use to assign a color from the `rainbow palette <https://igraph.org/python/doc/api/igraph.drawing.colors.RainbowPalette.html>`_.
-
-.. code-block:: python
-
-    # Visualise the clustered graph
-    ig.plot(
-        g2,
-        target=axs[1],
-        palette=ig.RainbowPalette(),
-        vertex_size=g2.vs['vertex_size'],
-        vertex_color=list(map(int, ig.rescale(range(nclusters), (0, 200), clamp=True))),
-    )
-    
-    # Add "a" and "b" labels for panels
-    fig.text(0.05, 0.9, 'a', va='top')
-    fig.text(0.55, 0.9, 'b', va='top')
-    
-    plt.show()
-
-    
-
-The plotting results can be seen as follows:
-
-.. figure:: ./figures/clusters.png
-   :alt: Two graphs showing a graph before and after contracting clusters.
-   :align: center
-
-   A graph (a) separated into clusters and (b) contracted down to its cluster graph.
-
diff --git a/doc/source/tutorials/contracting_clusters/figures/clusters.png b/doc/source/tutorials/contracting_clusters/figures/clusters.png
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From 44146084ffef38928342114374785f4cde35f3ae Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 21 Dec 2021 01:00:39 +1100
Subject: [PATCH 0592/1681] Fix grammar in betweenness.rst

---
 doc/source/tutorials/betweenness/betweenness.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 17a3d87cc..84971b590 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -11,7 +11,7 @@ Visualizing Betweenness
 .. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
 .. |edge_betweenness| replace:: :meth:`edge_betweenness`
 
-This example will demonstrate how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Barabási-Albert <https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model>`_ random graph.
+This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Barabási-Albert <https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model>`_ random graph.
 
 .. code-block:: python
 

From a66f132ce2dee0bea749cae848af165031343df5 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 21 Dec 2021 01:02:41 +1100
Subject: [PATCH 0593/1681] Make matching in bipartite_matching.rst more
 visible

---
 .../assets/bipartite_matching.py              |   3 ++-
 .../bipartite_matching/bipartite_matching.rst |   2 +-
 .../bipartite_matching/figures/bipartite.png  | Bin 21819 -> 21719 bytes
 3 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index d675d5dc7..1c1e66602 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -27,7 +27,8 @@
     vertex_size=0.4,
     vertex_label=range(g.vcount()),
     vertex_color="lightblue",
-    edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
+    edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
+    edge_color=["red" if e.target == matching.match_of(e.source) else "black" for e in g.es]
 )
 plt.show()
 
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index eaf28f320..909966785 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -53,7 +53,7 @@ And finally display the bipartite graph with matchings highlighted.
         vertex_size=0.4,
         vertex_label=range(g.vcount()),
         vertex_color="lightblue",
-        edge_width=[2.5 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
+        edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
     )
     plt.show()
 
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite.png b/doc/source/tutorials/bipartite_matching/figures/bipartite.png
index 1d14a849d820c783e05869e03bc9ed1a85d0bfd9..d5660dc5e740a788e91fd1713db983883624c35d 100644
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From 68468209b5744617c3df20a370f6785f1c5f2082 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 21 Dec 2021 01:04:35 +1100
Subject: [PATCH 0594/1681] Update bipartite_matching.rst to reflect py file.

---
 doc/source/tutorials/bipartite_matching/bipartite_matching.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 909966785..8334f77c7 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -53,7 +53,8 @@ And finally display the bipartite graph with matchings highlighted.
         vertex_size=0.4,
         vertex_label=range(g.vcount()),
         vertex_color="lightblue",
-        edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es]
+        edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
+        edge_color=["red" if e.target == matching.match_of(e.source) else "black" for e in g.es]
     )
     plt.show()
 

From 9142be63cecce9c8390869c36c70f2819901a056 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 21 Dec 2021 19:15:24 +1100
Subject: [PATCH 0595/1681] Graph.Formula in articulation points tutorial

---
 .../tutorials/articulation_points/articulation_points.rst   | 6 ++++--
 .../articulation_points/assets/articulation_points.py       | 6 +++---
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/doc/source/tutorials/articulation_points/articulation_points.rst b/doc/source/tutorials/articulation_points/articulation_points.rst
index 29d73443f..5c05a7c6a 100644
--- a/doc/source/tutorials/articulation_points/articulation_points.rst
+++ b/doc/source/tutorials/articulation_points/articulation_points.rst
@@ -17,8 +17,10 @@ This example shows how to compute and visualize the `articulation points <https:
     import matplotlib.pyplot as plt
 
     # Construct graph
-    g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
-            (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
+    g = ig.Graph.Formula(
+        "0-1-2-0, 3:4:5:6 - 3:4:5:6, 2-3-7-8",
+    )
+
 
     # Find the set of articulation points as a vertex sequence
     articulation_points = g.vs[g.articulation_points()]
diff --git a/doc/source/tutorials/articulation_points/assets/articulation_points.py b/doc/source/tutorials/articulation_points/assets/articulation_points.py
index 84f2864f6..7839778b0 100644
--- a/doc/source/tutorials/articulation_points/assets/articulation_points.py
+++ b/doc/source/tutorials/articulation_points/assets/articulation_points.py
@@ -2,9 +2,9 @@
 import matplotlib.pyplot as plt
 
 # Construct graph
-g = ig.Graph(edges=[(0, 1), (1, 2), (2, 0), (2, 3), (3, 4), (4, 5),     
-        (5, 6), (6, 3), (3, 5), (4, 6), (3, 7), (7, 8)])
-
+g = ig.Graph.Formula(
+    "0-1-2-0, 3:4:5:6 - 3:4:5:6, 2-3-7-8",
+)
 # Find the set of articulation points as a vertex sequence
 articulation_points = g.vs[g.articulation_points()]
 

From 3b11a6cb9453a950c7a8b6a82c8e94e780fb4374 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 21 Dec 2021 19:29:18 +1100
Subject: [PATCH 0596/1681] Wording in config tutorial

---
 doc/source/tutorials/configuration/configuration.rst | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index 24d5188f0..e584489ec 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -22,7 +22,7 @@ First we define the default plotting backend, layout, and color palette, and sav
     # Save configuration to ~/.igraphrc
     ig.config.save()
 
-This script only needs to be run once, and can then be deleted. Afterwards any time you use |igraph|, it will read the config from the saved file and use them as the defaults. For example:
+This script only needs to be run once (to store the new config options into the ``.igraphrc`` file). Whenever you use |igraph| and this file exists, |igraph| will read its content and use those options as defaults. For example:
 
 .. code-block:: python
 
@@ -54,5 +54,8 @@ The full list of config settings can be found `here <https://igraph.org/python/d
 
 .. note::
     
-    - Note that if you would like to save multiple different default configs for multiple projects, you can specify your own location by passing in a filepath to ``ig.config.save``, e.g. ``ig.config.save("./path/to/config/file")``. You can then load it later using ``ig.config.load("./path/to/config/file")``
-    - If you want an efficient way to set the visual style between individual graphs (such as vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 
+   You can have multiple config files: specify each location via ``ig.config.save("./path/to/config/file")``. To load a specific config, import igraph and then call ``ig.config.load("./path/to/config/file")``
+
+
+.. note::
+    To use a consistent style between individual plots (e.g. vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 

From 1cbe4a8c8d74a11c9a47e6bf8307993db20dfdfe Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 21 Dec 2021 19:30:29 +1100
Subject: [PATCH 0597/1681] blank line

---
 doc/source/tutorials/configuration/configuration.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index e584489ec..408bf55a6 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -58,4 +58,5 @@ The full list of config settings can be found `here <https://igraph.org/python/d
 
 
 .. note::
+
     To use a consistent style between individual plots (e.g. vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 

From 4fada314b5e1b5a68b182df680d37df38876704d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 22 Dec 2021 11:22:24 +1100
Subject: [PATCH 0598/1681] General minor improvs to docs (not API)

---
 doc/source/configuring-igraph.rst             |  30 ++++++
 doc/source/generation.rst                     |   2 +
 doc/source/index.rst                          |   1 +
 doc/source/install.rst                        |   2 +-
 doc/source/tutorial.rst                       | 102 +++++++++---------
 .../erdos_renyi/assets/erdos_renyi.py         |  28 ++---
 .../tutorials/erdos_renyi/erdos_renyi.rst     |  30 +++---
 .../erdos_renyi/figures/erdos_renyi.png       | Bin 0 -> 97713 bytes
 .../erdos_renyi/figures/erdos_renyi_m.png     | Bin 135643 -> 0 bytes
 .../erdos_renyi/figures/erdos_renyi_p.png     | Bin 99833 -> 0 bytes
 .../topological_sort/topological_sort.rst     |   2 +-
 .../visual_style/figures/visual_style.png     | Bin 63457 -> 47738 bytes
 .../tutorials/visual_style/visual_style.rst   |  22 ++--
 13 files changed, 126 insertions(+), 93 deletions(-)
 create mode 100644 doc/source/configuring-igraph.rst
 create mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png
 delete mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi_m.png
 delete mode 100644 doc/source/tutorials/erdos_renyi/figures/erdos_renyi_p.png

diff --git a/doc/source/configuring-igraph.rst b/doc/source/configuring-igraph.rst
new file mode 100644
index 000000000..c72dfee41
--- /dev/null
+++ b/doc/source/configuring-igraph.rst
@@ -0,0 +1,30 @@
+.. include:: include/global.rst
+
+.. _configuring-igraph:
+
+==================
+Configuring igraph
+==================
+|igraph| includes customization options that can be preserved via a configuration file. This file is stored at ``~/.igraphrc`` by default on Linux and Mac OS X systems, and at ``C:\Documents and Settings\username\.igraphrc`` on Windows systems.
+
+To modify config options and store the result to file for future reuse:
+
+.. code-block:: python
+
+    import igraph as ig
+
+    # Set configuration variables
+    ig.config["plotting.backend"] = "matplotlib"
+    ig.config["plotting.palette"] = "rainbow"
+
+    # Save configuration to default file location
+    ig.config.save()
+
+Once your configuration file exists, |igraph| will load its contents automatically upon import.
+
+It is possible to keep multiple configuration files in nonstandard locations by passing an argument to ``config.save``, e.g. ``ig.config.save("/path/to/config/file")``. To load a specific config the next time you import igraph, use:
+
+.. code-block:: python
+
+   import igraph as ig
+   ig.config.load("/path/to/config/file")
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 5b6bda50c..0e32b6fbb 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -1,5 +1,7 @@
 .. include:: include/global.rst
 
+.. _generation:
+
 Graph generation
 ================
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 145bc4c82..7bda321c0 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -20,6 +20,7 @@ Contents:
    analysis
    visualisation
    misc
+   configuring-igraph
 
 
 Indices and tables
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 56137e69d..b4339c376 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -76,7 +76,7 @@ Index`_).
 .. TIP:: If you get DLL import errors while trying to import |igraph|, the most common reason
    is that you do not have the Visual C++ Redistributable library installed on your machine.
    Python's own installer is supposed to install it, but in case it was not installed on
-   your system, you can `download it from Microsoft<https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
+   your system, you can `download it from Microsoft <https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
 
 Graph plotting in |igraph| is implemented using a third-party package called `Cairo
 <http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 1c8148fed..a0e4219d5 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -1,6 +1,6 @@
 .. include:: include/global.rst
 
-.. Tutorial
+.. _tutorial:
 
 ========
 Tutorial
@@ -31,31 +31,28 @@ ordinary Python module at the Python prompt::
   Type "help", "copyright", "credits" or "license" for more information.
   >>> import igraph
 
-This imports |igraph|'s objects and methods inside an own namespace called :mod:`igraph`. Whenever
-you would like to call any of |igraph|'s methods, you will have to provide the appropriate
-namespace-qualification. E.g., to check which |igraph| version you are using, you could do the
-following::
+It is customary among the userbase to use a named import for short::
 
-  >>> import igraph
-  >>> print(igraph.__version__)
+  >>> import igraph as ig
+
+This is the recommended way to import |igraph| whether it's in a python script, interactive shell
+(e.g. ipython), or a GUI (e.g. notebooks, Jupyterlab).
+
+This imports |igraph|'s objects and methods inside an own namespace called :mod:`igraph` or ``ig`` (if you used a named import). To call any of |igraph|'s methods, you must prepend the module name, e.g. to print the version of |igraph| installed on your system::
+
+  >>> import igraph as ig
+  >>> print(ig.__version__)
   0.9.6
 
-Another way to make use of |igraph| is to import all its objects and methods into the main
-Python namespace (so you do not have to type the namespace-qualification every time).
-This is fine as long as your own objects and methods do not conflict with the ones
-provided by |igraph|::
+An alternative way to make use of |igraph| which was popular a few years back is to import all its
+objects and methods into the main Python namespace::
 
   >>> from igraph import *
 
+This approach (star import) is now discouraged because |igraph| functions risk to conflict with and override other functions you have already imported or declared. Of course, if you know there's no conflict you can still use this method.
+  
 The third way to start |igraph| is to simply call the startup script that was supplied with
-the |igraph| package you installed. Not too surprisingly, the script is called :command:`igraph`,
-and provided that the script is on your path in the command line of your operating system
-(which is almost surely the case on Linux and OS X), you can simply type :command:`igraph` at the
-command line. Windows users will find the script inside the :file:`scripts` subdirectory of Python
-and you may have to add it manually to your path in order to be able to use the script from
-the command line without typing the whole path.
-
-When you start the script, you will see something like this::
+the |igraph| package you installed. Not too surprisingly, the script is called :command:`igraph`::
 
   $ igraph
   No configuration file, using defaults
@@ -63,6 +60,13 @@ When you start the script, you will see something like this::
   Type "copyright", "credits" or "license" for more information.
   >>>
 
+.. note::
+  Provided that the script is on your path in the command line of your operating system
+  (which is almost surely the case on Linux and OS X), you can simply type :command:`igraph` at the
+  command line. Windows users will find the script inside the :file:`scripts` subdirectory of Python
+  and you may have to add it manually to your path in order to be able to use the script from
+  the command line without typing the whole path.
+
 The command-line startup script imports all of |igraph|'s methods and objects into the main
 namespace, so it is practically equivalent to ``from igraph import *``. The difference between
 the two approaches (apart from saving some typing) is that the command-line script checks
@@ -73,18 +77,13 @@ installed, the startup script launches the default Python shell. You can also mo
 order in which these shells are searched by tweaking |igraph|'s configuration file
 (see :ref:`configuring-igraph`).
 
-In general, it is advised to use the command line startup script when using |igraph|
-interactively (i.e., when you just want to quickly load or generate some graphs, calculate
-some basic properties and save the results somewhere). For non-disposable graph analysis
-routines that you intend to re-run from time to time, you should write a script separately
-in a ``.py`` source file and import |igraph| using one of the above methods at the start of
-the script, then launch the script using the Python interpreter.
-
-From now on, every example in the documentation will assume that |igraph|'s objects and
-methods are imported into the main namespace (i.e., we used ``from igraph import *``
-instead of ``import igraph``). If you let |igraph| take its own namespace, please adjust
-all the examples accordingly.
+If you are using |igraph| interactively, we recommend you import it in a Jupyter notebook,
+a Jupyterlab or ipython session, or via the shell script provided (method #3). As for any
+other package, you might want to store more streamlined analyses in a Python script (``.py``
+extension).
 
+For the sake of simplicity, this tutorial will assume you have imported igraph using the
+short name ``ig`` as recommended above.
 
 Creating a graph from scratch
 =============================
@@ -92,7 +91,7 @@ Creating a graph from scratch
 Assuming that you have started |igraph| successfully, it is time to create your first
 |igraph| graph. This is pretty simple::
 
-  >>> g = Graph()
+  >>> g = ig.Graph()
 
 The above statement created an undirected graph with no vertices or edges and assigned it
 to the variable `g`. To confirm that it's really an |igraph| graph, we can
@@ -210,7 +209,7 @@ Barabási-Albert networks, geometric random graphs and such. |igraph| has too ma
 generators to cover them all in this tutorial, so we will only try a
 deterministic and a stochastic generator instead::
 
-  >>> g = Graph.Tree(127, 2)
+  >>> g = ig.Graph.Tree(127, 2)
   >>> summary(g)
   IGRAPH U--- 127 126 --
 
@@ -219,7 +218,7 @@ vertices and each vertex (apart from the leaves) has two children (and of course
 parent). No matter how many times you call :meth:`Graph.Tree`, the generated graph will
 always be the same if you use the same parameters::
 
-  >>> g2 = Graph.Tree(127, 2)
+  >>> g2 = ig.Graph.Tree(127, 2)
   >>> g2.get_edgelist() == g.get_edgelist()
   True
 
@@ -238,7 +237,7 @@ Let's do the same with a stochastic generator!
 
 ::
 
-  >>> g = Graph.GRG(100, 0.2)
+  >>> g = ig.Graph.GRG(100, 0.2)
   >>> summary(g)
   IGRAPH U---- 100 516 --
   + attr: x (v), y (v)
@@ -254,7 +253,7 @@ summary will not match the ones you got. This is normal and expected. Even if yo
 two geometric random graphs on the same machine, they will be different for the same parameter
 set::
 
-  >>> g2 = Graph.GRG(100, 0.2)
+  >>> g2 = ig.Graph.GRG(100, 0.2)
   >>> g.get_edgelist() == g2.get_edgelist()
   False
   >>> g.isomorphic(g2)
@@ -296,7 +295,7 @@ Let us create a simple imaginary social network the usual way by hand.
 
 ::
 
-  >>> g = Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
+  >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
 
 Now, let us assume that we want to store the names, ages and genders of people in this network as
 vertex attributes, and for every connection, we want to store whether this is an informal
@@ -473,7 +472,7 @@ arguments. Positional arguments (the ones without an explicit name like
   every vertex that's currently in the sequence. If the function returns ``True``,
   the vertex will be included, otherwise it will be excluded::
 
-    >>> graph = Graph.Full(10)
+    >>> graph = ig.Graph.Full(10)
     >>> only_odd_vertices = graph.vs.select(lambda vertex: vertex.index % 2 == 1)
     >>> len(only_odd_vertices)
     5
@@ -639,7 +638,7 @@ of vertex IDs or :class:`VertexSeq` instances. E.g, you can simply look up the d
   >>> g.degree("Dennis")
   3
 
-or, alternatively:
+or, alternatively::
 
   >>> g.vs.find("Dennis").degree()
   3
@@ -765,7 +764,7 @@ For instance, we can plot our imaginary social network with the Kamada-Kawai
 layout algorithm as follows::
 
   >>> layout = g.layout("kk")
-  >>> plot(g, layout=layout)
+  >>> ig.plot(g, layout=layout)
 
 This should open an external image viewer showing a visual representation of the network,
 something like the one on the following figure (although the exact placement of
@@ -782,7 +781,7 @@ If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use
 
   >>> import matplotlib.pyplot as plt
   >>> fig, ax = plt.subplots()
-  >>> plot(g, layout=layout, target=ax)
+  >>> ig.plot(g, layout=layout, target=ax)
 
 .. figure:: figures/tutorial_social_network_1_mpl.png
    :alt: The visual representation of our social network (matplotlib backend)
@@ -796,8 +795,8 @@ from the ``label`` attribute by default and vertex colors are determined by the
   >>> g.vs["label"] = g.vs["name"]
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
-  >>> plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
 
 Note that we are simply re-using the previous layout object here, but we also specified
 that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
@@ -821,7 +820,7 @@ Instead of specifying the visual properties as vertex and edge attributes, you c
 also give them as keyword arguments to :func:`plot`::
 
   >>> color_dict = {"m": "blue", "f": "pink"}
-  >>> plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
+  >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
 
 This latter approach is preferred if you want to keep the properties of the visual
 representation of your graph separate from the graph itself. You can simply set up
@@ -837,7 +836,7 @@ attributes to :func:`plot`::
   >>> visual_style["layout"] = layout
   >>> visual_style["bbox"] = (300, 300)
   >>> visual_style["margin"] = 20
-  >>> plot(g, **visual_style)
+  >>> ig.plot(g, **visual_style)
 
 The final plot shows the formal ties with thick lines while informal ones with thin lines:
 
@@ -1005,8 +1004,15 @@ SVG or PDF files can then later be converted to PostScript (``.ps``) or Encapsul
 PostScript (``.eps``) format if you prefer that, while PNG files can be converted to
 TIF (``.tif``)::
 
-  >>> plot(g, "social_network.pdf", **visual_style)
+  >>> ig.plot(g, "social_network.pdf", **visual_style)
+
+If you are using the matplotlib backend, you can save your plot as usual::
+
+  >>> fig, ax = plt.subplots()
+  >>> ig.plot(g, **visual_style)
+  >>> fig.savefig("social_network.pdf")
 
+Many file formats are supported by matplotlib.
 
 |igraph| and the outside world
 ==============================
@@ -1064,8 +1070,8 @@ from :download:`this file </assets/zachary.zip>`, unzip it and try to load it in
 |igraph|. Since it is a GraphML file, you must use the GraphML reader method from
 the table above (make sure you use the appropriate path to the downloaded file)::
 
-  >>> karate = Graph.Read_GraphML("zachary.graphml")
-  >>> summary(karate)
+  >>> karate = ig.Graph.Read_GraphML("zachary.graphml")
+  >>> ig.summary(karate)
   IGRAPH UNW- 34 78 -- Zachary's karate club network
 
 If you want to convert the very same graph into, say, Pajek's format, you can do it
@@ -1090,7 +1096,7 @@ the preferred format is again inferred from the extension. The format detection
 :func:`load` and :meth:`Graph.save` can be overridden by the ``format`` keyword
 argument which accepts the short names of the formats from the above table::
 
-  >>> karate = load("zachary.graphml")
+  >>> karate = ig.load("zachary.graphml")
   >>> karate.save("zachary.net")
   >>> karate.save("zachary.my_extension", format="gml")
 
diff --git a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
index 1b8127965..6715ff6f6 100644
--- a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
+++ b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
@@ -19,39 +19,41 @@
 ig.summary(g3)
 ig.summary(g4)
 
-fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+# IGRAPH U--- 15 18 --
+# IGRAPH U--- 15 21 --
+# IGRAPH U--- 20 35 --
+# IGRAPH U--- 20 35 --
+
+
+fig, axs = plt.subplots(2, 2)
+# Probability
 ig.plot(
     g1,
-    target=axs[0],
+    target=axs[0, 0],
     layout="circle",
     vertex_color="lightblue"
 )
 ig.plot(
     g2,
-    target=axs[1],
+    target=axs[0, 1],
     layout="circle",
     vertex_color="lightblue"
 )
-plt.show()
-
-fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+axs[0, 0].set_ylabel('Probability')
+# N edges
 ig.plot(
     g3,
-    target=axs[0],
+    target=axs[1, 0],
     layout="circle",
     vertex_color="lightblue",
     vertex_size=0.15
 )
 ig.plot(
     g4,
-    target=axs[1],
+    target=axs[1, 1],
     layout="circle",
     vertex_color="lightblue",
     vertex_size=0.15
 )
+axs[1, 0].set_ylabel('N. edges')
 plt.show()
-
-# IGRAPH U--- 15 18 -- 
-# IGRAPH U--- 15 21 -- 
-# IGRAPH U--- 20 35 -- 
-# IGRAPH U--- 20 35 -- 
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index d38c299d6..4ba1c3c31 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -12,8 +12,8 @@ Erdős-Rényi Graph
 
 This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using |Erdos_Renyi|_. There are two variants of graphs:
 
-- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
 - ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
+- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
 
 We generate two graphs of each, so we can confirm that our graph generator is truly random.
 
@@ -40,36 +40,37 @@ We generate two graphs of each, so we can confirm that our graph generator is tr
     ig.summary(g3)
     ig.summary(g4)
 
-    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+    fig, axs = plt.subplots(2, 2)
+    # Probability
     ig.plot(
         g1,
-        target=axs[0],
+        target=axs[0, 0],
         layout="circle",
         vertex_color="lightblue"
     )
     ig.plot(
         g2,
-        target=axs[1],
+        target=axs[0, 1],
         layout="circle",
         vertex_color="lightblue"
     )
-    plt.show()
-
-    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
+    axs[0, 0].set_ylabel('Probability')
+    # N edges
     ig.plot(
         g3,
-        target=axs[0],
+        target=axs[1, 0],
         layout="circle",
         vertex_color="lightblue",
         vertex_size=0.15
     )
     ig.plot(
         g4,
-        target=axs[1],
+        target=axs[1, 1],
         layout="circle",
         vertex_color="lightblue",
         vertex_size=0.15
     )
+    axs[1, 0].set_ylabel('N. edges')
     plt.show()
 
 The received output is:
@@ -81,18 +82,11 @@ The received output is:
     IGRAPH U--- 20 35 --
     IGRAPH U--- 20 35 --
 
-.. figure:: ./figures/erdos_renyi_p.png
+.. figure:: ./figures/erdos_renyi.png
     :alt: The visual representation of a randomly generated Erdős-Rényi graph
     :align: center
 
-    Erdős-Rényi Random Graphs With Probability ``p`` = 0.2
-
-.. figure:: ./figures/erdos_renyi_m.png
-    :alt: The second visual representation of a randomly generated Erdős-Rényi graph
-    :align: center
-
-    Erdős-Rényi Random Graphs With Number of Edges ``m`` = 35 
-
+    Erdős-Rényi random graphs With probability ``p`` = 0.2 (top) and with number of edges ``m`` = 35 (bottom).
 
 .. note::
     
diff --git a/doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png b/doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png
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diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index 1a3d5a7c9..e397d1d75 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -1,4 +1,4 @@
-.. include:: include/global.rst
+.. include:: ../../include/global.rst
 
 .. _tutorials-topological-sort:
 
diff --git a/doc/source/tutorials/visual_style/figures/visual_style.png b/doc/source/tutorials/visual_style/figures/visual_style.png
index 0ceed9c6e986b76f8760951e7032183876e4af5b..1b74a85ada161d618473163c8057d7a9ae94b7f9 100644
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diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index b6184dc42..540b21660 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -18,32 +18,30 @@ This example shows how to use dictionary unpacking in order to easily use the sa
     # Configure visual style for use in both graphs
     visual_style = {
         "edge_width": 0.3,
-        "vertex_size": 1,
+        "vertex_size": 1.5,
         "palette": "heat",
         "layout": "fruchterman_reingold"
     }
 
-    # Generate graphs
+    # Generate four random graphs
     random.seed(1)
-    g1 = ig.Graph.Barabasi(n=100, m=1)
-    g2 = ig.Graph.Barabasi(n=100, m=1)
+    gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]
 
     # Calculate colors between 0-255 for all nodes
-    betweenness1 = g1.betweenness()
-    betweenness2 = g2.betweenness()
-    colors1 = [int(i * 255 / max(betweenness1)) for i in betweenness1]
-    colors2 = [int(i * 255 / max(betweenness2)) for i in betweenness2]
+    betweenness = [g.betweenness() for g in gs]
+    colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]
 
     # Plot the graphs, using the same predefined visual style for both
-    fig, axs = plt.subplots(1, 2)
-    ig.plot(g1, target=axs[0], vertex_color=colors1, **visual_style)
-    ig.plot(g2, target=axs[1], vertex_color=colors2, **visual_style)
+    fig, axs = plt.subplots(2, 2)
+    axs = axs.ravel()
+    for g, color, ax in zip(gs, colors, axs):
+        ig.plot(g, target=ax, vertex_color=color, **visual_style)
     plt.show()
 
 The plots looks like this:
 
 .. figure:: ./figures/visual_style.png
-   :alt: Two graphs plotted using the same palette and layout algorithm
+   :alt: Four graphs plotted using the same palette and layout algorithm
    :align: center
 
    Two graphs using the same palette and layout algorithm.

From 9a8570f86ec674af0a2153d015d62f76f1520e1e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 23 Dec 2021 13:51:38 +1100
Subject: [PATCH 0599/1681] Animated GIF in gallery

---
 .gitignore                                    |   1 +
 doc/source/gallery.rst                        |  48 ---
 doc/source/gallery_index.rst                  | 305 ------------------
 doc/source/sphinxext/gallery_generator.py     |  58 ++--
 .../tutorials/visual_style/visual_style.rst   |   6 +-
 5 files changed, 38 insertions(+), 380 deletions(-)
 delete mode 100644 doc/source/gallery.rst
 delete mode 100644 doc/source/gallery_index.rst

diff --git a/.gitignore b/.gitignore
index 5495ecd24..c679d1b5b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,7 @@
 build/
 dist/
 doc/api/
+doc/source/gallery.rst
 src/igraph/*.so
 result_images/
 *.egg-info/
diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
deleted file mode 100644
index 510476ce5..000000000
--- a/doc/source/gallery.rst
+++ /dev/null
@@ -1,48 +0,0 @@
-.. include:: include/global.rst
-
-.. _gallery:
-
-=======
-Gallery
-=======
-
-This page contains short examples showcasing the functionality of |igraph|:
-
- - :ref:`tutorials-quickstart`
- - :ref:`tutorials-articulation-points`
- - :ref:`tutorials-betweenness`
- - :ref:`tutorials-bipartite-matching`
- - :ref:`tutorials-bipartite-matching-maxflow`
- - :ref:`tutorials-bridges`
- - :ref:`tutorials-cliques`
- - :ref:`tutorials-configuration`
- - :ref:`tutorials-maxflow`
- - :ref:`tutorials-random`
- - :ref:`tutorials-ring-animation`
- - :ref:`tutorials-shortest-paths`
- - :ref:`tutorials-online-user-actions`
- - :ref:`tutorials-topological-sort`
- - :ref:`tutorials-visual-style`
- - :ref:`tutorials-visualize-communities`
-
-
-.. toctree::
-   :maxdepth: 2
-   :hidden:
-
-   tutorials/quickstart/quickstart
-   tutorials/articulation_points/articulation_points
-   tutorials/betweenness/betweenness
-   tutorials/bipartite_matching/bipartite_matching
-   tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
-   tutorials/bridges/bridges
-   tutorials/configuration/configuration
-   tutorials/erdos_renyi/erdos_renyi
-   tutorials/maxflow/maxflow
-   tutorials/online_user_actions/online_user_actions
-   tutorials/ring_animation/ring_animation
-   tutorials/shortest_paths/shortest_paths
-   tutorials/topological_sort/topological_sort
-   tutorials/visual_style/visual_style
-   tutorials/visualize_cliques/visualize_cliques
-   tutorials/visualize_communities/visualize_communities
diff --git a/doc/source/gallery_index.rst b/doc/source/gallery_index.rst
deleted file mode 100644
index 4436fa82d..000000000
--- a/doc/source/gallery_index.rst
+++ /dev/null
@@ -1,305 +0,0 @@
-
-
-.. raw:: html
-
-    <style type="text/css">
-    .figure-box {
-        position: relative;
-        float: left;
-        margin: 10px;
-        width: 180px;
-        height: 220px;
-    }
-
-    .figure img {
-        position: absolute;
-        display: inline;
-        left: 0;
-        width: 170px;
-        height: 170px;
-        opacity:1.0;
-        filter:alpha(opacity=100); /* For IE8 and earlier */
-    }
-
-    .figure:hover img {
-        -webkit-filter: blur(3px);
-        -moz-filter: blur(3px);
-        -o-filter: blur(3px);
-        -ms-filter: blur(3px);
-        filter: blur(3px);
-        opacity:1.0;
-        filter:alpha(opacity=100); /* For IE8 and earlier */
-    }
-
-    .figure span {
-        position: absolute;
-        display: inline;
-        left: 0;
-        width: 170px;
-        height: 170px;
-        background: #000;
-        color: #fff;
-        visibility: hidden;
-        opacity: 0;
-        z-index: 100;
-    }
-
-    .figure p {
-        position: absolute;
-        top: 35%;
-        width: 170px;
-        font-size: 110%;
-    }
-
-    .figure:hover span {
-        visibility: visible;
-        opacity: .8;
-    }
-
-    .caption {
-        position: absolute;
-        width: 180px;
-        top: 190px;
-        text-align: center !important;
-    }
-    </style>
-
-.. _gallery_index:
-
-Tutorial gallery
-================
-
-
-
-.. toctree::
-   :hidden:
-
-   ./tutorials/betweenness/betweenness
-
-   ./tutorials/bipartite_matching/bipartite_matching
-
-   ./tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
-
-   ./tutorials/erdos_renyi/erdos_renyi
-
-   ./tutorials/maxflow/maxflow
-
-   ./tutorials/online_user_actions/online_user_actions
-
-   ./tutorials/quickstart/quickstart
-
-   ./tutorials/ring_animation/ring_animation
-
-   ./tutorials/shortest_paths/shortest_paths
-
-   ./tutorials/visualize_cliques/visualize_cliques
-
-   ./tutorials/visualize_communities/visualize_communities
-
-
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/quickstart/quickstart.html>
-    <div class='figure align-center'>
-    <img src=_images/quickstart_thumb.png>
-    <span class='figure-label'>
-    <p>Quick Start</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Quick Start
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/betweenness/betweenness.html>
-    <div class='figure align-center'>
-    <img src=_images/betweenness_thumb.png>
-    <span class='figure-label'>
-    <p>Betweenness</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Betweenness
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/visualize_cliques/visualize_cliques.html>
-    <div class='figure align-center'>
-    <img src=_images/visualize_cliques_thumb.png>
-    <span class='figure-label'>
-    <p>Cliques</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Cliques
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/visualize_communities/visualize_communities.html>
-    <div class='figure align-center'>
-    <img src=_images/visualize_communities_thumb.png>
-    <span class='figure-label'>
-    <p>Communities</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Communities
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/erdos_renyi/erdos_renyi.html>
-    <div class='figure align-center'>
-    <img src=_images/erdos_renyi_thumb.png>
-    <span class='figure-label'>
-    <p>Erdős-Rényi Graph</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Erdős-Rényi Graph
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/bipartite_matching/bipartite_matching.html>
-    <div class='figure align-center'>
-    <img src=_images/bipartite_matching_thumb.png>
-    <span class='figure-label'>
-    <p>Maximum Bipartite Matching</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Maximum Bipartite Matching
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.html>
-    <div class='figure align-center'>
-    <img src=_images/bipartite_matching_maxflow_thumb.png>
-    <span class='figure-label'>
-    <p>Maximum Bipartite Matching by Maximum Flow</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Maximum Bipartite Matching by Maximum Flow
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/maxflow/maxflow.html>
-    <div class='figure align-center'>
-    <img src=_images/maxflow_thumb.png>
-    <span class='figure-label'>
-    <p>Maximum Flow</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Maximum Flow
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/online_user_actions/online_user_actions.html>
-    <div class='figure align-center'>
-    <img src=_images/online_user_actions_thumb.png>
-    <span class='figure-label'>
-    <p>Online user actions</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Online user actions
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/ring_animation/ring_animation.html>
-    <div class='figure align-center'>
-    <img src=_images/ring_animation_thumb.png>
-    <span class='figure-label'>
-    <p>Ring Graph Animation</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Ring Graph Animation
-    </div>
-    </a>
-    </div>
-
-
-
-.. raw:: html
-
-    <div class='figure-box align-center'>
-    <a href=./tutorials/shortest_paths/shortest_paths.html>
-    <div class='figure align-center'>
-    <img src=_images/shortest_paths_thumb.png>
-    <span class='figure-label'>
-    <p>Shortest Paths</p>
-    </span>
-    </div>
-    <div class='caption'>
-    Shortest Paths
-    </div>
-    </a>
-    </div>
-
-
-
-
-
-.. raw:: html
-
-    <div style="clear: both"></div>
diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
index 888a6f56e..05b622add 100644
--- a/doc/source/sphinxext/gallery_generator.py
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -105,7 +105,11 @@ def create_thumbnail(infile, thumbfile,
                      #width=275, height=275,
                      #cx=0.5, cy=0.5, border=4,
                      ):
-    '''Store a thumbnail from a PNG figure'''
+    '''Store a thumbnail from a PNG figure.
+
+    For nonsquare images, pad them with the background color as estimated from
+    the top left corner of the image.
+    '''
     import numpy as np
 
     baseout, extout = op.splitext(thumbfile)
@@ -152,8 +156,9 @@ def indent(s, N=4):
 
 class TutorialGenerator(object):
     """Tools for generating an example page from a file"""
-    def __init__(self, dirname):
+    def __init__(self, dirname, thumbs_dir):
         self.dirname = dirname
+        self.thumbs_dir = thumbs_dir
 
     @property
     def modulename(self):
@@ -167,16 +172,6 @@ def rstfilename(self):
     def htmlfilename(self):
         return 'tutorials/{0}/{0}.html'.format(self.modulename)
 
-    @property
-    def pngfilename(self):
-        pngfile = self.modulename + '.png'
-        return op.join(self.dirname, '..', 'figures', pngfile)
-
-    @property
-    def thumbfilename(self):
-        pngfile = self.modulename + '_thumb.png'
-        return pngfile
-
     @property
     def sphinxtag(self):
         return self.modulename
@@ -185,6 +180,23 @@ def sphinxtag(self):
     def pagetitle(self):
         return self.docstring.strip().split('\n')[0].strip()
 
+    def create_thumbnail_if_needed(self):
+        '''Create a thumbnail except for animated GIFs'''
+
+        # Make thumbnail for PNG images, for GIFs just pass through
+        animated_giffiles = glob.glob(
+            op.join(self.dirname, "figures", "*.gif")
+        )
+        if len(animated_giffiles):
+            thumbfile = animated_giffiles[0]
+        else:
+            imagefile = glob.glob(op.join(self.dirname, "figures", "*.png"))[0]
+            thumbfile = op.join(self.thumbs_dir, self.modulename + '_thumb.png')
+            create_thumbnail(imagefile, thumbfile)
+
+        # Thumbnail/GIF file without path
+        self.thumbfilename = op.split(thumbfile)[1]
+
     def extract_title(self):
         '''Extract title from RST file'''
         with open(self.rstfilename, 'rt') as f:
@@ -197,7 +209,7 @@ def extract_title(self):
         self.title = title
 
     def toctree_entry(self):
-        return "   ./%s\n\n" % op.splitext(self.htmlfilename)[0]
+        return "   ./{:}\n\n".format(op.splitext(self.htmlfilename)[0])
 
     def contents_entry(self):
         return (".. raw:: html\n\n"
@@ -217,7 +229,8 @@ def contents_entry(self):
                 "\n\n"
                 "".format(self.thumbfilename,
                           self.modulename,
-                          self.title))
+                          self.title,
+                          ))
 
 
 def main(app):
@@ -240,16 +253,13 @@ def main(app):
         dirname = op.dirname(filename)
 
         # Extract title for thumbnail alt/subtitle
-        ex = TutorialGenerator(dirname)
+        ex = TutorialGenerator(dirname, thumbs_dir)
+
+        # Extract title
         ex.extract_title()
 
-        # Make thumbnail
-        imagefile = glob.glob(op.join(dirname, "figures", "*.png"))[0]
-        thumbfile = op.join(thumbs_dir, ex.modulename + '_thumb.png')
-        create_thumbnail(imagefile, thumbfile)
-        ## FIXME
-        #os.remove(thumbfile)
-        #shutil.copy(imagefile, thumbfile)
+        # Make thumbnail if needed
+        ex.create_thumbnail_if_needed()
 
         # Generate toctree and content raw html code
         toctree += ex.toctree_entry()
@@ -262,9 +272,9 @@ def main(app):
     contents = ''.join(content_list)
 
     # write index file
-    index_file = op.join(source_dir, '..', 'gallery_index.rst')
+    index_file = op.join(source_dir, '..', 'gallery.rst')
     with open(index_file, 'w') as index:
-        index.write(INDEX_TEMPLATE.format(sphinx_tag="gallery_index",
+        index.write(INDEX_TEMPLATE.format(sphinx_tag="gallery",
                                           toctree=toctree,
                                           contents=contents))
 
diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index 540b21660..f83afa362 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -2,9 +2,9 @@
 
 .. _tutorials-visual-style:
 
-=================================================
-Making Multiple Graphs with the Same Visual Style
-=================================================
+=======================================
+Plotting graphs with a consistent style
+=======================================
 
 This example shows how to use dictionary unpacking in order to easily use the same visual style across multiple graphs. This is a quick and easy way to quickly share a single visual style across multiple graphs, without having to copy and paste each of the individual attributes over and over again for each graph you plot.
 

From ebef3ea8a0e476f1f05a87eff92b1861c7d0b30c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 23 Dec 2021 14:02:00 +1100
Subject: [PATCH 0600/1681] Intersphinx for networkx in case we need it

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 93de86f3b..50aab9d9c 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -273,5 +273,5 @@
     'scipy': ('https://docs.scipy.org/doc/scipy/reference/', None),
     'matplotlib': ('https://matplotlib.org/stable', None),
     'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
-    'statsmodels': ('https://www.statsmodels.org/stable/', None)
+    'networkx': ('https://networkx.org/documentation/stable/', None)
 }

From e31ae7d7ea01b5598314601f41cc24af151f188a Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Thu, 23 Dec 2021 19:14:29 +1100
Subject: [PATCH 0601/1681] Add cluster contraction tutorial

---
 doc/source/gallery.rst                        |   2 +
 .../assets/cluster_contraction.py             |  94 +++++++
 .../tutorials/cluster_graph/assets/lesmis.zip | Bin 0 -> 2517 bytes
 .../tutorials/cluster_graph/cluster_graph.rst | 244 ++++++++++++++++++
 .../cluster_graph/figures/cluster_graph.png   | Bin 0 -> 101457 bytes
 .../cluster_graph/figures/communities.png     | Bin 0 -> 1623454 bytes
 .../visualize_communities.rst                 |   6 +-
 7 files changed, 344 insertions(+), 2 deletions(-)
 create mode 100644 doc/source/tutorials/cluster_graph/assets/cluster_contraction.py
 create mode 100644 doc/source/tutorials/cluster_graph/assets/lesmis.zip
 create mode 100644 doc/source/tutorials/cluster_graph/cluster_graph.rst
 create mode 100644 doc/source/tutorials/cluster_graph/figures/cluster_graph.png
 create mode 100644 doc/source/tutorials/cluster_graph/figures/communities.png

diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
index 6b56e44c9..14ce74db4 100644
--- a/doc/source/gallery.rst
+++ b/doc/source/gallery.rst
@@ -20,6 +20,7 @@ This page contains short examples showcasing the functionality of |igraph|:
  - :ref:`tutorials-online-user-actions`
  - :ref:`tutorials-visualize-communities`
  - :ref:`tutorials-connected-components`
+ - :ref:`tutorials-cluster-graph`
 
 
 .. toctree::
@@ -38,3 +39,4 @@ This page contains short examples showcasing the functionality of |igraph|:
    tutorials/online_user_actions/online_user_actions
    tutorials/visualize_communities/visualize_communities
    tutorials/connected_components/connected_components
+   tutorials/cluster_graph/cluster_graph
diff --git a/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py b/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py
new file mode 100644
index 000000000..df5af03de
--- /dev/null
+++ b/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py
@@ -0,0 +1,94 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Load the graph
+g = ig.load("./lesmis/lesmis.gml")
+
+# Generate communities
+communities = g.community_edge_betweenness()
+communities = communities.as_clustering() # Convert into a VertexClustering for plotting
+
+# Print them out
+for i, community in enumerate(communities):
+    print(f"Community {i}:")
+    for v in community:
+        print(f"\t{g.vs[v]['label']}")
+
+# Set community colors
+num_communities = len(communities)
+palette1 = ig.RainbowPalette(n=num_communities)
+for i, community in enumerate(communities):
+    g.vs[community]["color"] = i
+    community_edges = g.es.select(_within=community)
+    community_edges["color"] = i
+
+g.vs["label"] = ["\n\n" + label for label in g.vs["label"]] # Move the labels below the vertices
+
+# Plot the communities
+fig1, ax1 = plt.subplots()
+ig.plot(
+    communities, 
+    target=ax1,
+    mark_groups=True,
+    palette=palette1,
+    vertex_size=0.1,
+    edge_width=0.5,
+)
+fig1.set_size_inches(20, 20)
+fig1.savefig("../figures/communities.png", dpi=200)
+
+# Assign x, y, and sizes for each node
+layout = g.layout_kamada_kawai()
+g.vs["x"], g.vs["y"] = list(zip(*layout))
+g.vs["size"] = 1
+g.es["size"] = 1
+
+# Generate cluster graph
+cluster_graph = communities.cluster_graph(
+    combine_vertices={
+        "x": "mean", 
+        "y": "mean",
+        "color": "first",
+        "size": "sum",
+    },
+    combine_edges={
+        "size": "sum",
+    },
+)
+
+# Plot the cluster graph
+palette2 = ig.GradientPalette("gainsboro", "black")
+g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
+
+fig2, ax2 = plt.subplots()
+ig.plot(
+    cluster_graph, 
+    target=ax2,
+    palette=palette1,
+    # set a minimum size on vertex_size, otherwise vertices are too small
+    vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]], 
+    edge_color=g.es["color"],
+    edge_width=0.8,
+)
+
+# Add a legend
+legend_handles = []
+for i in range(num_communities):
+    handle = ax2.scatter(
+        [], [],
+        s=100,
+        facecolor=palette1.get(i),
+        edgecolor="k",
+        label=i,
+    )
+    legend_handles.append(handle)
+
+ax2.legend(
+    handles=legend_handles,
+    title='Community:',
+    bbox_to_anchor=(0, 1.0),
+    bbox_transform=ax2.transAxes,
+)
+
+fig2.set_size_inches(10, 10)
+fig2.savefig("../figures/cluster_graph.png", dpi=150)
diff --git a/doc/source/tutorials/cluster_graph/assets/lesmis.zip b/doc/source/tutorials/cluster_graph/assets/lesmis.zip
new file mode 100644
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diff --git a/doc/source/tutorials/cluster_graph/cluster_graph.rst b/doc/source/tutorials/cluster_graph/cluster_graph.rst
new file mode 100644
index 000000000..5e5e61921
--- /dev/null
+++ b/doc/source/tutorials/cluster_graph/cluster_graph.rst
@@ -0,0 +1,244 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-cluster-graph:
+
+===========================
+Generating Cluster Graphs
+===========================
+
+.. _cluster_graph: https://igraph.org/python/doc/api/igraph.clustering.VertexClustering.html#cluster_graph
+.. |cluster_graph| replace:: :meth:`cluster_graph`
+.. _community_edge_betweenness: https://igraph.org/python/doc/api/igraph.Graph.html#community_edge_betweenness
+.. |community_edge_betweenness| replace:: :meth:`community_edge_betweenness`
+
+This example shows how to find the communities in a graph, then contract each community into a single node using |cluster_graph|_. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*. The network can be obtained `here <http://www-personal.umich.edu/~mejn/netdata/>`_. 
+
+.. code-block:: python
+    
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Load the graph
+    g = ig.load("./lesmis/lesmis.gml")
+
+First, let's visualise the original communities, using |community_edge_betweenness|_ to separate out vertices into clusters. (For a more focused tutorial on just visualising communities, check out :ref:`tutorials-visualize-communities`).
+
+.. code-block:: python
+
+    # Generate communities
+    communities = g.community_edge_betweenness()
+    communities = communities.as_clustering() # Convert into a VertexClustering for plotting
+
+    # Print them out
+    for i, community in enumerate(communities):
+        print(f"Community {i}:")
+        for v in community:
+            print(f"\t{g.vs[v]['label']}")
+
+    # Set community colors
+    num_communities = len(communities)
+    palette1 = ig.RainbowPalette(n=num_communities)
+    for i, community in enumerate(communities):
+        g.vs[community]["color"] = i
+        community_edges = g.es.select(_within=community)
+        community_edges["color"] = i
+
+    g.vs["label"] = ["\n\n" + label for label in g.vs["label"]] # Move the labels below the vertices
+
+    # Plot the communities
+    fig1, ax1 = plt.subplots()
+    ig.plot(
+        communities, 
+        target=ax1,
+        mark_groups=True,
+        palette=palette1,
+        vertex_size=0.1,
+        edge_width=0.5,
+    )
+    fig1.set_size_inches(20, 20)
+    fig1.savefig("../figures/communities.png", dpi=200)
+
+
+Now let's try and contract the information down, using only a single vertex to represent each community. We start by defining attribute values for each of the nodes in the original graph.
+
+.. code-block:: python
+    
+    # Assign x, y, and sizes for each node
+    layout = g.layout_kamada_kawai()
+    g.vs["x"], g.vs["y"] = list(zip(*layout))
+    g.vs["size"] = 1
+    g.es["size"] = 1
+
+This is so we can define how each of these attributes get combined together when we call |cluster_graph|_.
+
+.. code-block:: python
+    
+    # Generate cluster graph
+    cluster_graph = communities.cluster_graph(
+        combine_vertices={
+            "x": "mean", 
+            "y": "mean",
+            "color": "first",
+            "size": "sum",
+        },
+        combine_edges={
+            "size": "sum",
+        },
+    )
+
+Here, we take the mean of x and y values so that the nodes in the cluster graph are placed at the center of the original cluster's position.
+
+.. _contract_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#contract_vertices
+.. |contract_vertices| replace:: :meth:`contract_vertices`
+
+.. note::
+
+    ``mean``, ``first``, and ``sum`` are all built-in collapsing functions, along with ``prod``, ``median``, ``max``, ``min``, ``last``, ``random``. You can also define your own custom collapsing functions, which take in a list and return a single element representing the combined attribute value. For more details on |igraph| contraction, see |contract_vertices|_
+
+Finally we plot out the graph using our calculated attributes:
+
+.. code-block:: python
+
+    # Plot the cluster graph
+    palette2 = ig.GradientPalette("gainsboro", "black")
+    g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
+
+    fig2, ax2 = plt.subplots()
+    ig.plot(
+        cluster_graph, 
+        target=ax2,
+        palette=palette1,
+        # set a minimum size on vertex_size, otherwise vertices are too small
+        vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]], 
+        edge_color=g.es["color"],
+        edge_width=0.8,
+    )
+
+    # Add a legend
+    legend_handles = []
+    for i in range(num_communities):
+        handle = ax2.scatter(
+            [], [],
+            s=100,
+            facecolor=palette1.get(i),
+            edgecolor="k",
+            label=i,
+        )
+        legend_handles.append(handle)
+
+    ax2.legend(
+        handles=legend_handles,
+        title='Community:',
+        bbox_to_anchor=(0, 1.0),
+        bbox_transform=ax2.transAxes,
+    )
+
+    fig2.set_size_inches(10, 10)
+    fig2.savefig("../figures/cluster_graph.png", dpi=150)
+
+The two figures are shown side by side here:
+
+
+|pic1| |pic2|
+
+
+.. |pic1| image:: ./figures/communities.png
+   :width: 45%
+
+.. |pic2| image:: ./figures/cluster_graph.png
+   :width: 45%
+
+... and the final output of the communities we printed out are displayed below:
+
+.. code-block::
+
+    Community 0:
+        Myriel
+        Napoleon
+        MlleBaptistine
+        MmeMagloire
+        CountessDeLo
+        Geborand
+        Champtercier
+        Cravatte
+        Count
+        OldMan
+    Community 1:
+        Labarre
+        Valjean
+        MmeDeR
+        Isabeau
+        Gervais
+        Bamatabois
+        Simplice
+        Scaufflaire
+        Woman1
+        Judge
+        Champmathieu
+        Brevet
+        Chenildieu
+        Cochepaille
+    Community 2:
+        Marguerite
+        Tholomyes
+        Listolier
+        Fameuil
+        Blacheville
+        Favourite
+        Dahlia
+        Zephine
+        Fantine
+        Perpetue
+    Community 3:
+        MmeThenardier
+        Thenardier
+        Javert
+        Pontmercy
+        Eponine
+        Anzelma
+        Gueulemer
+        Babet
+        Claquesous
+        Montparnasse
+        Brujon
+    Community 4:
+        Cosette
+        Woman2
+        Gillenormand
+        Magnon
+        MlleGillenormand
+        MmePontmercy
+        MlleVaubois
+        LtGillenormand
+        BaronessT
+        Toussaint
+    Community 5:
+        Fauchelevent
+        MotherInnocent
+        Gribier
+    Community 6:
+        Boulatruelle
+    Community 7:
+        Jondrette
+        MmeBurgon
+    Community 8:
+        Gavroche
+        Marius
+        Mabeuf
+        Enjolras
+        Combeferre
+        Prouvaire
+        Feuilly
+        Courfeyrac
+        Bahorel
+        Bossuet
+        Joly
+        Grantaire
+        MmeHucheloup
+    Community 9:
+        MotherPlutarch
+    Community 10:
+        Child1
+        Child2
+
+
diff --git a/doc/source/tutorials/cluster_graph/figures/cluster_graph.png b/doc/source/tutorials/cluster_graph/figures/cluster_graph.png
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HcmV?d00001

diff --git a/doc/source/tutorials/visualize_communities/visualize_communities.rst b/doc/source/tutorials/visualize_communities/visualize_communities.rst
index 7d2180619..4ba6fbb55 100644
--- a/doc/source/tutorials/visualize_communities/visualize_communities.rst
+++ b/doc/source/tutorials/visualize_communities/visualize_communities.rst
@@ -3,7 +3,7 @@
 .. _tutorials-visualize-communities:
 
 =====================
-Visualize communities
+Visualize Communities
 =====================
 
 This example shows how to visualize communities or clusters of a graph. First, make the graph: we just use a famous graph here for simplicity.
@@ -21,7 +21,7 @@ Second, define the clusters.
 
     # Use edge betweenness to detect communities
     communities = g.community_edge_betweenness()
-    # ... and covert into a VertexClustering for plotting
+    # ... and convert into a VertexClustering for plotting
     communities = communities.as_clustering()
 
 Third, prepare colors for the various communities:
@@ -81,3 +81,5 @@ The resulting figure is shown below.
    :align: center
 
    The graph with its communities highlighted by color.
+
+For an example on how to generate the cluster graph from a vertex cluster, check out :ref:`tutorials-cluster-graph`.

From a0c6b3eb947ab82aa5e4a92ca0db42e0703e6c74 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 26 Dec 2021 12:30:21 +1100
Subject: [PATCH 0602/1681] Build API and tutorial at once

---
 doc/source/analysis.rst                    |   3 +
 doc/source/conf.py                         |  33 +++++-
 doc/source/generation.rst                  |   2 +
 doc/source/index.rst                       |   4 +
 scripts/mkdoc.sh                           | 114 +++++++--------------
 scripts/patch-pydoctor.sh                  |   6 +-
 scripts/patch_modularized_graph_methods.py |  84 ++++++++-------
 scripts/pydoctor-21.2.2_sphinx_ext.patch   |  26 +++++
 8 files changed, 154 insertions(+), 118 deletions(-)
 create mode 100644 scripts/pydoctor-21.2.2_sphinx_ext.patch

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 3fb657225..88f0588bd 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -1,5 +1,8 @@
 .. include:: include/global.rst
 
+.. currentmodule:: igraph
+
+
 Graph analysis
 ==============
 
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 50aab9d9c..3a27c6ade 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -35,8 +35,38 @@
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
     'gallery_generator',
+    'pydoctor.sphinx_ext.build_apidocs',
 ]
 
+
+def get_root_dir():
+    import os.path as op
+    root_folder = op.abspath('../..')
+    return root_folder
+
+
+def get_igraphdir():
+    root_folder = get_root_dir()
+    return root_folder+'/.venv/lib/python3.10/site-packages/igraph'
+
+
+pydoctor_args = [
+    '--project-name="igraph"',
+    #'--project-version=YOUR-PUBLIC-VERSION',
+    '--project-url=https://igraph.org/python',
+    '--introspect-c-modules',
+    #'--docformat=epytext',
+    #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
+    '--html-output='+get_root_dir()+'/doc/api',
+    #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
+    '--project-base-dir='+get_igraphdir(),
+    get_igraphdir(),
+    ]
+
+pydoctor_url_path = '../api/'
+
+
+
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
 
@@ -273,5 +303,6 @@
     'scipy': ('https://docs.scipy.org/doc/scipy/reference/', None),
     'matplotlib': ('https://matplotlib.org/stable', None),
     'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
-    'networkx': ('https://networkx.org/documentation/stable/', None)
+    'networkx': ('https://networkx.org/documentation/stable/', None),
+    #'igraph': ('https://igraph.org/python/doc/api/', None),
 }
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 0e32b6fbb..086ce8859 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -2,6 +2,8 @@
 
 .. _generation:
 
+.. currentmodule:: igraph
+
 Graph generation
 ================
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 7bda321c0..037eb35a5 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -7,6 +7,10 @@
 Welcome to the documentation of the Python interface of igraph
 ==============================================================
 
+.. currentmodule:: igraph
+
+Test link to api :class:`Graph`
+
 Contents:
 
 .. toctree::
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 984fed38b..59f6494d3 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -2,23 +2,7 @@
 #
 # Creates the API documentation for igraph's Python interface using PyDoctor
 #
-# Usage: ./mkdoc.sh (makes API docs)
-#        ./mkdoc.sh -t (makes tutorials)
-
-
-DOC_TYYPE=api
-
-while getopts ":t::" OPTION; do
-    case $OPTION in
-      t)
-         DOC_TYPE=tutorial
-	 ;;
-      \?)
-	 echo "Usage: $0 [-t]"
-	 ;;
-    esac
-done
-
+# Usage: ./mkdoc.sh (makes API and tutorial docs)
 
 SCRIPTS_FOLDER=`dirname $0`
 
@@ -32,39 +16,17 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
-    python3 -m venv .venv
-fi
+  python3 -m venv .venv
 
-# Make tutorial only if requested
-if [ ${DOC_TYPE}=="tutorial" ]; then
+  # Install sphinx, matplotlib, wheel, and pydoctor into the venv
+  .venv/bin/pip install sphinx sphinxbootstrap4theme matplotlib
+  .venv/bin/pip install -U pydoctor wheel 
+  
+  echo "Patching PyDoctor..."
+  $SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
 
-    # Install pydoctor into the venv
-    .venv/bin/pip install sphinx sphinxbootstrap4theme
-
-    # Make sphinx tutorials
-    .venv/bin/python -m sphinx.cmd.build ${DOC_SOURCE_FOLDER} ${DOC_TUTORIAL_FOLDER}
-    exit $?
 fi
 
-echo "shouldnt be here"
-exit 0
-
-# Install pydoctor into the venv
-.venv/bin/pip install -U pydoctor wheel
-PYDOCTOR=.venv/bin/pydoctor
-if [ ! -f ${PYDOCTOR} ]; then
-  echo "PyDoctor not installed in the virtualenv of the project, exiting..."
-  exit 1
-fi
-
-PWD=`pwd`
-
-echo "Patching PyDoctor..."
-$SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
-
-echo "Removing existing documentation..."
-rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
-
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
 SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
@@ -78,38 +40,36 @@ rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip insta
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
-echo "Generating HTML documentation..."
-IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
-"$PYDOCTOR" \
-    --project-name "igraph" \
-    --project-url "https://igraph.org/python" \
-    --introspect-c-modules \
-    --make-html \
-    --html-output "${DOC_API_FOLDER}/html" \
-	${IGRAPHDIR}
 
-# PDF not supported by PyDoctor
+# Remove previous docs
+rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf" "${DOC_TUTORIAL_FOLDER}"
 
-DOC2DASH=`which doc2dash 2>/dev/null || true`
-if [ "x$DOC2DASH" != x ]; then
-    echo "Generating Dash docset..."
-    "$DOC2DASH" \
-        --online-redirect-url "https://igraph.org/python/doc/api" \
-        --name "python-igraph" \
-        -d "${DOC_API_FOLDER}" \
-	    -f \
-        "${DOC_API_FOLDER}/html"
-    DASH_READY=1
-else 
-    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-    DASH_READY=0
-fi
 
-echo ""
-echo "HTML API documentation generated in ${DOC_API_FOLDER}/html"
-if [ "x${DASH_READY}" = x1 ]; then
-    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
-fi
-
-cd "$PWD"
+# Make sphinx
+echo "Generating HTML documentation..."
+.venv/bin/python -m sphinx.cmd.build ${DOC_SOURCE_FOLDER} ${DOC_TUTORIAL_FOLDER}
+
+#PWD=`pwd`
+#DOC2DASH=`which doc2dash 2>/dev/null || true`
+#if [ "x$DOC2DASH" != x ]; then
+#    echo "Generating Dash docset..."
+#    "$DOC2DASH" \
+#        --online-redirect-url "https://igraph.org/python/doc/api" \
+#        --name "python-igraph" \
+#        -d "${DOC_API_FOLDER}" \
+#	    -f \
+#        "${DOC_API_FOLDER}/html"
+#    DASH_READY=1
+#else 
+#    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+#    DASH_READY=0
+#fi
+#
+#echo ""
+#echo "HTML documentation generated in ${DOC_TUTORIAL_FOLDER}/html"
+#if [ "x${DASH_READY}" = x1 ]; then
+#    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+#fi
+#
+#cd "$PWD"
 
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
index d6ff5a4f7..36342d956 100755
--- a/scripts/patch-pydoctor.sh
+++ b/scripts/patch-pydoctor.sh
@@ -17,7 +17,11 @@ PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydo
 
 cd "${PYDOCTOR_DIR}"
 # patch is confirmed to work with pydoctor 21.2.2
+echo "First patch"
 patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
 rm -f deleteme.rej
 
-
+# patch sphinx extension
+echo "Second patch"
+patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2_sphinx_ext.patch 2>/dev/null
+rm -f deleteme.rej
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 1521f8fa2..dde48a0c8 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -5,42 +5,48 @@
 import igraph
 
 
-# Get instance and classmethods
-g = igraph.Graph()
-methods = inspect.getmembers(g, predicate=inspect.ismethod)
-
-# Get the source code for each method and replace the method name
-# in the signature
-methodsources = {}
-for mname, method in methods:
-    source = inspect.getsourcelines(method)[0]
-    fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
-    newsource = [source[0].replace(fname, mname)] + source[1:]
-    methodsources[mname] = newsource
-
-# Make .new file with replacements
-newmodule = igraph.__file__ + '.new'
-with open(newmodule, 'wt') as fout:
-    with open(igraph.__file__, 'rt') as f:
-        for line in f:
-            for mname in methodsources:
-                # Catch the methods, excluding factories (e.g. 3d layouts)
-                if (mname + ' = _' in line) and ('(' not in line):
-                    break
-            else:
-                fout.write(line)
-                continue
-
-            # Method found, substitute
-            fout.write('\n')
-            for mline in methodsources[mname]:
-                # Correct indentation
-                fout.write('    ' + mline)
-
-# Move the new file back
-with open(igraph.__file__, 'wt') as fout:
-    with open(newmodule, 'rt') as f:
-        fout.write(f.read())
-
-# Delete .new file
-os.remove(newmodule)
+def main():
+
+    # Get instance and classmethods
+    g = igraph.Graph()
+    methods = inspect.getmembers(g, predicate=inspect.ismethod)
+
+    # Get the source code for each method and replace the method name
+    # in the signature
+    methodsources = {}
+    for mname, method in methods:
+        source = inspect.getsourcelines(method)[0]
+        fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
+        newsource = [source[0].replace(fname, mname)] + source[1:]
+        methodsources[mname] = newsource
+
+    # Make .new file with replacements
+    newmodule = igraph.__file__ + '.new'
+    with open(newmodule, 'wt') as fout:
+        with open(igraph.__file__, 'rt') as f:
+            for line in f:
+                for mname in methodsources:
+                    # Catch the methods, excluding factories (e.g. 3d layouts)
+                    if (mname + ' = _' in line) and ('(' not in line):
+                        break
+                else:
+                    fout.write(line)
+                    continue
+
+                # Method found, substitute
+                fout.write('\n')
+                for mline in methodsources[mname]:
+                    # Correct indentation
+                    fout.write('    ' + mline)
+
+    # Move the new file back
+    with open(igraph.__file__, 'wt') as fout:
+        with open(newmodule, 'rt') as f:
+            fout.write(f.read())
+
+    # Delete .new file
+    os.remove(newmodule)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/scripts/pydoctor-21.2.2_sphinx_ext.patch b/scripts/pydoctor-21.2.2_sphinx_ext.patch
new file mode 100644
index 000000000..9987779d6
--- /dev/null
+++ b/scripts/pydoctor-21.2.2_sphinx_ext.patch
@@ -0,0 +1,26 @@
+From 439299fc32e7f67d338f85fc919cd42ec293e639 Mon Sep 17 00:00:00 2001
+From: Fabio Zanini <fabio.zanini@fastmail.fm>
+Date: Sun, 26 Dec 2021 08:40:16 +1100
+Subject: [PATCH] Sphinx ext: skip temp dir renaming if absent
+
+---
+ pydoctor/sphinx_ext/build_apidocs.py | 3 ++-
+ 1 file changed, 2 insertions(+), 1 deletion(-)
+
+diff --git a/pydoctor/sphinx_ext/build_apidocs.py b/pydoctor/sphinx_ext/build_apidocs.py
+index 06da7cef..a6204c20 100644
+--- a/pydoctor/sphinx_ext/build_apidocs.py
++++ b/pydoctor/sphinx_ext/build_apidocs.py
+@@ -64,7 +64,8 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
+ 
+         temp_path = output_path.with_suffix('.pydoctor_temp')
+         shutil.rmtree(sphinx_files, ignore_errors=True)
+-        output_path.rename(sphinx_files)
++        if os.path.isdir(output_path):
++            output_path.rename(sphinx_files)
+         temp_path.rename(output_path)
+ 
+ 
+-- 
+2.34.1
+

From 2b89255ab4719bf52fb4d5efe832d7ae0cbb0f4f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 26 Dec 2021 19:26:44 +1100
Subject: [PATCH 0603/1681] Working cross-links from tutorial to API, all
 methods are there

---
 doc/source/conf.py                         |  7 +-
 doc/source/index.rst                       |  2 -
 scripts/patch_modularized_graph_methods.py | 81 +++++++++++++++++++++-
 src/igraph/__init__.py                     |  3 +
 4 files changed, 87 insertions(+), 6 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 3a27c6ade..3a7d8a9a1 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -46,8 +46,9 @@ def get_root_dir():
 
 
 def get_igraphdir():
+    vmaj, vmin = sys.version_info[:2]
     root_folder = get_root_dir()
-    return root_folder+'/.venv/lib/python3.10/site-packages/igraph'
+    return root_folder+f'/.venv/lib/python{vmaj}.{vmin}/site-packages/igraph'
 
 
 pydoctor_args = [
@@ -63,6 +64,7 @@ def get_igraphdir():
     get_igraphdir(),
     ]
 
+# Relative to the rest of the docs
 pydoctor_url_path = '../api/'
 
 
@@ -265,7 +267,7 @@ def get_igraphdir():
 epub_title = u'igraph'
 epub_author = u'The igraph development team'
 epub_publisher = u'The igraph development team'
-epub_copyright = u'2010, The igraph development team'
+epub_copyright = u'2010-2022, The igraph development team'
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.
@@ -304,5 +306,4 @@ def get_igraphdir():
     'matplotlib': ('https://matplotlib.org/stable', None),
     'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
     'networkx': ('https://networkx.org/documentation/stable/', None),
-    #'igraph': ('https://igraph.org/python/doc/api/', None),
 }
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 037eb35a5..dda74ecbc 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -9,8 +9,6 @@ Welcome to the documentation of the Python interface of igraph
 
 .. currentmodule:: igraph
 
-Test link to api :class:`Graph`
-
 Contents:
 
 .. toctree::
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index dde48a0c8..fed6633ed 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -14,27 +14,106 @@ def main():
     # Get the source code for each method and replace the method name
     # in the signature
     methodsources = {}
+    underscore_functions= set()
     for mname, method in methods:
+        # Source code of the function that uses the method
         source = inspect.getsourcelines(method)[0]
+
+        # Find function name for this modularized method
         fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
+
+        # FIXME: this also swaps in methods that are already there. While
+        # that should be fine, we could check
+
+        # Make new source code, which is the same but with the name swapped
         newsource = [source[0].replace(fname, mname)] + source[1:]
+
         methodsources[mname] = newsource
 
+        # Prepare to delete the import for underscore functions
+        if fname.startswith('_'):
+            underscore_functions.add(fname)
+
     # Make .new file with replacements
+    def write_import_lines(fout, curmodule):
+        if curmodule['name'] is None:
+            return
+        lines = curmodule['imports']
+        fnames_new = []
+        for line in lines:
+            fnames = line.lstrip().rstrip('\n').split(',')
+            for fname in fnames:
+                fname = fname.strip()
+                if fname in ('', '(', ')'):
+                    continue
+                if fname in underscore_functions:
+                    underscore_functions.remove(fname)
+                else:
+                    fnames_new.append(fname)
+
+        lines_out = []
+        if len(fnames_new):
+            lines_out.append('from '+curmodule['name']+' import (')
+            for fname in fnames_new:
+                lines_out.append('    '+fname+',')
+            lines_out.append(')')
+            lines_out.append('')
+        lines_out = '\n'.join(lines_out)
+        if lines_out:
+            fout.write(lines_out)
+
     newmodule = igraph.__file__ + '.new'
     with open(newmodule, 'wt') as fout:
         with open(igraph.__file__, 'rt') as f:
+            # Delete imported underscore functions
+            curmodule = {'name': None, 'imports': []}
             for line in f:
+                if line.startswith('# END OF IMPORTS'):
+                    write_import_lines(fout, curmodule)
+                    break
+
+                # Vanilla imports
+                if line.startswith('import'):
+                    write_import_lines(fout, curmodule)
+                    curmodule = {'name': None, 'imports': []}
+                    fout.write(line)
+                    continue
+
+                if line.startswith('from'):
+                    write_import_lines(fout, curmodule)
+                    idx = line.find('import')
+                    modname = line[:idx].split()[1]
+                    line = line[idx + len('import') + 1:]
+                    curmodule = {'name': modname, 'imports': [line]}
+                    continue
+
+                curmodule['imports'].append(line)
+
+            # Swap in the method sources
+            for line in f:
+                if '# Remove modular methods from namespace' in line:
+                    break
+
+                mtype = None
                 for mname in methodsources:
-                    # Catch the methods, excluding factories (e.g. 3d layouts)
+                    # Class methods (constructors)
+                    if mname + ' = classmethod(_' in line:
+                        mtype = 'class'
+                        break
+
+                    # Instance methods (excluding factories e.g. 3d layouts)
                     if (mname + ' = _' in line) and ('(' not in line):
+                        mtype = 'instance'
                         break
+
                 else:
                     fout.write(line)
                     continue
 
                 # Method found, substitute
                 fout.write('\n')
+                if mtype == 'class':
+                    fout.write('    @classmethod\n')
                 for mline in methodsources[mname]:
                     # Correct indentation
                     fout.write('    ' + mline)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 096089942..7348bff30 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -274,6 +274,9 @@
 from warnings import warn
 
 
+# END OF IMPORTS
+
+
 def deprecated(message):
     """Prints a warning message related to the deprecation of some igraph
     feature."""

From bb69422985ed0d7fd2aa80c91824992280cda7de Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Dec 2021 07:48:12 +1100
Subject: [PATCH 0604/1681] Tidy up a bunch of loose ends

---
 doc/source/analysis.rst                       |  2 +
 doc/source/api/index.rst                      |  7 +++
 doc/source/conf.py                            |  4 +-
 ...nfiguring-igraph.rst => configuration.rst} | 10 ++--
 doc/source/index.rst                          |  7 ++-
 doc/source/tutorial.rst                       |  4 +-
 scripts/mkdoc.sh                              |  6 +-
 scripts/patch_modularized_graph_methods.py    | 55 -------------------
 src/igraph/__init__.py                        |  3 -
 9 files changed, 25 insertions(+), 73 deletions(-)
 create mode 100644 doc/source/api/index.rst
 rename doc/source/{configuring-igraph.rst => configuration.rst} (67%)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 88f0588bd..639f397a9 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -6,6 +6,8 @@
 Graph analysis
 ==============
 
+:doc:`api/index`
+
 |igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
 
 The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available::
diff --git a/doc/source/api/index.rst b/doc/source/api/index.rst
new file mode 100644
index 000000000..efc47631f
--- /dev/null
+++ b/doc/source/api/index.rst
@@ -0,0 +1,7 @@
+.. include:: include/global.rst
+
+.. currentmodule:: igraph
+
+
+API reference
+=============
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 3a7d8a9a1..c3c64d9c0 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -58,14 +58,14 @@ def get_igraphdir():
     '--introspect-c-modules',
     #'--docformat=epytext',
     #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
-    '--html-output='+get_root_dir()+'/doc/api',
+    '--html-output='+get_root_dir()+'/doc/html/api',
     #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
     '--project-base-dir='+get_igraphdir(),
     get_igraphdir(),
     ]
 
 # Relative to the rest of the docs
-pydoctor_url_path = '../api/'
+pydoctor_url_path = 'api/'
 
 
 
diff --git a/doc/source/configuring-igraph.rst b/doc/source/configuration.rst
similarity index 67%
rename from doc/source/configuring-igraph.rst
rename to doc/source/configuration.rst
index c72dfee41..93b2a0baa 100644
--- a/doc/source/configuring-igraph.rst
+++ b/doc/source/configuration.rst
@@ -1,11 +1,11 @@
 .. include:: include/global.rst
 
-.. _configuring-igraph:
+.. currentmodule:: igraph
 
-==================
-Configuring igraph
-==================
-|igraph| includes customization options that can be preserved via a configuration file. This file is stored at ``~/.igraphrc`` by default on Linux and Mac OS X systems, and at ``C:\Documents and Settings\username\.igraphrc`` on Windows systems.
+=============
+Configuration
+=============
+|igraph| includes customization options that can be set via the :class:`configuration.Configuration` object and can be preserved via a configuration file. This file is stored at ``~/.igraphrc`` by default on Linux and Mac OS X systems, and at ``C:\Documents and Settings\username\.igraphrc`` on Windows systems.
 
 To modify config options and store the result to file for future reuse:
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index dda74ecbc..9b9017145 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -4,11 +4,11 @@
 
 .. include:: include/global.rst
 
+.. currentmodule:: igraph
+
 Welcome to the documentation of the Python interface of igraph
 ==============================================================
 
-.. currentmodule:: igraph
-
 Contents:
 
 .. toctree::
@@ -22,7 +22,8 @@ Contents:
    analysis
    visualisation
    misc
-   configuring-igraph
+   configuration
+   api/index
 
 
 Indices and tables
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index a0e4219d5..33d4b3e53 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -75,7 +75,7 @@ standard Python shell. Currently the module looks for `IPython <https://ipython.
 IDLE (the Tcl/Tk-based graphical shell supplied with Python). If neither IPython nor IDLE is
 installed, the startup script launches the default Python shell. You can also modify the
 order in which these shells are searched by tweaking |igraph|'s configuration file
-(see :ref:`configuring-igraph`).
+(see :doc:`configuration`).
 
 If you are using |igraph| interactively, we recommend you import it in a Jupyter notebook,
 a Jupyterlab or ipython session, or via the shell script provided (method #3). As for any
@@ -848,7 +848,7 @@ The final plot shows the formal ties with thick lines while informal ones with t
 
 To sum it all up: there are special vertex and edge properties that correspond to
 the visual representation of the graph. These attributes override the default settings
-of |igraph| (see :ref:`configuring-igraph` for overriding the system-wide defaults).
+of |igraph| (see :doc:`configuration` for overriding the system-wide defaults).
 Furthermore, appropriate keyword arguments supplied to :func:`plot` override the
 visual properties provided by the vertex and edge attributes. The following two
 tables summarise the most frequently used visual attributes for vertices and edges,
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 59f6494d3..d990cddb5 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -9,8 +9,7 @@ SCRIPTS_FOLDER=`dirname $0`
 cd ${SCRIPTS_FOLDER}/..
 ROOT_FOLDER=`pwd`
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
-DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
-DOC_TUTORIAL_FOLDER=${ROOT_FOLDER}/doc/tutorial
+DOC_TUTORIAL_FOLDER=${ROOT_FOLDER}/doc/html
 
 cd ${ROOT_FOLDER}
 
@@ -42,7 +41,7 @@ echo "Patching modularized Graph methods"
 
 
 # Remove previous docs
-rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf" "${DOC_TUTORIAL_FOLDER}"
+rm -rf "${DOC_TUTORIAL_FOLDER}"
 
 
 # Make sphinx
@@ -50,6 +49,7 @@ echo "Generating HTML documentation..."
 .venv/bin/python -m sphinx.cmd.build ${DOC_SOURCE_FOLDER} ${DOC_TUTORIAL_FOLDER}
 
 #PWD=`pwd`
+#DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
 #DOC2DASH=`which doc2dash 2>/dev/null || true`
 #if [ "x$DOC2DASH" != x ]; then
 #    echo "Generating Dash docset..."
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index fed6633ed..3b871b275 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -34,66 +34,11 @@ def main():
         if fname.startswith('_'):
             underscore_functions.add(fname)
 
-    # Make .new file with replacements
-    def write_import_lines(fout, curmodule):
-        if curmodule['name'] is None:
-            return
-        lines = curmodule['imports']
-        fnames_new = []
-        for line in lines:
-            fnames = line.lstrip().rstrip('\n').split(',')
-            for fname in fnames:
-                fname = fname.strip()
-                if fname in ('', '(', ')'):
-                    continue
-                if fname in underscore_functions:
-                    underscore_functions.remove(fname)
-                else:
-                    fnames_new.append(fname)
-
-        lines_out = []
-        if len(fnames_new):
-            lines_out.append('from '+curmodule['name']+' import (')
-            for fname in fnames_new:
-                lines_out.append('    '+fname+',')
-            lines_out.append(')')
-            lines_out.append('')
-        lines_out = '\n'.join(lines_out)
-        if lines_out:
-            fout.write(lines_out)
-
     newmodule = igraph.__file__ + '.new'
     with open(newmodule, 'wt') as fout:
         with open(igraph.__file__, 'rt') as f:
-            # Delete imported underscore functions
-            curmodule = {'name': None, 'imports': []}
-            for line in f:
-                if line.startswith('# END OF IMPORTS'):
-                    write_import_lines(fout, curmodule)
-                    break
-
-                # Vanilla imports
-                if line.startswith('import'):
-                    write_import_lines(fout, curmodule)
-                    curmodule = {'name': None, 'imports': []}
-                    fout.write(line)
-                    continue
-
-                if line.startswith('from'):
-                    write_import_lines(fout, curmodule)
-                    idx = line.find('import')
-                    modname = line[:idx].split()[1]
-                    line = line[idx + len('import') + 1:]
-                    curmodule = {'name': modname, 'imports': [line]}
-                    continue
-
-                curmodule['imports'].append(line)
-
             # Swap in the method sources
             for line in f:
-                if '# Remove modular methods from namespace' in line:
-                    break
-
                 mtype = None
                 for mname in methodsources:
                     # Class methods (constructors)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7348bff30..096089942 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -274,9 +274,6 @@
 from warnings import warn
 
 
-# END OF IMPORTS
-
-
 def deprecated(message):
     """Prints a warning message related to the deprecation of some igraph
     feature."""

From 22e57b3a161fd1fd89e0bb8e0dc4a5425b0d7135 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Dec 2021 08:38:16 +1100
Subject: [PATCH 0605/1681] fix: consistency of docstrings

---
 .gitignore                                  |   5 +-
 doc/source/api/index.rst                    |   2 +-
 doc/source/conf.py                          |   2 +-
 doc/source/tutorial.rst                     |  53 ++++-----
 src/igraph/drawing/__init__.py              |   8 +-
 src/igraph/drawing/matplotlib/dendrogram.py |   4 +-
 src/igraph/io/objects.py                    | 118 ++++++++++----------
 7 files changed, 99 insertions(+), 93 deletions(-)

diff --git a/.gitignore b/.gitignore
index c679d1b5b..2e57cd068 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,8 +4,6 @@
 *.pyc
 build/
 dist/
-doc/api/
-doc/source/gallery.rst
 src/igraph/*.so
 result_images/
 *.egg-info/
@@ -19,3 +17,6 @@ vendor/build/
 vendor/install/
 .DS_Store
 
+doc/source/gallery.rst
+doc/api/
+doc/html/
diff --git a/doc/source/api/index.rst b/doc/source/api/index.rst
index efc47631f..72b8f0b7e 100644
--- a/doc/source/api/index.rst
+++ b/doc/source/api/index.rst
@@ -1,4 +1,4 @@
-.. include:: include/global.rst
+.. include:: ../include/global.rst
 
 .. currentmodule:: igraph
 
diff --git a/doc/source/conf.py b/doc/source/conf.py
index c3c64d9c0..fe84158c5 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -56,7 +56,7 @@ def get_igraphdir():
     #'--project-version=YOUR-PUBLIC-VERSION',
     '--project-url=https://igraph.org/python',
     '--introspect-c-modules',
-    #'--docformat=epytext',
+    '--docformat=epytext',
     #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
     '--html-output='+get_root_dir()+'/doc/html/api',
     #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 33d4b3e53..c339bfb12 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -2,6 +2,8 @@
 
 .. _tutorial:
 
+.. currentmodule:: igraph
+
 ========
 Tutorial
 ========
@@ -328,7 +330,7 @@ as dictionaries to alter the attributes of that single vertex or edge::
   >>> g.es[0]
   igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': True})
 
-The above snippet illustrates that indexing an :class:`EdgeSeq` object returns
+The above snippet illustrates that indexing an :class:`~seq.EdgeSeq` object returns
 :class:`Edge` objects; the representation above shows the graph the object belongs to,
 the edge ID (zero in our case) and the dictionary of attributes assigned to that edge.
 :class:`Edge` objects have some useful attributes, too: the :attr:`~Edge.source` property
@@ -343,9 +345,9 @@ Since :attr:`Graph.es` always represents all the edges in a graph, indexing it b
 to :attr:`Graph.vs`. However, keep in mind that an :class:`EdgeSeq` object *in general*
 does not necessarily represent the whole edge sequence of a graph;
 :ref:`later in this tutorial <querying_vertices_and_edges>`
-we will see methods that can filter :class:`EdgeSeq` objects and return other
-:class:`EdgeSeq` objects that are restricted to a subset of edges, and of course the same
-applies to :class:`VertexSeq` objects. But before we dive into that, let's see how we
+we will see methods that can filter :class:`~seq.EdgeSeq` objects and return other
+:class:`~seq.EdgeSeq` objects that are restricted to a subset of edges, and of course the same
+applies to :class:`~seq.VertexSeq` objects. But before we dive into that, let's see how we
 can assign attributes to the whole graph. Not too surprisingly, :class:`Graph` objects
 themselves can also behave as dictionaries::
 
@@ -750,12 +752,12 @@ completely equivalent::
   >>> layout = g.layout_reingold_tilford(root=[2])
   >>> layout = g.layout("rt", [2])
 
-Layout methods return a :class:`Layout` object which behaves mostly like a list of lists.
-Each list entry in a :class:`Layout` object corresponds to a vertex in the original graph
-and contains the vertex coordinates in the 2D or 3D space. :class:`Layout` objects also
+Layout methods return a :class:`~layout.Layout` object which behaves mostly like a list of lists.
+Each list entry in a :class:`~layout.Layout` object corresponds to a vertex in the original graph
+and contains the vertex coordinates in the 2D or 3D space. :class:`~layout.Layout` objects also
 contain some useful methods to translate, scale or rotate the coordinates in a batch.
-However, the primary utility of :class:`Layout` objects is that you can pass them to the
-:func:`plot` function along with the graph to obtain a 2D drawing.
+However, the primary utility of :class:`~layout.Layout` objects is that you can pass them to the
+:func:`~drawing.plot` function along with the graph to obtain a 2D drawing.
 
 Drawing a graph using a layout
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
@@ -817,16 +819,16 @@ and for matplotlib:
    Our social network - with names as labels and genders as colors
 
 Instead of specifying the visual properties as vertex and edge attributes, you can
-also give them as keyword arguments to :func:`plot`::
+also give them as keyword arguments to :func:`~drawing.plot`::
 
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
 
 This latter approach is preferred if you want to keep the properties of the visual
 representation of your graph separate from the graph itself. You can simply set up
-a Python dictionary containing the keyword arguments you would pass to :func:`plot`
+a Python dictionary containing the keyword arguments you would pass to :func:`~drawing.plot`
 and then use the double asterisk (``**``) operator to pass your specific styling
-attributes to :func:`plot`::
+attributes to :func:`~drawing.plot`::
 
   >>> visual_style = {}
   >>> visual_style["vertex_size"] = 20
@@ -849,7 +851,7 @@ The final plot shows the formal ties with thick lines while informal ones with t
 To sum it all up: there are special vertex and edge properties that correspond to
 the visual representation of the graph. These attributes override the default settings
 of |igraph| (see :doc:`configuration` for overriding the system-wide defaults).
-Furthermore, appropriate keyword arguments supplied to :func:`plot` override the
+Furthermore, appropriate keyword arguments supplied to :func:`~drawing.plot` override the
 visual properties provided by the vertex and edge attributes. The following two
 tables summarise the most frequently used visual attributes for vertices and edges,
 respectively:
@@ -909,7 +911,7 @@ Attribute name  Keyword argument       Purpose
                                        interpreted as zero. This is useful to
                                        make multiple edges visible. See also the
                                        ``autocurve`` keyword argument to
-                                       :func:`plot`.
+                                       :func:`~drawing.plot`.
 --------------- ---------------------- ------------------------------------------
 ``font``        ``edge_font``          Font family of the edge
 --------------- ---------------------- ------------------------------------------
@@ -938,7 +940,7 @@ Attribute name  Keyword argument       Purpose
 Generic keyword arguments of ``plot()``
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
-These settings can be specified as keyword arguments to the ``plot()`` function
+These settings can be specified as keyword arguments to the :func:`~drawing.plot` function
 to control the overall appearance of the plot.
 
 ================ ================================================================
@@ -952,7 +954,8 @@ Keyword argument Purpose
                  the desired width and height of the plot. The default plot is
                  600 pixels wide and 600 pixels high.
 ---------------- ----------------------------------------------------------------
-``layout``       The layout to be used. It can be an instance of :class:`Layout`,
+``layout``       The layout to be used. It can be an instance of
+                 :class:`~layout.Layout`,
                  a list of tuples containing X-Y coordinates, or the name of a
                  layout algorithm. The default is ``auto``, which selects a
                  layout algorithm automatically based on the size and
@@ -995,7 +998,7 @@ Lists or tuples of RGB values in the range 0-1
 Saving plots
 ^^^^^^^^^^^^
 
-|igraph| can be used to create publication-quality plots by asking the :func:`plot`
+|igraph| can be used to create publication-quality plots by asking the :func:`~drawing.plot`
 function to save the plot into a file instead of showing it on a screen. This can
 be done simply by passing the target filename as an additional argument after the
 graph itself. The preferred format is inferred from the extension. |igraph| can
@@ -1089,16 +1092,16 @@ with the Pajek writer method from the table above::
    ensures that you get exactly the same graph back. The pickled graph format
    uses Python's ``pickle`` module to store and read graphs.
 
-There are two helper methods as well: :func:`load` is a generic entry point for
+There are two helper methods as well: :func:`read` is a generic entry point for
 reader methods which tries to infer the appropriate format from the file extension.
-:meth:`Graph.save` is the opposite of :func:`load`: it lets you save a graph where
+:meth:`Graph.write` is the opposite of :func:`read`: it lets you save a graph where
 the preferred format is again inferred from the extension. The format detection of
-:func:`load` and :meth:`Graph.save` can be overridden by the ``format`` keyword
+:func:`read` and :meth:`Graph.write` can be overridden by the ``format`` keyword
 argument which accepts the short names of the formats from the above table::
 
   >>> karate = ig.load("zachary.graphml")
-  >>> karate.save("zachary.net")
-  >>> karate.save("zachary.my_extension", format="gml")
+  >>> karate.write("zachary.net")
+  >>> karate.write("zachary.my_extension", format="gml")
 
 
 Where to go next
@@ -1107,13 +1110,11 @@ Where to go next
 This tutorial was only scratching the surface of what |igraph| can do.  My
 long-term plans are to extend this tutorial into a proper manual-style
 documentation to |igraph| in the next chapters. In the meanwhile, check out the
-full `API documentation`_ which should provide information about almost every
+:doc:`api/index` which should provide information about almost every
 |igraph| class, function or method. A good starting point is the documentation
-of the `Graph class`_. Should you get stuck, try asking in our
+of the :class:`Graph` class. Should you get stuck, try asking in our
 `Discourse group`_ first - maybe there is someone out there who can help you
 out immediately.
 
-.. _API documentation: https://igraph.org/python/doc/api/index.html
-.. _Graph class: https://igraph.org/python/doc/api/igraph.Graph.html
 .. _Discourse group: https://igraph.discourse.group
 .. _matplotlib: https://matplotlib.org/
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 67094084c..6fab8ffb4 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,7 +1,8 @@
 """
 Drawing and plotting routines for IGraph.
 
-IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+IGraph has two stable plotting backends at the moment: Cairo and Matplotlib.
+It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
@@ -13,7 +14,10 @@
 
 The Matplotlib backend uses the U{Matplotlib library<https://matplotlib.org>}.
 You will need to install it from PyPI if you want to use the Matplotlib
-plotting backend.
+plotting backend. Many of our gallery examples use the matplotlib backend.
+
+The plotly backend uses the U{plotly library <https://plotly.com/python/>} and,
+like matplotlib, requires installation from PyPI.
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index 8be43b231..cf6476e17 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -60,13 +60,13 @@ def _plot_item(self, dendro, ax, orientation, idx, x, y):
     def draw(self, dendro, orientation="lr", **kwds):
         """Draws the given Dendrogram in a matplotlib Axes.
 
+        Other keyword arguments are passed to mpl.patches.Polygon.
+
         @param dendro: the igraph.Dendrogram to plot.
         @orientation: the direction of the plot. Accepted values are "lr" (root
           on the right), "rl" (root on the left), "tb" (root at the bottom),
           and "bt" (root at the top). A few aliases are available (see
           L{igraph.utils.str_to_orientation}).
-
-        Other keyword arguments are passed to mpl.patches.Polygon.
         """
         from igraph.layout import Layout
 
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 430f81c70..9785cae3c 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -249,8 +249,8 @@ def _construct_graph_from_list_dict(
     multiple values y: the edge (x,y) will be created in the graph. x and y
     must be either one of:
 
-    - two integers: the vertices with those ids will be connected
-    - two strings: the vertices with those names will be connected
+      - two integers: the vertices with those ids will be connected
+      - two strings: the vertices with those names will be connected
 
     If names are used, the order of vertices is not guaranteed, and each
     vertex will be given the vertex_name_attr attribute.
@@ -312,21 +312,21 @@ def _construct_graph_from_dict_dict(
     interpreted as vertex names, in which case vertices are given separate
     numeric ids. Each value is a dictionary of edge attributes for that edge.
 
+    Example:
+
+      >>> {'Alice': {'Bob': {'weight': 1.5}, 'David': {'weight': 2}}}
+
+    creates a graph with three vertices (Alice, Bob, and David) and two edges:
+
+      - Alice - Bob (with weight 1.5)
+      - Alice - David (with weight 2)
+
     @param edges: the dict of dict of dicts specifying the edges and their
       attributes
     @param directed (bool): whether to create a directed graph
     @vertex_name_attr (str): vertex attribute that will store the names
 
     @returns: a Graph object
-
-    Example:
-
-    {'Alice': {'Bob': {'weight': 1.5}, 'David': {'weight': 2}}}
-
-    creates a graph with three vertices (Alice, Bob, and David) and two edges:
-
-    - Alice - Bob (with weight 1.5)
-    - Alice - David (with weight 2)
     """
     first_item = next(iter(edges), 0)
 
@@ -379,8 +379,8 @@ def _construct_graph_from_dataframe(
     @param edges: pandas DataFrame containing edges and metadata. The first
       two columns of this DataFrame contain the source and target vertices
       for each edge. These indicate the vertex IDs as nonnegative integers
-          rather than vertex names unless `use_vids` is False. Further columns
-          may contain edge attributes.
+      rather than vertex names unless `use_vids` is False. Further columns
+      may contain edge attributes.
     @param directed: bool setting whether the graph is directed
     @param vertices: None (default) or pandas DataFrame containing vertex
       metadata. The DataFrame's index must contain the vertex IDs as a
@@ -508,6 +508,22 @@ def _export_graph_to_dict_list(
 
     This function is the reverse of Graph.DictList.
 
+    Example:
+
+      >>> g = Graph([(0, 1), (1, 2)])
+      >>> g.vs["name"] = ["apple", "pear", "peach"]
+      >>> g.es["name"] = ["first_edge", "second"]
+
+      >>> g.to_dict_list()
+      ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+       [{"source": 0, "target": 1, "name": "first_edge"},
+        {"source" 0, "target": 2, name": "second"}])
+
+      >>> g.to_dict_list(use_vids=False)
+      ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
+       [{"source": "apple", "target": "pear", "name": "first_edge"},
+        {"source" "apple", "target": "peach", name": "second"}])
+
     @param use_vids (bool): whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
@@ -521,22 +537,6 @@ def _export_graph_to_dict_list(
 
     @return: a tuple with two lists of dictionaries, representing the vertices
       and the edges, respectively, with their attributes.
-
-    Example:
-
-    >>> g = Graph([(0, 1), (1, 2)])
-    >>> g.vs["name"] = ["apple", "pear", "peach"]
-    >>> g.es["name"] = ["first_edge", "second"]
-
-    >>> g.to_dict_list()
-    ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
-     [{"source": 0, "target": 1, "name": "first_edge"},
-      {"source" 0, "target": 2, name": "second"}])
-
-    >>> g.to_dict_list(use_vids=False)
-    ([{"name": "apple"}, {"name": "pear"}, {"name": "peach"}],
-     [{"source": "apple", "target": "pear", "name": "first_edge"},
-      {"source" "apple", "target": "peach", name": "second"}])
     """
     # Output data structures
     res_vs, res_es = [], []
@@ -577,6 +577,20 @@ def _export_graph_to_tuple_list(
 
     This function is the reverse of Graph.TupleList.
 
+    Example:
+
+      >>> g = Graph.Full(3)
+      >>> g.vs["name"] = ["apple", "pear", "peach"]
+      >>> g.es["name"] = ["first_edge", "second", "third"]
+
+      >>> # Get name of the edge
+      >>> g.to_tuple_list(edge_attrs=["name"])
+      [(0, 1, "first_edge"), (0, 2, "second"), (1, 2, "third")]
+
+      >>> # Use vertex names, no edge attributes
+      >>> g.to_tuple_list(use_vids=False)
+      [("apple", "pear"), ("apple", "peach"), ("pear", "peach")]
+
     @param use_vids (bool): whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
@@ -591,20 +605,6 @@ def _export_graph_to_tuple_list(
       structure.
 
     @return: a list of tuples, each representing an edge of the graph.
-
-    Example:
-
-    >>> g = Graph.Full(3)
-    >>> g.vs["name"] = ["apple", "pear", "peach"]
-    >>> g.es["name"] = ["first_edge", "second", "third"]
-
-    # Get name of the edge
-    >>> g.to_tuple_list(edge_attrs=["name"])
-    [(0, 1, "first_edge"), (0, 2, "second"), (1, 2, "third")]
-
-    # Use vertex names, no edge attributes
-    >>> g.to_tuple_list(use_vids=False)
-    [("apple", "pear"), ("apple", "peach"), ("pear", "peach")]
     """
     # Output data structure
     res = []
@@ -645,6 +645,15 @@ def _export_graph_to_list_dict(
 
     This function is the reverse of Graph.ListDict.
 
+    Example:
+
+      >>> g = Graph.Full(3)
+      >>> g.to_sequence_dict() -> {0: [1, 2], 1: [2]}
+      >>> g.to_sequence_dict(sequence_constructor=tuple) -> {0: (1, 2), 1: (2,)}
+      >>> g.vs['name'] = ['apple', 'pear', 'peach']
+      >>> g.to_sequence_dict(use_vids=False)
+      {'apple': ['pear', 'peach'], 'pear': ['peach']}
+
     @param use_vids (bool): whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
@@ -659,15 +668,6 @@ def _export_graph_to_list_dict(
 
     @return: dictionary of sequences, keyed by vertices, with each value
       containing the neighbors of that vertex.
-
-    Example:
-
-    >>> g = Graph.Full(3)
-    >>> g.to_sequence_dict() -> {0: [1, 2], 1: [2]}
-    >>> g.to_sequence_dict(sequence_constructor=tuple) -> {0: (1, 2), 1: (2,)}
-    >>> g.vs['name'] = ['apple', 'pear', 'peach']
-    >>> g.to_sequence_dict(use_vids=False)
-    {'apple': ['pear', 'peach'], 'pear': ['peach']}
     """
     if not use_vids:
         if vertex_name_attr not in graph.vertex_attributes():
@@ -697,6 +697,13 @@ def _export_graph_to_dict_dict(
 
     This function is the reverse of Graph.DictDict.
 
+    Example:
+
+      >>> g = Graph.Full(3)
+      >>> g.es['name'] = ['first_edge', 'second', 'third']
+      >>> g.to_dict_dict()
+      {0: {1: {'name': 'first_edge'}, 2: {'name': 'second'}}, 1: {2: {'name': 'third'}}}
+
     @param use_vids (bool): whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
@@ -715,13 +722,6 @@ def _export_graph_to_dict_dict(
     @return: dictionary of dictionaries of dictionaries, with the outer keys
       vertex ids/names, the middle keys ids/names of their neighbors, and the
       innermost dictionary representing attributes of that edge.
-
-    Example:
-    >>> g = Graph.Full(3)
-    >>> g.es['name'] = ['first_edge', 'second', 'third']
-    >>> g.to_dict_dict()
-    {0: {1: {'name': 'first_edge'}, 2: {'name': 'second'}},
-     1: {2: {'name': 'third'}}}
     """
     if edge_attrs is not None:
         if isinstance(edge_attrs, str):

From c5a8717e07f89880045aa08e0de2f62181ac28f5 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Dec 2021 10:25:15 +1100
Subject: [PATCH 0606/1681] fix: epydoc links down to ~40 warnings

---
 src/igraph/__init__.py                      | 19 ++++++++
 src/igraph/basic.py                         |  6 +--
 src/igraph/drawing/cairo/graph.py           |  2 +-
 src/igraph/drawing/matplotlib/dendrogram.py |  6 +--
 src/igraph/io/files.py                      |  2 +-
 src/igraph/io/libraries.py                  |  4 +-
 src/igraph/io/objects.py                    | 34 +++++++-------
 src/igraph/layout.py                        | 52 ++++++++++-----------
 src/igraph/operators/methods.py             |  4 +-
 src/igraph/structural.py                    |  6 +--
 10 files changed, 77 insertions(+), 58 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 096089942..619d21461 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -274,6 +274,25 @@
 from warnings import warn
 
 
+# Re-export from _igraph for API docs
+# Because _igraph starts with an underscore, pydoctor skips the whole docs
+# except for the objects mentioned down here.
+__all__ = [
+    'GraphBase',
+    'Edge',
+    'Vertex',
+    'InternalError',
+    'default_arpack_options',
+    'community_to_membership',
+    'convex_hull',
+    'is_degree_sequence',
+    'is_graphical_degree_sequence',
+    'set_progress_handler',
+    'set_random_number_generator',
+    'set_status_handler',
+]
+
+
 def deprecated(message):
     """Prints a warning message related to the deprecation of some igraph
     feature."""
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index a0ce23abd..5e443a26c 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -147,7 +147,7 @@ def _delete_edges(graph, *args, **kwds):
 def _clear(graph):
     """Clears the graph, deleting all vertices, edges, and attributes.
 
-    @see: L{delete_vertices} and L{delete_edges}.
+    @see: L{GraphBase.delete_vertices} and L{Graph.delete_edges}.
     """
     graph.delete_vertices()
     for attr in graph.attributes():
@@ -156,7 +156,7 @@ def _clear(graph):
 
 def _as_directed(graph, *args, **kwds):
     """Returns a directed copy of this graph. Arguments are passed on
-    to L{to_directed()} that is invoked on the copy.
+    to L{GraphBase.to_directed()} that is invoked on the copy.
     """
     copy = graph.copy()
     copy.to_directed(*args, **kwds)
@@ -165,7 +165,7 @@ def _as_directed(graph, *args, **kwds):
 
 def _as_undirected(graph, *args, **kwds):
     """Returns an undirected copy of this graph. Arguments are passed on
-    to L{to_undirected()} that is invoked on the copy.
+    to L{GraphBase.to_undirected()} that is invoked on the copy.
     """
     copy = graph.copy()
     copy.to_undirected(*args, **kwds)
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index 191701786..123aee230 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -92,7 +92,7 @@ def __init__(
                         four parameters: the Cairo context, the bounding
                         box of the drawing area, the palette to be
                         used for drawing colored vertices, and the graph layout.
-                        The default vertex drawer is L{DefaultVertexDrawer}.
+                        The default vertex drawer is L{CairoVertexDrawer}.
         @param edge_drawer_factory: a factory method that returns an
                         L{AbstractCairoEdgeDrawer} instance bound to a
                         given Cairo context. The factory method must take
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index cf6476e17..4f4a22e8d 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -28,8 +28,8 @@ def __init__(self, ax):
     def _plot_item(self, dendro, ax, orientation, idx, x, y):
         """Plots a dendrogram item to the given Cairo context
 
-        @param context: the Cairo context we are plotting on
-        @param horiz: whether the dendrogram is horizontally oriented
+        @param dendro: the dendrogram object
+        @param orientation: whether the dendrogram is horizontally oriented
         @param idx: the index of the item
         @param x: the X position of the item
         @param y: the Y position of the item
@@ -66,7 +66,7 @@ def draw(self, dendro, orientation="lr", **kwds):
         @orientation: the direction of the plot. Accepted values are "lr" (root
           on the right), "rl" (root on the left), "tb" (root at the bottom),
           and "bt" (root at the top). A few aliases are available (see
-          L{igraph.utils.str_to_orientation}).
+          L{utils.str_to_orientation}).
         """
         from igraph.layout import Layout
 
diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
index 64c70c4d2..1bf7542af 100644
--- a/src/igraph/io/files.py
+++ b/src/igraph/io/files.py
@@ -103,7 +103,7 @@ def _construct_graph_from_adjacency_file(
     """Constructs a graph based on an adjacency matrix from the given file.
 
     Additional positional and keyword arguments not mentioned here are
-    passed intact to L{Adjacency}.
+    passed intact to L{Graph.Adjacency}.
 
     @param f: the name of the file to be read or a file object
     @param sep: the string that separates the matrix elements in a row.
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 4218e1b8d..057ca1014 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -11,7 +11,7 @@ def _export_graph_to_networkx(
         constructing the graph. C{None} means to let igraph infer the most
         appropriate class based on whether the graph is directed and whether
         it has multi-edges.
-    @param vertex_attr_hashable (str): vertex attribute used to name vertices
+    @param vertex_attr_hashable: (str) vertex attribute used to name vertices
         in the exported network. The default "_nx_name" ensures round trip
         conversions to/from networkx are lossless.
     """
@@ -78,7 +78,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable="_nx_name"):
     distinguish edges that connect the same two vertices.
 
     @param g: networkx Graph or DiGraph
-    @param vertex_attr_hashable (str): attribute used to store the Python
+    @param vertex_attr_hashable: (str) attribute used to store the Python
         hashable used by networkx to identify each vertex. The default value
         '_nx_name' ensures lossless round trip conversions to/from networkx. An
         alternative choice is 'name': in that case, using strings for vertex
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 9785cae3c..104d1277e 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -256,8 +256,8 @@ def _construct_graph_from_list_dict(
     vertex will be given the vertex_name_attr attribute.
 
     @param edges: the dict of sequences describing the edges
-    @param directed (bool): whether to create a directed graph
-    @vertex_name_attr (str): vertex attribute that will store the names
+    @param directed: (bool) whether to create a directed graph
+    @vertex_name_attr: (str) vertex attribute that will store the names
 
     @returns: a Graph object
 
@@ -323,8 +323,8 @@ def _construct_graph_from_dict_dict(
 
     @param edges: the dict of dict of dicts specifying the edges and their
       attributes
-    @param directed (bool): whether to create a directed graph
-    @vertex_name_attr (str): vertex attribute that will store the names
+    @param directed: (bool) whether to create a directed graph
+    @vertex_name_attr: (str) vertex attribute that will store the names
 
     @returns: a Graph object
     """
@@ -524,14 +524,14 @@ def _export_graph_to_dict_list(
        [{"source": "apple", "target": "pear", "name": "first_edge"},
         {"source" "apple", "target": "peach", name": "second"}])
 
-    @param use_vids (bool): whether to label vertices in the output data
+    @param use_vids: (bool) whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param skip_none (bool): whether to skip, for each edge, attributes that
+    @param skip_none: (bool) whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr (str): only used with use_vids=False to choose what
+    @vertex_name_attr: (str) only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -591,16 +591,16 @@ def _export_graph_to_tuple_list(
       >>> g.to_tuple_list(use_vids=False)
       [("apple", "pear"), ("apple", "peach"), ("pear", "peach")]
 
-    @param use_vids (bool): whether to label vertices in the output data
+    @param use_vids: (bool) whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param edge_attrs (str or list of str): list of edge attributes to export
+    @param edge_attrs: (str or list of str) list of edge attributes to export
       in addition to source and target vertex, which are always the first two
       elements of each tuple. None (default) is equivalent to an empty list. A
       string is acceptable to signify a single attribute and will be wrapped in
       a list internally.
-    @vertex_name_attr (str): only used with use_vids=False to choose what
+    @vertex_name_attr: (str) only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -654,15 +654,15 @@ def _export_graph_to_list_dict(
       >>> g.to_sequence_dict(use_vids=False)
       {'apple': ['pear', 'peach'], 'pear': ['peach']}
 
-    @param use_vids (bool): whether to label vertices in the output data
+    @param use_vids: (bool) whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param sequence_constructor (function): constructor for the data structure
+    @param sequence_constructor: (function) constructor for the data structure
       to be used as values of the dictionary. The default (list) makes a dict
       of lists, with each list representing the neighbors of the vertex
       specified in the respective dictionary key.
-    @vertex_name_attr (str): only used with use_vids=False to choose what
+    @vertex_name_attr: (str) only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -704,18 +704,18 @@ def _export_graph_to_dict_dict(
       >>> g.to_dict_dict()
       {0: {1: {'name': 'first_edge'}, 2: {'name': 'second'}}, 1: {2: {'name': 'third'}}}
 
-    @param use_vids (bool): whether to label vertices in the output data
+    @param use_vids: (bool) whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param edge_attrs (str or list of str): list of edge attributes to export.
+    @param edge_attrs: (str or list of str) list of edge attributes to export.
       None (default) signified all attributes (unlike Graph.to_tuple_list). A
       string is acceptable to signify a single attribute and will be wrapped
       in a list internally.
-    @param skip_none (bool): whether to skip, for each edge, attributes that
+    @param skip_none: (bool) whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr (str): only used with use_vids=False to choose what
+    @vertex_name_attr: (str) only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index a8626a1ff..51e3bb6f9 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -250,7 +250,7 @@ def to_radial(self, min_angle=100, max_angle=80, min_radius=0.0, max_radius=1.0)
         top-down ones (that's why the Y coordinate belongs to the radius).
         It can also be used in conjunction with the Fruchterman-Reingold
         layout algorithm via its I{miny} and I{maxy} parameters (see
-        L{Graph.layout_fruchterman_reingold()<igraph._igraph.GraphBase.layout_fruchterman_reingold()>})
+        L{Graph.layout_fruchterman_reingold()<GraphBase.layout_fruchterman_reingold()>})
         to produce radial layouts where the radius belongs to some property of
         the vertices.
 
@@ -448,61 +448,61 @@ def _layout(graph, layout=None, *args, **kwds):
     Registered layout names understood by this method are:
 
       - C{auto}, C{automatic}: automatic layout
-        (see L{layout_auto})
+        (see L{Graph.layout_auto})
 
-      - C{bipartite}: bipartite layout (see L{layout_bipartite})
+      - C{bipartite}: bipartite layout (see L{GraphBase.layout_bipartite})
 
       - C{circle}, C{circular}: circular layout
-        (see L{layout_circle})
+        (see L{GraphBase.layout_circle})
 
       - C{dh}, C{davidson_harel}: Davidson-Harel layout (see
-        L{layout_davidson_harel})
+        L{GraphBase.layout_davidson_harel})
 
-      - C{drl}: DrL layout for large graphs (see L{layout_drl})
+      - C{drl}: DrL layout for large graphs (see L{GraphBase.layout_drl})
 
       - C{drl_3d}: 3D DrL layout for large graphs
-        (see L{layout_drl})
+        (see L{GraphBase.layout_drl})
 
       - C{fr}, C{fruchterman_reingold}: Fruchterman-Reingold layout
-        (see L{layout_fruchterman_reingold}).
+        (see L{GraphBase.layout_fruchterman_reingold}).
 
       - C{fr_3d}, C{fr3d}, C{fruchterman_reingold_3d}: 3D Fruchterman-
-        Reingold layout (see L{layout_fruchterman_reingold}).
+        Reingold layout (see L{GraphBase.layout_fruchterman_reingold}).
 
-      - C{grid}: regular grid layout in 2D (see L{layout_grid})
+      - C{grid}: regular grid layout in 2D (see L{GraphBase.layout_grid})
 
-      - C{grid_3d}: regular grid layout in 3D (see L{layout_grid_3d})
+      - C{grid_3d}: regular grid layout in 3D (see L{GraphBase.layout_grid_3d})
 
-      - C{graphopt}: the graphopt algorithm (see L{layout_graphopt})
+      - C{graphopt}: the graphopt algorithm (see L{GraphBase.layout_graphopt})
 
       - C{kk}, C{kamada_kawai}: Kamada-Kawai layout
-        (see L{layout_kamada_kawai})
+        (see L{GraphBase.layout_kamada_kawai})
 
       - C{kk_3d}, C{kk3d}, C{kamada_kawai_3d}: 3D Kamada-Kawai layout
-        (see L{layout_kamada_kawai})
+        (see L{GraphBase.layout_kamada_kawai})
 
       - C{lgl}, C{large}, C{large_graph}: Large Graph Layout
-        (see L{layout_lgl})
+        (see L{GraphBase.layout_lgl})
 
-      - C{mds}: multidimensional scaling layout (see L{layout_mds})
+      - C{mds}: multidimensional scaling layout (see L{GraphBase.layout_mds})
 
-      - C{random}: random layout (see L{layout_random})
+      - C{random}: random layout (see L{GraphBase.layout_random})
 
-      - C{random_3d}: random 3D layout (see L{layout_random})
+      - C{random_3d}: random 3D layout (see L{GraphBase.layout_random})
 
       - C{rt}, C{tree}, C{reingold_tilford}: Reingold-Tilford tree
-        layout (see L{layout_reingold_tilford})
+        layout (see L{GraphBase.layout_reingold_tilford})
 
       - C{rt_circular}, C{reingold_tilford_circular}: circular
         Reingold-Tilford tree layout
-        (see L{layout_reingold_tilford_circular})
+        (see L{GraphBase.layout_reingold_tilford_circular})
 
       - C{sphere}, C{spherical}, C{circle_3d}, C{circular_3d}: spherical
-        layout (see L{layout_circle})
+        layout (see L{GraphBase.layout_circle})
 
-      - C{star}: star layout (see L{layout_star})
+      - C{star}: star layout (see L{GraphBase.layout_star})
 
-      - C{sugiyama}: Sugiyama layout (see L{layout_sugiyama})
+      - C{sugiyama}: Sugiyama layout (see L{Graph.layout_sugiyama})
 
     @param layout: the layout to use. This can be one of the registered
       layout names or a callable which returns either a L{Layout} object or
@@ -554,14 +554,14 @@ def _layout_auto(graph, *args, **kwds):
 
       3. Otherwise, if the graph is connected and has at most 100
          vertices, the Kamada-Kawai layout will be used (see
-         L{layout_kamada_kawai()}).
+         L{GraphBase.layout_kamada_kawai()}).
 
       4. Otherwise, if the graph has at most 1000 vertices, the
          Fruchterman-Reingold layout will be used (see
-         L{layout_fruchterman_reingold()}).
+         L{GraphBase.layout_fruchterman_reingold()}).
 
       5. If everything else above failed, the DrL layout algorithm
-         will be used (see L{layout_drl()}).
+         will be used (see L{GraphBase.layout_drl()}).
 
     All the arguments of this function except C{dim} are passed on
     to the chosen layout function (in case we have to call some layout
diff --git a/src/igraph/operators/methods.py b/src/igraph/operators/methods.py
index 1822103d9..9306f9087 100644
--- a/src/igraph/operators/methods.py
+++ b/src/igraph/operators/methods.py
@@ -41,7 +41,7 @@ def _union(graph, other, byname="auto"):
 
     @param other: graph or list of graphs to be united with the current one.
     @param byname: whether to use vertex names instead of ids. See
-      L{igraph.union} for details.
+      L{igraph.operators.union} for details.
     @return: the union graph
     """
     if isinstance(other, GraphBase):
@@ -55,7 +55,7 @@ def _intersection(graph, other, byname="auto"):
     @param other: graph or list of graphs to be intersected with
       the current one.
     @param byname: whether to use vertex names instead of ids. See
-      L{igraph.intersection} for details.
+      L{igraph.operators.intersection} for details.
     @return: the intersection graph
     """
     if isinstance(other, GraphBase):
diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index f751adf20..ef6b3b440 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -9,7 +9,7 @@
 def _indegree(graph, *args, **kwds):
     """Returns the in-degrees in a list.
 
-    See L{degree} for possible arguments.
+    See L{GraphBase.degree} for possible arguments.
     """
     kwds["mode"] = IN
     return graph.degree(*args, **kwds)
@@ -18,7 +18,7 @@ def _indegree(graph, *args, **kwds):
 def _outdegree(graph, *args, **kwds):
     """Returns the out-degrees in a list.
 
-    See L{degree} for possible arguments.
+    See L{GraphBase.degree} for possible arguments.
     """
     kwds["mode"] = OUT
     return graph.degree(*args, **kwds)
@@ -27,7 +27,7 @@ def _outdegree(graph, *args, **kwds):
 def _degree_distribution(graph, bin_width=1, *args, **kwds):
     """Calculates the degree distribution of the graph.
 
-    Unknown keyword arguments are directly passed to L{degree()}.
+    Unknown keyword arguments are directly passed to L{GraphBase.degree}.
 
     @param bin_width: the bin width of the histogram
     @return: a histogram representing the degree distribution of the

From bdd8c5e3e7886ad7cb716e0d0b113d057d83c164 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Dec 2021 10:43:07 +1100
Subject: [PATCH 0607/1681] fix: 38 warnings left, many can be ignored

---
 src/igraph/configuration.py              | 3 ++-
 src/igraph/drawing/__init__.py           | 3 ++-
 src/igraph/drawing/cairo/polygon.py      | 1 -
 src/igraph/drawing/graph.py              | 2 +-
 src/igraph/drawing/matplotlib/polygon.py | 1 -
 src/igraph/drawing/plotly/polygon.py     | 1 -
 src/igraph/layout.py                     | 2 +-
 7 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index cb3a93c55..aa9922333 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -105,7 +105,8 @@ class Configuration:
     embedded (e.g., IPython and its Qt console). These settings are stored in
     section C{shell}.
 
-        - B{ipython.inlining.Plot}: whether to show instances of the L{Plot} class
+        - B{ipython.inlining.Plot}: whether to show instances of the
+          L{Plot<drawing.Plot>} class
           inline in IPython's console if the console supports it. Default: C{True}
     """
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 6fab8ffb4..c45857ae4 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -104,7 +104,8 @@ class DrawerDirectory:
     def resolve(cls, obj, backend):
         """Given a shape name, returns the corresponding shape drawer class
 
-        @param: obj: an instance of the object to plot
+        @param cls: the class to resolve
+        @param obj: an instance of the object to plot
         @param backend: the name of the backend
         @return: the corresponding shape drawer class
 
diff --git a/src/igraph/drawing/cairo/polygon.py b/src/igraph/drawing/cairo/polygon.py
index 8b350d6d5..5b1d3f27d 100644
--- a/src/igraph/drawing/cairo/polygon.py
+++ b/src/igraph/drawing/cairo/polygon.py
@@ -21,7 +21,6 @@ def __init__(self, context, bbox=(1, 1)):
 
         @param  context: the Cairo context to draw on
         @param  bbox:    ignored, leave it at its default value
-        @param  points:  the list of corner points
         """
         super().__init__(context, bbox)
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 6c3732a38..d47906510 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -410,7 +410,7 @@ def __plot__(self, backend, context, *args, **kwds):
         L{Layout}, it will be passed to L{layout} to calculate
         the layout. Note that if you want a deterministic layout that
         does not change with every plot, you must either use a
-        deterministic layout function (like L{layout_circle}) or
+        deterministic layout function (like L{GraphBase.layout_circle}) or
         calculate the layout in advance and pass a L{Layout} object here.
 
       - C{margin}: the top, right, bottom, left margins as a 4-tuple.
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 9267b806d..9cbbf6546 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -22,7 +22,6 @@ def __init__(self, ax):
         Matplotlib axes.
 
         @param  ax: the matplotlib Axes to draw on
-        @param  points:  the list of corner points
         """
         self.context = ax
 
diff --git a/src/igraph/drawing/plotly/polygon.py b/src/igraph/drawing/plotly/polygon.py
index 49f96ce87..b3d8929cb 100644
--- a/src/igraph/drawing/plotly/polygon.py
+++ b/src/igraph/drawing/plotly/polygon.py
@@ -22,7 +22,6 @@ def __init__(self, fig):
         Matplotlib axes.
 
         @param  fig: the plotly Figure to draw on
-        @param  points:  the list of corner points
         """
         self.context = fig
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 51e3bb6f9..3f40fb150 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -471,7 +471,7 @@ def _layout(graph, layout=None, *args, **kwds):
 
       - C{grid}: regular grid layout in 2D (see L{GraphBase.layout_grid})
 
-      - C{grid_3d}: regular grid layout in 3D (see L{GraphBase.layout_grid_3d})
+      - C{grid_3d}: regular grid layout in 3D (see L{GraphBase.layout_grid})
 
       - C{graphopt}: the graphopt algorithm (see L{GraphBase.layout_graphopt})
 

From 70d9973eb3a43541ceaa3a85f9384d9aae655eb4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 27 Dec 2021 11:54:35 +1100
Subject: [PATCH 0608/1681] __all__ passes tests now

---
 src/igraph/__init__.py | 95 +++++++++++++++++++++++++++++++++---------
 1 file changed, 76 insertions(+), 19 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 619d21461..9dd806d45 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -274,25 +274,6 @@
 from warnings import warn
 
 
-# Re-export from _igraph for API docs
-# Because _igraph starts with an underscore, pydoctor skips the whole docs
-# except for the objects mentioned down here.
-__all__ = [
-    'GraphBase',
-    'Edge',
-    'Vertex',
-    'InternalError',
-    'default_arpack_options',
-    'community_to_membership',
-    'convex_hull',
-    'is_degree_sequence',
-    'is_graphical_degree_sequence',
-    'set_progress_handler',
-    'set_random_number_generator',
-    'set_status_handler',
-]
-
-
 def deprecated(message):
     """Prints a warning message related to the deprecation of some igraph
     feature."""
@@ -1135,3 +1116,79 @@ def write(graph, filename, *args, **kwds):
     _clusters,
     _add_proxy_methods,
 )
+
+# Re-export from _igraph for API docs
+# Because _igraph starts with an underscore, pydoctor skips the whole docs
+# except for the objects mentioned down here.
+__all__ = [
+    'config',
+    'Cut',
+    'Graph',
+    'GraphBase',
+    'Edge',
+    'Vertex',
+    'EdgeSeq',
+    'VertexSeq',
+    'Matching',
+    'AdvancedGradientPalette',
+    'GradientPalette',
+    'InternalError',
+    'Layout',
+    'default_arpack_options',
+    'community_to_membership',
+    'convex_hull',
+    'is_degree_sequence',
+    'is_graphical_degree_sequence',
+    'hsla_to_rgba',
+    'hsl_to_rgb',
+    'hsva_to_rgba',
+    'hsv_to_rgb',
+    'rgba_to_hsla',
+    'rgb_to_hsl',
+    'rgba_to_hsva',
+    'rgb_to_hsv',
+    'set_progress_handler',
+    'set_random_number_generator',
+    'set_status_handler',
+    'union',
+    'intersection',
+    'disjoint_union',
+
+    # enums and stuff
+    'ADJ_DIRECTED',
+    'ADJ_LOWER',
+    'ADJ_MAX',
+    'ADJ_MIN',
+    'ADJ_PLUS',
+    'ADJ_UNDIRECTED',
+    'ADJ_UPPER',
+    'ALL',
+    'ARPACKOptions',
+    'BFSIter',
+    'BLISS_F',
+    'BLISS_FL',
+    'BLISS_FLM',
+    'BLISS_FM',
+    'BLISS_FS',
+    'BLISS_FSM',
+    'DFSIter',
+    'GET_ADJACENCY_BOTH',
+    'GET_ADJACENCY_LOWER',
+    'GET_ADJACENCY_UPPER',
+    'IN',
+    'OUT',
+    'REWIRING_SIMPLE',
+    'REWIRING_SIMPLE_LOOPS',
+    'STAR_IN',
+    'STAR_MUTUAL',
+    'STAR_OUT',
+    'STAR_UNDIRECTED',
+    'STRONG',
+    'TRANSITIVITY_NAN',
+    'TRANSITIVITY_ZERO',
+    'TREE_IN',
+    'TREE_OUT',
+    'TREE_UNDIRECTED',
+    'WEAK',
+
+]

From 9cfdb4fbb0de527375cade1dc0df34143956e9b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 27 Dec 2021 13:28:28 +0100
Subject: [PATCH 0609/1681] fix: don't build tests when building vendored
 igraph

---
 setup.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/setup.py b/setup.py
index 8e9d29b76..015468a41 100644
--- a/setup.py
+++ b/setup.py
@@ -237,6 +237,9 @@ def _compile_in(
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")
 
+        # No need to build tests
+        args.append("-DBUILD_TESTING=OFF")
+
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
             args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))

From b8062f9da99d790b3f1b98bb855b4d41cfd23322 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 28 Dec 2021 00:03:15 +1100
Subject: [PATCH 0610/1681] WIP: Tutorial gallery (#487)

* First prototype of gallery

* Keep aspect ratio in thumbnails

* Animated GIF in gallery

* Intersphinx for networkx in case we need it

* style: minor CSS tweaks in the generated gallery, fix vertical centering of caption in overlay

* style: nitpicking in mkdoc.sh

* fix: ignore doc/tutorial folder

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .gitignore                                    |   2 +
 doc/source/conf.py                            |  22 +-
 doc/source/gallery.rst                        |  48 ---
 doc/source/sphinxext/gallery_generator.py     | 281 ++++++++++++++++++
 .../betweenness/assets/betweenness.py         |   3 -
 .../tutorials/betweenness/betweenness.rst     |   2 +-
 .../betweenness/figures/betweenness.png       | Bin 51415 -> 30970 bytes
 .../assets/bipartite_matching.py              |   1 -
 .../figures/bipartite_matching.png            | Bin 0 -> 13959 bytes
 .../figures/bipartite_matching_maxflow.png    | Bin 26165 -> 18396 bytes
 .../erdos_renyi/figures/erdos_renyi.png       | Bin 97713 -> 91293 bytes
 .../tutorials/maxflow/figures/maxflow.png     | Bin 27330 -> 17642 bytes
 ...online_users.py => online_user_actions.py} |   0
 .../figures/online_user_actions.png           | Bin 0 -> 31455 bytes
 .../figures/online_users.png                  | Bin 48823 -> 0 bytes
 .../online_user_actions.rst                   |   2 +-
 .../quickstart/figures/quickstart.png         | Bin 0 -> 16277 bytes
 .../ring_animation/figures/ring_animation.png | Bin 0 -> 12172 bytes
 .../{shortest_path.py => shortest_paths.py}   |   0
 .../{shortest_path.png => shortest_paths.png} | Bin
 .../shortest_paths/shortest_paths.rst         |   2 +-
 .../tutorials/visual_style/visual_style.rst   |   6 +-
 .../figures/visualize_cliques.png             | Bin 0 -> 61106 bytes
 .../figures/visualize_cliques_with_edges.png  | Bin 0 -> 66521 bytes
 .../figures/visualize_communities.png         | Bin 57542 -> 37030 bytes
 .../visualize_communities.rst                 |   2 +-
 scripts/mkdoc.sh                              |  26 +-
 27 files changed, 321 insertions(+), 76 deletions(-)
 delete mode 100644 doc/source/gallery.rst
 create mode 100644 doc/source/sphinxext/gallery_generator.py
 create mode 100644 doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png
 rename doc/source/tutorials/online_user_actions/assets/{online_users.py => online_user_actions.py} (100%)
 create mode 100644 doc/source/tutorials/online_user_actions/figures/online_user_actions.png
 delete mode 100644 doc/source/tutorials/online_user_actions/figures/online_users.png
 create mode 100644 doc/source/tutorials/quickstart/figures/quickstart.png
 create mode 100644 doc/source/tutorials/ring_animation/figures/ring_animation.png
 rename doc/source/tutorials/shortest_paths/assets/{shortest_path.py => shortest_paths.py} (100%)
 rename doc/source/tutorials/shortest_paths/figures/{shortest_path.png => shortest_paths.png} (100%)
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png
 create mode 100644 doc/source/tutorials/visualize_cliques/figures/visualize_cliques_with_edges.png

diff --git a/.gitignore b/.gitignore
index 5495ecd24..f07954b13 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,8 @@
 build/
 dist/
 doc/api/
+doc/source/gallery.rst
+doc/tutorial/
 src/igraph/*.so
 result_images/
 *.egg-info/
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 4aa58a76e..50aab9d9c 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -13,7 +13,8 @@
 
 from datetime import datetime
 
-import sys, os
+import sys
+import os
 import sphinxbootstrap4theme
 
 # If extensions (or modules to document with autodoc) are in another directory,
@@ -28,7 +29,13 @@
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
-extensions = ['sphinx.ext.coverage']
+sys.path.insert(0, os.path.abspath('sphinxext'))
+extensions = [
+    'sphinx.ext.coverage',
+    'sphinx.ext.mathjax',
+    'sphinx.ext.intersphinx',
+    'gallery_generator',
+]
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
@@ -257,3 +264,14 @@
 
 # The depth of the table of contents in toc.ncx.
 #epub_tocdepth = 3
+
+
+# -- Intersphinx ------------------------------------------------
+
+intersphinx_mapping = {
+    'numpy': ('https://numpy.org/doc/stable/', None),
+    'scipy': ('https://docs.scipy.org/doc/scipy/reference/', None),
+    'matplotlib': ('https://matplotlib.org/stable', None),
+    'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
+    'networkx': ('https://networkx.org/documentation/stable/', None)
+}
diff --git a/doc/source/gallery.rst b/doc/source/gallery.rst
deleted file mode 100644
index 510476ce5..000000000
--- a/doc/source/gallery.rst
+++ /dev/null
@@ -1,48 +0,0 @@
-.. include:: include/global.rst
-
-.. _gallery:
-
-=======
-Gallery
-=======
-
-This page contains short examples showcasing the functionality of |igraph|:
-
- - :ref:`tutorials-quickstart`
- - :ref:`tutorials-articulation-points`
- - :ref:`tutorials-betweenness`
- - :ref:`tutorials-bipartite-matching`
- - :ref:`tutorials-bipartite-matching-maxflow`
- - :ref:`tutorials-bridges`
- - :ref:`tutorials-cliques`
- - :ref:`tutorials-configuration`
- - :ref:`tutorials-maxflow`
- - :ref:`tutorials-random`
- - :ref:`tutorials-ring-animation`
- - :ref:`tutorials-shortest-paths`
- - :ref:`tutorials-online-user-actions`
- - :ref:`tutorials-topological-sort`
- - :ref:`tutorials-visual-style`
- - :ref:`tutorials-visualize-communities`
-
-
-.. toctree::
-   :maxdepth: 2
-   :hidden:
-
-   tutorials/quickstart/quickstart
-   tutorials/articulation_points/articulation_points
-   tutorials/betweenness/betweenness
-   tutorials/bipartite_matching/bipartite_matching
-   tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow
-   tutorials/bridges/bridges
-   tutorials/configuration/configuration
-   tutorials/erdos_renyi/erdos_renyi
-   tutorials/maxflow/maxflow
-   tutorials/online_user_actions/online_user_actions
-   tutorials/ring_animation/ring_animation
-   tutorials/shortest_paths/shortest_paths
-   tutorials/topological_sort/topological_sort
-   tutorials/visual_style/visual_style
-   tutorials/visualize_cliques/visualize_cliques
-   tutorials/visualize_communities/visualize_communities
diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
new file mode 100644
index 000000000..2c847f6a8
--- /dev/null
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -0,0 +1,281 @@
+"""
+Sphinx plugin to run example scripts and create a gallery page.
+
+Lightly modified from the seaborn project (Michael Waskom).
+Originally, lightly modified from the mpld3 project.
+
+"""
+import os
+import os.path as op
+import re
+import glob
+import token
+import tokenize
+import shutil
+import warnings
+
+import matplotlib
+matplotlib.use('Agg')
+import matplotlib.pyplot as plt  # noqa: E402
+
+
+INDEX_TEMPLATE = """
+
+.. raw:: html
+
+    <style type="text/css">
+    .figure-box {{
+        position: relative;
+        float: left;
+        margin: 10px;
+        width: 180px;
+        height: 220px;
+    }}
+
+    .figure img {{
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+    }}
+
+    .figure:hover img {{
+        -webkit-filter: blur(3px);
+        -moz-filter: blur(3px);
+        -o-filter: blur(3px);
+        -ms-filter: blur(3px);
+        filter: blur(3px);
+    }}
+
+    .figure span {{
+        position: absolute;
+        display: inline;
+        left: 0;
+        width: 170px;
+        height: 170px;
+        background: rgba(255, 255, 255, 0);
+        color: black;
+        opacity: 0;
+        z-index: 100;
+        transition: opacity 0.25s ease-in-out;
+    }}
+
+    .figure p {{
+        position: absolute;
+        top: 50%;
+        width: 100%;
+        transform: translateY(-50%);
+        margin: 0;
+    }}
+
+    .figure:hover span {{
+        background: rgba(255, 255, 255, 0.75);
+        opacity: 1;
+    }}
+
+    .caption {{
+        position: absolute;
+        width: 180px;
+        top: 190px;
+        text-align: center !important;
+    }}
+    </style>
+
+.. _{sphinx_tag}:
+
+Tutorial gallery
+================
+
+{toctree}
+
+{contents}
+
+.. raw:: html
+
+    <div style="clear: both"></div>
+"""
+
+
+def create_thumbnail(infile, thumbfile,
+                     size=275,
+                     #width=275, height=275,
+                     #cx=0.5, cy=0.5, border=4,
+                     ):
+    '''Store a thumbnail from a PNG figure.
+
+    For nonsquare images, pad them with the background color as estimated from
+    the top left corner of the image.
+    '''
+    import numpy as np
+
+    baseout, extout = op.splitext(thumbfile)
+
+    im = matplotlib.image.imread(infile)
+    rows, cols, ncolors = im.shape
+
+    if rows > cols:
+        tmp = np.empty((rows, rows, ncolors), dtype=im.dtype)
+        tmp[:] = im[0, 0]
+        diff = (rows - cols) // 2
+        tmp[:, diff:diff + cols] = im
+        im = tmp
+    elif cols > rows:
+        tmp = np.empty((cols, cols, ncolors), dtype=im.dtype)
+        tmp[:] = im[0, 0]
+        diff = (cols - rows) // 2
+        tmp[diff:diff + rows] = im
+        im = tmp
+
+    #x0 = int(cx * cols - .5 * width)
+    #y0 = int(cy * rows - .5 * height)
+    #xslice = slice(x0, x0 + width)
+    #yslice = slice(y0, y0 + height)
+    #thumb = im[yslice, xslice]
+    #thumb[:border, :, :3] = thumb[-border:, :, :3] = 0
+    #thumb[:, :border, :3] = thumb[:, -border:, :3] = 0
+
+    dpi = 100
+    fig = plt.figure(figsize=(size / dpi, size / dpi), dpi=dpi)
+
+    ax = fig.add_axes([0, 0, 1, 1], aspect='auto',
+                      frameon=False, xticks=[], yticks=[])
+    ax.imshow(im, aspect='auto', resample=True,
+              interpolation='bilinear')
+    fig.savefig(thumbfile, dpi=dpi)
+    return fig
+
+
+def indent(s, N=4):
+    """indent a string"""
+    return s.replace('\n', '\n' + N * ' ')
+
+
+class TutorialGenerator(object):
+    """Tools for generating an example page from a file"""
+    def __init__(self, dirname, thumbs_dir):
+        self.dirname = dirname
+        self.thumbs_dir = thumbs_dir
+
+    @property
+    def modulename(self):
+        return op.split(self.dirname)[-1]
+
+    @property
+    def rstfilename(self):
+        return op.join(self.dirname, self.modulename + ".rst")
+
+    @property
+    def htmlfilename(self):
+        return 'tutorials/{0}/{0}.html'.format(self.modulename)
+
+    @property
+    def sphinxtag(self):
+        return self.modulename
+
+    @property
+    def pagetitle(self):
+        return self.docstring.strip().split('\n')[0].strip()
+
+    def create_thumbnail_if_needed(self):
+        '''Create a thumbnail except for animated GIFs'''
+
+        # Make thumbnail for PNG images, for GIFs just pass through
+        animated_giffiles = glob.glob(
+            op.join(self.dirname, "figures", "*.gif")
+        )
+        if len(animated_giffiles):
+            thumbfile = animated_giffiles[0]
+        else:
+            imagefile = glob.glob(op.join(self.dirname, "figures", "*.png"))[0]
+            thumbfile = op.join(self.thumbs_dir, self.modulename + '_thumb.png')
+            create_thumbnail(imagefile, thumbfile)
+
+        # Thumbnail/GIF file without path
+        self.thumbfilename = op.split(thumbfile)[1]
+
+    def extract_title(self):
+        '''Extract title from RST file'''
+        with open(self.rstfilename, 'rt') as f:
+            for line in f:
+                if set(line.rstrip('\n')) == set('='):
+                    break
+            else:
+                raise IOError('Title not found')
+            title = next(f).rstrip('\n')
+        self.title = title
+
+    def toctree_entry(self):
+        return "   ./{:}\n\n".format(op.splitext(self.htmlfilename)[0])
+
+    def contents_entry(self):
+        return (".. raw:: html\n\n"
+                "    <div class='figure-box align-center'>\n"
+                "    <a href=./tutorials/{1}/{1}.html>\n"
+                "    <div class='figure align-center'>\n"
+                "    <img src=_images/{0}>\n"
+                "    <span class='figure-label'>\n"
+                "    <p>{2}</p>\n"
+                "    </span>\n"
+                "    </div>\n"
+                "    <div class='caption'>\n"
+                "    {2}\n"
+                "    </div>\n"
+                "    </a>\n"
+                "    </div>\n\n"
+                "\n\n"
+                "".format(self.thumbfilename,
+                          self.modulename,
+                          self.title,
+                          ))
+
+
+def main(app):
+    source_dir = op.abspath(op.join(app.builder.srcdir, 'tutorials'))
+    thumbs_dir = op.join(app.builder.outdir, "_images")
+
+    if not op.isdir(thumbs_dir):
+        os.makedirs(thumbs_dir, exist_ok=True)
+
+    toctree = ("\n\n"
+               ".. toctree::\n"
+               "   :hidden:\n\n")
+    content_dict = {}
+
+    # Write individual example files
+    for filename in sorted(glob.glob(op.join(source_dir, "*", "*.rst"))):
+        print(filename)
+
+        # Folder for this tutorial
+        dirname = op.dirname(filename)
+
+        # Extract title for thumbnail alt/subtitle
+        ex = TutorialGenerator(dirname, thumbs_dir)
+
+        # Extract title
+        ex.extract_title()
+
+        # Make thumbnail if needed
+        ex.create_thumbnail_if_needed()
+
+        # Generate toctree and content raw html code
+        toctree += ex.toctree_entry()
+        content_dict[ex.title] = ex.contents_entry()
+
+    # Sort
+    content_list = ["\n\n"] + [content_dict.pop('Quick Start')]
+    for title in sorted(content_dict):
+        content_list.append(content_dict[title])
+    contents = ''.join(content_list)
+
+    # write index file
+    index_file = op.join(source_dir, '..', 'gallery.rst')
+    with open(index_file, 'w') as index:
+        index.write(INDEX_TEMPLATE.format(sphinx_tag="gallery",
+                                          toctree=toctree,
+                                          contents=contents))
+
+
+def setup(app):
+    app.connect('builder-inited', main)
+
diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index e81675341..7f9b7e6d4 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -37,6 +37,3 @@ def plot_betweenness(g, ax):
 # Add "a" and "b" labels for panels
 fig.text(0.05, 0.9, 'a', va='top')
 fig.text(0.55, 0.9, 'b', va='top')
-
-plt.show()
-
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 84971b590..d85da5daa 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -3,7 +3,7 @@
 .. _tutorials-betweenness:
 
 =======================
-Visualizing Betweenness
+Betweenness
 =======================
 
 .. _betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#betweenness
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index daecf3795dd41df79171c1f6a4536620ea24afee..465482dad02dbe342c5e7829e7b90092a9e31740 100644
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diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
index 1c1e66602..fdb400eae 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
@@ -30,7 +30,6 @@
     edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
     edge_color=["red" if e.target == matching.match_of(e.source) else "black" for e in g.es]
 )
-plt.show()
 
 # Matching is:
 # 0 - 5
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png b/doc/source/tutorials/bipartite_matching/figures/bipartite_matching.png
new file mode 100644
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diff --git a/doc/source/tutorials/online_user_actions/assets/online_users.py b/doc/source/tutorials/online_user_actions/assets/online_user_actions.py
similarity index 100%
rename from doc/source/tutorials/online_user_actions/assets/online_users.py
rename to doc/source/tutorials/online_user_actions/assets/online_user_actions.py
diff --git a/doc/source/tutorials/online_user_actions/figures/online_user_actions.png b/doc/source/tutorials/online_user_actions/figures/online_user_actions.png
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diff --git a/doc/source/tutorials/online_user_actions/online_user_actions.rst b/doc/source/tutorials/online_user_actions/online_user_actions.rst
index d938de141..8561fdbe0 100644
--- a/doc/source/tutorials/online_user_actions/online_user_actions.rst
+++ b/doc/source/tutorials/online_user_actions/online_user_actions.rst
@@ -92,7 +92,7 @@ And finally, let's plot a layout of the graph, for instance a circle:
 
 We added a few fancy features to this plot to show off igraph's capabilities. The result is shown below.
 
-.. figure:: ./figures/online_users.png
+.. figure:: ./figures/online_user_actions.png
    :alt: A visual representation of the collaboratoin graph
    :align: center
 
diff --git a/doc/source/tutorials/quickstart/figures/quickstart.png b/doc/source/tutorials/quickstart/figures/quickstart.png
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diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path.py b/doc/source/tutorials/shortest_paths/assets/shortest_paths.py
similarity index 100%
rename from doc/source/tutorials/shortest_paths/assets/shortest_path.py
rename to doc/source/tutorials/shortest_paths/assets/shortest_paths.py
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_path.png b/doc/source/tutorials/shortest_paths/figures/shortest_paths.png
similarity index 100%
rename from doc/source/tutorials/shortest_paths/figures/shortest_path.png
rename to doc/source/tutorials/shortest_paths/figures/shortest_paths.png
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index 548323a1b..a8fe6c8e6 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -67,7 +67,7 @@ The output of these these two shortest paths are:
     Shortest distance is:  3
     Shortest weighted distance is:  8    
 
-.. figure:: ./figures/shortest_path.png
+.. figure:: ./figures/shortest_paths.png
    :alt: The visual representation of a weighted network for finding shortest paths
    :align: center
 
diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index 540b21660..f83afa362 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -2,9 +2,9 @@
 
 .. _tutorials-visual-style:
 
-=================================================
-Making Multiple Graphs with the Same Visual Style
-=================================================
+=======================================
+Plotting graphs with a consistent style
+=======================================
 
 This example shows how to use dictionary unpacking in order to easily use the same visual style across multiple graphs. This is a quick and easy way to quickly share a single visual style across multiple graphs, without having to copy and paste each of the individual attributes over and over again for each graph you plot.
 
diff --git a/doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png b/doc/source/tutorials/visualize_cliques/figures/visualize_cliques.png
new file mode 100644
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diff --git a/doc/source/tutorials/visualize_communities/visualize_communities.rst b/doc/source/tutorials/visualize_communities/visualize_communities.rst
index 7d2180619..8ddd30264 100644
--- a/doc/source/tutorials/visualize_communities/visualize_communities.rst
+++ b/doc/source/tutorials/visualize_communities/visualize_communities.rst
@@ -3,7 +3,7 @@
 .. _tutorials-visualize-communities:
 
 =====================
-Visualize communities
+Communities
 =====================
 
 This example shows how to visualize communities or clusters of a graph. First, make the graph: we just use a famous graph here for simplicity.
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 984fed38b..53947c520 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -1,4 +1,4 @@
-#!/bin/sh
+#!/bin/bash
 #
 # Creates the API documentation for igraph's Python interface using PyDoctor
 #
@@ -6,17 +6,17 @@
 #        ./mkdoc.sh -t (makes tutorials)
 
 
-DOC_TYYPE=api
+DOC_TYPE=api
 
 while getopts ":t::" OPTION; do
-    case $OPTION in
-      t)
-         DOC_TYPE=tutorial
-	 ;;
-      \?)
-	 echo "Usage: $0 [-t]"
-	 ;;
-    esac
+  case $OPTION in
+    t)
+      DOC_TYPE=tutorial
+    ;;
+    \?)
+      echo "Usage: $0 [-t]"
+	;;
+  esac
 done
 
 
@@ -36,8 +36,7 @@ if [ ! -d ".venv" ]; then
 fi
 
 # Make tutorial only if requested
-if [ ${DOC_TYPE}=="tutorial" ]; then
-
+if [ ${DOC_TYPE} == "tutorial" ]; then
     # Install pydoctor into the venv
     .venv/bin/pip install sphinx sphinxbootstrap4theme
 
@@ -46,9 +45,6 @@ if [ ${DOC_TYPE}=="tutorial" ]; then
     exit $?
 fi
 
-echo "shouldnt be here"
-exit 0
-
 # Install pydoctor into the venv
 .venv/bin/pip install -U pydoctor wheel
 PYDOCTOR=.venv/bin/pydoctor

From 2d40416100b0e4e44df15da2cd22990fa15c3282 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 28 Dec 2021 02:52:01 +1100
Subject: [PATCH 0611/1681] fix: __all__ is tuple

---
 src/igraph/__init__.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 9dd806d45..6ecdfe2bc 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1120,7 +1120,7 @@ def write(graph, filename, *args, **kwds):
 # Re-export from _igraph for API docs
 # Because _igraph starts with an underscore, pydoctor skips the whole docs
 # except for the objects mentioned down here.
-__all__ = [
+__all__ = (
     'config',
     'Cut',
     'Graph',
@@ -1191,4 +1191,4 @@ def write(graph, filename, *args, **kwds):
     'TREE_UNDIRECTED',
     'WEAK',
 
-]
+)

From 8ef7521eb8b87b6eb791295fba49a589d8b32a15 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 1 Jan 2022 20:06:05 +1100
Subject: [PATCH 0612/1681] Improvs on homepage

---
 doc/source/_static/other.css |  21 ++++
 doc/source/conf.py           |   1 +
 doc/source/index.rst         |  57 +++++++--
 doc/source/install.rst       | 223 +++++++++++++++++------------------
 doc/source/intro.rst         |  16 ---
 scripts/mkdoc.sh             |   2 +-
 6 files changed, 178 insertions(+), 142 deletions(-)
 delete mode 100644 doc/source/intro.rst

diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
index e95a78da4..e7b9aa8a9 100644
--- a/doc/source/_static/other.css
+++ b/doc/source/_static/other.css
@@ -18,3 +18,24 @@
     display: block;
 }
 
+
+
+/* Two columns for install code blocks */
+div.twocol {
+    padding-left: 0;
+    padding-right: 0;
+    display: flex;
+    gap: 20px;
+}
+
+div.twocol > div {
+    flex-grow: 1;
+    padding: 0;
+    margin: 0;
+}
+
+
+/* Panels for homepage */
+div.card-header {
+    font-weight: bold;
+}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index fe84158c5..63cbfaaf4 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -36,6 +36,7 @@
     'sphinx.ext.intersphinx',
     'gallery_generator',
     'pydoctor.sphinx_ext.build_apidocs',
+    'sphinx_panels',
 ]
 
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 9b9017145..6e3af4267 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -6,24 +6,67 @@
 
 .. currentmodule:: igraph
 
-Welcome to the documentation of the Python interface of igraph
-==============================================================
+python-igraph: the Python interface to igraph
+=============================================
+|igraph| is a fast open source tool to manipulate, analyze, and plot graphs or networks written in C, and `python-igraph` is |igraph|'s interface for the Python programming language.
 
-Contents:
+
+Installation
+============
+
+.. container:: twocol
+
+    .. container::
+
+        Install using `pip <https://pypi.org/project/igraph>`__:
+
+        .. code-block:: bash
+
+            pip install igraph
+
+    .. container::
+
+        Install using `conda <https://docs.continuum.io/anaconda/>`__:
+
+        .. code-block:: bash
+
+            conda install -c conda-forge python-igraph
+
+Further details are available in the :doc:`Installation Guide <install>`.
+
+Documentation
+=============
+
+.. panels::
+
+   Gallery
+   ^^^^^^^
+   links here
+
+   ---
+
+   Tutorial
+   ^^^^^^^^
+   links here
+
+   ---
+
+   API reference
+   ^^^^^^^^^^^^^
+   links here
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
 
-   intro
    install
-   tutorial
    gallery
+   tutorial
+   api/index
    generation
    analysis
    visualisation
    misc
    configuration
-   api/index
 
 
 Indices and tables
diff --git a/doc/source/install.rst b/doc/source/install.rst
index b4339c376..6af3745fb 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -8,148 +8,62 @@
 Installing |igraph|
 ===================
 
-This chapter describes how to install the C core of |igraph| and its Python bindings on
-Windows, macOS, and GNU/Linux.
+Binary package (recommended)
+============================
+It is recommended to install a binary package that includes both C core and Python interface. You can choose either of `PyPI <http://pypi.python.org/pypi/igraph>`_ or `Conda <https://anaconda.org/conda-forge/python-igraph>`_. Linux users can also use their package manager.
 
-Which |igraph| is right for you?
-================================
-
-|igraph| is primarily a library written in C. It is *not* a standalone program, nor it is a
-pure Python package that you can just drop in your Python path. Therefore, if you would like
-to use |igraph|'s functionality in Python, you must install a few packages. Do not worry,
-though, there are precompiled packages for the major operating systems. Precompiled packages
-are often called *binary packages*, while the raw source code is usually referred to as the
-*source package*.
-
-In general, you should almost always opt for the binary package unless a binary package is
-not available for your platform or you have some local modifications that you want to
-incorporate into |igraph|'s source. `Installation from a binary package`_ tells you how to
-install |igraph| from a precompiled binary package on various platforms. `Compiling igraph
-from source`_ tells you how to compile |igraph| from the source package.
-
-Installation from a binary package
-==================================
-
-Installing |igraph| from the Python Package Index
--------------------------------------------------
-
-To ensure getting the latest binary release of |igraph|'s Python interface, it is recommended
-that you install it from the `Python Package Index
-<http://pypi.python.org/pypi/igraph>`_ (PyPI), which has installers for Windows, Linux,
-and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
+PyPI
+----
+PyPI has installers for Windows, Linux, and macOS. We aim to provide binary packages for the three latest minor versions of Python 3.x.
 
 To install the Python interface of |igraph| globally, use the following command
-(you probably need administrator/root privileges)::
+(you might need administrator/root privileges)::
 
   $ pip install igraph
 
-Many users like to install packages into a project-specific `virtual environment
-<https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_.
-A variation of the following commands should work on most platforms::
+If you prefer to install |igraph| in a user folder using a `virtual environment
+<https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_, use the following commands instead::
 
-  $ python -m venv venv
-  $ source venv/bin/activate
+  $ python -m venv my_environment
+  $ source my_environment/bin/activate
   $ pip install igraph
 
-Alternatively, if you do not want to activate the virtualenv, you can call the ``pip`` executable
-in it directly::
-
-  $ python -m venv venv
-  $ venv/bin/pip install igraph
+As usual, if you do not want to activate the virtualenv, you can call the ``pip``
+executable in it directly::
 
-Installing |igraph| via Conda
------------------------------
+  $ python -m venv my_environment
+  $ my_environment/bin/pip install igraph
 
-Users of the `Anaconda Python distribution <https://www.anaconda.com/distribution/>`_ or the
-`conda package manager <https://conda.io/>`_ may opt to install |igraph|'s Python interface
-using conda. That can be achieved by running the following command::
+Conda
+-----
+Packages are kindly provided by `conda-forge <https://conda-forge.org/>`_::
 
   $ conda install -c conda-forge python-igraph
 
-|igraph| on Windows
--------------------
-
-Precompiled Windows wheels for |igraph|'s Python interface are available on the `Python Package Index
-<http://pypi.python.org/pypi/igraph>`_ (see `Installing igraph from the Python Package
-Index`_).
-
-.. TIP:: If you get DLL import errors while trying to import |igraph|, the most common reason
-   is that you do not have the Visual C++ Redistributable library installed on your machine.
-   Python's own installer is supposed to install it, but in case it was not installed on
-   your system, you can `download it from Microsoft <https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
-
-Graph plotting in |igraph| is implemented using a third-party package called `Cairo
-<http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
-on Windows, you must also install Cairo and its Python bindings. The Cairo project does not
-provide pre-compiled binaries for Windows, but Christoph Gohlke maintains a site containing
-unofficial Windows binaries for several Python extension packages, including Cairo.
-Therefore, the easiest way to install Cairo on Windows along with its Python bindings is
-simply to download it from `Christoph's site
-<http://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_. Make sure you use an installer that is
-suitable for your Windows platform (32-bit or 64-bit) and the version of Python you are using.
-
-After running the installer, you can launch Python again and check if it worked:
-
-  >>> import igraph as ig
-  >>> g = ig.Graph.Famous("petersen")
-  >>> ig.plot(g)
-
-If PyCairo was successfully installed, this will display a Petersen graph.
-   
-|igraph| on macOS
------------------
-
-Precompiled macOS wheels for |igraph|'s Python interface are available on the `Python Package Index
-<http://pypi.python.org/pypi/igraph>`_  (see `Installing igraph from the Python Package
-Index`_).
-
-Graph plotting in |igraph| is implemented using a third-party package called `Cairo
-<http://www.cairographics.org>`_. If you want to create publication-quality plots in |igraph|
-on macOS, you must also install Cairo and its Python bindings. The Cairo project does not
-provide pre-compiled binaries for macOS, but the `Homebrew package manager
-<https://brew.sh/>`_, so you can use it to install Cairo. After installing Homebrew itself, you
-can run::
+Like virtualenv, Conda also offers virtual environments. If you prefer that option::
 
-  $ brew install cairo
-
-After installing Cairo, launch Python and check if it worked:
-
-  >>> import igraph as ig
-  >>> g = ig.Graph.Famous("petersen")
-  >>> ig.plot(g)
-
-If Cairo was successfully installed, this will display a Petersen graph.
-
-|igraph| on Linux
------------------
+  $ conda create -n my_environment
+  $ conda activate my_environment
+  $ conda install -c conda-forge python-igraph
 
+Linux package managers
+----------------------
 |igraph|'s Python interface and its dependencies have been packaged for most popular Linux
 distributions, including Arch Linux, Debian, Fedora, GNU Guix, NixOS, and Ubuntu.
 |igraph| and its underlying C core are usually in two different packages, but
 your package manager should take care of that dependency for you.
 
-.. note:: Distribution packages can be outdated: if you find that's the case for you, you may
-   choose to install |igraph| from the `Python Package Index <http://pypi.python.org/pypi/igraph>`_
-   instead to get a more recent release (see `Installing igraph from the Python Package Index`_).
+.. note:: |igraph| is updated quite often: if you need a more recent version than your
+   package manager offers, use ``pip`` or ``conda`` as shown above. For bleeding-edge
+   versions, compile from source (see below).
 
 Compiling |igraph| from source
-=====================================
-
-|igraph| binds itself into the main |igraph| library using some glue code
-written in C, so you'll need both a C compiler and the library itself. Source
-tarballs of |igraph| obtained from PyPI already contain a matching version of
-the C core of |igraph|.
-
-There are two common scenarios to compile |igraph| from source:
+==============================
+You might want to compile |igraph| to test a recently added feature ahead of release or
+to install |igraph| on architectures not covered by our continuous development pipeline.
 
-1. Your would like to use the latest development version from Github, usually
-   to try out some recently added features
-
-2. The PyPI repository does not include precompiled binaries for your system.
-   This can happen if your operating system is not covered by our continuous
-   development.
-
-Both will be covered in the next sections.
+.. note:: In all cases, the Python interface needs to be compiled against a **matching** version of
+  the |igraph| core C library.
 
 Compiling using pip
 -------------------
@@ -222,3 +136,76 @@ The unit tests are implemented with the standard ``unittest`` module so you can
 run them like this from your the source folder::
 
   $ python -m unittest discover
+
+Troubleshooting
+===============
+
+Q: I am trying to install |igraph| on Windows but am getting DLL import errors
+------------------------------------------------------------------------------
+A: The most common reason for this error is that you do not have the Visual C++
+Redistributable library installed on your machine. Python's own installer is
+supposed to install it, but in case it was not installed on your system, you can
+`download it from Microsoft <https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
+
+Q: I am trying to use |igraph| but get errors about something called Cairo
+----------------------------------------------------------------------------------
+A: |igraph| by default uses a third-party called `Cairo <http://www.cairographics.org>`_ for plotting.
+If Cairo is not installed on your computer, you might get an import error. This error is most commonly
+encountered on Windows machines.
+
+There are two solutions to this problem: installing Cairo or, if you are using a recent versions of
+|igraph|, switching to the :mod:`matplotlib` plotting backend.
+
+**1. Install Cairo**: As explained `here <https://pycairo.readthedocs.io/en/latest/getting_started.html>`_,
+you need to install Cairo headers using your package manager (Linux) or `homebrew <https://brew.sh/>`_
+(macOS) and then::
+
+  $ pip install pycairo
+
+The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
+maintains a site containing unofficial Windows binaries for several Python extension packages,
+including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
+is simply to download it from `Christoph's site <http://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
+Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
+version of Python you are using.
+
+To check if Cairo is installed correctly on your system, run the following example::
+
+  >>> import igraph as ig
+  >>> g = ig.Graph.Famous("petersen")
+  >>> ig.plot(g)
+
+If PyCairo was successfully installed, this will display a Petersen graph.
+
+**2. Switch to matplotlib**: You can :doc:`configure <configuration>` |igraph| to use matplotlib
+instead of Cairo. First, install it::
+
+  $ pip install matplotlib
+
+To use matplotlib for a single plot, create a :class:`matplotlib.figure.Figure` and
+:class:`matplotlib.axes.Axes` beforehand (e.g. using :func:`matplotlib.pyplot.subplots`)::
+
+  >>> import matplotlib.pyplot as plt
+  >>> import igraph as ig
+  >>> fig, ax = plt.subplots()
+  >>> g = ig.Graph.Famous("petersen")
+  >>> ig.plot(g, target=ax)
+  >>> plt.show()
+
+To use matplotlib for a whole session/notebook::
+
+  >>> import matplotlib.pyplot as plt
+  >>> import igraph as ig
+  >>> ig.config["plotting.backend"] = "matplotlib"
+  >>> g = ig.Graph.Famous("petersen")
+  >>> ig.plot(g, target=ax)
+  >>> plt.show()
+
+To preserve this preference across sessions/notebooks, you can store it in the default
+configuration file used by |igraph|::
+
+  >>> import igraph as ig
+  >>> ig.config["plotting.backend"] = "matplotlib"
+  >>> ig.config.save()
+
+From now on, |igraph| will default to matplotlib for plotting.
diff --git a/doc/source/intro.rst b/doc/source/intro.rst
deleted file mode 100644
index 8ed105ac9..000000000
--- a/doc/source/intro.rst
+++ /dev/null
@@ -1,16 +0,0 @@
-.. include:: include/global.rst
-
-.. Introduction
-
-============
-Introduction
-============
-
-What is |igraph|?
-=================
-
-Things you should know before starting out
-==========================================
-
-Reporting bugs and providing feedback
-=====================================
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 390d88947..a6de22745 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -18,7 +18,7 @@ if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
   # Install sphinx, matplotlib, wheel, and pydoctor into the venv
-  .venv/bin/pip install sphinx sphinxbootstrap4theme matplotlib
+  .venv/bin/pip install sphinx sphinxbootstrap4theme sphinx-panels matplotlib
   .venv/bin/pip install -U pydoctor wheel 
   
   echo "Patching PyDoctor..."

From 6c0c36439116e372606071099146fbfb83026e0a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 2 Jan 2022 06:58:07 +1100
Subject: [PATCH 0613/1681] Do without sphinx panels for now

---
 doc/source/_static/other.css |  8 +-------
 doc/source/conf.py           |  2 +-
 doc/source/index.rst         | 29 +++++++++++++++++------------
 scripts/mkdoc.sh             |  2 +-
 4 files changed, 20 insertions(+), 21 deletions(-)

diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
index e7b9aa8a9..158a268ae 100644
--- a/doc/source/_static/other.css
+++ b/doc/source/_static/other.css
@@ -20,7 +20,7 @@
 
 
 
-/* Two columns for install code blocks */
+/* Two columns for home page */
 div.twocol {
     padding-left: 0;
     padding-right: 0;
@@ -33,9 +33,3 @@ div.twocol > div {
     padding: 0;
     margin: 0;
 }
-
-
-/* Panels for homepage */
-div.card-header {
-    font-weight: bold;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 63cbfaaf4..3c2159d61 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -36,7 +36,7 @@
     'sphinx.ext.intersphinx',
     'gallery_generator',
     'pydoctor.sphinx_ext.build_apidocs',
-    'sphinx_panels',
+    #'sphinx_panels',
 ]
 
 
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 6e3af4267..9261f56e5 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -37,26 +37,31 @@ Further details are available in the :doc:`Installation Guide <install>`.
 Documentation
 =============
 
-.. panels::
+.. container:: twocol
+
+    .. container::
 
-   Gallery
-   ^^^^^^^
-   links here
 
-   ---
+       **Tutorials**
 
-   Tutorial
-   ^^^^^^^^
-   links here
+       - :doc:`tutorials/quickstart/quickstart`
+       - :doc:`Gallery <gallery>`
+       - :doc:`tutorial`
+
+
+    .. container::
 
-   ---
+       **Reference**
 
-   API reference
-   ^^^^^^^^^^^^^
-   links here
+       - :doc:`generation`
+       - :doc:`analysis`
+       - :doc:`visualisation`
+       - :doc:`configuration`
+       - :doc:`api/index`
 
 .. toctree::
    :maxdepth: 1
+   :hidden:
 
    install
    gallery
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index a6de22745..390d88947 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -18,7 +18,7 @@ if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
   # Install sphinx, matplotlib, wheel, and pydoctor into the venv
-  .venv/bin/pip install sphinx sphinxbootstrap4theme sphinx-panels matplotlib
+  .venv/bin/pip install sphinx sphinxbootstrap4theme matplotlib
   .venv/bin/pip install -U pydoctor wheel 
   
   echo "Patching PyDoctor..."

From 9ef7982f66c4cf5554bb78454c451148921d6442 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 3 Jan 2022 10:28:32 +1100
Subject: [PATCH 0614/1681] Autoversioning, FAQs, some progress on templates

---
 doc/source/conf.py                        | 92 ++++++++++++++++-------
 doc/source/faq.rst                        |  8 ++
 doc/source/index.rst                      | 29 +++++--
 doc/source/sphinxext/gallery_generator.py |  4 +-
 4 files changed, 95 insertions(+), 38 deletions(-)
 create mode 100644 doc/source/faq.rst

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 3c2159d61..86d92e873 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -15,8 +15,51 @@
 
 import sys
 import os
+import os.path as op
 import sphinxbootstrap4theme
 
+
+# Utility functions
+# NOTE: these could be improved, esp by importing igraph, but that
+# currently generates a conflict with pydoctor
+def get_root_dir():
+    '''Get project root folder'''
+    root_folder = op.abspath('../..')
+    return root_folder
+
+
+def get_igraphdir():
+    '''Get igraph folder'''
+    vmaj, vmin = sys.version_info[:2]
+    root_folder = get_root_dir()
+    ig_folder = op.join(
+        root_folder,
+        '.venv',
+        'lib',
+        f'python{vmaj}.{vmin}',
+        'site-packages',
+        'igraph',
+    )
+    return ig_folder
+
+
+def get_igraph_version():
+    '''Get igraph version'''
+    version_file = op.join(
+        get_igraphdir(),
+        'version.py',
+    )
+    with open(version_file, 'rt') as f:
+        version_info = (f.readline()
+                         .rstrip('\n')
+                         .split('=')[1]
+                         .strip()[1:-1]
+                         .split(', '))
+        version = '.'.join(version_info)
+        
+    return version
+
+
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
@@ -39,19 +82,6 @@
     #'sphinx_panels',
 ]
 
-
-def get_root_dir():
-    import os.path as op
-    root_folder = op.abspath('../..')
-    return root_folder
-
-
-def get_igraphdir():
-    vmaj, vmin = sys.version_info[:2]
-    root_folder = get_root_dir()
-    return root_folder+f'/.venv/lib/python{vmaj}.{vmin}/site-packages/igraph'
-
-
 pydoctor_args = [
     '--project-name="igraph"',
     #'--project-version=YOUR-PUBLIC-VERSION',
@@ -65,14 +95,12 @@ def get_igraphdir():
     get_igraphdir(),
     ]
 
-# Relative to the rest of the docs
+# API docs relative to the rest of the docs
+# NOTE: there is a bug in pydoctor that requires this to be a subfolder
+# of the main docs. Although we patch pydoctor to work anyway, links might
+# be broken if that constraint is not satisfied
 pydoctor_url_path = 'api/'
 
-
-
-# Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
-
 # The suffix of source filenames.
 source_suffix = '.rst'
 
@@ -83,17 +111,17 @@ def get_igraphdir():
 master_doc = 'index'
 
 # General information about the project.
-project = u'igraph'
-copyright = u'2010-{0}, The igraph development team'.format(datetime.now().year)
+project = 'igraph'
+copyright = '2010-{0}, The igraph development team'.format(datetime.now().year)
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.8'
+version = get_igraph_version()
 # The full version, including alpha/beta/rc tags.
-release = '0.9.8'
+release = version
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -135,6 +163,12 @@ def get_igraphdir():
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 html_theme = 'sphinxbootstrap4theme'
+#html_theme = 'alabaster'
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = [
+        '_templates',
+]
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
@@ -257,18 +291,18 @@ def get_igraphdir():
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    ('index', 'igraph', u'igraph Documentation',
-     [u'The igraph development team'], 1)
+    ('index', 'igraph', 'igraph Documentation',
+     ['The igraph development team'], 1)
 ]
 
 
 # -- Options for Epub output ---------------------------------------------------
 
 # Bibliographic Dublin Core info.
-epub_title = u'igraph'
-epub_author = u'The igraph development team'
-epub_publisher = u'The igraph development team'
-epub_copyright = u'2010-2022, The igraph development team'
+epub_title = 'igraph'
+epub_author = 'The igraph development team'
+epub_publisher = 'The igraph development team'
+epub_copyright = '2010-2022, The igraph development team'
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.
diff --git a/doc/source/faq.rst b/doc/source/faq.rst
new file mode 100644
index 000000000..ac76b7b02
--- /dev/null
+++ b/doc/source/faq.rst
@@ -0,0 +1,8 @@
+.. include:: include/global.rst
+
+.. currentmodule:: igraph
+
+==========================
+Frequently asked questions
+==========================
+TODO
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 9261f56e5..802c55cb9 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -6,8 +6,8 @@
 
 .. currentmodule:: igraph
 
-python-igraph: the Python interface to igraph
-=============================================
+python-igraph |release|
+=======================
 |igraph| is a fast open source tool to manipulate, analyze, and plot graphs or networks written in C, and `python-igraph` is |igraph|'s interface for the Python programming language.
 
 
@@ -48,17 +48,32 @@ Documentation
        - :doc:`Gallery <gallery>`
        - :doc:`tutorial`
 
-
     .. container::
 
-       **Reference**
+       **Detailed docs**
 
-       - :doc:`generation`
-       - :doc:`analysis`
-       - :doc:`visualisation`
+       - :doc:`Generation <generation>`
+       - :doc:`Analysis <analysis>`
+       - :doc:`Visualization <visualisation>`
        - :doc:`configuration`
+
+.. container:: twocol
+
+    .. container::
+
+       **Function reference**
+ 
        - :doc:`api/index`
 
+    .. container::
+
+       **Support**
+
+       - :doc:`FAQs <faq>`
+       - `Forum <https://igraph.discourse.group/>`_
+       - `Source code <https://github.com/igraph/python-igraph>`_
+
+
 .. toctree::
    :maxdepth: 1
    :hidden:
diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
index 2c847f6a8..d25c8fbcb 100644
--- a/doc/source/sphinxext/gallery_generator.py
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -84,8 +84,8 @@
 
 .. _{sphinx_tag}:
 
-Tutorial gallery
-================
+Gallery
+=======
 
 {toctree}
 

From 757a3f560503efb1cf6a6080a83a71112e022a55 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 3 Jan 2022 14:00:35 +1100
Subject: [PATCH 0615/1681] Inline styling for index.html, standalone flag for
 doc build

---
 doc/source/_static/other.css | 16 ------------
 doc/source/conf.py           |  2 +-
 doc/source/faq.rst           | 50 +++++++++++++++++++++++++++++++++++-
 doc/source/index.rst         | 20 ++++++++++++++-
 doc/source/misc.rst          |  4 ---
 scripts/mkdoc.sh             | 24 ++++++++++++++++-
 6 files changed, 92 insertions(+), 24 deletions(-)
 delete mode 100644 doc/source/misc.rst

diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
index 158a268ae..54aa675fd 100644
--- a/doc/source/_static/other.css
+++ b/doc/source/_static/other.css
@@ -17,19 +17,3 @@
 .bs-docs-section h1.real {
     display: block;
 }
-
-
-
-/* Two columns for home page */
-div.twocol {
-    padding-left: 0;
-    padding-right: 0;
-    display: flex;
-    gap: 20px;
-}
-
-div.twocol > div {
-    flex-grow: 1;
-    padding: 0;
-    margin: 0;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 86d92e873..0aa896561 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -175,7 +175,7 @@ def get_igraph_version():
 # documentation.
 html_theme_options = {
         "navbar_style": "full",
-        "navbar_color_class": "dark"
+        "navbar_color_class": "dark",
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index ac76b7b02..268e5cc3a 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -5,4 +5,52 @@
 ==========================
 Frequently asked questions
 ==========================
-TODO
+
+I tried to install |igraph| but got an error! What do I do?
+-----------------------------------------------------------
+First, look at our :doc:`installation instructions <install>` including the
+troubleshooting section. If that does not solve your problem, reach out via
+the `igraph forum <https://igraph.discourse.group/>`_. We'll try our best to
+help you!
+
+
+I would like to contribute to |igraph|, where do I start?
+---------------------------------------------------------
+Thank you for your enthusiasm! |igraph| is a great opportunity to give back
+to the open source community or just learn about graphs. Depending on your
+skills in software engineering, programming, communication, or data science
+some tasks might be better suited than others.
+
+If you want to code straight away, take a look at the
+`GitHub issues <https://github.com/igraph/python-igraph/issues>`_ and see if
+you find one that sounds easy enough and sparks your interest, and write a
+message saying you're interested in taking it on. We'll reply ASAP and guide
+you as of your next steps.
+
+If none of those look feasible, or if you have a specific idea, or still if
+you would like to contribute in other ways than pure programming, reach out
+on our `forum <https://igraph.discourse.group/>`_ and we'll come up with
+some ideas!
+
+
+I would like to have a function for operation/algorithm X, can you add one?
+-----------------------------------------------------------------------------
+We are continuously extending |igraph| to include new functionality, and
+requests from our community are the best way to guide those efforts. Of
+course, we are just a few folks so we cannot guarantee that each and every
+obscure community detection algorithm will be included in the package.
+Please open a new thread on our `forum <https://igraph.discourse.group/>`_
+describing your request. If your request is to adapt an existing function
+or specific piece of code, you can directly open a
+`GitHub issue <https://github.com/igraph/python-igraph/issues>`_
+(make sure a similar issue does not exist yet! - If it does, comment there
+instead.)
+
+
+I thought |igraph| was an R package, is this the same package?
+--------------------------------------------------------------
+|igraph| is a software library written in C with extensions in R, Python, and
+Mathematica. Many functions will have similar names and functionality across
+languages, but the matching is not perfect, so you will occasionally find
+functions that are supported in one language but not another. See the above FAQ
+for instructions about how to request a feature.
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 802c55cb9..941354e16 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -6,6 +6,24 @@
 
 .. currentmodule:: igraph
 
+.. raw:: html
+
+    <style type="text/css">
+    div.twocol {
+        padding-left: 0;
+        padding-right: 0;
+        display: flex;
+        gap: 20px;
+    }
+    
+    div.twocol > div {
+        flex-grow: 1;
+        padding: 0;
+        margin: 0;
+    }
+    </style>
+
+
 python-igraph |release|
 =======================
 |igraph| is a fast open source tool to manipulate, analyze, and plot graphs or networks written in C, and `python-igraph` is |igraph|'s interface for the Python programming language.
@@ -85,8 +103,8 @@ Documentation
    generation
    analysis
    visualisation
-   misc
    configuration
+   faq
 
 
 Indices and tables
diff --git a/doc/source/misc.rst b/doc/source/misc.rst
deleted file mode 100644
index 65cd44207..000000000
--- a/doc/source/misc.rst
+++ /dev/null
@@ -1,4 +0,0 @@
-Miscellaneous topics
-====================
-
-.. note:: TODO. This is a placeholder section; it is not written yet.
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 390d88947..2656940f3 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -3,6 +3,21 @@
 # Creates the API documentation for igraph's Python interface using PyDoctor
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
+#        ./mkdoc.sh -s (makes standalone docs that require no further processing)
+
+STANDALONE=0
+
+while getopts ":s" OPTION; do
+    case $OPTION in
+        s)
+	    STANDALONE=1
+	    ;;
+        \?)
+            echo "Usage: $0 [-s]"
+            ;;
+    esac
+done
+shift $((OPTIND -1))
 
 SCRIPTS_FOLDER=`dirname $0`
 
@@ -46,7 +61,14 @@ rm -rf "${DOC_HTML_FOLDER}"
 
 # Make sphinx
 echo "Generating HTML documentation..."
-.venv/bin/python -m sphinx.cmd.build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
+if [ "x$STANDALONE" = "x1" ]; then
+  .venv/bin/sphinx-build \
+   -Dtemplates_path='' \
+   -Dhtml_theme='alabaster' \
+   ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
+else
+  .venv/bin/sphinx-build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
+fi
 
 #PWD=`pwd`
 #DOC_API_FOLDER=${ROOT_FOLDER}/doc/api

From 43c0f9dc336cfe50a2f3559c1e0e65d80437c8af Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 08:01:01 +1100
Subject: [PATCH 0616/1681] Better FAQs

---
 doc/source/faq.rst | 66 +++++++++++++++++++++++++++++++---------------
 1 file changed, 45 insertions(+), 21 deletions(-)

diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 268e5cc3a..2ed3ea99c 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -14,6 +14,51 @@ the `igraph forum <https://igraph.discourse.group/>`_. We'll try our best to
 help you!
 
 
+I've just installed |igraph|. What do I do now?
+-----------------------------------------------
+Take a peek at the :doc:`tutorials/quickstart/quickstart`! You can then go through a few
+more examples in our :doc:`gallery <gallery>`, read detailed instructions on graph :doc:`generation <generation>`, :doc:`analysis <analysis>` and :doc:`visualisation <visualisation>`, and check out the full :doc:`API documentation <api/index>`.
+
+
+I thought |igraph| was an R package, is this the same package?
+--------------------------------------------------------------
+|igraph| is a software library written in C with extensions in R, Python, and
+Mathematica. Many functions will have similar names and functionality across
+languages, but the matching is not perfect, so you will occasionally find
+functions that are supported in one language but not another. See the above FAQ
+for instructions about how to request a feature.
+
+
+I would like to use |igraph| but don't know Python, what to do?
+---------------------------------------------------------------
+|igraph| can be used via four programming languages: C, R, Python, and Mathematica.
+While the exact function names differ a bit, most functionality is shared, so if
+you can code any of them you can use |igraph|: just refer to the installation
+instructions for the appropriate language on our `homepage <https://igraph.org>`_.
+
+If you are not familiar with programming at all, or if you don't know any Python
+but would still like to use the Python interface for |igraph|, you should start by
+learning Python first. There are many resources online including online classes,
+videos, tutorials, etc. |igraph| does not use a lot of advanced Python-specific
+tricks, so once you can use a standard module such as :mod:`pandas` or
+:mod:`matplotlib`, |igraph| should be easy to pick up.
+
+
+I would like to have a function for operation/algorithm X, can you add it?
+--------------------------------------------------------------------------
+We are continuously extending |igraph| to include new functionality, and
+requests from our community are the best way to guide those efforts. Of
+course, we are just a few folks so we cannot guarantee that each and every
+obscure community detection algorithm will be included in the package.
+Please open a new thread on our `forum <https://igraph.discourse.group/>`_
+describing your request. If your request is to adapt an existing function
+or specific piece of code, you can directly open a
+`GitHub issue <https://github.com/igraph/python-igraph/issues>`_
+(make sure a similar issue does not exist yet! - If it does, comment there
+instead.)
+
+
+
 I would like to contribute to |igraph|, where do I start?
 ---------------------------------------------------------
 Thank you for your enthusiasm! |igraph| is a great opportunity to give back
@@ -33,24 +78,3 @@ on our `forum <https://igraph.discourse.group/>`_ and we'll come up with
 some ideas!
 
 
-I would like to have a function for operation/algorithm X, can you add one?
------------------------------------------------------------------------------
-We are continuously extending |igraph| to include new functionality, and
-requests from our community are the best way to guide those efforts. Of
-course, we are just a few folks so we cannot guarantee that each and every
-obscure community detection algorithm will be included in the package.
-Please open a new thread on our `forum <https://igraph.discourse.group/>`_
-describing your request. If your request is to adapt an existing function
-or specific piece of code, you can directly open a
-`GitHub issue <https://github.com/igraph/python-igraph/issues>`_
-(make sure a similar issue does not exist yet! - If it does, comment there
-instead.)
-
-
-I thought |igraph| was an R package, is this the same package?
---------------------------------------------------------------
-|igraph| is a software library written in C with extensions in R, Python, and
-Mathematica. Many functions will have similar names and functionality across
-languages, but the matching is not perfect, so you will occasionally find
-functions that are supported in one language but not another. See the above FAQ
-for instructions about how to request a feature.

From 7df2500861643bfb59e1a5d6aa2836f76e5ad3c6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 10:10:12 +1100
Subject: [PATCH 0617/1681] Improvs in FAQs and tutorial

---
 doc/source/faq.rst      |   2 +-
 doc/source/tutorial.rst | 253 +++++++++++++++-------------------------
 2 files changed, 93 insertions(+), 162 deletions(-)

diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 2ed3ea99c..be02dc963 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -22,7 +22,7 @@ more examples in our :doc:`gallery <gallery>`, read detailed instructions on gra
 
 I thought |igraph| was an R package, is this the same package?
 --------------------------------------------------------------
-|igraph| is a software library written in C with extensions in R, Python, and
+|igraph| is a software library written in C with interfaces in R, Python, and
 Mathematica. Many functions will have similar names and functionality across
 languages, but the matching is not perfect, so you will occasionally find
 functions that are supported in one language but not another. See the above FAQ
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index c339bfb12..b6ad40f24 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,53 +8,36 @@
 Tutorial
 ========
 
-This chapter contains a short overview of |igraph|'s capabilities. It is highly recommended to read
-it at least once if you are new to |igraph|. I assume that you have already installed |igraph|; if
-you did not, see :ref:`installing-igraph` first. Familiarity with the Python language is also
-assumed; if this is the first time you are trying to use Python, there are many good Python
-tutorials on the Internet to get you started. If this is the first time you ever try to use a
-programming language, `A Byte of Python <https://python.swaroopch.com/>`_ is a good place to
-start out. If you already have a stable programming background in other languages and you just want
-a quick overview of Python, `Learn Python in 10 minutes <https://www.stavros.io/tutorials/python/>`_
-is probably your best bet.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
 
 .. note::
-   For the impatient reader, see the :ref:`gallery` page for short, self-contained examples.
+   For the impatient reader, see the :doc:`gallery` page for short, self-contained examples.
 
 Starting |igraph|
 =================
 
-|igraph| is a Python module, hence it can be imported exactly the same way as any other
-ordinary Python module at the Python prompt::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, and an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
   [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
   Type "help", "copyright", "credits" or "license" for more information.
-  >>> import igraph
-
-It is customary among the userbase to use a named import for short::
-
   >>> import igraph as ig
 
-This is the recommended way to import |igraph| whether it's in a python script, interactive shell
-(e.g. ipython), or a GUI (e.g. notebooks, Jupyterlab).
-
-This imports |igraph|'s objects and methods inside an own namespace called :mod:`igraph` or ``ig`` (if you used a named import). To call any of |igraph|'s methods, you must prepend the module name, e.g. to print the version of |igraph| installed on your system::
+To call functions, you need to prefix them with ``ig`` (or whatever name you chose)::
 
   >>> import igraph as ig
   >>> print(ig.__version__)
-  0.9.6
+  0.9.8
+
+.. note::
+   It is possible to use start imports for igraph::
 
-An alternative way to make use of |igraph| which was popular a few years back is to import all its
-objects and methods into the main Python namespace::
+    >>> from igraph import *
 
-  >>> from igraph import *
+   but it is `generally discouraged <https://stackoverflow.com/questions/2386714/why-is-import-bad>`_.
 
-This approach (star import) is now discouraged because |igraph| functions risk to conflict with and override other functions you have already imported or declared. Of course, if you know there's no conflict you can still use this method.
-  
-The third way to start |igraph| is to simply call the startup script that was supplied with
-the |igraph| package you installed. Not too surprisingly, the script is called :command:`igraph`::
+There is a second way to start |igraph|, which is to call the script :command:`igraph` from your terminal::
 
   $ igraph
   No configuration file, using defaults
@@ -63,99 +46,79 @@ the |igraph| package you installed. Not too surprisingly, the script is called :
   >>>
 
 .. note::
-  Provided that the script is on your path in the command line of your operating system
-  (which is almost surely the case on Linux and OS X), you can simply type :command:`igraph` at the
-  command line. Windows users will find the script inside the :file:`scripts` subdirectory of Python
-  and you may have to add it manually to your path in order to be able to use the script from
-  the command line without typing the whole path.
-
-The command-line startup script imports all of |igraph|'s methods and objects into the main
-namespace, so it is practically equivalent to ``from igraph import *``. The difference between
-the two approaches (apart from saving some typing) is that the command-line script checks
-whether you have any of Python's more advanced shells installed and uses that instead of the
-standard Python shell. Currently the module looks for `IPython <https://ipython.org/>`_ and
-IDLE (the Tcl/Tk-based graphical shell supplied with Python). If neither IPython nor IDLE is
-installed, the startup script launches the default Python shell. You can also modify the
-order in which these shells are searched by tweaking |igraph|'s configuration file
-(see :doc:`configuration`).
-
-If you are using |igraph| interactively, we recommend you import it in a Jupyter notebook,
-a Jupyterlab or ipython session, or via the shell script provided (method #3). As for any
-other package, you might want to store more streamlined analyses in a Python script (``.py``
-extension).
-
-For the sake of simplicity, this tutorial will assume you have imported igraph using the
-short name ``ig`` as recommended above.
-
-Creating a graph from scratch
-=============================
-
-Assuming that you have started |igraph| successfully, it is time to create your first
-|igraph| graph. This is pretty simple::
+  Windows users will find the script inside the :file:`scripts` subdirectory of Python
+  and might have to add it manually to their path.
+
+This script starts an appropriate shell (`IPython`_ or `IDLE <https://docs.python.org/3/library/idle.html>`_ if found, otherwise a pure Python shell) and runs the start import ``from igraph import *``. This is sometimes convenient to play with |igraph|'s functions.
+
+.. note::
+   You can specify which shell should be used by this script via |igraph|'s
+   :doc:`configuration` file.
+
+This tutorial will assume you have imported igraph using the namespace ``ig`` as above.
+
+Creating a graph
+================
+
+The simplest way to create a graph is the :class:`Graph` constructor. To make an empty graph::
 
   >>> g = ig.Graph()
 
-The above statement created an undirected graph with no vertices or edges and assigned it
-to the variable `g`. To confirm that it's really an |igraph| graph, we can
-print it::
+To make a graph with 10 nodes (numbered ``0`` to ``9``) and two edges connecting nodes ``0-1`` and ``0-5``::
 
-  >>> g
-  <igraph.Graph object at 0x4c87a0>
+  >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
 
-This tells us that `g` is an instance of |igraph|'s :class:`Graph` class and
-that it is currently living at the memory address ``0x4c87a0`` (the exact
-output will almost surely be different for your platform). To obtain a more
-user-friendly output, we can try to print the graph using Python's
-``print`` statement::
+We can print the graph to get a summary of its nodes and edges::
 
   >>> print(g)
-  IGRAPH U--- 0 0 --
+  IGRAPH U--- 10 2 --
+  + edges:
+  0--1 0--5
 
-This summary consists of `IGRAPH`, followed by a four-character long code, the number of vertices, the number of edges, two dashes (`--`) and the name of the graph (i.e. the contents of the `name` attribute, if any)
+This means: **U**ndirected graph with **10** vertices and **2** edges, with the exact edges listed out. If the graph has a `name` attribute, it is printed as well.
 
-This is not too exciting so far; a graph with no vertices and no edges is not really useful
-for us. Of course, there are dozens of ways to create a graph with vertices and edges, depending on your exact situation. In general, if you know the number of vertices and already have a list of edges connecting them, you can just use::
+.. note::
 
-  >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
+   :meth:`Graph.summary` is similar to ``print`` but does not list the edges, which is
+   convenient for large graphs with millions of edges::
 
-This creates a graph with 10 vertices, numbered 0 to 9, and two edges connecting vertex 0 with vertex 1, and vertex 0 (again) with vertex 5. See :ref:`generation` for a detailed overview of all the possible ways to create graphs in |igraph|.
+     >>> summary(g)
+     IGRAPH U--- 10 2 --
 
-A less common situation, which we'll follow here as an example, is to add vertices and edges to an existing graph, which in this case is the empty graph. First, to add vertices::
+
+Adding/deleting vertices and edges
+==================================
+Let's start from the empty graph agai. To add vertices to an existing graph, use :meth:`Graph.add_vertices`::
 
   >>> g.add_vertices(3)
 
-:meth:`Graph.add_vertices` (i.e., the :meth:`~Graph.add_vertices` method of the :class:`Graph`
-class) adds the given number of vertices to the graph.
+In |igraph|, vertices are always numbered up from zero. The number of a vertex is called the *vertex ID*. A vertex might or might not have a name.
+
+Similarly, to add edges use :meth:`Graph.add_edges`::
 
-Now our graph has three vertices but no edges, so let's add some edges as well! You can
-add edges by calling :meth:`Graph.add_edges` - but in order to add edges, you have to refer to
-existing vertices somehow. |igraph| uses integer vertex IDs starting from zero, thus the
-first vertex of your graph has index zero, the second vertex has index 1 and so on.
-Edges are specified by pairs of integers, so ``[(0,1), (1,2)]`` denotes a list of two
-edges: one between the first and the second, and the other one between the second and the
-third vertices of the graph. Passing this list to :meth:`Graph.add_edges` adds these two edges
-to your graph::
+  >>> g.add_edges([(0, 1), (1, 2)])
 
-  >>> g.add_edges([(0,1), (1,2)])
+Edges are added by specifying the source and target vertex for each edge. This call added two edges, one connecting vertices ``0`` and ``1``, and one connecting vertices ``1`` and ``2``. Edges are also numbered up from zero (the *edge ID*) and have an optional name.
 
-:meth:`~Graph.add_edges` is clever enough to figure out what you want to do in most of the
-cases: if you supply a single pair of integers, it will automatically assume that you want
-to add a single edge. However, if you try to add edges to vertices with invalid IDs (i.e.,
-you try to add an edge to vertex 5 when you only have three vertices), you will get an
-exception::
+If you try to add edges to vertices with invalid IDs (i.e., you try to add an edge to vertex ``5`` when the graph has only three vertices), you get an :exc:`igraph.InternalError` exception::
 
-  >>> g.add_edges((5, 0))
+  >>> g.add_edges([(5, 4)])
   Traceback (most recent call last):
-    File "<stdin>", line 6, in <module>
-  TypeError: iterable must return pairs of integers or strings
+    File "<stdin>", line 1, in <module>
+    File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
+      res = GraphBase.add_edges(self, es)
+  igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
+ 
+The message tries to explain what went wrong (``cannot add edges. -- Invalid
+vertex id``) along with the corresponding line in the source code where the error
+occurred.
+
+.. note::
+   The whole traceback, including info on the source code, is useful when
+   reporting bugs on our
+   `GitHub issue page <https://github.com/igraph/python-igraph/issues>`_. Please include it
+   when you open the issue!
 
-Most |igraph| functions will raise an :exc:`igraph.InternalError` if
-something goes wrong. The message corresponding to the exception gives you a
-short textual explanation of what went wrong (``cannot add edges, invalid
-vertex id``) along with the corresponding line in the C source where the error
-occurred. The exact filename and line number may not be too informative to you,
-but it is invaluable for |igraph| developers if you think you found an error in
-|igraph| and you want to report it.
 
 Let us go on with our graph ``g`` and add some more vertices and edges to it::
 
@@ -167,103 +130,69 @@ Let us go on with our graph ``g`` and add some more vertices and edges to it::
   + edges:
   0--1 1--2 0--2 2--3 3--4 4--5 3--5
 
-Now, this is better. We have an undirected graph with six vertices and seven
-edges, and you can also see the list of edges in |igraph|'s output.  Edges also
-have IDs, similarly to vertices; they also start from zero and edges that were
-added later have higher IDs than edges that were added earlier. Vertex and edge
-IDs are always *continuous*, and a direct consequence of this fact is that if
-you happen to delete an edge, chances are that some (or all) of the edges will
-be renumbered. Moreover, if you delete a vertex, even the vertex IDs will
-change.  Edges can be deleted by :meth:`~Graph.delete_edges` and it requires a
-list of edge IDs to be deleted (or a single edge ID). Vertices can be deleted
-by :meth:`~Graph.delete_vertices` and you may have already guessed that it
-requires a list of vertex IDs to be deleted (or a single vertex ID). If you do
-not know the ID of an edge you wish to delete, but you know the IDs of the
-vertices at its two endpoints, you can use :meth:`~Graph.get_eid` to get the
-edge ID. Remember, all these are *methods* of the :class:`Graph` class and you
-must call them on the appropriate :class:`Graph` instance!
-
-::
+We now have an undirected graph with 6 vertices and 7 edges. Vertex and edge IDs are
+always *continuous*, so if you delete a vertex all subsequent vertices will be renumbered.
+When a vertex is renumbered, edges are **not** renumbered, but their source and target
+vertices will. Use :meth:`Graph.delete_vertices` and :meth:`Graph.delete_edges` to perform
+these operations. For instance, to delete the edge connecting vertices ``2-3``, get its
+ID and then delete it::
 
   >>> g.get_eid(2, 3)
   3
   >>> g.delete_edges(3)
-  >>> summary(g)
-  IGRAPH U--- 6 6 --
-
-:meth:`summary` is a new command that you haven't seen before; it is a member of |igraph|'s
-own namespace and it can be used to get an overview of a given graph object. Its output
-is similar to the output of ``print`` but it does not print the edge list to avoid
-cluttering up the display for large graphs. In general, you should use :meth:`summary`
-instead of ``print`` when working interactively with large graphs because printing the
-edge list of a graph with millions of vertices and edges could take quite a lot of time.
 
 Generating graphs
 =================
 
-|igraph| includes a large set of graph generators which can be divided into two groups:
-deterministic and stochastic graph generators. Deterministic generators produce the same
-graph if you call them with exactly the same parameters, while stochastic generators
-produce a different graph every time. Deterministic generators include methods for
-creating trees, regular lattices, rings, extended chordal rings, several famous graphs
-and so on, while stochastic generators are used to create Erdős-Rényi random networks,
-Barabási-Albert networks, geometric random graphs and such. |igraph| has too many
-generators to cover them all in this tutorial, so we will only try a
-deterministic and a stochastic generator instead::
+|igraph| includes both deterministic and stochastic graph generators (see :doc:`generation`).
+*Deterministic* generators produce the same graph every time you call the fuction, e.g.::
 
   >>> g = ig.Graph.Tree(127, 2)
   >>> summary(g)
   IGRAPH U--- 127 126 --
 
-:meth:`Graph.Tree` generates a regular tree graph. The one that we generated has 127
-vertices and each vertex (apart from the leaves) has two children (and of course one
-parent). No matter how many times you call :meth:`Graph.Tree`, the generated graph will
-always be the same if you use the same parameters::
+uses :meth:`Graph.Tree` to generate a regular tree graph with 127 vertices, each vertex
+having two children (and one parent, of course). No matter how many times you call
+:meth:`Graph.Tree`, the generated graph will always be the same if you use the same
+parameters::
 
   >>> g2 = ig.Graph.Tree(127, 2)
   >>> g2.get_edgelist() == g.get_edgelist()
   True
 
-The above code snippet also shows you that the :meth:`~Graph.get_edgelist()` method
-of :class:`Graph` graph objects return a list that contains pairs of integers, one for
-each edge. The first member of the pair is the source vertex ID and the second member
-is the target vertex ID of the corresponding edge. This list is too long, so let's
-just print the first 10 elements!
-
-::
+The above code snippet also shows you that the :meth:`~Graph.get_edgelist()` method,
+which returns a list of source and target vertices for all edges, sorted by edge ID.
+If you print the first 10 elements, you get::
 
-  >>> g2.get_edgelist()[0:10]
+  >>> g2.get_edgelist()[:10]
   [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
 
-Let's do the same with a stochastic generator!
-
-::
+*Stochastic* generators produce a different graph each time, e.g. :meth:`Graph.GRG`::
 
   >>> g = ig.Graph.GRG(100, 0.2)
   >>> summary(g)
   IGRAPH U---- 100 516 --
   + attr: x (v), y (v)
 
-where ``+ attr`` shows names of the attributes for vertices (v) and edges (e).
+.. note:: ``+ attr`` shows attributes for vertices (v) and edges (e), in this case two
+   vertex attributes and no edge attributes.
 
-:meth:`Graph.GRG` generates a geometric random graph: *n* points are chosen randomly and
+This generates a geometric random graph: *n* points are chosen randomly and
 uniformly inside the unit square and pairs of points closer to each other than a predefined
-distance *d* are connected by an edge. In our case, *n* is 100 and *d* is 0.2. Due to
-the random nature of the algorithm, chances are that the exact graph you got is different
-from the one that was generated when I wrote this tutorial, hence the values above in the
-summary will not match the ones you got. This is normal and expected. Even if you generate
-two geometric random graphs on the same machine, they will be different for the same parameter
-set::
+distance *d* are connected by an edge. If you generate GRGs with the same parameters, they
+will be different::
 
   >>> g2 = ig.Graph.GRG(100, 0.2)
   >>> g.get_edgelist() == g2.get_edgelist()
   False
+
+A slightly looser way to check if the graphs are equivalent is via :meth:`~Graph.isomorphic()`::
+
   >>> g.isomorphic(g2)
   False
 
-:meth:`~Graph.isomorphic()` tells you whether two graphs are isomorphic or not. In general,
-it might take quite a lot of time, especially for large graphs, but in our case, the
-answer can quickly be given by checking the degree distributions of the two graphs.
+Checking for isomorphism might take a while for large graphs (in this case, the
+answer can quickly be given by checking the degree distributions of the two graphs).
 
 
 Setting and retrieving attributes
@@ -1118,3 +1047,5 @@ out immediately.
 
 .. _Discourse group: https://igraph.discourse.group
 .. _matplotlib: https://matplotlib.org/
+.. _IPython: https://ipython.readthedocs.io/en/stable/
+.. _Jupyter: https://jupyter.org/

From d851fefe863b4665ec7c275acafa2f0d228e28a2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 10:14:01 +1100
Subject: [PATCH 0618/1681] FAQ wording

---
 doc/source/faq.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index be02dc963..55f4f7667 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -25,7 +25,7 @@ I thought |igraph| was an R package, is this the same package?
 |igraph| is a software library written in C with interfaces in R, Python, and
 Mathematica. Many functions will have similar names and functionality across
 languages, but the matching is not perfect, so you will occasionally find
-functions that are supported in one language but not another. See the above FAQ
+functions that are supported in one language but not another. See the FAQ below
 for instructions about how to request a feature.
 
 

From 80ab80c2122169d73459d4274154931286436245 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 13:29:42 +1100
Subject: [PATCH 0619/1681] Tutorial improvs

---
 doc/source/index.rst    |   4 +-
 doc/source/tutorial.rst | 141 ++++++++++++++++------------------------
 2 files changed, 58 insertions(+), 87 deletions(-)

diff --git a/doc/source/index.rst b/doc/source/index.rst
index 941354e16..ce9532d9c 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -79,9 +79,10 @@ Documentation
 
     .. container::
 
-       **Function reference**
+       **Reference**
  
        - :doc:`api/index`
+       - `Source code <https://github.com/igraph/python-igraph>`_
 
     .. container::
 
@@ -89,7 +90,6 @@ Documentation
 
        - :doc:`FAQs <faq>`
        - `Forum <https://igraph.discourse.group/>`_
-       - `Source code <https://github.com/igraph/python-igraph>`_
 
 
 .. toctree::
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index b6ad40f24..564cbd7ac 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -16,7 +16,7 @@ This page is a detailed tutorial of |igraph|'s Python capabilities. To get an qu
 Starting |igraph|
 =================
 
-The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, and an `IDE <https://www.spyder-ide.org/>`_)::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
@@ -31,7 +31,7 @@ To call functions, you need to prefix them with ``ig`` (or whatever name you cho
   0.9.8
 
 .. note::
-   It is possible to use start imports for igraph::
+   It is possible to use *star imports* for |igraph|::
 
     >>> from igraph import *
 
@@ -49,13 +49,13 @@ There is a second way to start |igraph|, which is to call the script :command:`i
   Windows users will find the script inside the :file:`scripts` subdirectory of Python
   and might have to add it manually to their path.
 
-This script starts an appropriate shell (`IPython`_ or `IDLE <https://docs.python.org/3/library/idle.html>`_ if found, otherwise a pure Python shell) and runs the start import ``from igraph import *``. This is sometimes convenient to play with |igraph|'s functions.
+This script starts an appropriate shell (`IPython`_ or `IDLE <https://docs.python.org/3/library/idle.html>`_ if found, otherwise a pure Python shell) and uses star imports (see above). This is sometimes convenient to play with |igraph|'s functions.
 
 .. note::
    You can specify which shell should be used by this script via |igraph|'s
    :doc:`configuration` file.
 
-This tutorial will assume you have imported igraph using the namespace ``ig`` as above.
+This tutorial will assume you have imported igraph using the namespace ``ig``.
 
 Creating a graph
 ================
@@ -75,7 +75,7 @@ We can print the graph to get a summary of its nodes and edges::
   + edges:
   0--1 0--5
 
-This means: **U**ndirected graph with **10** vertices and **2** edges, with the exact edges listed out. If the graph has a `name` attribute, it is printed as well.
+This means: **U** ndirected graph with **10** vertices and **2** edges, with the exact edges listed out. If the graph has a `name` attribute, it is printed as well.
 
 .. note::
 
@@ -88,8 +88,9 @@ This means: **U**ndirected graph with **10** vertices and **2** edges, with the
 
 Adding/deleting vertices and edges
 ==================================
-Let's start from the empty graph agai. To add vertices to an existing graph, use :meth:`Graph.add_vertices`::
+Let's start from the empty graph again. To add vertices to an existing graph, use :meth:`Graph.add_vertices`::
 
+  >>> g = ig.Graph()
   >>> g.add_vertices(3)
 
 In |igraph|, vertices are always numbered up from zero. The number of a vertex is called the *vertex ID*. A vertex might or might not have a name.
@@ -100,6 +101,14 @@ Similarly, to add edges use :meth:`Graph.add_edges`::
 
 Edges are added by specifying the source and target vertex for each edge. This call added two edges, one connecting vertices ``0`` and ``1``, and one connecting vertices ``1`` and ``2``. Edges are also numbered up from zero (the *edge ID*) and have an optional name.
 
+.. warning::
+
+   Creating an empty graph and adding vertices and edges as shown here can be much slower
+   than creating a graph with its vertices and edges as demonstrated earlier. If speed is
+   of concern, you should especially avoid adding vertices and edges *one at a time*. If you
+   need to do it anyway, you can use :meth:`Graph.add_vertex` and :meth:`Graph.add_edge`.
+
+
 If you try to add edges to vertices with invalid IDs (i.e., you try to add an edge to vertex ``5`` when the graph has only three vertices), you get an :exc:`igraph.InternalError` exception::
 
   >>> g.add_edges([(5, 4)])
@@ -117,10 +126,10 @@ occurred.
    The whole traceback, including info on the source code, is useful when
    reporting bugs on our
    `GitHub issue page <https://github.com/igraph/python-igraph/issues>`_. Please include it
-   when you open the issue!
+   if you create a new issue!
 
 
-Let us go on with our graph ``g`` and add some more vertices and edges to it::
+Let us add some more vertices and edges to our graph::
 
   >>> g.add_edges([(2, 0)])
   >>> g.add_vertices(3)
@@ -191,101 +200,51 @@ A slightly looser way to check if the graphs are equivalent is via :meth:`~Graph
   >>> g.isomorphic(g2)
   False
 
-Checking for isomorphism might take a while for large graphs (in this case, the
+Checking for isomorphism can take a while for large graphs (in this case, the
 answer can quickly be given by checking the degree distributions of the two graphs).
 
 
 Setting and retrieving attributes
 =================================
+As mentioned above, in |igraph| each vertex and each edge have a numeric id from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertex and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
 
-|igraph| uses vertex and edge IDs in its core. These IDs are integers, starting from zero,
-and they are always continuous at any given time instance during the lifetime of the graph.
-This means that whenever vertices and edges are deleted, a large set of edge and possibly
-vertex IDs will be renumbered to ensure the continuity. Now, let us assume that our graph
-is a social network where vertices represent people and edges represent social connections
-between them. One way to maintain the association between vertex IDs and say, the corresponding
-names is to have an additional Python list that maps from vertex IDs to names. The drawback
-of this approach is that this additional list must be maintained in parallel to the
-modifications of the original graph. Luckily, |igraph| knows the concept of *attributes*,
-i.e., auxiliary objects associated to a given vertex or edge of a graph, or even to the
-graph as a whole. Every |igraph| :class:`Graph`, vertex and edge behaves as a standard
-Python dictionary in some sense: you can add key-value pairs to any of them, with the key
-representing the name of your attribute (the only restriction is that it must be a string)
-and the value representing the attribute itself.
-
-.. warning::
-   Attributes can be arbitrary Python objects, but if you are saving graphs to a
-   file, only string and numeric attributes will be kept. See the :mod:`pickle` module in
-   the standard Python library if you are looking for a way to save other attribute types.
-   You can either pickle your attributes individually, store them as strings and save them,
-   or you can pickle the whole :class:`Graph` if you know that you want to load the graph
-   back into Python only.
-
-
-Let us create a simple imaginary social network the usual way by hand.
-
-::
+To demonstrate the use of attributes, let us create a simple social network::
 
   >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
 
-Now, let us assume that we want to store the names, ages and genders of people in this network as
-vertex attributes, and for every connection, we want to store whether this is an informal
-friendship tie or a formal tie. Every :class:`Graph` object contains two special members
-called :attr:`~Graph.vs` and :attr:`~Graph.es`, standing for the sequence of all vertices
-and all edges, respectively. If you try to use :attr:`~Graph.vs` or :attr:`~Graph.es` as
-a Python dictionary, you will manipulate the attribute storage area of the graph::
+Each vertex represents a person, so we want to store names, ages and genders::
 
-  >>> g.vs
-  <igraph.VertexSeq object at 0x1b23b90>
   >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
   >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
   >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
   >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
 
-Whenever you use :attr:`~Graph.vs` or :attr:`~Graph.es` as a dictionary, you are assigning
-attributes to *all* vertices/edges of the graph. However, you can simply alter the attributes
-of vertices and edges individually by *indexing* :attr:`~Graph.vs` or :attr:`~Graph.es`
-with integers as if they were lists (remember, they are sequences, they contain all the
-vertices or all the edges). When you index them, you obtain a :class:`Vertex` or
-:class:`Edge` object, which refers to (I am sure you already guessed that) a single vertex
-or a single edge of the graph. :class:`Vertex` and :class:`Edge` objects can also be used
-as dictionaries to alter the attributes of that single vertex or edge::
-
-  >>> g.es[0]
-  igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': False})
-  >>> g.es[0].attributes()
-  {'is_formal': False}
+:attr:`Graph.vs` and :attr:`Graph.es` are the standard way to obtain a sequence of all
+vertices and edges, respectively. Just like a Python dictionary, we can set each property
+using square brackets. The value must be a list with the same length as the vertices (for
+:attr:`Graph.vs`) or edges (for :attr:`Graph.es`). This assigns an attribute to *all* vertices/edges at once.
+
+To assign or modify an attribute for a single vertex/edge, you can use indexing::
+
   >>> g.es[0]["is_formal"] = True
-  >>> g.es[0]
-  igraph.Edge(<igraph.Graph object at 0x4c87a0>,0,{'is_formal': True})
-
-The above snippet illustrates that indexing an :class:`~seq.EdgeSeq` object returns
-:class:`Edge` objects; the representation above shows the graph the object belongs to,
-the edge ID (zero in our case) and the dictionary of attributes assigned to that edge.
-:class:`Edge` objects have some useful attributes, too: the :attr:`~Edge.source` property
-gives you the source vertex of that edge, :attr:`~Edge.target` gives you the target vertex,
-:attr:`~Edge.index` gives you the corresponding edge ID, :attr:`~Edge.tuple` gives you a
-tuple containing the source and target vertices and :meth:`~Edge.attributes` gives you
-a dictionary containing the attributes of this edge. :class:`Vertex` instances only have
-:attr:`~Vertex.index` and :meth:`~Vertex.attributes`.
-
-Since :attr:`Graph.es` always represents all the edges in a graph, indexing it by
-*i* will always return the edge with ID *i*, and of course the same applies
-to :attr:`Graph.vs`. However, keep in mind that an :class:`EdgeSeq` object *in general*
-does not necessarily represent the whole edge sequence of a graph;
-:ref:`later in this tutorial <querying_vertices_and_edges>`
-we will see methods that can filter :class:`~seq.EdgeSeq` objects and return other
-:class:`~seq.EdgeSeq` objects that are restricted to a subset of edges, and of course the same
-applies to :class:`~seq.VertexSeq` objects. But before we dive into that, let's see how we
-can assign attributes to the whole graph. Not too surprisingly, :class:`Graph` objects
-themselves can also behave as dictionaries::
+
+In fact, a single vertex is represented via the class :class:`Vertex`, and a single edge via :class:`Edge`. Both of them plus :class:`Graph` can all be keyed like a dictionary to set attributes, e.g. to add a date to the graph::
 
   >>> g["date"] = "2009-01-10"
   >>> print(g["date"])
   2009-01-10
 
-Finally, it should be mentioned that attributes can be deleted by the Python keyword
-``del`` just as you would do with any member of an ordinary dictionary::
+To retrieve a dictionary of attributes, you can use :meth:`Graph.attributes`, :meth:`Vertex.attributes`, and :meth:`Edge.attributes`.
+
+Furthermore, each :class:`Vertex` has a special property, :attr:`Vertex.index`, that is used to find out the ID of a vertex. Each :class:`Edge` has :attr:`Edge.index` plus two additional properties, :attr:`Edge.source` and :attr:`Edge.target`, that are used to find the IDs of the vertices connected by this edge. To get both at once as a tuple, you can use :attr:`Edge.tuple`.
+
+To assign attributes to a subset of vertices or edges, you can use slicing::
+
+  >>> g.es[:1]["is_formal"] = True
+
+The output of ``g.es[:1]`` is an instance of :class:`~seq.EdgeSeq`, whereas :class:`~seq.VertexSeq` is the equivalent class representing subsets of vertices.
+
+To delete attributes, use the Python keyword ``del``, e.g.::
 
   >>> g.vs[3]["foo"] = "bar"
   >>> g.vs["foo"]
@@ -296,6 +255,17 @@ Finally, it should be mentioned that attributes can be deleted by the Python key
     File "<stdin>", line 25, in <module>
   KeyError: 'Attribute does not exist'
 
+
+.. warning::
+   Attributes can be arbitrary Python objects, but if you are saving graphs to a
+   file, only string and numeric attributes will be kept. See the :mod:`pickle` module in
+   the standard Python library if you are looking for a way to save other attribute types.
+   You can either pickle your attributes individually, store them as strings and save them,
+   or you can pickle the whole :class:`Graph` if you know that you want to load the graph
+   back into Python only.
+
+
+
 Structural properties of graphs
 ===============================
 
@@ -341,9 +311,10 @@ restrict them to exactly the vertices or edges you want.
   example is eigenvector centrality (:meth:`Graph.evcent()`).
 
 Besides degree, |igraph| includes built-in routines to calculate many other centrality
-properties, including vertex and edge betweenness (:meth:`Graph.betweenness`,
-:meth:`Graph.edge_betweenness`) or Google's PageRank (:meth:`Graph.pagerank`)
-just to name a few. Here we just illustrate edge betweenness::
+properties, including vertex and edge betweenness
+(:meth:`Graph.betweenness <GraphBase.betweenness>`,
+:meth:`Graph.edge_betweenness <GraphBase.edge_betweenness>`) or Google's PageRank
+(:meth:`Graph.pagerank`) just to name a few. Here we just illustrate edge betweenness::
 
   >>> g.edge_betweenness()
   [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]

From 40e80e014fac1907c156c8786867c433d2daa71e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 13:31:58 +1100
Subject: [PATCH 0620/1681] Improve link to avoid ambiguity

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 6af3745fb..5f5ff593e 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -94,7 +94,7 @@ First, obtain the bleeding-edge source code from Github::
 
   $ git clone https://github.com/igraph/python-igraph.git
 
-or download a recent release from `PyPI <https://pypi.org/project/python-igraph/#files>`_ or from the
+or download a recent `release from PyPI <https://pypi.org/project/python-igraph/#files>`_ or from the
 `Github releases page <https://github.com/igraph/python-igraph/releases/>`_. Decompress the archive if
 needed.
 

From dbbf479adff6c25a9d402cd4269710f983f4cb80 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 13:48:46 +1100
Subject: [PATCH 0621/1681] Remove test link from analysis page

---
 doc/source/analysis.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 639f397a9..88f0588bd 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -6,8 +6,6 @@
 Graph analysis
 ==============
 
-:doc:`api/index`
-
 |igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
 
 The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available::

From 35f332891c52b2bf6afa4f7f9915d3ad00e95a9e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Jan 2022 13:56:26 +1100
Subject: [PATCH 0622/1681] Fix: wrong code in install example

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5f5ff593e..f6caa73d8 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -198,7 +198,7 @@ To use matplotlib for a whole session/notebook::
   >>> import igraph as ig
   >>> ig.config["plotting.backend"] = "matplotlib"
   >>> g = ig.Graph.Famous("petersen")
-  >>> ig.plot(g, target=ax)
+  >>> ig.plot(g)
   >>> plt.show()
 
 To preserve this preference across sessions/notebooks, you can store it in the default

From 1884f4e766933e568b6bf9b8fc452906a6a702e5 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Jan 2022 11:53:17 +1100
Subject: [PATCH 0623/1681] Add jekyll postprocessing to see the result
 as-of-production

---
 doc/jekyll_tools/Gemfile                      |    5 +
 doc/jekyll_tools/Makefile                     |  130 ++
 doc/jekyll_tools/_config.yml                  |   18 +
 doc/jekyll_tools/_includes/defaults           |   16 +
 doc/jekyll_tools/_layouts/default.html        |  154 ++
 doc/jekyll_tools/_layouts/main.html           |   75 +
 doc/jekyll_tools/_layouts/pydoctor.html       |   18 +
 doc/jekyll_tools/css/affix.css                |   90 ++
 doc/jekyll_tools/css/bootstrap.min.css        |    1 +
 doc/jekyll_tools/css/epydoc.css               |  291 ++++
 doc/jekyll_tools/css/manual.css               |   75 +
 doc/jekyll_tools/css/other.css                |  204 +++
 doc/jekyll_tools/css/pydoctor.css             |  399 +++++
 doc/jekyll_tools/css/syntax.css               |   61 +
 doc/jekyll_tools/favicon.ico                  |  Bin 0 -> 142910 bytes
 doc/jekyll_tools/favicon.svg                  |   27 +
 .../fonts/font-mfizz/font-mfizz.css           |  318 ++++
 .../fonts/font-mfizz/font-mfizz.eot           |  Bin 0 -> 43154 bytes
 .../fonts/font-mfizz/font-mfizz.svg           | 1344 +++++++++++++++++
 .../fonts/font-mfizz/font-mfizz.ttf           |  Bin 0 -> 45324 bytes
 .../fonts/font-mfizz/font-mfizz.woff          |  Bin 0 -> 29056 bytes
 doc/jekyll_tools/fonts/fonts.css              |   32 +
 doc/jekyll_tools/fonts/rlogo.eot              |  Bin 0 -> 1480 bytes
 doc/jekyll_tools/fonts/rlogo.svg              |   29 +
 doc/jekyll_tools/fonts/rlogo.ttf              |  Bin 0 -> 1324 bytes
 doc/jekyll_tools/fonts/rlogo.woff             |  Bin 0 -> 1400 bytes
 doc/jekyll_tools/img/igraph2.svg              |  185 +++
 doc/jekyll_tools/img/igraph3.png              |  Bin 0 -> 656 bytes
 doc/jekyll_tools/img/igraph3.svg              |  295 ++++
 doc/jekyll_tools/img/igraph4.svg              |  192 +++
 doc/jekyll_tools/img/igraph5.png              |  Bin 0 -> 2673 bytes
 doc/jekyll_tools/img/igraph_logo_black.svg    |    1 +
 doc/jekyll_tools/img/igraph_logo_white.svg    |    1 +
 doc/jekyll_tools/img/python.svg               |  372 +++++
 doc/jekyll_tools/js/affix.js                  |   10 +
 doc/jekyll_tools/js/html5shiv.js              |    8 +
 doc/jekyll_tools/js/jumbotron.js              |  276 ++++
 doc/jekyll_tools/js/pydoctor.js               |   29 +
 doc/jekyll_tools/js/respond.min.js            |    6 +
 doc/jekyll_tools/js/toggle.js                 |   23 +
 doc/source/_templates/layout.html             |    4 +-
 scripts/mkdoc.sh                              |   41 +-
 42 files changed, 4720 insertions(+), 10 deletions(-)
 create mode 100644 doc/jekyll_tools/Gemfile
 create mode 100644 doc/jekyll_tools/Makefile
 create mode 100644 doc/jekyll_tools/_config.yml
 create mode 100644 doc/jekyll_tools/_includes/defaults
 create mode 100644 doc/jekyll_tools/_layouts/default.html
 create mode 100644 doc/jekyll_tools/_layouts/main.html
 create mode 100644 doc/jekyll_tools/_layouts/pydoctor.html
 create mode 100644 doc/jekyll_tools/css/affix.css
 create mode 100644 doc/jekyll_tools/css/bootstrap.min.css
 create mode 100644 doc/jekyll_tools/css/epydoc.css
 create mode 100644 doc/jekyll_tools/css/manual.css
 create mode 100644 doc/jekyll_tools/css/other.css
 create mode 100644 doc/jekyll_tools/css/pydoctor.css
 create mode 100644 doc/jekyll_tools/css/syntax.css
 create mode 100644 doc/jekyll_tools/favicon.ico
 create mode 100644 doc/jekyll_tools/favicon.svg
 create mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
 create mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot
 create mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
 create mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.ttf
 create mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.woff
 create mode 100644 doc/jekyll_tools/fonts/fonts.css
 create mode 100755 doc/jekyll_tools/fonts/rlogo.eot
 create mode 100755 doc/jekyll_tools/fonts/rlogo.svg
 create mode 100755 doc/jekyll_tools/fonts/rlogo.ttf
 create mode 100755 doc/jekyll_tools/fonts/rlogo.woff
 create mode 100644 doc/jekyll_tools/img/igraph2.svg
 create mode 100644 doc/jekyll_tools/img/igraph3.png
 create mode 100644 doc/jekyll_tools/img/igraph3.svg
 create mode 100644 doc/jekyll_tools/img/igraph4.svg
 create mode 100644 doc/jekyll_tools/img/igraph5.png
 create mode 100644 doc/jekyll_tools/img/igraph_logo_black.svg
 create mode 100644 doc/jekyll_tools/img/igraph_logo_white.svg
 create mode 100644 doc/jekyll_tools/img/python.svg
 create mode 100644 doc/jekyll_tools/js/affix.js
 create mode 100644 doc/jekyll_tools/js/html5shiv.js
 create mode 100644 doc/jekyll_tools/js/jumbotron.js
 create mode 100644 doc/jekyll_tools/js/pydoctor.js
 create mode 100644 doc/jekyll_tools/js/respond.min.js
 create mode 100644 doc/jekyll_tools/js/toggle.js

diff --git a/doc/jekyll_tools/Gemfile b/doc/jekyll_tools/Gemfile
new file mode 100644
index 000000000..3e5e9cbd3
--- /dev/null
+++ b/doc/jekyll_tools/Gemfile
@@ -0,0 +1,5 @@
+source 'http://rubygems.org'
+
+gem 'jekyll-sitemap'
+gem "webrick", "~> 1.7"
+gem 'jekyll-redirect-from'
diff --git a/doc/jekyll_tools/Makefile b/doc/jekyll_tools/Makefile
new file mode 100644
index 000000000..aa1a6dbf8
--- /dev/null
+++ b/doc/jekyll_tools/Makefile
@@ -0,0 +1,130 @@
+# Makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line.
+SPHINXOPTS    =
+SPHINXBUILD   = sphinx-build
+PAPER         =
+BUILDDIR      = build
+
+# Internal variables.
+PAPEROPT_a4     = -D latex_paper_size=a4
+PAPEROPT_letter = -D latex_paper_size=letter
+ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
+
+.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest
+
+help:
+	@echo "Please use \`make <target>' where <target> is one of"
+	@echo "  html       to make standalone HTML files"
+	@echo "  dirhtml    to make HTML files named index.html in directories"
+	@echo "  singlehtml to make a single large HTML file"
+	@echo "  pickle     to make pickle files"
+	@echo "  json       to make JSON files"
+	@echo "  htmlhelp   to make HTML files and a HTML help project"
+	@echo "  qthelp     to make HTML files and a qthelp project"
+	@echo "  devhelp    to make HTML files and a Devhelp project"
+	@echo "  epub       to make an epub"
+	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
+	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
+	@echo "  text       to make text files"
+	@echo "  man        to make manual pages"
+	@echo "  changes    to make an overview of all changed/added/deprecated items"
+	@echo "  linkcheck  to check all external links for integrity"
+	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
+
+clean:
+	-rm -rf $(BUILDDIR)/*
+
+html:
+	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
+
+dirhtml:
+	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
+
+singlehtml:
+	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
+	@echo
+	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
+
+pickle:
+	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
+	@echo
+	@echo "Build finished; now you can process the pickle files."
+
+json:
+	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
+	@echo
+	@echo "Build finished; now you can process the JSON files."
+
+htmlhelp:
+	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
+	@echo
+	@echo "Build finished; now you can run HTML Help Workshop with the" \
+	      ".hhp project file in $(BUILDDIR)/htmlhelp."
+
+qthelp:
+	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
+	@echo
+	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
+	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
+	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/igraph.qhcp"
+	@echo "To view the help file:"
+	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/igraph.qhc"
+
+devhelp:
+	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
+	@echo
+	@echo "Build finished."
+	@echo "To view the help file:"
+	@echo "# mkdir -p $$HOME/.local/share/devhelp/igraph"
+	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/igraph"
+	@echo "# devhelp"
+
+epub:
+	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
+	@echo
+	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
+
+latex:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo
+	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
+	@echo "Run \`make' in that directory to run these through (pdf)latex" \
+	      "(use \`make latexpdf' here to do that automatically)."
+
+latexpdf:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo "Running LaTeX files through pdflatex..."
+	make -C $(BUILDDIR)/latex all-pdf
+	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
+
+text:
+	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
+	@echo
+	@echo "Build finished. The text files are in $(BUILDDIR)/text."
+
+man:
+	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
+	@echo
+	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
+
+changes:
+	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
+	@echo
+	@echo "The overview file is in $(BUILDDIR)/changes."
+
+linkcheck:
+	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
+	@echo
+	@echo "Link check complete; look for any errors in the above output " \
+	      "or in $(BUILDDIR)/linkcheck/output.txt."
+
+doctest:
+	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
+	@echo "Testing of doctests in the sources finished, look at the " \
+	      "results in $(BUILDDIR)/doctest/output.txt."
diff --git a/doc/jekyll_tools/_config.yml b/doc/jekyll_tools/_config.yml
new file mode 100644
index 000000000..b9a8a09d7
--- /dev/null
+++ b/doc/jekyll_tools/_config.yml
@@ -0,0 +1,18 @@
+name: igraph &ndash; the network analysis package
+destination: jekyll_output
+future: true
+include: [ _static, _images ]
+exclude: [ source, Gemfile, Gemfile.lock, build_old_sources.py ]
+keep_files: [ ]
+markdown: kramdown
+kramdown:
+  input: GFM
+url: "https://igraph.org/python"
+plugins:
+  - jekyll-sitemap
+defaults:
+  -
+    scope:
+      path: ""
+    values:
+      layout: "post"
diff --git a/doc/jekyll_tools/_includes/defaults b/doc/jekyll_tools/_includes/defaults
new file mode 100644
index 000000000..42baf8c90
--- /dev/null
+++ b/doc/jekyll_tools/_includes/defaults
@@ -0,0 +1,16 @@
+{% assign lang = "python" %}
+{%- assign bodyclass = lang %}
+{% assign title = page.title %}
+{% assign mainheader = page.mainheader %}
+{% assign lead = page.lead %}
+
+{% assign langname = 'python-igraph' %}
+{% assign langversions = version | split: ", " %}
+{% if title == nil %}{% assign title = 'python-igraph' %}{% endif %}
+{% assign extramenu = '<li><a href="/python"><i class="icon-python"></i> Get started</a></li>' %}
+{% if mainheader == nil %}
+  {% assign mainheader = 'Get started with python-igraph' %}
+{% endif %}
+{% if lead == nil %}
+  {% assign lead = 'Install and start using igraph from Python' %}
+{% endif %}
diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
new file mode 100644
index 000000000..c554844ba
--- /dev/null
+++ b/doc/jekyll_tools/_layouts/default.html
@@ -0,0 +1,154 @@
+{% include defaults %}
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <meta name="description" content="">
+    <meta name="author" content="">
+
+	<!-- Favicon and theming -->
+    <meta name="theme-color" content="#ffffff" />
+    <link rel="icon" href="/favicon.svg" />
+    <link rel="alternate icon" href="/favicon.ico" />
+
+    <title>{{ title }}</title>
+
+    <!-- Bootstrap core CSS -->
+    <link rel="stylesheet" href="/css/bootstrap.min.css">
+
+    <!-- Custom styles for this template -->
+    <link href="//fonts.googleapis.com/css?family=Lato:300,400,700"
+          rel="stylesheet" type="text/css">
+    <link href="//maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet">
+    <link rel="stylesheet" href="/fonts/font-mfizz/font-mfizz.css">
+    <link href="/css/affix.css" rel="stylesheet">
+    <link href="/css/syntax.css" rel="stylesheet">
+    <link href="/css/other.css" rel="stylesheet">
+    <link href="/fonts/fonts.css" rel="stylesheet">
+
+    <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements 
+         and media queries -->
+    <!--[if lt IE 9]>
+      <script src="/js/html5shiv.js"></script>
+      <script src="/js/respond.min.js"></script>
+    <![endif]-->
+
+    <!-- Global site tag (gtag.js) - Google Analytics -->
+    <script async src="https://www.googletagmanager.com/gtag/js?id=UA-1392972-5"></script>
+    <script>
+      window.dataLayer = window.dataLayer || [];
+      function gtag(){dataLayer.push(arguments);}
+      gtag('js', new Date());
+      gtag('config', 'UA-1392972-5');
+    </script>
+
+    {{ page.extrahead | default: layout.extrahead }}
+  </head>
+
+  <body class="{{ bodyclass | default: layout.bodyclass }}">
+  <div id="wrap">
+    <nav class="navbar navbar-expand-md navbar-dark bg-dark fixed-top">
+      <a class="navbar-brand" href="/">
+        <img src="/img/igraph_logo_white.svg" width="35"> igraph
+      </a>
+
+      {% if langname != null and langname != 'igraph' %}
+      <ul class="navbar-nav mr-auto">
+        {% if layout.vmenu != null  or page.vmenu != null %}
+        <li class="nav-item"><a class="nav-link" href="/">{{ langname }}</a></li>
+        <li class="nav-item dropdown">
+          <a class="nav-link dropdown-toggle" data-toggle="dropdown" href="#">
+            {{ page.langversion }}
+          </a>
+          <div class="dropdown-menu">
+            <a class="dropdown-item" href="/{{ lang }}/latest/">latest</a>
+            {% for langversioni in langversions reversed %}
+            <a class="dropdown-item" href="/{{ lang }}/{{ langversioni }}/">{{ langversioni }}</a>
+            {% endfor %}
+          </div>
+        </li>
+        {% else %}
+        <li class="nav-item"><a class="nav-link" href="/">{{ langname }} {{ page.langversion }}</a></li>
+        {% endif %}
+      </ul>
+      {% endif %}
+
+      <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+        <span class="navbar-toggler-icon"></span>
+      </button>
+
+      <div class="collapse navbar-collapse" id="navbarSupportedContent">
+        <ul class="navbar-nav ml-auto">
+          <li class="nav-item dropdown">
+            <a href="#" class="nav-link dropdown-toggle" id="productsDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Products</a>
+            <div class="dropdown-menu" aria-labelledby="productsDropdown">
+              <a class="dropdown-item" href="/r">igraph R package</a>
+              <a class="dropdown-item" href="/python">python-igraph</a>
+              <a class="dropdown-item" href="http://szhorvat.net/mathematica/IGraphM">IGraph/M</a>
+              <a class="dropdown-item" href="/c">igraph C library</a>
+              <div class="dropdown-divider"></div>
+              <a class="dropdown-item" href="https://github.com/igraph/igraphdata">igraphdata R package <i class="fa fa-github"></i></a>
+            </div>
+          </li>
+          <li class="nav-item">
+            <a class="nav-link" href="/news.html"><i class="fa fa-rss"></i> News</a>
+          </li>
+          <li class="nav-item">
+            <a class="nav-link" href="https://igraph.discourse.group"><i class="fa fa-comments"></i> Forum</a>
+          </li>
+          <li class="nav-item">
+            <a class="nav-link" href="/code-of-conduct.html"><i class="fa fa-gavel"></i> Code of Conduct</a>
+          </li>          
+          <li class="nav-item">
+            <a class="nav-link" href="https://github.com/igraph"><i class="fa fa-github"></i> On GitHub</a>
+          </li>
+        </ul>
+      </div>
+    </nav>
+    
+    {% if page.layout != "main" %}
+
+    <div class="jumbotron">
+      <div class="container">
+        <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
+        <p class="lead">{{ page.lead | default: layout.lead }}</p>
+      </div>
+      <canvas id="jumbotron-anim"></canvas>
+    </div>
+
+    {% endif %}
+
+    {{content}}
+
+    </div>
+
+    <div id="footer"><div class="container-fluid">
+      <p class="text-muted credit">
+      &copy; 2003 &ndash; 2020 The igraph core team.
+            &bull; Code licensed under 
+            <a href="http://www.gnu.org/licenses/gpl-2.0.html">
+            GNU GPL 2</a> or later, documentation under 
+            <a href="http://www.gnu.org/copyleft/fdl.html">
+              GNU FDL.</a>
+      </p>
+    </div></div>
+
+    <!-- Bootstrap core JavaScript
+    ================================================== -->
+    <!-- Placed at the end of the document so the pages load faster -->
+    <script src="https://code.jquery.com/jquery-3.4.1.slim.min.js" integrity="sha384-J6qa4849blE2+poT4WnyKhv5vZF5SrPo0iEjwBvKU7imGFAV0wwj1yYfoRSJoZ+n" crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js" integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo" crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/js/bootstrap.min.js" integrity="sha384-wfSDF2E50Y2D1uUdj0O3uMBJnjuUD4Ih7YwaYd1iqfktj0Uod8GCExl3Og8ifwB6" crossorigin="anonymous"></script>
+
+    <script src="/js/affix.js"></script>
+    <script src="/js/jumbotron.js"></script>
+    <script src="/js/toggle.js"></script>
+{% if page.animated_header or layout.animated_header %}
+      <script>
+        startAnimation();
+      </script>
+{% endif %}
+    {{ page.extrafoot }}
+  </body>
+</html>
diff --git a/doc/jekyll_tools/_layouts/main.html b/doc/jekyll_tools/_layouts/main.html
new file mode 100644
index 000000000..42c90e4f6
--- /dev/null
+++ b/doc/jekyll_tools/_layouts/main.html
@@ -0,0 +1,75 @@
+---
+layout: default
+bodyclass: start-page
+animated_header: true
+---
+
+<div class="jumbotron">
+  <div class="container">
+    <h1 class="display-4"><img src="/img/igraph_logo_black.svg" width="125"> igraph &ndash;
+      <small>The network analysis package</small>
+    </h1>
+    <p class="lead">
+    igraph is a collection of network analysis tools with the
+    emphasis on <strong>efficiency</strong>,
+    <strong>portability</strong> and ease of use. igraph is
+    <strong>open source</strong> and free. igraph can be
+    programmed in <strong>R</strong>, <strong>Python</strong>,
+    <strong>Mathematica</strong> and&nbsp;<strong>C/C++</strong>.
+    </p>
+    <hr class="my-4">
+    <a href="/r" class="btn btn-lg btn-dark">igraph R package</a>
+    <a href="/python" class="btn btn-lg btn-dark">python-igraph</a>
+    <a href="http://szhorvat.net/mathematica/IGraphM" class="btn btn-lg btn-dark">IGraph/M</a>
+    <a href="/c" class="btn btn-lg btn-dark">igraph C library</a>
+  </div>
+  <canvas id="jumbotron-anim"></canvas>
+</div>
+
+<div class="container">
+  <div class="row">
+    <div class="col-md-3">
+      <nav class="bs-sidebar affix hidden-print" role="complementary">
+        <ul class="nav bs-sidenav">
+          {% for post in site.posts limit:10 %}
+            <li class="nav-item">
+              <a class="nav-link" href="{{ post.url }}">{{ post.title }}</a>
+            </li>
+          {% endfor %}
+          <li class="nav-item">
+            <a class="nav-link" href="news.html">All news &#8594;</a>
+          </li>
+        </ul>
+      </nav>
+    </div>
+
+    <div class="col-md-8">
+      <div class="bs-docs-section">
+
+  <div class="page-header">
+    <h1>Recent news</h1>
+  </div>
+
+  {% for post in site.posts limit:10 %}
+
+  <div class="post-header">
+    <h2>
+      <span id="{{ post.id }}" class="anchor">&nbsp;</span>
+      <a href="{{ post.url }}">{{ post.title }}</a>
+    </h2>
+	<div class="post-time"><time class="text-muted">{{ post.date | date_to_string: "ordinal", "US" }}</time></div>
+  </div>
+
+  {{ post.content | extract_excerpt: post.url | redir_docs | smallheaders }}
+
+  <hr class="news-separator">
+
+  {% endfor %}
+
+  <h2><a href="news.html">All news &#8594;</a></h2>
+
+      </div>
+    </div>
+  </div>
+
+</div>
diff --git a/doc/jekyll_tools/_layouts/pydoctor.html b/doc/jekyll_tools/_layouts/pydoctor.html
new file mode 100644
index 000000000..e70459159
--- /dev/null
+++ b/doc/jekyll_tools/_layouts/pydoctor.html
@@ -0,0 +1,18 @@
+---
+layout: default
+extrahead: <link href="/css/pydoctor.css" rel="stylesheet">
+vmenu: true
+doctype: api/
+---
+
+<div class="container bs-docs-container">
+<div class="row">
+  <div class="col-md-12">
+  <div class="bs-docs-section">
+
+    {{ content }}
+
+  </div>
+  </div>
+</div>
+</div>
diff --git a/doc/jekyll_tools/css/affix.css b/doc/jekyll_tools/css/affix.css
new file mode 100644
index 000000000..5b57395ef
--- /dev/null
+++ b/doc/jekyll_tools/css/affix.css
@@ -0,0 +1,90 @@
+/*
+ * Side navigation
+ *
+ * Scrollspy and affixed enhanced navigation to highlight sections and secondary
+ * sections of docs content.
+ */
+
+/* By default it's not affixed in mobile views, so undo that */
+.bs-sidebar.affix {
+  position: static;
+}
+
+/* First level of nav */
+.bs-sidenav {
+  margin-top: 30px;
+  margin-bottom: 30px;
+  padding-top:    10px;
+  padding-bottom: 10px;
+  text-shadow: 0 1px 0 #fff;
+  background-color: #e9ecef;
+  border-radius: 5px;
+}
+
+/* All levels of nav */
+.bs-sidebar .nav > li {
+  width: 100%;
+}
+
+.bs-sidebar .nav > li > a {
+  display: block;
+  color: #716b7a;
+  padding: 5px 20px;
+}
+.bs-sidebar .nav > li > a:hover,
+.bs-sidebar .nav > li > a:focus {
+  text-decoration: none;
+  background-color: #d3d9df;
+  border-right: 2px solid #a7b3bf;
+}
+.bs-sidebar .nav > li > a.active,
+.bs-sidebar .nav > li > a.active:hover,
+.bs-sidebar .nav > li > a.active:focus {
+  font-weight: bold;
+  color: #563d7c;
+  background-color: transparent;
+  border-right: 2px solid #563d7c;
+}
+
+/* Nav: second level (shown on .active) */
+.bs-sidebar .nav .nav {
+  display: none; /* Hide by default, but at >768px, show it */
+  margin-bottom: 8px;
+}
+.bs-sidebar .nav .nav > li > a {
+  padding-top:    3px;
+  padding-bottom: 3px;
+  padding-left: 30px;
+  font-size: 90%;
+}
+
+/* Show and affix the side nav when space allows it */
+@media (min-width: 992px) {
+  .bs-sidebar .nav .nav-item > a.active + ul {
+    display: block;
+  }
+  /* Widen the fixed sidebar */
+  .bs-sidebar.affix,
+  .bs-sidebar.affix-bottom {
+    width: 213px;
+  }
+  .bs-sidebar.affix {
+    position: sticky; /* Undo the static from mobile first approach */
+    top: 80px;
+  }
+  .bs-sidebar.affix-bottom {
+    position: absolute; /* Undo the static from mobile first approach */
+  }
+  .bs-sidebar.affix-bottom .bs-sidenav,
+  .bs-sidebar.affix .bs-sidenav {
+    margin-top: 0;
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 1200px) {
+  /* Widen the fixed sidebar again */
+  .bs-sidebar.affix-bottom,
+  .bs-sidebar.affix {
+    width: 263px;
+  }
+}
diff --git a/doc/jekyll_tools/css/bootstrap.min.css b/doc/jekyll_tools/css/bootstrap.min.css
new file mode 100644
index 000000000..ad8c117b8
--- /dev/null
+++ b/doc/jekyll_tools/css/bootstrap.min.css
@@ -0,0 +1 @@
+:root{--blue:#007bff;--indigo:#6610f2;--purple:#6f42c1;--pink:#e83e8c;--red:#dc3545;--orange:#fd7e14;--yellow:#ffc107;--green:#28a745;--teal:#20c997;--cyan:#17a2b8;--white:#fff;--gray:#6c757d;--gray-dark:#343a40;--primary:#dc3545;--secondary:#6c757d;--success:#28a745;--info:#17a2b8;--warning:#ffc107;--danger:#dc3545;--light:#f8f9fa;--dark:#343a40;--breakpoint-xs:0;--breakpoint-sm:576px;--breakpoint-md:768px;--breakpoint-lg:992px;--breakpoint-xl:1200px;--font-family-sans-serif:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";--font-family-monospace:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier 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diff --git a/doc/jekyll_tools/css/epydoc.css b/doc/jekyll_tools/css/epydoc.css
new file mode 100644
index 000000000..41c59516e
--- /dev/null
+++ b/doc/jekyll_tools/css/epydoc.css
@@ -0,0 +1,291 @@
+
+/* Page Header & Footer
+ *   - The standard page header consists of a navigation bar (with
+ *     pointers to standard pages such as 'home' and 'trees'); a
+ *     breadcrumbs list, which can be used to navigate to containing
+ *     classes or modules; options links, to show/hide private
+ *     variables and to show/hide frames; and a page title (using
+ *     <h1>).  The page title may be followed by a link to the
+ *     corresponding source code (using 'span.codelink').
+ *   - The footer consists of a navigation bar, a timestamp, and a
+ *     pointer to epydoc's homepage.
+ */ 
+h1.epydoc                   { margin: 0; font-size: +140%; font-weight: bold; 
+			      margin-top:30px; }
+h2.epydoc                   { font-size: +130%; font-weight: bold; }
+h3.epydoc                   { font-size: +115%; font-weight: bold;
+                              margin-top: 0.2em; }
+td h3.epydoc                { font-size: +115%; font-weight: bold;
+                              margin-bottom: 0; }
+table.epynavbar                { background: #a0c0ff; color: #000000;
+                              border: 2px groove #c0d0d0; }
+table.epynavbar table          { color: #000000; }
+th.navbar-select            { background: #70b0ff;
+                              color: #000000; } 
+table.epynavbar a              { text-decoration: none; }  
+table.epynavbar a:link         { color: #0000ff; }
+table.epynavbar a:visited      { color: #204080; }
+span.breadcrumbs            { font-size: 85%; font-weight: bold; }
+span.options                { font-size: 70%; }
+span.codelink               { font-size: 85%; }
+td.footer                   { font-size: 85%; }
+
+/* Table Headers
+ *   - Each summary table and details section begins with a 'header'
+ *     row.  This row contains a section title (marked by
+ *     'span.table-header') as well as a show/hide private link
+ *     (marked by 'span.options', defined above).
+ *   - Summary tables that contain user-defined groups mark those
+ *     groups using 'group header' rows.
+ */
+td.table-header             { background: #70b0ff; color: #000000;
+                              border: 1px solid #608090; }
+td.table-header table       { color: #000000; }
+td.table-header table a:link      { color: #0000ff; }
+td.table-header table a:visited   { color: #204080; }
+span.table-header           { font-size: 120%; font-weight: bold; }
+th.group-header             { background: #c0e0f8; color: #000000;
+                              text-align: left; font-style: italic; 
+                              font-size: 115%; 
+                              border: 1px solid #608090; }
+
+/* Summary Tables (functions, variables, etc)
+ *   - Each object is described by a single row of the table with
+ *     two cells.  The left cell gives the object's type, and is
+ *     marked with 'code.summary-type'.  The right cell gives the
+ *     object's name and a summary description.
+ *   - CSS styles for the table's header and group headers are
+ *     defined above, under 'Table Headers'
+ */
+table.summary               { border-collapse: collapse;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #608090;
+                              margin-bottom: 0.5em; }
+td.summary                  { border: 1px solid #608090; }
+code.summary-type           { font-size: 85%; }
+table.summary a:link        { color: #0000ff; }
+table.summary a:visited     { color: #204080; }
+
+
+/* Details Tables (functions, variables, etc)
+ *   - Each object is described in its own div.
+ *   - A single-row summary table w/ table-header is used as
+ *     a header for each details section (CSS style for table-header
+ *     is defined above, under 'Table Headers').
+ */
+table.details               { border-collapse: collapse;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #608090;
+                              margin: .2em 0 0 0; }
+table.details table         { color: #000000; }
+table.details a:link        { color: #0000ff; }
+table.details a:visited     { color: #204080; }
+
+/* Fields */
+dl.fields                   { margin-left: 2em; margin-top: 1em;
+                              margin-bottom: 1em; }
+dl.fields dd ul             { margin-left: 0em; padding-left: 0em; }
+dl.fields dd ul li ul       { margin-left: 2em; padding-left: 0em; }
+div.fields                  { margin-left: 2em; }
+div.fields p                { margin-bottom: 0.5em; }
+
+/* Index tables (identifier index, term index, etc)
+ *   - link-index is used for indices containing lists of links
+ *     (namely, the identifier index & term index).
+ *   - index-where is used in link indices for the text indicating
+ *     the container/source for each link.
+ *   - metadata-index is used for indices containing metadata
+ *     extracted from fields (namely, the bug index & todo index).
+ */
+table.link-index            { border-collapse: collapse;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #608090; }
+td.link-index               { border-width: 0px; }
+table.link-index a:link     { color: #0000ff; }
+table.link-index a:visited  { color: #204080; }
+span.index-where            { font-size: 70%; }
+table.metadata-index        { border-collapse: collapse;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #608090; 
+                              margin: .2em 0 0 0; }
+td.metadata-index           { border-width: 1px; border-style: solid; }
+table.metadata-index a:link { color: #0000ff; }
+table.metadata-index a:visited  { color: #204080; }
+
+/* Function signatures
+ *   - sig* is used for the signature in the details section.
+ *   - .summary-sig* is used for the signature in the summary 
+ *     table, and when listing property accessor functions.
+ * */
+.sig-name                   { color: #006080; }
+.sig-arg                    { color: #008060; }
+.sig-default                { color: #602000; }
+.summary-sig                { font-family: monospace; }
+.summary-sig-name           { color: #006080; font-weight: bold; }
+table.summary a.summary-sig-name:link
+                            { color: #006080; font-weight: bold; }
+table.summary a.summary-sig-name:visited
+                            { color: #006080; font-weight: bold; }
+.summary-sig-arg            { color: #006040; }
+.summary-sig-default        { color: #501800; }
+
+/* Subclass list
+ */
+ul.subclass-list { display: inline; }
+ul.subclass-list li { display: inline; }
+
+/* To render variables, classes etc. like functions */
+table.summary .summary-name { color: #006080; font-weight: bold;
+                              font-family: monospace; }
+table.summary
+     a.summary-name:link    { color: #006080; font-weight: bold;
+                              font-family: monospace; }
+table.summary
+    a.summary-name:visited  { color: #006080; font-weight: bold;
+                              font-family: monospace; }
+
+/* Variable values
+ *   - In the 'variable details' sections, each varaible's value is
+ *     listed in a 'pre.variable' box.  The width of this box is
+ *     restricted to 80 chars; if the value's repr is longer than
+ *     this it will be wrapped, using a backslash marked with
+ *     class 'variable-linewrap'.  If the value's repr is longer
+ *     than 3 lines, the rest will be ellided; and an ellipsis
+ *     marker ('...' marked with 'variable-ellipsis') will be used.
+ *   - If the value is a string, its quote marks will be marked
+ *     with 'variable-quote'.
+ *   - If the variable is a regexp, it is syntax-highlighted using
+ *     the re* CSS classes.
+ */
+pre.variable                { padding: .5em; margin: 0;
+                              background: #dce4ec; color: #000000;
+                              border: 1px solid #708890; }
+.variable-linewrap          { color: #604000; font-weight: bold; }
+.variable-ellipsis          { color: #604000; font-weight: bold; }
+.variable-quote             { color: #604000; font-weight: bold; }
+.variable-group             { color: #008000; font-weight: bold; }
+.variable-op                { color: #604000; font-weight: bold; }
+.variable-string            { color: #006030; }
+.variable-unknown           { color: #a00000; font-weight: bold; }
+.re                         { color: #000000; }
+.re-char                    { color: #006030; }
+.re-op                      { color: #600000; }
+.re-group                   { color: #003060; }
+.re-ref                     { color: #404040; }
+
+/* Base tree
+ *   - Used by class pages to display the base class hierarchy.
+ */
+pre.base-tree               { font-size: 80%; margin: 0; }
+
+/* Frames-based table of contents headers
+ *   - Consists of two frames: one for selecting modules; and
+ *     the other listing the contents of the selected module.
+ *   - h1.toc is used for each frame's heading
+ *   - h2.toc is used for subheadings within each frame.
+ */
+h1.toc                      { text-align: center; font-size: 105%;
+                              margin: 0; font-weight: bold;
+                              padding: 0; }
+h2.toc                      { font-size: 100%; font-weight: bold; 
+                              margin: 0.5em 0 0 -0.3em; }
+
+/* Syntax Highlighting for Source Code
+ *   - doctest examples are displayed in a 'pre.py-doctest' block.
+ *     If the example is in a details table entry, then it will use
+ *     the colors specified by the 'table pre.py-doctest' line.
+ *   - Source code listings are displayed in a 'pre.py-src' block.
+ *     Each line is marked with 'span.py-line' (used to draw a line
+ *     down the left margin, separating the code from the line
+ *     numbers).  Line numbers are displayed with 'span.py-lineno'.
+ *     The expand/collapse block toggle button is displayed with
+ *     'a.py-toggle' (Note: the CSS style for 'a.py-toggle' should not
+ *     modify the font size of the text.)
+ *   - If a source code page is opened with an anchor, then the
+ *     corresponding code block will be highlighted.  The code
+ *     block's header is highlighted with 'py-highlight-hdr'; and
+ *     the code block's body is highlighted with 'py-highlight'.
+ *   - The remaining py-* classes are used to perform syntax
+ *     highlighting (py-string for string literals, py-name for names,
+ *     etc.)
+ */
+pre.py-doctest              { padding: .5em; margin: 1em;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #708890; }
+table pre.py-doctest        { background: #dce4ec;
+                              color: #000000; }
+pre.py-src                  { border: 2px solid #000000; 
+                              background: #f0f0f0; color: #000000; }
+.py-line                    { border-left: 2px solid #000000; 
+                              margin-left: .2em; padding-left: .4em; }
+.py-lineno                  { font-style: italic; font-size: 90%;
+                              padding-left: .5em; }
+a.py-toggle                 { text-decoration: none; }
+div.py-highlight-hdr        { border-top: 2px solid #000000;
+                              border-bottom: 2px solid #000000;
+                              background: #d8e8e8; }
+div.py-highlight            { border-bottom: 2px solid #000000;
+                              background: #d0e0e0; }
+.py-prompt                  { color: #005050; font-weight: bold;}
+.py-more                    { color: #005050; font-weight: bold;}
+.py-string                  { color: #006030; }
+.py-comment                 { color: #003060; }
+.py-keyword                 { color: #600000; }
+.py-output                  { color: #404040; }
+.py-name                    { color: #000050; }
+.py-name:link               { color: #000050 !important; }
+.py-name:visited            { color: #000050 !important; }
+.py-number                  { color: #005000; }
+.py-defname                 { color: #000060; font-weight: bold; }
+.py-def-name                { color: #000060; font-weight: bold; }
+.py-base-class              { color: #000060; }
+.py-param                   { color: #000060; }
+.py-docstring               { color: #006030; }
+.py-decorator               { color: #804020; }
+/* Use this if you don't want links to names underlined: */
+/*a.py-name                   { text-decoration: none; }*/
+
+/* Graphs & Diagrams
+ *   - These CSS styles are used for graphs & diagrams generated using
+ *     Graphviz dot.  'img.graph-without-title' is used for bare
+ *     diagrams (to remove the border created by making the image
+ *     clickable).
+ */
+img.graph-without-title     { border: none; }
+img.graph-with-title        { border: 1px solid #000000; }
+span.graph-title            { font-weight: bold; }
+span.graph-caption          { }
+
+/* General-purpose classes
+ *   - 'p.indent-wrapped-lines' defines a paragraph whose first line
+ *     is not indented, but whose subsequent lines are.
+ *   - The 'nomargin-top' class is used to remove the top margin (e.g.
+ *     from lists).  The 'nomargin' class is used to remove both the
+ *     top and bottom margin (but not the left or right margin --
+ *     for lists, that would cause the bullets to disappear.)
+ */
+p.indent-wrapped-lines      { padding: 0 0 0 7em; text-indent: -7em; 
+                              margin: 0; }
+.nomargin-top               { margin-top: 0; }
+.nomargin                   { margin-top: 0; margin-bottom: 0; }
+
+/* HTML Log */
+div.log-block               { padding: 0; margin: .5em 0 .5em 0;
+                              background: #e8f0f8; color: #000000;
+                              border: 1px solid #000000; }
+div.log-error               { padding: .1em .3em .1em .3em; margin: 4px;
+                              background: #ffb0b0; color: #000000;
+                              border: 1px solid #000000; }
+div.log-warning             { padding: .1em .3em .1em .3em; margin: 4px;
+                              background: #ffffb0; color: #000000;
+                              border: 1px solid #000000; }
+div.log-info               { padding: .1em .3em .1em .3em; margin: 4px;
+                              background: #b0ffb0; color: #000000;
+                              border: 1px solid #000000; }
+h2.log-hdr                  { background: #70b0ff; color: #000000;
+                              margin: 0; padding: 0em 0.5em 0em 0.5em;
+                              border-bottom: 1px solid #000000; font-size: 110%; }
+p.log                       { font-weight: bold; margin: .5em 0 .5em 0; }
+tr.opt-changed              { color: #000000; font-weight: bold; }
+tr.opt-default              { color: #606060; }
+pre.log                     { margin: 0; padding: 0; padding-left: 1em; }
diff --git a/doc/jekyll_tools/css/manual.css b/doc/jekyll_tools/css/manual.css
new file mode 100644
index 000000000..4717f7547
--- /dev/null
+++ b/doc/jekyll_tools/css/manual.css
@@ -0,0 +1,75 @@
+.search-box-container {
+  position: relative;
+  z-index: 15;   /* jumbotron is at 10 so we need this higher */
+}
+.search-box-container > .row:first-child {
+  position: absolute;
+  width: 480px;
+  top: 0;
+}
+.search-box-container .search-label {
+  transform: translateY(3px);
+}
+.gsc-results-wrapper-overlay {
+  top: 80px !important;
+}
+
+/* offset the documentation title page from the search bar */
+.titlepage {
+  margin-top: 80px;
+}
+
+div.example-contents {
+  display: none;
+}
+.example p.title {
+  color: blue;
+}
+.example p.title b:before {
+  content: '\25B6\00a0';
+}
+.example p.title:hover { 
+  color: #00f; 
+  text-decoration: underline;
+  cursor: hand;
+}
+
+code {
+    background: transparent;
+    color: inherit;
+
+	/* undoing break-word setting from Bootstrap; it messes up the layout of
+	 * argument lists in the R manual */
+	word-break: normal !important;
+}
+
+.navigation-header {
+    text-align: right;
+}
+
+.navigation-footer { 
+    margin: 50px 0;
+}
+
+div.variablelist td { 
+    display: table-cell;
+    vertical-align: top; 
+}
+
+div.variablelist span.term {
+    padding-right: 10px;
+}
+
+div.authorgroup {
+    margin-bottom: 50px;
+}
+
+.warning {
+  background-color: #ffc;
+  padding: 0.2em 1em;
+  border: 1px solid #f80;
+}
+.warning .title {
+  color: #f80;
+}
+
diff --git a/doc/jekyll_tools/css/other.css b/doc/jekyll_tools/css/other.css
new file mode 100644
index 000000000..e0f7bf402
--- /dev/null
+++ b/doc/jekyll_tools/css/other.css
@@ -0,0 +1,204 @@
+/* Sticky footer, http://getbootstrap.com/examples/sticky-footer-navbar/ */
+
+html {
+  min-height: 100%;
+  scroll-padding-top: 80px;
+}
+
+html,
+body {
+  height: 100%;
+  background-color: #fff;
+}
+
+body {
+  position: relative;
+}
+
+nav.fixed-top {
+  box-shadow: 0 0 8px rgba(0, 0, 0, 0.6);
+}
+
+span.type {
+  font-family: monospace;
+  font-size: 87.5%;
+}
+
+#wrap {
+  min-height: 100%;
+  height: auto;
+  /* Pad top by header height */
+  padding: 57px 0 0 0;
+}
+
+#footer {
+  padding-top: 5px;
+}
+#footer p.credit {
+  text-align: center;
+}
+
+/*
+.navbar-brand
+{
+    padding-right: 5px;
+}
+
+.navbar-brand img
+{
+    margin-right: 5px;
+}
+*/
+
+.gist {
+    line-height: 1.2;
+}
+
+@media(min-width:768px) {
+    .bs-docs-section {
+        font-size: 140%;
+    }
+    .bs-sidebar {
+        font-size: 120%;
+    }
+    .gist .gist-file .gist-data {
+        font-size: 80% !important;
+    }
+}
+
+.bs-docs-section .navigation-header {
+    margin-bottom: 1.5rem;
+}
+.bs-docs-section h1 {
+    margin: 2.5rem 0;
+}
+.bs-docs-section h2 {
+    margin: 2.5rem 0 1.5rem 0;
+}
+.bs-docs-section h3 {
+    margin: 2.5rem 0 1.5rem 0;
+}
+
+.bs-docs-section .page-header:first-child h1,
+.bs-docs-section .post-header:first-child h1
+{
+    margin-top: 0 !important;
+}
+
+.post-header h1,
+.post-header h2 {
+	margin-bottom: 0.5rem !important;
+}
+.post-header .post-time {
+	margin-bottom: 1.5rem;
+}
+
+code {
+    color: #87556e;
+}
+
+code.rfun:after {
+    content: "()";
+}
+
+/* Page headers */
+.bs-header {
+  padding: 20px 15px 20px; /* side padding builds on .container 15px, so 30px */
+  font-size: 16px;
+  text-align: center;
+  text-shadow: 0 1px 0 rgba(0,0,0,.15);
+  color: white;
+  margin-bottom: 30px;
+  background: #3e648d;
+  background-image: -webkit-gradient(
+      linear,
+      left top,
+      left bottom,
+      color-stop(0, #3e648d),
+      color-stop(1, #405a6a)
+  );
+  background-image: -o-linear-gradient(bottom, #3e648d 0%, #405a6a 100%);
+  background-image: -moz-linear-gradient(bottom, #3e648d 0%, #405a6a 100%);
+  background-image: -webkit-linear-gradient(bottom, #3e648d 0%, #405a6a 100%);
+  background-image: -ms-linear-gradient(bottom, #3e648d 0%, #405a6a 100%);
+  background-image: linear-gradient(to bottom, #3e648d 0%, #405a6a 100%);
+}
+.bs-header p {
+  font-weight: 300;
+  line-height: 1.5;
+}
+.bs-header .container {
+  position: relative;
+}
+.bs-header p, .bs-header h1 {
+    color: white;
+    text-shadow:
+    -1px -1px 0 #000,
+    1px -1px 0 #000,
+    -1px 1px 0 #000,
+    1px 1px 0 #000;
+}
+
+@media (min-width: 768px) {
+  .bs-header {
+    font-size: 21px;
+    text-align: left;
+  }
+  .bs-header h1 {
+    font-size: 60px;
+    line-height: 1;
+  }
+}
+
+@media (min-width: 992px) {
+  .bs-header p {
+    margin-right: 380px;
+  }
+}
+
+.tooltip-inner {
+    font-size: medium;
+}
+
+span.anchor { 
+  margin-top: -70px;        /* Size of fixed header */
+  padding-bottom: 70px;
+  height: 0px;
+  display: block;
+}
+
+.tr-first-in-group {
+    border-top: 2px solid;
+    border-color: lightgray;
+    padding-top: 10px;
+}
+
+/* To hide the empty python index */
+
+#indices-and-tables {
+    visibility: hidden;
+    display: none;
+}
+
+.jumbotron {
+	position: relative;
+}
+.jumbotron canvas {
+	position: absolute;
+	top: 0;
+	left: 0;
+	width: 100%;
+	height: 100%;
+	background-color: #e9ecef;
+}
+.jumbotron .container {
+	pointer-events: none;
+	position: relative;
+	z-index: 10;
+}
+.jumbotron .container .btn {
+	margin-bottom: 0.25em;
+	pointer-events: auto;
+}
+
+
diff --git a/doc/jekyll_tools/css/pydoctor.css b/doc/jekyll_tools/css/pydoctor.css
new file mode 100644
index 000000000..18c3e03b9
--- /dev/null
+++ b/doc/jekyll_tools/css/pydoctor.css
@@ -0,0 +1,399 @@
+.pydoctor-navbar {
+    margin-bottom: 0px;
+}
+
+.page-header {
+    margin-top: 22px;
+    position: sticky;
+    top: 0;
+    display: flex;
+    flex-wrap: wrap;
+    justify-content: space-between;
+    align-items: baseline;
+    background-color: #fff;
+    margin-bottom: 3px;
+    border-bottom: 0;
+    box-shadow: 0px 0px 8px 8px #fff;
+}
+.page-header h1 {
+    margin-bottom: 0;
+}
+
+.categoryHeader {
+    font-size: 24px;
+    color: #777;
+    margin-bottom: 1.8em;
+}
+
+a[name] {
+    position: relative;
+    bottom: 80px;
+    font-size: 0;
+}
+
+.bs-docs-container ul {
+    margin-top: 10px;
+    padding-left: 10px;
+}
+
+.bs-docs-container li {
+    padding-top: 5px;
+    padding-bottom: 5px;
+}
+
+.bs-docs-container li a {
+    text-decoration: none;
+}
+
+.bs-docs-container ul {
+    margin-left: 10px;
+}
+
+.bs-docs-container ul ul {
+    border-left-color: #e1f5fe;
+    border-left-width: 1px;
+    border-left-style: solid;
+}
+
+.bs-docs-container ul ul ul {
+    border-left-color: #b3e5fc;
+}
+
+.bs-docs-container ul ul ul ul {
+    border-left-color: #81d4fa;
+}
+
+.bs-docs-container ul ul ul ul ul {
+    border-left-color: #4fc3f7;
+}
+
+.bs-docs-container ul ul ul ul ul ul {
+    border-left-color: #29b6f6;
+}
+
+.bs-docs-container ul ul ul ul ul ul ul {
+    border-left-color: #03a9f4;
+}
+
+.bs-docs-container ul ul ul ul ul ul ul ul {
+    border-left-color: #039be5;
+}
+
+.pre {
+    white-space: pre;
+}
+
+.undocumented {
+    font-style: italic;
+    color: #9e9e9e;
+}
+
+.functionBody p {
+    margin-top: 6px;
+    margin-bottom: 6px;
+}
+
+#splitTables > p {
+    margin-bottom: 5px;
+}
+
+#splitTables > table, .fieldTable {
+    margin-bottom: 20px;
+    width: 100%;
+    border: 0;
+}
+
+#splitTables > table {
+    border: 1px solid #eee;
+}
+
+#splitTables > table tr {
+    border-bottom-color: #eee;
+    border-bottom-width: 1px;
+    border-bottom-style: solid;
+}
+
+#splitTables > table tr td, .fieldTable tr td {
+    padding: 5px;
+}
+
+#splitTables > table tr td {
+    border-left-color: #eee;
+    border-left-width: 1px;
+    border-left-style: solid;
+}
+
+#splitTables > table tr td:nth-child(1), .fieldTable tr td:nth-child(1) {
+    border-left: none;
+    width: 150px;
+}
+
+#splitTables > table tr td:nth-child(2), .fieldTable tr td.fieldArg {
+    width: 200px;
+}
+
+tr.package {
+    background-color: #fff3e0;
+}
+
+tr.module {
+    background-color: #fff8e1;
+}
+
+tr.class, tr.classvariable, tr.baseclassvariable {
+    background-color: #fffde7;
+}
+
+tr.instancevariable, tr.baseinstancevariable, tr.variable, tr.attribute, tr.property {
+    background-color: #f3e5f5;
+}
+
+tr.interface {
+    background-color: #fbe9e7;
+}
+
+tr.method, tr.function, tr.basemethod, tr.baseclassmethod, tr.classmethod {
+    background-color: #f1f8e9;
+}
+
+tr.private {
+    background-color: #f1f1f1;
+}
+
+.fieldTable {
+    margin-top: 10px;
+}
+
+.fieldName {
+    font-weight: bold;
+}
+
+
+#childList > div {
+    margin: 10px;
+    padding: 10px;
+    padding-bottom: 5px;
+}
+
+.functionBody {
+    margin-left: 15px;
+}
+
+.functionBody > #part {
+    font-style: italic;
+}
+
+.functionBody > #part > a {
+    text-decoration: none;
+}
+
+.functionBody .interfaceinfo {
+    font-style: italic;
+    margin-bottom: 3px;
+}
+
+.functionBody > .undocumented {
+
+    margin-top: 6px;
+    margin-bottom: 6px;
+}
+
+/*
+- Links to class/function/etc names are nested like this:
+    <code><a>label</a></code>
+  This applies to inline docstring content marked up as code,
+  for example L{foo} in epytext or `bar` in restructuredtext,
+  but also to links that are present in summary tables.
+- 'functionHeader' is used for lines like `def func():` and `var =`
+*/
+code, .pre, #childList > div .functionHeader,
+#splitTables > table tr td:nth-child(2), .fieldTable tr td.fieldArg {
+    font-family: Menlo, Monaco, Consolas, "Courier New", monospace;
+}
+code, #childList > div .functionHeader, .fieldTable tr td.fieldArg {
+    font-size: 90%;
+    color: #222222;
+}
+code > a {
+    color:#c7254e;
+    background-color:#f9f2f4;
+}
+/* top navagation bar */
+.page-header > h1 {
+    margin-top: 0;
+}
+.page-header > h1 > code {
+    color: #971c3a;
+}
+
+/*
+This defines the code style, it's black on light gray.
+It also overwrite the default values inherited from bootstrap min
+*/
+code {
+    padding:2px 4px;
+    background-color: #f4f4f4;
+    border-radius:4px
+}
+
+
+a.functionSourceLink {
+    font-weight: normal;
+}
+
+
+#childList > div {
+    border-left-color: #03a9f4;
+    border-left-width: 1px;
+    border-left-style: solid;
+    background: #fafafa;
+}
+
+.moduleDocstring {
+    margin: 20px;
+}
+
+#partOf {
+    margin-top: -13px;
+    margin-bottom: 19px;
+}
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diff --git a/doc/jekyll_tools/favicon.svg b/doc/jekyll_tools/favicon.svg
new file mode 100644
index 000000000..6b2569802
--- /dev/null
+++ b/doc/jekyll_tools/favicon.svg
@@ -0,0 +1,27 @@
+<?xml version="1.0"?>
+<svg xmlns="http://www.w3.org/2000/svg" id="Layer_1" data-name="Layer 1" viewBox="0 0 184.66 184.66">
+  <defs>
+    <style>
+	  .cls-1 { fill:none; }
+	  .cls-1, .cls-2, .cls-3 { stroke:#231f20; stroke-width:5px; }
+	  .cls-2 { fill:#f1e50f; }
+	  .cls-3 { fill:#e3221e; }
+
+	  @media (prefers-color-scheme: dark) {
+	    .cls-1, .cls-2, .cls-3 { stroke: #ffffff; }
+	  }
+	</style>
+  </defs>
+  <title>logo-black</title>
+  <line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/>
+  <line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/>
+  <line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/>
+  <line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/>
+  <line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/>
+  <circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/>
+  <circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/>
+  <circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/>
+  <circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/>
+  <circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/>
+  <circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/>
+</svg>
diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
new file mode 100644
index 000000000..d7cd91765
--- /dev/null
+++ b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
@@ -0,0 +1,318 @@
+/*
+ * Font Mfizz v1.2
+ * Copyright 2013 Mfizz Inc, Joe Lauer
+ * MIT License
+ *
+ * Project: http://mfizz.com/oss/font-mfizz
+ *
+ * The font designed for technology and software geeks representing programming
+ * languages, operating systems, software engineering, and technology. 
+ *
+ * Mfizz Inc
+ * Web: http://mfizz.com/
+ * Twitter: http://twitter.com/mfizz_inc
+ * 
+ * Joe Lauer
+ * Web: http://lauer.bz/
+ * Twitter: http://twitter.com/jjlauer
+ */
+
+@font-face {
+  font-family: "FontMfizz";
+  src: url("font-mfizz.eot");
+  src: url("font-mfizz.eot?#iefix") format("embedded-opentype"),
+       url("font-mfizz.woff") format("woff"),
+       url("font-mfizz.ttf") format("truetype"),
+       url("font-mfizz.svg#font-mfizz") format("svg");
+  font-weight: normal;
+  font-style: normal;
+}
+
+.icon-microscope:before,
+.icon-cplusplus:before,
+.icon-wireless:before,
+.icon-fire-alt:before,
+.icon-mobile-device:before,
+.icon-objc:before,
+.icon-redhat:before,
+.icon-freebsd:before,
+.icon-heroku:before,
+.icon-python:before,
+.icon-java:before,
+.icon-satellite:before,
+.icon-debian:before,
+.icon-grails:before,
+.icon-c:before,
+.icon-postgres:before,
+.icon-database-alt2:before,
+.icon-raspberrypi:before,
+.icon-nginx:before,
+.icon-ruby-on-rails:before,
+.icon-redis:before,
+.icon-scala:before,
+.icon-gnome:before,
+.icon-perl:before,
+.icon-mysql:before,
+.icon-fedora:before,
+.icon-ghost:before,
+.icon-google:before,
+.icon-netbsd:before,
+.icon-aws:before,
+.icon-bomb:before,
+.icon-looking:before,
+.icon-ruby:before,
+.icon-mysql-alt:before,
+.icon-playframework-alt:before,
+.icon-osx:before,
+.icon-database:before,
+.icon-database-alt:before,
+.icon-shell:before,
+.icon-script:before,
+.icon-antenna:before,
+.icon-coffee-bean:before,
+.icon-scala-alt:before,
+.icon-platter:before,
+.icon-java-duke:before,
+.icon-iphone:before,
+.icon-script-alt:before,
+.icon-google-alt:before,
+.icon-haskell:before,
+.icon-mariadb:before,
+.icon-phone-retro:before,
+.icon-phone-alt:before,
+.icon-csharp:before,
+.icon-php:before,
+.icon-postgres-alt:before,
+.icon-html:before,
+.icon-mfizz:before,
+.icon-apache:before,
+.icon-hadoop:before,
+.icon-ruby-on-rails-alt:before,
+.icon-mobile-phone-broadcast:before,
+.icon-css:before,
+.icon-playframework:before,
+.icon-clojure:before,
+.icon-mobile-phone-alt:before,
+.icon-suse:before,
+.icon-java-bold:before,
+.icon-nginx-alt:before,
+.icon-nginx-alt2:before,
+.icon-linux-mint:before,
+.icon-dreamhost:before,
+.icon-blackberry:before,
+.icon-javascript:before,
+.icon-ubuntu:before,
+.icon-php-alt:before,
+.icon-centos:before,
+.icon-nodejs:before,
+.icon-splatter:before,
+.icon-3dprint:before,
+.icon-line-graph:before,
+.icon-cassandra:before,
+.icon-solaris:before,
+.icon-jetty:before,
+.icon-tomcat:before,
+.icon-oracle:before,
+.icon-oracle-alt:before,
+.icon-mssql:before,
+.icon-google-developers:before,
+.icon-google-code:before,
+.icon-kde:before,
+.icon-grails-alt:before {
+  font-family: "FontMfizz";
+  font-style: normal;
+  font-weight: normal;
+  font-variant: normal;
+  text-transform: none;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  display: inline-block;
+  text-decoration: inherit;
+}
+
+.icon-microscope:before { content: "\f100"; }
+.icon-cplusplus:before { content: "\f101"; }
+.icon-wireless:before { content: "\f102"; }
+.icon-fire-alt:before { content: "\f103"; }
+.icon-mobile-device:before { content: "\f104"; }
+.icon-objc:before { content: "\f105"; }
+.icon-redhat:before { content: "\f106"; }
+.icon-freebsd:before { content: "\f107"; }
+.icon-heroku:before { content: "\f108"; }
+.icon-python:before { content: "\f109"; }
+.icon-java:before { content: "\f10a"; }
+.icon-satellite:before { content: "\f10b"; }
+.icon-debian:before { content: "\f10c"; }
+.icon-grails:before { content: "\f10d"; }
+.icon-c:before { content: "\f10e"; }
+.icon-postgres:before { content: "\f10f"; }
+.icon-database-alt2:before { content: "\f110"; }
+.icon-raspberrypi:before { content: "\f111"; }
+.icon-nginx:before { content: "\f112"; }
+.icon-ruby-on-rails:before { content: "\f113"; }
+.icon-redis:before { content: "\f114"; }
+.icon-scala:before { content: "\f115"; }
+.icon-gnome:before { content: "\f116"; }
+.icon-perl:before { content: "\f117"; }
+.icon-mysql:before { content: "\f118"; }
+.icon-fedora:before { content: "\f119"; }
+.icon-ghost:before { content: "\f11a"; }
+.icon-google:before { content: "\f11b"; }
+.icon-netbsd:before { content: "\f11c"; }
+.icon-aws:before { content: "\f11d"; }
+.icon-bomb:before { content: "\f11e"; }
+.icon-looking:before { content: "\f11f"; }
+.icon-ruby:before { content: "\f120"; }
+.icon-mysql-alt:before { content: "\f121"; }
+.icon-playframework-alt:before { content: "\f122"; }
+.icon-osx:before { content: "\f123"; }
+.icon-database:before { content: "\f124"; }
+.icon-database-alt:before { content: "\f125"; }
+.icon-shell:before { content: "\f126"; }
+.icon-script:before { content: "\f127"; }
+.icon-antenna:before { content: "\f128"; }
+.icon-coffee-bean:before { content: "\f129"; }
+.icon-scala-alt:before { content: "\f12a"; }
+.icon-platter:before { content: "\f12b"; }
+.icon-java-duke:before { content: "\f12c"; }
+.icon-iphone:before { content: "\f12d"; }
+.icon-script-alt:before { content: "\f12e"; }
+.icon-google-alt:before { content: "\f12f"; }
+.icon-haskell:before { content: "\f130"; }
+.icon-mariadb:before { content: "\f131"; }
+.icon-phone-retro:before { content: "\f132"; }
+.icon-phone-alt:before { content: "\f133"; }
+.icon-csharp:before { content: "\f134"; }
+.icon-php:before { content: "\f135"; }
+.icon-postgres-alt:before { content: "\f136"; }
+.icon-html:before { content: "\f137"; }
+.icon-mfizz:before { content: "\f138"; }
+.icon-apache:before { content: "\f139"; }
+.icon-hadoop:before { content: "\f13a"; }
+.icon-ruby-on-rails-alt:before { content: "\f13b"; }
+.icon-mobile-phone-broadcast:before { content: "\f13c"; }
+.icon-css:before { content: "\f13d"; }
+.icon-playframework:before { content: "\f13e"; }
+.icon-clojure:before { content: "\f13f"; }
+.icon-mobile-phone-alt:before { content: "\f140"; }
+.icon-suse:before { content: "\f141"; }
+.icon-java-bold:before { content: "\f142"; }
+.icon-nginx-alt:before { content: "\f143"; }
+.icon-nginx-alt2:before { content: "\f144"; }
+.icon-linux-mint:before { content: "\f145"; }
+.icon-dreamhost:before { content: "\f146"; }
+.icon-blackberry:before { content: "\f147"; }
+.icon-javascript:before { content: "\f148"; }
+.icon-ubuntu:before { content: "\f149"; }
+.icon-php-alt:before { content: "\f14a"; }
+.icon-centos:before { content: "\f14b"; }
+.icon-nodejs:before { content: "\f14c"; }
+.icon-splatter:before { content: "\f14d"; }
+.icon-3dprint:before { content: "\f14e"; }
+.icon-line-graph:before { content: "\f14f"; }
+.icon-cassandra:before { content: "\f150"; }
+.icon-solaris:before { content: "\f151"; }
+.icon-jetty:before { content: "\f152"; }
+.icon-tomcat:before { content: "\f153"; }
+.icon-oracle:before { content: "\f154"; }
+.icon-oracle-alt:before { content: "\f155"; }
+.icon-mssql:before { content: "\f156"; }
+.icon-google-developers:before { content: "\f157"; }
+.icon-google-code:before { content: "\f158"; }
+.icon-kde:before { content: "\f159"; }
+.icon-grails-alt:before { content: "\f15a"; }
+
+/* These classes only added to fix FontFamily to display FontMfizz during debug/inspection */
+.icon-osx,
+.icon-bomb,
+.icon-mobile-phone-broadcast,
+.icon-objc,
+.icon-nginx-alt2,
+.icon-mysql,
+.icon-phone-retro,
+.icon-netbsd,
+.icon-mobile-device,
+.icon-ruby-on-rails,
+.icon-phone-alt,
+.icon-line-graph,
+.icon-postgres,
+.icon-playframework,
+.icon-python,
+.icon-ruby-on-rails-alt,
+.icon-nginx,
+.icon-database-alt2,
+.icon-google-alt,
+.icon-microscope,
+.icon-blackberry,
+.icon-dreamhost,
+.icon-google,
+.icon-centos,
+.icon-kde,
+.icon-csharp,
+.icon-scala,
+.icon-redis,
+.icon-looking,
+.icon-database-alt,
+.icon-javascript,
+.icon-postgres-alt,
+.icon-linux-mint,
+.icon-ubuntu,
+.icon-apache,
+.icon-script-alt,
+.icon-mssql,
+.icon-c,
+.icon-gnome,
+.icon-java-duke,
+.icon-scala-alt,
+.icon-clojure,
+.icon-oracle-alt,
+.icon-redhat,
+.icon-haskell,
+.icon-3dprint,
+.icon-mariadb,
+.icon-java,
+.icon-script,
+.icon-cplusplus,
+.icon-jetty,
+.icon-perl,
+.icon-heroku,
+.icon-nginx-alt,
+.icon-iphone,
+.icon-splatter,
+.icon-shell,
+.icon-mysql-alt,
+.icon-wireless,
+.icon-ruby,
+.icon-playframework-alt,
+.icon-raspberrypi,
+.icon-suse,
+.icon-nodejs,
+.icon-java-bold,
+.icon-google-developers,
+.icon-mobile-phone-alt,
+.icon-grails-alt,
+.icon-coffee-bean,
+.icon-cassandra,
+.icon-google-code,
+.icon-fedora,
+.icon-antenna,
+.icon-hadoop,
+.icon-solaris,
+.icon-html,
+.icon-css,
+.icon-satellite,
+.icon-aws,
+.icon-mfizz,
+.icon-php,
+.icon-debian,
+.icon-ghost,
+.icon-php-alt,
+.icon-tomcat,
+.icon-database,
+.icon-grails,
+.icon-freebsd,
+.icon-oracle,
+.icon-fire-alt,
+.icon-platter{
+  font-family: "FontMfizz";
+}
diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot
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diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
new file mode 100644
index 000000000..da46bf402
--- /dev/null
+++ b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
@@ -0,0 +1,1344 @@
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+<!--
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+-->
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+Created by FontForge 20110222 at Tue Jul 23 15:25:00 2013
+ By Joe Lauer,,,
+Created by Joe Lauer,,, with FontForge 2.0 (http://fontforge.sf.net)
+</metadata>
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diff --git a/doc/jekyll_tools/fonts/fonts.css b/doc/jekyll_tools/fonts/fonts.css
new file mode 100644
index 000000000..d4776e902
--- /dev/null
+++ b/doc/jekyll_tools/fonts/fonts.css
@@ -0,0 +1,32 @@
+@font-face {
+	font-family: 'rlogo';
+	src:url('/fonts/rlogo.eot');
+	src:url('/fonts/rlogo.eot?#iefix') format('embedded-opentype'),
+		url('/fonts/rlogo.ttf') format('truetype'),
+		url('/fonts/rlogo.woff') format('woff'),
+		url('/fonts/rlogo.svg#rlogo') format('svg');
+	font-weight: normal;
+	font-style: normal;
+}
+
+[class*="icon-rlogo"], [class*="icon-rlogo-alt"] {
+	font-family: 'rlogo';
+	speak: none;
+	font-style: normal;
+	font-weight: normal;
+	font-variant: normal;
+	text-transform: none;
+	line-height: 1;
+	color: auto;
+
+	/* Better Font Rendering =========== */
+	-webkit-font-smoothing: antialiased;
+	-moz-osx-font-smoothing: grayscale;
+}
+
+.icon-rlogo:before {
+	content: "\e600";
+}
+.icon-rlogo-alt:before {
+	content: "\e601";
+}
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+         id="path56"
+         style="fill:#646464;fill-opacity:1"
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+         inkscape:connector-curvature="0" />
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+         d="m 463.5544,433.13435 1.56195,0 0,-9.7962 3.70013,0 0,-1.1677 -8.96221,0 0,1.1677 3.70013,0 0,9.7962 m 6.64702,0 1.33447,0 0,-8.947 2.89641,8.9459 1.48569,0 3.01816,-8.9156 0,8.9167 1.45579,0 0,-10.9639 -1.92589,0 -3.29831,9.3929 -2.81297,-9.3929 -2.15335,0 0,10.9639"
+         style="font-size:15.16445827px;font-style:normal;font-weight:normal;line-height:125%;fill:#646464;fill-opacity:1;stroke:none;font-family:Bitstream Vera Sans"
+         id="text3004"
+         sodipodi:nodetypes="ccccccccccccccccccccccc"
+         inkscape:connector-curvature="0" />
+    </g>
+  </g>
+</svg>
diff --git a/doc/jekyll_tools/js/affix.js b/doc/jekyll_tools/js/affix.js
new file mode 100644
index 000000000..a94c76253
--- /dev/null
+++ b/doc/jekyll_tools/js/affix.js
@@ -0,0 +1,10 @@
+
+var $window = $(window);
+var $body   = $(document.body);
+
+$body.scrollspy({ target: '.bs-sidebar' });
+
+$window.on('load', function () {
+    $body.scrollspy('refresh');
+});
+
diff --git a/doc/jekyll_tools/js/html5shiv.js b/doc/jekyll_tools/js/html5shiv.js
new file mode 100644
index 000000000..784f221ca
--- /dev/null
+++ b/doc/jekyll_tools/js/html5shiv.js
@@ -0,0 +1,8 @@
+/*
+ HTML5 Shiv v3.6.2pre | @afarkas @jdalton @jon_neal @rem | MIT/GPL2 Licensed
+*/
+(function(l,f){function m(){var a=e.elements;return"string"==typeof a?a.split(" "):a}function i(a){var b=n[a[o]];b||(b={},h++,a[o]=h,n[h]=b);return b}function p(a,b,c){b||(b=f);if(g)return b.createElement(a);c||(c=i(b));b=c.cache[a]?c.cache[a].cloneNode():r.test(a)?(c.cache[a]=c.createElem(a)).cloneNode():c.createElem(a);return b.canHaveChildren&&!s.test(a)?c.frag.appendChild(b):b}function t(a,b){if(!b.cache)b.cache={},b.createElem=a.createElement,b.createFrag=a.createDocumentFragment,b.frag=b.createFrag();
+a.createElement=function(c){return!e.shivMethods?b.createElem(c):p(c,a,b)};a.createDocumentFragment=Function("h,f","return function(){var n=f.cloneNode(),c=n.createElement;h.shivMethods&&("+m().join().replace(/\w+/g,function(a){b.createElem(a);b.frag.createElement(a);return'c("'+a+'")'})+");return n}")(e,b.frag)}function q(a){a||(a=f);var b=i(a);if(e.shivCSS&&!j&&!b.hasCSS){var c,d=a;c=d.createElement("p");d=d.getElementsByTagName("head")[0]||d.documentElement;c.innerHTML="x<style>article,aside,figcaption,figure,footer,header,hgroup,nav,section{display:block}mark{background:#FF0;color:#000}</style>";
+c=d.insertBefore(c.lastChild,d.firstChild);b.hasCSS=!!c}g||t(a,b);return a}var k=l.html5||{},s=/^<|^(?:button|map|select|textarea|object|iframe|option|optgroup)$/i,r=/^(?:a|b|code|div|fieldset|h1|h2|h3|h4|h5|h6|i|label|li|ol|p|q|span|strong|style|table|tbody|td|th|tr|ul)$/i,j,o="_html5shiv",h=0,n={},g;(function(){try{var a=f.createElement("a");a.innerHTML="<xyz></xyz>";j="hidden"in a;var b;if(!(b=1==a.childNodes.length)){f.createElement("a");var c=f.createDocumentFragment();b="undefined"==typeof c.cloneNode||
+"undefined"==typeof c.createDocumentFragment||"undefined"==typeof c.createElement}g=b}catch(d){g=j=!0}})();var e={elements:k.elements||"abbr article aside audio bdi canvas data datalist details figcaption figure footer header hgroup mark meter nav output progress section summary time video",version:"3.6.2pre",shivCSS:!1!==k.shivCSS,supportsUnknownElements:g,shivMethods:!1!==k.shivMethods,type:"default",shivDocument:q,createElement:p,createDocumentFragment:function(a,b){a||(a=f);if(g)return a.createDocumentFragment();
+for(var b=b||i(a),c=b.frag.cloneNode(),d=0,e=m(),h=e.length;d<h;d++)c.createElement(e[d]);return c}};l.html5=e;q(f)})(this,document);
diff --git a/doc/jekyll_tools/js/jumbotron.js b/doc/jekyll_tools/js/jumbotron.js
new file mode 100644
index 000000000..62e74c25e
--- /dev/null
+++ b/doc/jekyll_tools/js/jumbotron.js
@@ -0,0 +1,276 @@
+var startAnimation = function(){
+// Background animation for the jumbotron.
+// Taken from https://codepen.io/jkiss/pen/OVEeqK
+
+var canvas = document.getElementById('jumbotron-anim'),
+   can_w = parseInt(canvas.getAttribute('width')),
+   can_h = parseInt(canvas.getAttribute('height')),
+   ctx = canvas.getContext('2d');
+
+var ball = {
+      x: 0,
+      y: 0,
+      vx: 0,
+      vy: 0,
+      r: 0,
+      alpha: 1,
+      phase: 0
+   },
+   ball_color = {
+       r: 52,
+       g: 58,
+       b: 64
+   },
+   R = 4,
+   balls = [],
+
+// Line
+   link_line_width = 0.8,
+   dis_limit = 260,
+   add_mouse_point = true,
+   mouse_in = false,
+   mouse_ball = {
+      x: 0,
+      y: 0,
+      vx: 0,
+      vy: 0,
+      r: R,
+      type: 'mouse'
+   };
+
+// Random speed
+function getRandomSpeed(pos){
+    var  min = -1,
+       max = 1;
+    switch(pos){
+        case 'top':
+            return [randomNumFrom(min, max), randomNumFrom(0.1, max)];
+            break;
+        case 'right':
+            return [randomNumFrom(min, -0.1), randomNumFrom(min, max)];
+            break;
+        case 'bottom':
+            return [randomNumFrom(min, max), randomNumFrom(min, -0.1)];
+            break;
+        case 'left':
+            return [randomNumFrom(0.1, max), randomNumFrom(min, max)];
+            break;
+        default:
+            return;
+            break;
+    }
+}
+function randomArrayItem(arr){
+    return arr[Math.floor(Math.random() * arr.length)];
+}
+function randomNumFrom(min, max){
+    return Math.random()*(max - min) + min;
+}
+// Random Ball
+function getRandomBall(){
+    var pos = randomArrayItem(['top', 'right', 'bottom', 'left']);
+    switch(pos){
+        case 'top':
+            return {
+                x: randomSidePos(can_w),
+                y: -R,
+                vx: getRandomSpeed('top')[0],
+                vy: getRandomSpeed('top')[1],
+                r: R,
+                alpha: 0.5,
+                phase: randomNumFrom(0, 10)
+            }
+            break;
+        case 'right':
+            return {
+                x: can_w + R,
+                y: randomSidePos(can_h),
+                vx: getRandomSpeed('right')[0],
+                vy: getRandomSpeed('right')[1],
+                r: R,
+                alpha: 0.5,
+                phase: randomNumFrom(0, 10)
+            }
+            break;
+        case 'bottom':
+            return {
+                x: randomSidePos(can_w),
+                y: can_h + R,
+                vx: getRandomSpeed('bottom')[0],
+                vy: getRandomSpeed('bottom')[1],
+                r: R,
+                alpha: 0.5,
+                phase: randomNumFrom(0, 10)
+            }
+            break;
+        case 'left':
+            return {
+                x: -R,
+                y: randomSidePos(can_h),
+                vx: getRandomSpeed('left')[0],
+                vy: getRandomSpeed('left')[1],
+                r: R,
+                alpha: 0.5,
+                phase: randomNumFrom(0, 10)
+            }
+            break;
+    }
+}
+function randomSidePos(length){
+    return Math.ceil(Math.random() * length);
+}
+
+// Draw Ball
+function renderBalls(){
+    Array.prototype.forEach.call(balls, function(b){
+       ctx.fillStyle = 'rgba('+ball_color.r+','+ball_color.g+','+ball_color.b+','+b.alpha+')';
+       ctx.beginPath();
+       ctx.arc(b.x, b.y, R, 0, Math.PI*2, true);
+       ctx.closePath();
+       ctx.fill();
+    });
+}
+
+// Update balls
+function updateBalls(){
+    var new_balls = [];
+    Array.prototype.forEach.call(balls, function(b){
+        b.x += b.vx;
+        b.y += b.vy;
+
+        if(b.x > -(50) && b.x < (can_w+50) && b.y > -(50) && b.y < (can_h+50)){
+           new_balls.push(b);
+        }
+    });
+
+    balls = new_balls.slice(0);
+}
+
+// Draw lines
+function renderLines(){
+    var fraction, alpha;
+    for (var i = 0; i < balls.length; i++) {
+        for (var j = i + 1; j < balls.length; j++) {
+
+           fraction = getDisOf(balls[i], balls[j]) / dis_limit;
+
+           if(fraction < 1){
+               alpha = (1 - fraction).toString();
+
+               ctx.strokeStyle = 'rgba(150,150,150,'+alpha+')';
+               ctx.lineWidth = link_line_width;
+
+               ctx.beginPath();
+               ctx.moveTo(balls[i].x, balls[i].y);
+               ctx.lineTo(balls[j].x, balls[j].y);
+               ctx.stroke();
+               ctx.closePath();
+           }
+        }
+    }
+}
+
+// calculate distance between two points
+function getDisOf(b1, b2){
+    var  delta_x = Math.abs(b1.x - b2.x),
+       delta_y = Math.abs(b1.y - b2.y);
+
+    return Math.sqrt(delta_x*delta_x + delta_y*delta_y);
+}
+
+// add balls if there a little balls
+function addBallIfy(){
+    if(balls.length < 20){
+        balls.push(getRandomBall());
+    }
+}
+
+// Render
+function render(){
+	if (Date.now() - lastCanvasSizeUpdate > 1000) {
+		updateCanvasSize();
+	}
+
+  if (balls.length == 0) {
+    initBalls(30);
+  }
+
+  ctx.clearRect(0, 0, can_w, can_h);
+
+  renderBalls();
+
+  renderLines();
+
+  updateBalls();
+
+  addBallIfy();
+
+  window.requestAnimationFrame(render);
+}
+
+// Init Balls
+function initBalls(num){
+    for(var i = 0; i < num; i++){
+        balls.push({
+            x: randomSidePos(can_w),
+            y: randomSidePos(can_h),
+            vx: getRandomSpeed('top')[0],
+            vy: getRandomSpeed('top')[1],
+            r: R,
+            alpha: 0.5,
+            phase: randomNumFrom(0, 10)
+        });
+    }
+}
+
+var lastCanvasSizeUpdate = 0;
+
+function updateCanvasSize() {
+	can_w = canvas.width = canvas.offsetWidth;
+	can_h = canvas.height = canvas.offsetHeight;
+    lastCanvasSizeUpdate = Date.now();
+}
+
+// Init Canvas
+function initCanvas(){
+}
+
+window.addEventListener('resize', function(e){
+    updateCanvasSize();
+});
+
+function startCanvasAnimation(){
+    initCanvas();
+    window.requestAnimationFrame(render);
+}
+
+// Mouse effect
+canvas.addEventListener('mouseenter', function(){
+    mouse_in = true;
+    balls.push(mouse_ball);
+});
+canvas.addEventListener('mouseleave', function(){
+    mouse_in = false;
+    var new_balls = [];
+    Array.prototype.forEach.call(balls, function(b){
+        if(!b.hasOwnProperty('type')){
+            new_balls.push(b);
+        }
+    });
+    balls = new_balls.slice(0);
+});
+canvas.addEventListener('mousemove', function(e){
+    var e = e || window.event;
+	var rect = canvas.getBoundingClientRect();
+
+    mouse_ball.x = e.clientX - rect.left;
+    mouse_ball.y = e.clientY - rect.top;
+});
+
+function startAnimation() {
+    window.addEventListener('DOMContentLoaded', startCanvasAnimation);
+}
+
+return startAnimation;
+
+}();
diff --git a/doc/jekyll_tools/js/pydoctor.js b/doc/jekyll_tools/js/pydoctor.js
new file mode 100644
index 000000000..f4f7f9118
--- /dev/null
+++ b/doc/jekyll_tools/js/pydoctor.js
@@ -0,0 +1,29 @@
+function initPrivate() {
+    var params = (new URL(document.location)).searchParams;
+    if (!params || !parseInt(params.get('private'))) {
+        var show = false;
+        var hash = document.location.hash;
+        if (hash != '') {
+            var anchor = document.querySelector('a[name="' + hash.substring(1) + '"]');
+            show = anchor && anchor.parentNode.classList.contains('private');
+        }
+        if (!show) {
+            document.body.classList.add("private-hidden");
+        }
+    }
+    updatePrivate();
+}
+function togglePrivate() {
+    document.body.classList.toggle("private-hidden");
+    updatePrivate();
+}
+function updatePrivate() {
+    var hidden = document.body.classList.contains('private-hidden');
+    document.querySelector('#showPrivate button').innerText =
+        hidden ? 'Show Private API' : 'Hide Private API';
+    if (history) {
+        var search = hidden ? document.location.pathname : '?private=1';
+        history.replaceState(null, '', search + document.location.hash);
+    }
+}
+initPrivate();
diff --git a/doc/jekyll_tools/js/respond.min.js b/doc/jekyll_tools/js/respond.min.js
new file mode 100644
index 000000000..56418a245
--- /dev/null
+++ b/doc/jekyll_tools/js/respond.min.js
@@ -0,0 +1,6 @@
+/*! matchMedia() polyfill - Test a CSS media type/query in JS. Authors & copyright (c) 2012: Scott Jehl, Paul Irish, Nicholas Zakas. Dual MIT/BSD license */
+/*! NOTE: If you're already including a window.matchMedia polyfill via Modernizr or otherwise, you don't need this part */
+window.matchMedia=window.matchMedia||function(a){"use strict";var c,d=a.documentElement,e=d.firstElementChild||d.firstChild,f=a.createElement("body"),g=a.createElement("div");return g.id="mq-test-1",g.style.cssText="position:absolute;top:-100em",f.style.background="none",f.appendChild(g),function(a){return g.innerHTML='&shy;<style media="'+a+'"> #mq-test-1 { width: 42px; }</style>',d.insertBefore(f,e),c=42===g.offsetWidth,d.removeChild(f),{matches:c,media:a}}}(document);
+
+/*! Respond.js v1.1.0: min/max-width media query polyfill. (c) Scott Jehl. MIT/GPLv2 Lic. j.mp/respondjs  */
+(function(a){"use strict";function x(){u(!0)}var b={};a.respond=b,b.update=function(){},b.mediaQueriesSupported=a.matchMedia&&a.matchMedia("only all").matches,b.mediaQueriesSupported;var q,r,t,c=a.document,d=c.documentElement,e=[],f=[],g=[],h={},i=30,j=c.getElementsByTagName("head")[0]||d,k=c.getElementsByTagName("base")[0],l=j.getElementsByTagName("link"),m=[],n=function(){for(var b=0;l.length>b;b++){var c=l[b],d=c.href,e=c.media,f=c.rel&&"stylesheet"===c.rel.toLowerCase();d&&f&&!h[d]&&(c.styleSheet&&c.styleSheet.rawCssText?(p(c.styleSheet.rawCssText,d,e),h[d]=!0):(!/^([a-zA-Z:]*\/\/)/.test(d)&&!k||d.replace(RegExp.$1,"").split("/")[0]===a.location.host)&&m.push({href:d,media:e}))}o()},o=function(){if(m.length){var a=m.shift();v(a.href,function(b){p(b,a.href,a.media),h[a.href]=!0,setTimeout(function(){o()},0)})}},p=function(a,b,c){var d=a.match(/@media[^\{]+\{([^\{\}]*\{[^\}\{]*\})+/gi),g=d&&d.length||0;b=b.substring(0,b.lastIndexOf("/"));var h=function(a){return a.replace(/(url\()['"]?([^\/\)'"][^:\)'"]+)['"]?(\))/g,"$1"+b+"$2$3")},i=!g&&c;b.length&&(b+="/"),i&&(g=1);for(var j=0;g>j;j++){var k,l,m,n;i?(k=c,f.push(h(a))):(k=d[j].match(/@media *([^\{]+)\{([\S\s]+?)$/)&&RegExp.$1,f.push(RegExp.$2&&h(RegExp.$2))),m=k.split(","),n=m.length;for(var o=0;n>o;o++)l=m[o],e.push({media:l.split("(")[0].match(/(only\s+)?([a-zA-Z]+)\s?/)&&RegExp.$2||"all",rules:f.length-1,hasquery:l.indexOf("(")>-1,minw:l.match(/\(min\-width:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/)&&parseFloat(RegExp.$1)+(RegExp.$2||""),maxw:l.match(/\(max\-width:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/)&&parseFloat(RegExp.$1)+(RegExp.$2||"")})}u()},s=function(){var a,b=c.createElement("div"),e=c.body,f=!1;return b.style.cssText="position:absolute;font-size:1em;width:1em",e||(e=f=c.createElement("body"),e.style.background="none"),e.appendChild(b),d.insertBefore(e,d.firstChild),a=b.offsetWidth,f?d.removeChild(e):e.removeChild(b),a=t=parseFloat(a)},u=function(a){var b="clientWidth",h=d[b],k="CSS1Compat"===c.compatMode&&h||c.body[b]||h,m={},n=l[l.length-1],o=(new Date).getTime();if(a&&q&&i>o-q)return clearTimeout(r),r=setTimeout(u,i),void 0;q=o;for(var p in e)if(e.hasOwnProperty(p)){var v=e[p],w=v.minw,x=v.maxw,y=null===w,z=null===x,A="em";w&&(w=parseFloat(w)*(w.indexOf(A)>-1?t||s():1)),x&&(x=parseFloat(x)*(x.indexOf(A)>-1?t||s():1)),v.hasquery&&(y&&z||!(y||k>=w)||!(z||x>=k))||(m[v.media]||(m[v.media]=[]),m[v.media].push(f[v.rules]))}for(var B in g)g.hasOwnProperty(B)&&g[B]&&g[B].parentNode===j&&j.removeChild(g[B]);for(var C in m)if(m.hasOwnProperty(C)){var D=c.createElement("style"),E=m[C].join("\n");D.type="text/css",D.media=C,j.insertBefore(D,n.nextSibling),D.styleSheet?D.styleSheet.cssText=E:D.appendChild(c.createTextNode(E)),g.push(D)}},v=function(a,b){var c=w();c&&(c.open("GET",a,!0),c.onreadystatechange=function(){4!==c.readyState||200!==c.status&&304!==c.status||b(c.responseText)},4!==c.readyState&&c.send(null))},w=function(){var b=!1;try{b=new a.XMLHttpRequest}catch(c){b=new a.ActiveXObject("Microsoft.XMLHTTP")}return function(){return b}}();n(),b.update=n,a.addEventListener?a.addEventListener("resize",x,!1):a.attachEvent&&a.attachEvent("onresize",x)})(this);
diff --git a/doc/jekyll_tools/js/toggle.js b/doc/jekyll_tools/js/toggle.js
new file mode 100644
index 000000000..8f62267d2
--- /dev/null
+++ b/doc/jekyll_tools/js/toggle.js
@@ -0,0 +1,23 @@
+function getElementByClass(element, className) {
+    tc = element.childNodes;
+    for (var i = 0; i < tc.length; i++) {
+        if (tc[i].className == className) { return tc[i]; }
+    }
+    return null;
+}
+
+function toggle(target, event) {
+    exdiv = getElementByClass(target, "example");
+    excdiv = getElementByClass(exdiv, "example-contents");
+    titlediv = getElementByClass(exdiv, "title");
+
+    if (!titlediv || !titlediv.contains(event.target)) {
+        return;
+    }
+
+    if (excdiv.style.display != 'block') {
+        excdiv.style.display = 'block';
+    } else {
+        excdiv.style.display = 'none';
+    }
+}
diff --git a/doc/source/_templates/layout.html b/doc/source/_templates/layout.html
index 2f79322a1..b7fcfbf98 100644
--- a/doc/source/_templates/layout.html
+++ b/doc/source/_templates/layout.html
@@ -3,6 +3,8 @@
 title: {{ title|striptags|e }}{{ titlesuffix }}
 mainheader: python-igraph Manual
 lead: For using igraph from Python
+vmenu: true
+langversion: {{ version }}
 extrahead: {%- block linktags %}
     {%- if hasdoc('about') %}
     <link rel="author" title="{{ _('About these documents') }}" href="{{ pathto('about') }}" />
@@ -87,7 +89,7 @@ <h1 class="real">
           {{ title }}
           <a class="headerlink" href="#top-of-docs" title="Permalink to this headline">¶</a>
         </h1>
-        {{ toc }}
+        <!-- {{ toc }} -->
         {% block body %} {% endblock %}
       </div>
       {%- endblock %}
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 2656940f3..979a75848 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -6,15 +6,19 @@
 #        ./mkdoc.sh -s (makes standalone docs that require no further processing)
 
 STANDALONE=0
-
-while getopts ":s" OPTION; do
-    case $OPTION in
-        s)
-	    STANDALONE=1
-	    ;;
-        \?)
-            echo "Usage: $0 [-s]"
-            ;;
+SERVE=0
+
+while getopts ":s:j" OPTION; do
+  case $OPTION in
+    s)
+      STANDALONE=1
+      ;;
+    j)
+      SERVE=1
+      ;;      
+    \?)
+      echo "Usage: $0 [-sj]"
+      ;;
     esac
 done
 shift $((OPTIND -1))
@@ -68,8 +72,27 @@ if [ "x$STANDALONE" = "x1" ]; then
    ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 else
   .venv/bin/sphinx-build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
+
+  if [ "x$SERVE" = "x1" ]; then
+    cd doc/html
+
+    # Copy jekyll build environment
+    cp -r ../jekyll_tools/* ./
+
+    # Install jekyll infra
+    bundle config set --local path 'vendor/bundle'
+    bundle install
+
+    # TODO: copy back?
+
+    # Build website via templates
+    bundle exec jekyll serve
+  
+  fi
 fi
 
+  
+
 #PWD=`pwd`
 #DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
 #DOC2DASH=`which doc2dash 2>/dev/null || true`

From 8994aa6e0ea4f5753dd5e1662423f3dceabbd20a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 Jan 2022 08:43:01 +0100
Subject: [PATCH 0624/1681] chore: updated vendored igraph to nearly-0.9.6

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8bb3224ab..ee7875fd0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8bb3224ab3cfb71bacb0621412d3d43b61a5d676
+Subproject commit ee7875fd026600d8a47dbb6c456f0195e5e9a260

From 83dc1949e738a648554dd15e0db4d33330955013 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Wed, 5 Jan 2022 19:40:40 +1100
Subject: [PATCH 0625/1681] Add spanning tree tutorials

---
 .../assets/minimum_spanning_trees.py          |  35 +++++++++
 .../figures/minimum_spanning_trees.png        | Bin 0 -> 21573 bytes
 .../minimum_spanning_trees.rst                |  74 ++++++++++++++++++
 .../spanning_trees/assets/spanning_trees.py   |  38 +++++++++
 .../spanning_trees/figures/spanning_trees.png | Bin 0 -> 21803 bytes
 .../spanning_trees/spanning_trees.rst         |  73 +++++++++++++++++
 6 files changed, 220 insertions(+)
 create mode 100644 doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
 create mode 100644 doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png
 create mode 100644 doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
 create mode 100644 doc/source/tutorials/spanning_trees/assets/spanning_trees.py
 create mode 100644 doc/source/tutorials/spanning_trees/figures/spanning_trees.png
 create mode 100644 doc/source/tutorials/spanning_trees/spanning_trees.rst

diff --git a/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py b/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
new file mode 100644
index 000000000..9b1191460
--- /dev/null
+++ b/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
@@ -0,0 +1,35 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import numpy as np
+
+# Generate grid graph with random weights
+np.random.seed(0)
+
+g = ig.Graph.Lattice([5, 5], circular=False)
+g.es["weight"] = np.random.randint(1, 20, g.ecount()).tolist()
+
+# Generate minimum spanning tree
+mst_edges = g.spanning_tree(weights=g.es["weight"], return_tree=False)
+
+# Plot graph
+g.es["color"] = "lightgray"
+g.es[mst_edges]["color"] = "midnightblue"
+g.es["width"] = 1.0
+g.es[mst_edges]["width"] = 3.0
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="grid",
+    vertex_color="lightblue",
+    edge_width=g.es["width"],
+    edge_label=g.es["weight"],
+    edge_background="white",
+)
+plt.show()
+
+# Print out minimum edge weight sum
+print("Minimum edge weight sum:", sum(g.es[mst_edges]["weight"]))
+
+# Minimum edge weight sum: 136
diff --git a/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png b/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png
new file mode 100644
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diff --git a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
new file mode 100644
index 000000000..4ddef3414
--- /dev/null
+++ b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
@@ -0,0 +1,74 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-minimum-spanning-trees:
+
+======================
+Minimum Spanning Trees
+======================
+
+.. _spanning_tree: https://igraph.org/python/doc/api/igraph.Graph.html#spanning_tree
+.. |spanning_tree| replace:: :meth:`spanning_tree`
+
+This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using |spanning_tree|_. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
+
+We start by generating a grid graph with random weights
+
+.. code-block:: python
+    
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import numpy as np
+
+    # Generate grid graph with random weights
+    np.random.seed(0)
+
+    g = ig.Graph.Lattice([5, 5], circular=False)
+    g.es["weight"] = np.random.randint(1, 20, g.ecount()).tolist()
+
+We then call |spanning_tree|_, making sure to pass in the randomly generated weights.
+
+.. code-block:: python
+
+    # Generate spanning tree
+    spanning_tree = g.spanning_tree(weights=None, return_tree=False)
+
+Finally, we generate the plot the graph and visualise the spanning tree. We also print out the sum of the edges in the MST.
+
+.. code-block:: python
+    
+    # Plot graph
+    g.es["color"] = "lightgray"
+    g.es[spanning_tree]["color"] = "midnightblue"
+    g.es["width"] = 0.5
+    g.es[spanning_tree]["width"] = 3.0
+
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_color="lightblue",
+        edge_width=g.es["width"]
+    )
+    plt.show()
+
+    # Print out minimum edge weight sum
+    print("Minimum edge weight sum:", sum(g.es[mst_edges]["weight"]))
+
+The final plot looks like this:
+
+.. figure:: ./figures/minimum_spanning_trees.png
+   :alt: A visual representation of the spanning tree generated from a grid graph
+   :align: center
+
+   Minimum spanning tree edges are bolded.
+
+... and the output looks like this:
+
+.. code-block:: 
+
+    Minimum edge weight sum: 136
+
+.. note::
+    
+    The randomised weights may vary depending on the machine that you run this code on.
diff --git a/doc/source/tutorials/spanning_trees/assets/spanning_trees.py b/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
new file mode 100644
index 000000000..abb99f9d8
--- /dev/null
+++ b/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
@@ -0,0 +1,38 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import numpy as np
+
+g = ig.Graph.Lattice([6, 6], circular=False)
+
+# Optional: Rearrange the vertex ids to get a more interesting spanning tree
+layout = g.layout("grid")
+
+np.random.seed(0)
+permutation = np.random.permutation(36)
+g = g.permute_vertices(permutation.tolist())
+
+new_layout = g.layout("grid")
+for i in range(36):
+    new_layout[permutation[i]] = layout[i]
+layout = new_layout
+
+# Generate spanning tree
+spanning_tree = g.spanning_tree(weights=None, return_tree=False)
+
+# Plot graph
+g.es["color"] = "lightgray"
+g.es[spanning_tree]["color"] = "midnightblue"
+g.es["width"] = 0.5
+g.es[spanning_tree]["width"] = 3.0
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_color="lightblue",
+    edge_width=g.es["width"]
+)
+plt.show()
+
+
diff --git a/doc/source/tutorials/spanning_trees/figures/spanning_trees.png b/doc/source/tutorials/spanning_trees/figures/spanning_trees.png
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HcmV?d00001

diff --git a/doc/source/tutorials/spanning_trees/spanning_trees.rst b/doc/source/tutorials/spanning_trees/spanning_trees.rst
new file mode 100644
index 000000000..740617d6b
--- /dev/null
+++ b/doc/source/tutorials/spanning_trees/spanning_trees.rst
@@ -0,0 +1,73 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-spanning-trees:
+
+==============
+Spanning Trees
+==============
+
+.. _spanning_tree: https://igraph.org/python/doc/api/igraph.Graph.html#spanning_tree
+.. |spanning_tree| replace:: :meth:`spanning_tree`
+
+This example shows how to generate a spanning tree from an input graph using |spanning_tree|_. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
+
+First we create a 6 by 6 lattice graph.
+
+.. code-block:: python
+    
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import numpy as np
+
+    g = ig.Graph.Lattice([6, 6], circular=False)
+
+.. _permute_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#permute_vertices
+.. |permute_vertices| replace:: :meth:`permute_vertices`
+
+As an optional step, we randomly rearrange some of the vertex IDs with |permute_vertices|_ in order to generate a more interesting spanning tree.
+
+.. code-block:: python
+
+    # Optional: Rearrange the vertex ids to get a more interesting spanning tree
+    layout = g.layout("grid")
+
+    np.random.seed(0)
+    permutation = np.random.permutation(36)
+    g = g.permute_vertices(permutation.tolist())
+
+    # Calculate the new layout coordinates based on the permutation
+    new_layout = g.layout("grid")
+    for i in range(36):
+        new_layout[permutation[i]] = layout[i]
+    layout = new_layout
+
+Finally, we generate the spanning tree and display it. Note that we use ``None`` as our weights value, to indicate that we any spanning tree in the graph will do.
+
+.. code-block:: python
+    
+    # Generate spanning tree
+    spanning_tree = g.spanning_tree(weights=None, return_tree=False)
+
+    # Plot graph
+    g.es["color"] = "lightgray"
+    g.es[spanning_tree]["color"] = "midnightblue"
+    g.es["width"] = 0.5
+    g.es[spanning_tree]["width"] = 3.0
+
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        layout=layout,
+        vertex_color="lightblue",
+        edge_width=g.es["width"]
+    )
+    plt.show()
+
+The final plot looks like this:
+
+.. figure:: ./figures/spanning_trees.png
+   :alt: A visual representation of the spanning tree generated from a grid graph
+   :align: center
+
+   Spanning tree edges are bolded.

From 64b42099b103394b9fb50fdbe41fb68a5df0b698 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 Jan 2022 10:30:50 +0100
Subject: [PATCH 0626/1681] fix: speed up VertexSeq.select() and
 EdgeSeq.select() for the whole-graph case, fixes performance problem outlined
 in #494

---
 src/_igraph/edgeseqobject.c   | 142 +++++++++++++++++++++-----------
 src/_igraph/vertexseqobject.c | 151 ++++++++++++++++++++++------------
 2 files changed, 195 insertions(+), 98 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index c2cef6a0f..5a91137fd 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -331,15 +331,19 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values_mapping(igraphmodule_EdgeSeq
   }
 
   /* Handle strings according to the mapping protocol */
-  if (PyBaseString_Check(o))
+  if (PyBaseString_Check(o)) {
     return igraphmodule_EdgeSeq_get_attribute_values(self, o);
+  }
 
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
     args = Py_BuildValue("(O)", o);
-    if (!args)
+
+    if (!args) {
       return NULL;
+    }
+
     result = igraphmodule_EdgeSeq_select(self, args);
     Py_DECREF(args);
     return result;
@@ -559,23 +563,25 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
   igraphmodule_EdgeSeqObject *result;
   igraphmodule_GraphObject *gr;
   igraph_integer_t igraph_idx;
+  igraph_bool_t working_on_whole_graph = igraph_es_is_all(&self->es);
+  igraph_vector_t v, v2;
   long i, j, n, m;
 
-  gr=self->gref;
-  result=igraphmodule_EdgeSeq_copy(self);
+  gr = self->gref;
+  result = igraphmodule_EdgeSeq_copy(self);
   if (result == 0)
     return NULL;
 
   /* First, filter by positional arguments */
   n = PyTuple_Size(args);
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *item = PyTuple_GET_ITEM(args, i);
     if (item == Py_None) {
       /* None means: select nothing */
       igraph_es_destroy(&result->es);
       igraph_es_none(&result->es);
       /* We can simply bail out here */
-      return (PyObject*)result;
+      return (PyObject*) result;
     } else if (PyCallable_Check(item)) {
       /* Call the callable for every edge in the current sequence to
        * determine what's up */
@@ -588,7 +594,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       }
 
       m = PySequence_Size((PyObject*)result);
-      for (j=0; j<m; j++) {
+      for (j = 0; j < m; j++) {
         PyObject *edge = PySequence_GetItem((PyObject*)result, j);
         PyObject *call_result;
         if (edge == 0) {
@@ -602,10 +608,12 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
           igraph_vector_destroy(&v);
           return NULL;
         }
-        if (PyObject_IsTrue(call_result))
+        if (PyObject_IsTrue(call_result)) {
           igraph_vector_push_back(&v,
             igraphmodule_Edge_get_index_long((igraphmodule_EdgeObject*)edge));
-        else was_excluded=1;
+        } else {
+          was_excluded = 1;
+        }
         Py_DECREF(call_result);
         Py_DECREF(edge);
       }
@@ -627,79 +635,105 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
        * to restrict the edge set. Integers are interpreted as indices on the
        * edge set and NOT on the original, untouched edge sequence of the
        * graph */
-      igraph_vector_t v, v2;
       if (igraph_vector_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
-        igraphmodule_handle_igraph_error();
-        return 0;
-      }
-      if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
-        igraphmodule_handle_igraph_error();
-        return 0;
+
+      if (!working_on_whole_graph) {
+        /* Extract the current vertex sequence into a vector */
+        if (igraph_vector_init(&v2, 0)) {
+          igraph_vector_destroy(&v);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
+          igraph_vector_destroy(&v);
+          igraph_vector_destroy(&v2);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        m = igraph_vector_size(&v2);
+      } else {
+        /* v2 left uninitialized, we are not going to use it as it would
+         * simply contain integers from 0 to ecount(g)-1 */
+        m = igraph_ecount(&gr->g);
       }
-      m = igraph_vector_size(&v2);
-      for (; i<n; i++) {
+
+      for (; i < n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "edge indices expected");
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
         idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "edge index out of range");
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
-        if (igraph_vector_push_back(&v, VECTOR(v2)[idx])) {
+        if (igraph_vector_push_back(&v, working_on_whole_graph ? idx : VECTOR(v2)[idx])) {
           Py_DECREF(result);
           igraphmodule_handle_igraph_error();
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
       }
-      igraph_vector_destroy(&v2);
+
+      if (!working_on_whole_graph) {
+        igraph_vector_destroy(&v2);
+      }
+
       igraph_es_destroy(&result->es);
+
       if (igraph_es_vector_copy(&result->es, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
         igraph_vector_destroy(&v);
         return NULL;
       }
+
       igraph_vector_destroy(&v);
     } else {
       /* Iterators and everything that was not handled directly */
       PyObject *iter, *item2;
-      igraph_vector_t v, v2;
 
       /* Allocate stuff */
       if (igraph_vector_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
-        igraphmodule_handle_igraph_error();
-        return 0;
-      }
-      if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
-        igraphmodule_handle_igraph_error();
-        return 0;
+      if (!working_on_whole_graph) {
+        /* Extract the current vertex sequence into a vector */
+        if (igraph_vector_init(&v2, 0)) {
+          igraph_vector_destroy(&v);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        if (igraph_es_as_vector(&gr->g, self->es, &v2)) {
+          igraph_vector_destroy(&v);
+          igraph_vector_destroy(&v2);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        m = igraph_vector_size(&v2);
+      } else {
+        /* v2 left uninitialized, we are not going to use it as it would
+         * simply contain integers from 0 to ecount(g)-1 */
+        m = igraph_ecount(&gr->g);
       }
-      m = igraph_vector_size(&v2);
 
       /* Create an appropriate iterator */
       if (PySlice_Check(item)) {
@@ -708,7 +742,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         PyObject* range;
         igraph_bool_t ok;
 
-        ok = (PySlice_GetIndicesEx(item, igraph_vector_size(&v2), &start, &stop, &step, &sl) == 0);
+        ok = (PySlice_GetIndicesEx(item, m, &start, &stop, &step, &sl) == 0);
         if (ok) {
           range = igraphmodule_PyRange_create(start, stop, step);
           ok = (range != 0);
@@ -720,7 +754,9 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
         }
         if (!ok) {
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           PyErr_SetString(PyExc_TypeError, "error while converting slice to iterator");
           Py_DECREF(result);
           return 0;
@@ -733,13 +769,15 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       /* Did we manage to get an iterator? */
       if (iter == 0) {
         igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        if (!working_on_whole_graph) {
+          igraph_vector_destroy(&v2);
+        }
         PyErr_SetString(PyExc_TypeError, "invalid edge filter among positional arguments");
         Py_DECREF(result);
         return 0;
       }
       /* Do the iteration */
-      while ((item2=PyIter_Next(iter)) != 0) {
+      while ((item2 = PyIter_Next(iter)) != 0) {
         if (igraphmodule_PyObject_to_integer_t(item2, &igraph_idx)) {
           /* We simply ignore elements that we don't know */
           Py_DECREF(item2);
@@ -750,28 +788,38 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
             Py_DECREF(result);
             Py_DECREF(iter);
             igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            if (!working_on_whole_graph) {
+              igraph_vector_destroy(&v2);
+            }
             return NULL;
           }
-          if (igraph_vector_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_push_back(&v, working_on_whole_graph ? igraph_idx : VECTOR(v2)[(long int) igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();
             igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            if (!working_on_whole_graph) {
+              igraph_vector_destroy(&v2);
+            }
             return NULL;
           }
         }
       }
+
       /* Deallocate stuff */
-      igraph_vector_destroy(&v2);
+      if (!working_on_whole_graph) {
+        igraph_vector_destroy(&v2);
+      }
+
       Py_DECREF(iter);
       if (PyErr_Occurred()) {
         igraph_vector_destroy(&v);
         Py_DECREF(result);
         return 0;
       }
+
       igraph_es_destroy(&result->es);
+
       if (igraph_es_vector_copy(&result->es, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 32709b64d..af88b4b1a 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -317,16 +317,19 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values_mapping(igraphmodule_Verte
   }
 
   /* Handle strings according to the mapping protocol */
-  if (PyBaseString_Check(o))
+  if (PyBaseString_Check(o)) {
     return igraphmodule_VertexSeq_get_attribute_values(self, o);
+  }
 
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
     args = Py_BuildValue("(O)", o);
 
-    if (!args)
+    if (!args) {
       return NULL;
+    }
+
     result = igraphmodule_VertexSeq_select(self, args);
     Py_DECREF(args);
     return result;
@@ -585,17 +588,18 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   igraphmodule_VertexSeqObject *result;
   igraphmodule_GraphObject *gr;
   igraph_integer_t igraph_idx;
+  igraph_bool_t working_on_whole_graph = igraph_vs_is_all(&self->vs);
+  igraph_vector_t v, v2;
   long i, j, n, m;
 
-  gr=self->gref;
-  result=igraphmodule_VertexSeq_copy(self);
-  if (result==0)
+  gr = self->gref;
+  result = igraphmodule_VertexSeq_copy(self);
+  if (result == 0)
     return NULL;
 
   /* First, filter by positional arguments */
   n = PyTuple_Size(args);
-
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *item = PyTuple_GET_ITEM(args, i);
 
     if (item == Py_None) {
@@ -603,7 +607,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       igraph_vs_destroy(&result->vs);
       igraph_vs_none(&result->vs);
       /* We can simply bail out here */
-      return (PyObject*)result;
+      return (PyObject*) result;
     } else if (PyCallable_Check(item)) {
       /* Call the callable for every vertex in the current sequence to
        * determine what's up */
@@ -616,7 +620,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       }
 
       m = PySequence_Size((PyObject*)result);
-      for (j=0; j<m; j++) {
+      for (j = 0; j < m; j++) {
         PyObject *vertex = PySequence_GetItem((PyObject*)result, j);
         PyObject *call_result;
         if (vertex == 0) {
@@ -630,10 +634,12 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
           igraph_vector_destroy(&v);
           return NULL;
         }
-        if (PyObject_IsTrue(call_result))
+        if (PyObject_IsTrue(call_result)) {
           igraph_vector_push_back(&v,
             igraphmodule_Vertex_get_index_long((igraphmodule_VertexObject*)vertex));
-        else was_excluded=1;
+        } else {
+          was_excluded = 1;
+        }
         Py_DECREF(call_result);
         Py_DECREF(vertex);
       }
@@ -655,61 +661,80 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
        * to restrict the vertex set. Integers are interpreted as indices on the
        * vertex set and NOT on the original, untouched vertex sequence of the
        * graph */
-      igraph_vector_t v, v2;
       if (igraph_vector_init(&v, 0)) {
         igraphmodule_handle_igraph_error();
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
-        igraphmodule_handle_igraph_error();
-        return 0;
-      }
-      if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
-        igraphmodule_handle_igraph_error();
-        return 0;
+
+      if (!working_on_whole_graph) {
+        /* Extract the current vertex sequence into a vector */
+        if (igraph_vector_init(&v2, 0)) {
+          igraph_vector_destroy(&v);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
+          igraph_vector_destroy(&v);
+          igraph_vector_destroy(&v2);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        m = igraph_vector_size(&v2);
+      } else {
+        /* v2 left uninitialized, we are not going to use it as it would
+         * simply contain integers from 0 to vcount(g)-1 */
+        m = igraph_vcount(&gr->g);
       }
-      m = igraph_vector_size(&v2);
-      for (; i<n; i++) {
+
+      for (; i < n; i++) {
         PyObject *item2 = PyTuple_GET_ITEM(args, i);
         long idx;
         if (!PyLong_Check(item2)) {
           Py_DECREF(result);
           PyErr_SetString(PyExc_TypeError, "vertex indices expected");
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
         idx = PyLong_AsLong(item2);
         if (idx >= m || idx < 0) {
           PyErr_SetString(PyExc_ValueError, "vertex index out of range");
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
-        if (igraph_vector_push_back(&v, VECTOR(v2)[idx])) {
+        if (igraph_vector_push_back(&v, working_on_whole_graph ? idx : VECTOR(v2)[idx])) {
           Py_DECREF(result);
           igraphmodule_handle_igraph_error();
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           return NULL;
         }
       }
-      igraph_vector_destroy(&v2);
+
+      if (!working_on_whole_graph) {
+        igraph_vector_destroy(&v2);
+      }
+
       igraph_vs_destroy(&result->vs);
+
       if (igraph_vs_vector_copy(&result->vs, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
         igraph_vector_destroy(&v);
         return NULL;
       }
+
       igraph_vector_destroy(&v);
     } else {
       /* Iterators, slices and everything that was not handled directly */
       PyObject *iter=0, *item2;
-      igraph_vector_t v, v2;
 
       /* Allocate stuff */
       if (igraph_vector_init(&v, 0)) {
@@ -717,20 +742,28 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         Py_DECREF(result);
         return 0;
       }
-      if (igraph_vector_init(&v2, 0)) {
-        igraph_vector_destroy(&v);
-        Py_DECREF(result);
-        igraphmodule_handle_igraph_error();
-        return 0;
-      }
-      if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
-        igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
-        Py_DECREF(result);
-        igraphmodule_handle_igraph_error();
-        return 0;
+
+      if (!working_on_whole_graph) {
+        /* Extract the current vertex sequence into a vector */
+        if (igraph_vector_init(&v2, 0)) {
+          igraph_vector_destroy(&v);
+          Py_DECREF(result);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        if (igraph_vs_as_vector(&gr->g, self->vs, &v2)) {
+          igraph_vector_destroy(&v);
+          igraph_vector_destroy(&v2);
+          Py_DECREF(result);
+          igraphmodule_handle_igraph_error();
+          return 0;
+        }
+        m = igraph_vector_size(&v2);
+      } else {
+        /* v2 left uninitialized, we are not going to use it as it would
+         * simply contain integers from 0 to vcount(g)-1 */
+        m = igraph_vcount(&gr->g);
       }
-      m = igraph_vector_size(&v2);
 
       /* Create an appropriate iterator */
       if (PySlice_Check(item)) {
@@ -739,7 +772,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         PyObject* range;
         igraph_bool_t ok;
 
-        ok = (PySlice_GetIndicesEx(item, igraph_vector_size(&v2), &start, &stop, &step, &sl) == 0);
+        ok = (PySlice_GetIndicesEx(item, m, &start, &stop, &step, &sl) == 0);
         if (ok) {
           range = igraphmodule_PyRange_create(start, stop, step);
           ok = (range != 0);
@@ -751,7 +784,9 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
         }
         if (!ok) {
           igraph_vector_destroy(&v);
-          igraph_vector_destroy(&v2);
+          if (!working_on_whole_graph) {
+            igraph_vector_destroy(&v2);
+          }
           PyErr_SetString(PyExc_TypeError, "error while converting slice to iterator");
           Py_DECREF(result);
           return 0;
@@ -764,13 +799,16 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       /* Did we manage to get an iterator? */
       if (iter == 0) {
         igraph_vector_destroy(&v);
-        igraph_vector_destroy(&v2);
+        if (!working_on_whole_graph) {
+          igraph_vector_destroy(&v2);
+        }
         PyErr_SetString(PyExc_TypeError, "invalid vertex filter among positional arguments");
         Py_DECREF(result);
         return 0;
       }
+
       /* Do the iteration */
-      while ((item2=PyIter_Next(iter)) != 0) {
+      while ((item2 = PyIter_Next(iter)) != 0) {
         if (igraphmodule_PyObject_to_integer_t(item2, &igraph_idx)) {
           /* We simply ignore elements that we don't know */
           Py_DECREF(item2);
@@ -781,34 +819,45 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
             Py_DECREF(result);
             Py_DECREF(iter);
             igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            if (!working_on_whole_graph) {
+              igraph_vector_destroy(&v2);
+            }
             return NULL;
           }
-          if (igraph_vector_push_back(&v, VECTOR(v2)[(long int) igraph_idx])) {
+          if (igraph_vector_push_back(&v, working_on_whole_graph ? igraph_idx : VECTOR(v2)[(long int) igraph_idx])) {
             Py_DECREF(result);
             Py_DECREF(iter);
             igraphmodule_handle_igraph_error();
             igraph_vector_destroy(&v);
-            igraph_vector_destroy(&v2);
+            if (!working_on_whole_graph) {
+              igraph_vector_destroy(&v2);
+            }
             return NULL;
           }
         }
       }
+
       /* Deallocate stuff */
-      igraph_vector_destroy(&v2);
+      if (!working_on_whole_graph) {
+        igraph_vector_destroy(&v2);
+      }
+
       Py_DECREF(iter);
       if (PyErr_Occurred()) {
         igraph_vector_destroy(&v);
         Py_DECREF(result);
         return 0;
       }
+
       igraph_vs_destroy(&result->vs);
+
       if (igraph_vs_vector_copy(&result->vs, &v)) {
         Py_DECREF(result);
         igraphmodule_handle_igraph_error();
         igraph_vector_destroy(&v);
         return NULL;
       }
+
       igraph_vector_destroy(&v);
     }
   }

From e003ffbf56e18afcc62afb2aeb9dfc987348a055 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 Jan 2022 10:39:37 +0100
Subject: [PATCH 0627/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ced031e44..a599e1f21 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,8 +2,17 @@
 
 ## [Unreleased]
 
+### Changed
+
+- Vendored igraph was updated to version 0.9.6.
+
 ### Fixed
 
+- Fixed a performance bottleneck in `VertexSeq.select()` and `EdgeSeq.select()`
+  for the case when the `VertexSeq` or the `EdgeSeq` represents the whole
+  graph. See [#494](https://github.com/igraph/python-igraph/issues/494) for
+  more details.
+
 - Edge labels now take the curvature of the edge into account, thanks to
   [@Sriram-Pattabiraman](https://github.com/Sriram-Pattabiraman).
   ([#457](https://github.com/igraph/python-igraph/pull/457))

From 44da93d935b2a77a72071d97335bfdb330f5243b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 5 Jan 2022 10:57:20 +0100
Subject: [PATCH 0628/1681] fix: do not use Py_BuildValue() for simpler cases

---
 src/_igraph/edgeseqobject.c   |  2 +-
 src/_igraph/graphobject.c     | 59 ++++++++++++++++-------------------
 src/_igraph/vertexseqobject.c |  2 +-
 3 files changed, 29 insertions(+), 34 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 5a91137fd..08857503e 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -338,7 +338,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values_mapping(igraphmodule_EdgeSeq
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
-    args = Py_BuildValue("(O)", o);
+    args = PyTuple_Pack(1, o);
 
     if (!args) {
       return NULL;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0de916250..68c2c0eab 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -385,9 +385,7 @@ PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
  */
 PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
 {
-  PyObject *result;
-  result = Py_BuildValue("l", (long)igraph_vcount(&self->g));
-  return result;
+  return PyLong_FromLong(igraph_vcount(&self->g));
 }
 
 /** \ingroup python_interface_graph
@@ -397,9 +395,7 @@ PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
  */
 PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject * self)
 {
-  PyObject *result;
-  result = Py_BuildValue("l", (long)igraph_ecount(&self->g));
-  return result;
+  return PyLong_FromLong(igraph_ecount(&self->g));
 }
 
 /** \ingroup python_interface_graph
@@ -938,7 +934,7 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)result);
+  return PyFloat_FromDouble(result);
 }
 
 /** \ingroup python_interface_graph
@@ -1319,7 +1315,7 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)result);
+  return PyFloat_FromDouble(result);
 }
 
 /** \ingroup python_interface_graph
@@ -1483,7 +1479,7 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
         PyObject_IsTrue(directed), PyObject_IsTrue(error)))
     return igraphmodule_handle_igraph_error();
 
-  return Py_BuildValue("l", (long)result);
+  return PyLong_FromLong(result);
 }
 
 /** \ingroup python_interface_graph
@@ -3700,7 +3696,7 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return PyFloat_FromDouble(res);
 }
 
 /** \ingroup python_interface_graph
@@ -3735,7 +3731,7 @@ PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObj
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return PyFloat_FromDouble(res);
 }
 
 /** \ingroup python_interface_graph
@@ -3756,7 +3752,7 @@ PyObject *igraphmodule_Graph_assortativity_degree(igraphmodule_GraphObject *self
     return NULL;
   }
 
-  return Py_BuildValue("d", (double)(res));
+  return PyFloat_FromDouble(res);
 }
 
 /** \ingroup python_interface_graph
@@ -4820,7 +4816,7 @@ PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", NULL };
   PyObject *checks = Py_True;
-  long int source = -1, target = -1, result;
+  long int source = -1, target = -1;
   igraph_integer_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|llO", kwlist,
@@ -4840,12 +4836,10 @@ PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
     }
   } else {
   PyErr_SetString(PyExc_ValueError, "if source or target is given, the other one must also be specified");
-  return NULL;
+    return NULL;
   }
 
-  result = res;
-
-  return Py_BuildValue("l", result);
+  return PyLong_FromLong(res);
 }
 
 /** \ingroup python_interface_graph
@@ -6235,7 +6229,7 @@ PyObject *igraphmodule_Graph_transitivity_undirected(igraphmodule_GraphObject
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_real_t res;
-  PyObject *r, *mode_o = Py_None;
+  PyObject *mode_o = Py_None;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -6250,8 +6244,7 @@ PyObject *igraphmodule_Graph_transitivity_undirected(igraphmodule_GraphObject
     return NULL;
   }
 
-  r = Py_BuildValue("d", (double)(res));
-  return r;
+  return PyFloat_FromDouble(res);
 }
 
 /** \ingroup python_interface_graph
@@ -6264,7 +6257,7 @@ PyObject *igraphmodule_Graph_transitivity_avglocal_undirected(igraphmodule_Graph
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_real_t res;
-  PyObject *r, *mode_o = Py_None;
+  PyObject *mode_o = Py_None;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -6278,8 +6271,7 @@ PyObject *igraphmodule_Graph_transitivity_avglocal_undirected(igraphmodule_Graph
     return NULL;
   }
 
-  r = Py_BuildValue("d", (double)(res));
-  return r;
+  return PyFloat_FromDouble(res);
 }
 
 /** \ingroup python_interface_graph
@@ -6409,7 +6401,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", "neighbors", NULL };
   PyObject *checks = Py_True, *neis = Py_None;
-  long int source = -1, target = -1, result;
+  long int source = -1, target = -1;
   igraph_integer_t res;
   igraph_vconn_nei_t neighbors = IGRAPH_VCONN_NEI_ERROR;
 
@@ -6435,10 +6427,11 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (!IGRAPH_FINITE(res)) return Py_BuildValue("d", (double)res);
+  if (!IGRAPH_FINITE(res)) {
+    return PyFloat_FromDouble(res);
+  }
 
-  result = (long)res;
-  return Py_BuildValue("l", result);
+  return PyLong_FromLong(res);
 }
 
 /**********************************************************************
@@ -9303,7 +9296,7 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return Py_BuildValue("l", (long)result);
+  return PyLong_FromLong(result);
 }
 
 /** \ingroup python_interface_graph
@@ -9640,7 +9633,7 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return Py_BuildValue("l", (long)result);
+  return PyLong_FromLong(result);
 }
 
 /** \ingroup python_interface_graph
@@ -10334,7 +10327,8 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
   }
 
   igraph_vector_destroy(&capacity_vector);
-  return Py_BuildValue("d", (double)result);
+
+  return PyFloat_FromDouble(result);
 }
 
 /** \ingroup python_interface_graph
@@ -10614,7 +10608,8 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
   }
 
   igraph_vector_destroy(&capacity_vector);
-  return Py_BuildValue("d", (double)result);
+
+  return PyFloat_FromDouble(result);
 }
 
 /** \ingroup python_interface_graph
@@ -11515,7 +11510,7 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
     igraph_vector_destroy(weights); free(weights);
   }
 
-  return Py_BuildValue("d", (double)modularity);
+  return PyFloat_FromDouble(modularity);
 }
 
 /**
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index af88b4b1a..7b90aeab3 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -324,7 +324,7 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values_mapping(igraphmodule_Verte
   /* Handle iterables and slices by calling the select() method */
   if (PySlice_Check(o) || PyObject_HasAttrString(o, "__iter__")) {
     PyObject *result, *args;
-    args = Py_BuildValue("(O)", o);
+    args = PyTuple_Pack(1, o);
 
     if (!args) {
       return NULL;

From bb19ba3914cd011923e472c560a89a0119750eb5 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Wed, 5 Jan 2022 21:49:36 +1100
Subject: [PATCH 0629/1681] Remove numpy dependency

---
 .../figures/minimum_spanning_trees.png        | Bin 21573 -> 21579 bytes
 .../minimum_spanning_trees.rst                |   6 +++---
 .../spanning_trees/assets/spanning_trees.py   |  11 +++++------
 .../spanning_trees/figures/spanning_trees.png | Bin 21803 -> 21739 bytes
 .../spanning_trees/spanning_trees.rst         |   9 +++++----
 5 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png b/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png
index 4d7179457bfb1159501f5c2d75ee28eb4bbcd06b..2c62fb7f234d3c35732204500f83eb8f39e9a8b5 100644
GIT binary patch
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diff --git a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
index 4ddef3414..39afbbda0 100644
--- a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
+++ b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
@@ -17,13 +17,13 @@ We start by generating a grid graph with random weights
     
     import igraph as ig
     import matplotlib.pyplot as plt
-    import numpy as np
+    import random
 
     # Generate grid graph with random weights
-    np.random.seed(0)
+    random.seed(0)
 
     g = ig.Graph.Lattice([5, 5], circular=False)
-    g.es["weight"] = np.random.randint(1, 20, g.ecount()).tolist()
+    g.es["weight"] = [random.randint(1, 20) for _ in g.es]
 
 We then call |spanning_tree|_, making sure to pass in the randomly generated weights.
 
diff --git a/doc/source/tutorials/spanning_trees/assets/spanning_trees.py b/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
index abb99f9d8..23cd4a019 100644
--- a/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
+++ b/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
@@ -1,15 +1,16 @@
 import igraph as ig
 import matplotlib.pyplot as plt
-import numpy as np
+import random
 
 g = ig.Graph.Lattice([6, 6], circular=False)
 
 # Optional: Rearrange the vertex ids to get a more interesting spanning tree
 layout = g.layout("grid")
 
-np.random.seed(0)
-permutation = np.random.permutation(36)
-g = g.permute_vertices(permutation.tolist())
+random.seed(0)
+permutation = list(range(g.vcount()))
+random.shuffle(permutation)
+g = g.permute_vertices(permutation)
 
 new_layout = g.layout("grid")
 for i in range(36):
@@ -34,5 +35,3 @@
     edge_width=g.es["width"]
 )
 plt.show()
-
-
diff --git a/doc/source/tutorials/spanning_trees/figures/spanning_trees.png b/doc/source/tutorials/spanning_trees/figures/spanning_trees.png
index a5c530ae5003d1e2ce862b263101bd64992e3fb3..b19a6155ebb200df7d93b4c93e206c1664e0d14a 100644
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zt+%)L<eWG8I*Kg7HPsV<XSV?7gJ;a1tu5<W_W#Z+x8;`)0+*66;rlJEZD}b99CrpT
zW@?^#wSGRo@0b70(6b@0e4pF}TB7%K^aK#vo&Yk)4&(eMul&_Y(EeD9De&M@22WQ%
Jmvv4FO#nSp-?jh%

diff --git a/doc/source/tutorials/spanning_trees/spanning_trees.rst b/doc/source/tutorials/spanning_trees/spanning_trees.rst
index 740617d6b..d60b58c95 100644
--- a/doc/source/tutorials/spanning_trees/spanning_trees.rst
+++ b/doc/source/tutorials/spanning_trees/spanning_trees.rst
@@ -17,7 +17,7 @@ First we create a 6 by 6 lattice graph.
     
     import igraph as ig
     import matplotlib.pyplot as plt
-    import numpy as np
+    import random
 
     g = ig.Graph.Lattice([6, 6], circular=False)
 
@@ -31,9 +31,10 @@ As an optional step, we randomly rearrange some of the vertex IDs with |permute_
     # Optional: Rearrange the vertex ids to get a more interesting spanning tree
     layout = g.layout("grid")
 
-    np.random.seed(0)
-    permutation = np.random.permutation(36)
-    g = g.permute_vertices(permutation.tolist())
+    random.seed(0)
+    permutation = list(range(g.vcount()))
+    random.shuffle(permutation)
+    g = g.permute_vertices(permutation)
 
     # Calculate the new layout coordinates based on the permutation
     new_layout = g.layout("grid")

From dd8390b3d8eb30a85b60d46803f561c2b4f157e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 6 Jan 2022 08:37:40 +0100
Subject: [PATCH 0630/1681] chore: updated vendored igraph to 0.9.6

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ee7875fd0..2fe864088 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ee7875fd026600d8a47dbb6c456f0195e5e9a260
+Subproject commit 2fe8640888d19c146e4c8970478a3485a3e485e3

From e9f83e8af08f24ea025596e745917197d8b44d94 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 6 Jan 2022 09:16:39 +0100
Subject: [PATCH 0631/1681] fix: interfaces/ folder should not be pruned from
 the source tarball any more

---
 MANIFEST.in | 1 -
 1 file changed, 1 deletion(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 65b187f3e..1a25d4486 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -4,5 +4,4 @@ include scripts/mkdoc.sh
 include tests/*.py
 
 graft vendor/source/igraph
-prune vendor/source/igraph/interfaces
 

From 789c89adf336694c5a90d44752d6ae218499a429 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Jan 2022 19:37:20 +1100
Subject: [PATCH 0632/1681] Postprocess API for Jekyll if needed

---
 doc/source/conf.py                            |   7 +-
 doc/source/sphinxext/postprocess_api.py       |  56 +++++++++
 ...2.2.patch => 0001-Old-patch-renewed.patch} | 115 ++++++------------
 scripts/mkdoc.sh                              |  11 +-
 scripts/patch-pydoctor.sh                     |  21 ++--
 scripts/pydoctor-21.2.2_sphinx_ext.patch      |  26 ----
 6 files changed, 121 insertions(+), 115 deletions(-)
 create mode 100644 doc/source/sphinxext/postprocess_api.py
 rename scripts/{pydoctor-21.2.2.patch => 0001-Old-patch-renewed.patch} (56%)
 delete mode 100644 scripts/pydoctor-21.2.2_sphinx_ext.patch

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 0aa896561..88a279d59 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -79,19 +79,20 @@ def get_igraph_version():
     'sphinx.ext.intersphinx',
     'gallery_generator',
     'pydoctor.sphinx_ext.build_apidocs',
+    'postprocess_api',
     #'sphinx_panels',
 ]
 
 pydoctor_args = [
     '--project-name="igraph"',
-    #'--project-version=YOUR-PUBLIC-VERSION',
+    '--project-version=' + get_igraph_version(),
     '--project-url=https://igraph.org/python',
     '--introspect-c-modules',
     '--docformat=epytext',
     #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
-    '--html-output='+get_root_dir()+'/doc/html/api',
+    '--html-output=' + op.join(get_root_dir(), 'doc', 'html', 'api'),
     #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
-    '--project-base-dir='+get_igraphdir(),
+    '--project-base-dir=' + get_igraphdir(),
     get_igraphdir(),
     ]
 
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
new file mode 100644
index 000000000..53ab71ce0
--- /dev/null
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -0,0 +1,56 @@
+"""
+Sphinx plugin to run example scripts and create a gallery page.
+
+Lightly modified from the seaborn project (Michael Waskom).
+Originally, lightly modified from the mpld3 project.
+
+"""
+import os.path as op
+import glob
+from sphinx.application import Sphinx
+
+
+def on_build_finished(app: Sphinx, exception: Exception) -> None:
+    html_dir = op.abspath(app.builder.outdir)
+    api_dir = op.join(html_dir, 'api')
+
+    # Check if the index has Jekyll template marks
+    has_jekyll_marks = False
+    index_html = op.join(html_dir, 'index.html')
+    with open(index_html, 'rt') as f:
+        lines = f.readlines()
+        if sum(line == '---\n' for line in lines) == 2:
+            has_jekyll_marks = True
+        mark_start = lines.index('---\n')
+        mark_end = lines[mark_start + 1:].index('---\n') + mark_start + 2
+        lines_mark = lines[mark_start: mark_end]
+
+    if not has_jekyll_marks:
+        return
+
+    # Write individual example files
+    for filename in sorted(glob.glob(op.join(api_dir, "*.html"))):
+        # Open file
+        with open(filename, 'rt') as f:
+            content = f.read()
+            start = content.find('<head>') + len('<head>')
+            end = content[start:].find('</head>') + start
+            head, content = content[start:end], content[end:]
+
+            start = content.find('<body>') + len('<body>')
+            end = content[start:].find('</body>') + start
+            body, _ = content[start:end], content[end:]
+
+        # Exclude title from head
+        start = head.find('<title>')
+        end = head.find('</title>') + len('</title>')
+        head = head[:start] + head[end:]
+
+        # Patch-up conent for Jekyll
+        content = ''.join(lines_mark[:-1]) + head + lines_mark[-1] + body
+        with open(filename, 'wt') as f:
+            f.write(content)
+
+
+def setup(app):
+    app.connect('build-finished', on_build_finished, priority=900)
diff --git a/scripts/pydoctor-21.2.2.patch b/scripts/0001-Old-patch-renewed.patch
similarity index 56%
rename from scripts/pydoctor-21.2.2.patch
rename to scripts/0001-Old-patch-renewed.patch
index 15a23623f..c3dc88f29 100644
--- a/scripts/pydoctor-21.2.2.patch
+++ b/scripts/0001-Old-patch-renewed.patch
@@ -1,21 +1,33 @@
+From 284115bf7275d86e245f5ce20cd4c1f0a97745c8 Mon Sep 17 00:00:00 2001
+From: Fabio Zanini <fabio.zanini@fastmail.fm>
+Date: Wed, 5 Jan 2022 17:39:23 +1100
+Subject: [PATCH] update_patch
+
+---
+ pydoctor/astbuilder.py                    |  2 +-
+ pydoctor/epydoc2stan.py                   |  7 +++++-
+ pydoctor/model.py                         | 27 +++++++++++++++++------
+ pydoctor/templatewriter/pages/__init__.py |  4 +++-
+ 4 files changed, 30 insertions(+), 10 deletions(-)
+
 diff --git a/pydoctor/astbuilder.py b/pydoctor/astbuilder.py
-index 6b274c9..393ddab 100644
+index 831643f5..8895ebd3 100644
 --- a/pydoctor/astbuilder.py
 +++ b/pydoctor/astbuilder.py
-@@ -188,7 +188,7 @@ class ModuleVistor(ast.NodeVisitor):
+@@ -221,7 +221,7 @@ class ModuleVistor(ast.NodeVisitor):
              self.newAttr = None
  
      def visit_Module(self, node: ast.Module) -> None:
 -        assert self.module.docstring is None
-+        # assert self.module.docstring is None
++        #assert self.module.docstring is None
  
          self.builder.push(self.module, 0)
          if len(node.body) > 0 and isinstance(node.body[0], ast.Expr) and isinstance(node.body[0].value, ast.Str):
 diff --git a/pydoctor/epydoc2stan.py b/pydoctor/epydoc2stan.py
-index 1b418ae..841c773 100644
+index ed72e01d..77a76c1e 100644
 --- a/pydoctor/epydoc2stan.py
 +++ b/pydoctor/epydoc2stan.py
-@@ -191,6 +191,11 @@ class _EpydocLinker(DocstringLinker):
+@@ -189,6 +189,11 @@ class _EpydocLinker(DocstringLinker):
              target = src.resolveName(identifier)
              if target is not None:
                  return target
@@ -27,17 +39,17 @@ index 1b418ae..841c773 100644
              src = src.parent
  
          # Walk up the object tree again and see if 'identifier' refers to an
-@@ -528,7 +533,7 @@ class FieldHandler:
+@@ -592,7 +597,7 @@ class FieldHandler:
  
      def handleUnknownField(self, field: Field) -> None:
          name = field.tag
 -        field.report(f"Unknown field '{name}'" )
-+        # field.report(f"Unknown field '{name}'" )
++        #field.report(f"Unknown field '{name}'" )
          self.unknowns[name].append(FieldDesc(name=field.arg, body=field.format()))
  
      def handle(self, field: Field) -> None:
 diff --git a/pydoctor/model.py b/pydoctor/model.py
-index d233639..a14a4df 100644
+index 07fa858a..82cc55c7 100644
 --- a/pydoctor/model.py
 +++ b/pydoctor/model.py
 @@ -14,7 +14,7 @@ import platform
@@ -45,11 +57,11 @@ index d233639..a14a4df 100644
  import types
  from enum import Enum
 -from inspect import Signature
-+from inspect import signature, Signature
++from inspect import Signature, signature
  from optparse import Values
  from pathlib import Path
  from typing import (
-@@ -514,7 +514,8 @@ class Function(Inheritable):
+@@ -513,7 +513,8 @@ class Function(Inheritable):
      is_async: bool
      annotations: Mapping[str, Optional[ast.expr]]
      decorators: Optional[Sequence[ast.expr]]
@@ -59,17 +71,19 @@ index d233639..a14a4df 100644
  
      def setup(self) -> None:
          super().setup()
-@@ -776,15 +777,24 @@ class System:
+@@ -780,15 +781,26 @@ class System:
  
      def _introspectThing(self, thing: object, parent: Documentable, parentMod: _ModuleT) -> None:
          for k, v in thing.__dict__.items():
 -            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType))
+-                    # In PyPy 7.3.1, functions from extensions are not
 +            # TODO(ntamas): MethodDescriptorType and ClassMethodDescriptorType are Python 3.7 only.
 +            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType, types.MethodDescriptorType, types.ClassMethodDescriptorType))
-                     # In PyPy 7.3.1, functions from extensions are not
                      # instances of the above abstract types.
 -                    or v.__class__.__name__ == 'builtin_function_or_method'):
 +                    or (hasattr(v, "__class__") and v.__class__.__name__ == 'builtin_function_or_method')):
++
++
                  f = self.Function(self, k, parent)
                  f.parentMod = parentMod
                  f.docstring = v.__doc__
@@ -84,10 +98,11 @@ index d233639..a14a4df 100644
 +                f.annotations = {
 +                    name: None for name in (f.signature.parameters if f.signature else {})
 +                }
++
                  self.addObject(f)
              elif isinstance(v, type):
                  c = self.Class(self, k, parent)
-@@ -912,7 +922,8 @@ class System:
+@@ -916,7 +928,8 @@ class System:
              mod.state = ProcessingState.PROCESSED
              head = self.processing_modules.pop()
              assert head == mod.fullName()
@@ -98,70 +113,20 @@ index d233639..a14a4df 100644
              'process',
              self.module_count - len(self.unprocessed_modules),
 diff --git a/pydoctor/templatewriter/pages/__init__.py b/pydoctor/templatewriter/pages/__init__.py
-index e5f4050..3d326b3 100644
+index d032d495..dab775cf 100644
 --- a/pydoctor/templatewriter/pages/__init__.py
 +++ b/pydoctor/templatewriter/pages/__init__.py
-@@ -49,7 +49,7 @@ def format_decorators(obj: Union[model.Function, model.Attribute]) -> Iterator[A
- 
- def signature(function: model.Function) -> str:
-     """Return a nicely-formatted source-like function signature."""
--    return str(function.signature)
-+    return str(function.signature) if function.signature else function.text_signature or "(...)"
+@@ -60,7 +60,9 @@ def format_signature(function: model.Function) -> "Flattenable":
+     Return a stan representation of a nicely-formatted source-like function signature for the given L{Function}.
+     Arguments default values are linked to the appropriate objects when possible.
+     """
+-    return html2stan(str(function.signature))
++    return html2stan(
++        str(function.signature) if function.signature else function.text_signature or "(...)",
++    )
  
  class DocGetter:
      """L{epydoc2stan} bridge."""
-diff --git a/pydoctor/templates/common.html b/pydoctor/templates/common.html
-index e5f4050..3d326b3 100644
---- a/pydoctor/templates/common.html
-+++ b/pydoctor/templates/common.html
-@@ -63,7 +63,7 @@
-       </div>
-       <address>
-         <a href="index.html">API Documentation</a> for <t:slot name="project">Some
--          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" /> at <t:slot name="buildtime">some time</t:slot>.
-+          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" />.
-       </address>
- 
-     </div>
-diff --git a/pydoctor/templatewriter/summary.py b/pydoctor/templatewriter/summary.py
-index e5f4050..3d326b3 100644
---- a/pydoctor/templatewriter/summary.py
-+++ b/pydoctor/templatewriter/summary.py
-@@ -22,7 +22,7 @@
-         return r
-     ul = tags.ul()
-     for m in sorted(contents, key=lambda m:m.fullName()):
--        ul(moduleSummary(m, page_url))
-+        ul(moduleSummary(m, page_url), "\n")
-     return r(ul)
- 
- def _lckey(x):
-@@ -45,6 +45,7 @@
-         r = []
-         for o in self.system.rootobjects:
-             r.append(moduleSummary(o, self.filename))
-+            r.append("\n")
-         return tag.clear()(r)
-     @renderer
-     def heading(self, request, tag):
-@@ -105,7 +106,7 @@
-     if len(scs) > 0:
-         ul = tags.ul()
-         for sc in sorted(scs, key=_lckey):
--            ul(subclassesFrom(hostsystem, sc, anchors, page_url))
-+            ul(subclassesFrom(hostsystem, sc, anchors, page_url), "\n")
-         r(ul)
-     return r
- 
-@@ -136,9 +137,10 @@
-                 if o:
-                     ul = tags.ul()
-                     for sc in sorted(o, key=_lckey):
--                        ul(subclassesFrom(self.system, sc, anchors, self.filename))
-+                        ul(subclassesFrom(self.system, sc, anchors, self.filename), "\n")
-                     item(ul)
-                 t(item)
-+            t("\n")
-         return t
- 
-     @renderer
+-- 
+2.34.1
+
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 979a75848..0eaa3eaf8 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -8,7 +8,7 @@
 STANDALONE=0
 SERVE=0
 
-while getopts ":s:j" OPTION; do
+while getopts ":sj" OPTION; do
   case $OPTION in
     s)
       STANDALONE=1
@@ -37,14 +37,17 @@ if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
   # Install sphinx, matplotlib, wheel, and pydoctor into the venv
-  .venv/bin/pip install sphinx sphinxbootstrap4theme matplotlib
-  .venv/bin/pip install -U pydoctor wheel 
+  .venv/bin/pip install -U sphinx sphinxbootstrap4theme matplotlib wheel
   
   echo "Patching PyDoctor..."
+  .venv/bin/pip install -U pydoctor
   $SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
 
 fi
 
+#echo "Set PyDoctor theme"
+#$SCRIPTS_FOLDER/set-pydoctor-theme.sh ${ROOT_FOLDER} ${STANDALONE}
+
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
 SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
@@ -66,11 +69,13 @@ rm -rf "${DOC_HTML_FOLDER}"
 # Make sphinx
 echo "Generating HTML documentation..."
 if [ "x$STANDALONE" = "x1" ]; then
+  echo "Build standalone docs"
   .venv/bin/sphinx-build \
    -Dtemplates_path='' \
    -Dhtml_theme='alabaster' \
    ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 else
+  echo "Build Jekyll-style docs"
   .venv/bin/sphinx-build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
   if [ "x$SERVE" = "x1" ]; then
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
index 36342d956..6b0c62daa 100755
--- a/scripts/patch-pydoctor.sh
+++ b/scripts/patch-pydoctor.sh
@@ -12,16 +12,21 @@ set -e
 ROOT_FOLDER=$1
 PATCH_FOLDER=$(realpath $2)
 ${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
-${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
+#${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
+${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.12.0
 PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
 
 cd "${PYDOCTOR_DIR}"
-# patch is confirmed to work with pydoctor 21.2.2
-echo "First patch"
-patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
-rm -f deleteme.rej
+## patch is confirmed to work with pydoctor 21.2.2
+#echo "First patch"
+#patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
+#rm -f deleteme.rej
+#
+## patch sphinx extension
+#echo "Second patch"
+#patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2_sphinx_ext.patch 2>/dev/null
+#rm -f deleteme.rej
 
-# patch sphinx extension
-echo "Second patch"
-patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2_sphinx_ext.patch 2>/dev/null
+echo "New patch against 21.12.0"
+patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/0001-Old-patch-renewed.patch 2>/dev/null
 rm -f deleteme.rej
diff --git a/scripts/pydoctor-21.2.2_sphinx_ext.patch b/scripts/pydoctor-21.2.2_sphinx_ext.patch
deleted file mode 100644
index 9987779d6..000000000
--- a/scripts/pydoctor-21.2.2_sphinx_ext.patch
+++ /dev/null
@@ -1,26 +0,0 @@
-From 439299fc32e7f67d338f85fc919cd42ec293e639 Mon Sep 17 00:00:00 2001
-From: Fabio Zanini <fabio.zanini@fastmail.fm>
-Date: Sun, 26 Dec 2021 08:40:16 +1100
-Subject: [PATCH] Sphinx ext: skip temp dir renaming if absent
-
----
- pydoctor/sphinx_ext/build_apidocs.py | 3 ++-
- 1 file changed, 2 insertions(+), 1 deletion(-)
-
-diff --git a/pydoctor/sphinx_ext/build_apidocs.py b/pydoctor/sphinx_ext/build_apidocs.py
-index 06da7cef..a6204c20 100644
---- a/pydoctor/sphinx_ext/build_apidocs.py
-+++ b/pydoctor/sphinx_ext/build_apidocs.py
-@@ -64,7 +64,8 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
- 
-         temp_path = output_path.with_suffix('.pydoctor_temp')
-         shutil.rmtree(sphinx_files, ignore_errors=True)
--        output_path.rename(sphinx_files)
-+        if os.path.isdir(output_path):
-+            output_path.rename(sphinx_files)
-         temp_path.rename(output_path)
- 
- 
--- 
-2.34.1
-

From db95061fd9f766fb4805d3efa38b784a049e810c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Jan 2022 09:39:06 +1100
Subject: [PATCH 0633/1681] Include first ntamas reviews, add FAQ re other
 libraries

---
 doc/Makefile                            | 130 ------------------------
 doc/source/faq.rst                      |  49 +++++++--
 doc/source/index.rst                    |   9 +-
 doc/source/sphinxext/postprocess_api.py |  25 +++--
 4 files changed, 58 insertions(+), 155 deletions(-)
 delete mode 100644 doc/Makefile

diff --git a/doc/Makefile b/doc/Makefile
deleted file mode 100644
index aa1a6dbf8..000000000
--- a/doc/Makefile
+++ /dev/null
@@ -1,130 +0,0 @@
-# Makefile for Sphinx documentation
-#
-
-# You can set these variables from the command line.
-SPHINXOPTS    =
-SPHINXBUILD   = sphinx-build
-PAPER         =
-BUILDDIR      = build
-
-# Internal variables.
-PAPEROPT_a4     = -D latex_paper_size=a4
-PAPEROPT_letter = -D latex_paper_size=letter
-ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
-
-.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest
-
-help:
-	@echo "Please use \`make <target>' where <target> is one of"
-	@echo "  html       to make standalone HTML files"
-	@echo "  dirhtml    to make HTML files named index.html in directories"
-	@echo "  singlehtml to make a single large HTML file"
-	@echo "  pickle     to make pickle files"
-	@echo "  json       to make JSON files"
-	@echo "  htmlhelp   to make HTML files and a HTML help project"
-	@echo "  qthelp     to make HTML files and a qthelp project"
-	@echo "  devhelp    to make HTML files and a Devhelp project"
-	@echo "  epub       to make an epub"
-	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
-	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
-	@echo "  text       to make text files"
-	@echo "  man        to make manual pages"
-	@echo "  changes    to make an overview of all changed/added/deprecated items"
-	@echo "  linkcheck  to check all external links for integrity"
-	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
-
-clean:
-	-rm -rf $(BUILDDIR)/*
-
-html:
-	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
-
-dirhtml:
-	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
-
-singlehtml:
-	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
-	@echo
-	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
-
-pickle:
-	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
-	@echo
-	@echo "Build finished; now you can process the pickle files."
-
-json:
-	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
-	@echo
-	@echo "Build finished; now you can process the JSON files."
-
-htmlhelp:
-	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
-	@echo
-	@echo "Build finished; now you can run HTML Help Workshop with the" \
-	      ".hhp project file in $(BUILDDIR)/htmlhelp."
-
-qthelp:
-	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
-	@echo
-	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
-	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/igraph.qhcp"
-	@echo "To view the help file:"
-	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/igraph.qhc"
-
-devhelp:
-	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
-	@echo
-	@echo "Build finished."
-	@echo "To view the help file:"
-	@echo "# mkdir -p $$HOME/.local/share/devhelp/igraph"
-	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/igraph"
-	@echo "# devhelp"
-
-epub:
-	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
-	@echo
-	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
-
-latex:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo
-	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
-	@echo "Run \`make' in that directory to run these through (pdf)latex" \
-	      "(use \`make latexpdf' here to do that automatically)."
-
-latexpdf:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo "Running LaTeX files through pdflatex..."
-	make -C $(BUILDDIR)/latex all-pdf
-	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
-
-text:
-	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
-	@echo
-	@echo "Build finished. The text files are in $(BUILDDIR)/text."
-
-man:
-	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
-	@echo
-	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
-
-changes:
-	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
-	@echo
-	@echo "The overview file is in $(BUILDDIR)/changes."
-
-linkcheck:
-	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
-	@echo
-	@echo "Link check complete; look for any errors in the above output " \
-	      "or in $(BUILDDIR)/linkcheck/output.txt."
-
-doctest:
-	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
-	@echo "Testing of doctests in the sources finished, look at the " \
-	      "results in $(BUILDDIR)/doctest/output.txt."
diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 55f4f7667..37bcf9cad 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -22,19 +22,20 @@ more examples in our :doc:`gallery <gallery>`, read detailed instructions on gra
 
 I thought |igraph| was an R package, is this the same package?
 --------------------------------------------------------------
-|igraph| is a software library written in C with interfaces in R, Python, and
-Mathematica. Many functions will have similar names and functionality across
-languages, but the matching is not perfect, so you will occasionally find
-functions that are supported in one language but not another. See the FAQ below
-for instructions about how to request a feature.
+|igraph| is a software library written in C with interfaces in various programming
+languages such as R, Python, and Mathematica. Many functions will have similar names
+and functionality across languages, but the matching is not perfect, so you will
+occasionally find functions that are supported in one language but not another.
+See the FAQ below for instructions about how to request a feature.
 
 
 I would like to use |igraph| but don't know Python, what to do?
 ---------------------------------------------------------------
-|igraph| can be used via four programming languages: C, R, Python, and Mathematica.
-While the exact function names differ a bit, most functionality is shared, so if
-you can code any of them you can use |igraph|: just refer to the installation
-instructions for the appropriate language on our `homepage <https://igraph.org>`_.
+|igraph| can be used from multiple programming languages such as C, R, Python,
+and Mathematica. While the exact function names differ a bit, most functionality
+is shared, so if you can code any of them you can use |igraph|: just refer to
+the installation instructions for the appropriate language on our
+`homepage <https://igraph.org>`_.
 
 If you are not familiar with programming at all, or if you don't know any Python
 but would still like to use the Python interface for |igraph|, you should start by
@@ -58,6 +59,30 @@ or specific piece of code, you can directly open a
 instead.)
 
 
+What's the difference between |igraph| and similar packages (networkx, graph-tool)?
+-----------------------------------------------------------------------------------
+All those packages focus on graph/network analysis.
+
+**Differences:**
+
+ - |igraph| supports **multiple programming languages** (e.g. C, Python, R, Mathematica). `networkx`_ and `graph-tool`_ are Python only.
+ - |igraph|'s core library is written in C, which makes it often faster than `networkx`_. `graph-tool`_ is written in heavily templated C++, so it can be as fast as |igraph| but supports fewer architectures. Compiling `graph-tool` can take much longer than |igraph| (hours versus around a minute).
+ - |igraph| vertices are *ordered with contiguous numerical IDs, from 0 upwards*, and an *optional* "vertex name". `networkx`_ nodes are *defined* by their name and not ordered.
+ - Same holds for edges, ordered with integer IDs in |igraph|, not so in `networkx`_.
+ - |igraph| can plot graphs using :mod:`matplotlib` and has experimental support for `plotly`_, so it can produce animations, notebook widgets, and interactive plots (e.g. zoom, panning). `networkx`_ has excellent :mod:`matplotlib` support but no `plotly`_ support. `graph-tool`_ only supports static images via Cairo and GTK+.
+ - |igraph| and `networkx`_ are maintained by teams of developers. `graph-tool`_ is developed by a single (very active) person.
+ - In terms of design, |igraph| really shines when you have a relatively static network that you want to analyse, while it can struggle with very dynamic networks that gain and lose vertices and edges all the time. This might change in the near future as we improve |igraph|'s core C library. At the moment, `networkx`_ is probably better suited for simulating such highly dynamic graphs.
+
+**Similarities:**
+
+ - Many tasks can be achieved equally well with |igraph|, `graph-tool`_, and `networkx`_.
+ - All can read and write a number of graph file formats.
+ - All can visualize graphs, with different strengths and weaknesses.
+
+.. note::
+  |igraph| includes conversion functions from/to `networkx`_, so you can crate and manipulate a network with |igraph| and later on convert it to `networkx`_ or `graph-tool`_ if you need. Vice versa, you can load a graph in `networkx`_ or `graph-tool`_ and convert the graph into an |igraph| object if you need more speed, a specific algorithm, matplotlib animations, etc. You can even use |igraph| to convert graphs from `networkx`_ to `graph-tool`_ and vice versa!
+
+
 
 I would like to contribute to |igraph|, where do I start?
 ---------------------------------------------------------
@@ -72,9 +97,15 @@ you find one that sounds easy enough and sparks your interest, and write a
 message saying you're interested in taking it on. We'll reply ASAP and guide
 you as of your next steps.
 
+The C core library also has various `"theory issues" <https://github.com/igraph/igraph/labels/theory>`_ which require knowledge of graphs but not programming, take a
+look if you are interested.
+
 If none of those look feasible, or if you have a specific idea, or still if
 you would like to contribute in other ways than pure programming, reach out
 on our `forum <https://igraph.discourse.group/>`_ and we'll come up with
 some ideas!
 
 
+.. _networkx: https://networkx.org/documentation/stable/
+.. _graph-tool: https://graph-tool.skewed.de/
+.. _plotly: https://plotly.com/python/
diff --git a/doc/source/index.rst b/doc/source/index.rst
index ce9532d9c..20edc1e1c 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -13,20 +13,21 @@
         padding-left: 0;
         padding-right: 0;
         display: flex;
-        gap: 20px;
     }
     
     div.twocol > div {
         flex-grow: 1;
         padding: 0;
-        margin: 0;
+        margin-right: 20px;
     }
     </style>
 
 
 python-igraph |release|
 =======================
-|igraph| is a fast open source tool to manipulate, analyze, and plot graphs or networks written in C, and `python-igraph` is |igraph|'s interface for the Python programming language.
+|igraph| is a fast open source tool to manipulate and analyze graphs or networks. It is primarily written in C. `python-igraph` is |igraph|'s interface for the Python programming language.
+
+`python-graph` includes functionality for graph plotting and conversion from/to `networkx`_.
 
 
 Installation
@@ -113,3 +114,5 @@ Indices and tables
 * :ref:`genindex`
 * :ref:`modindex`
 
+
+.. _networkx: https://networkx.org/documentation/stable/
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 53ab71ce0..2522a00e8 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -15,18 +15,15 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
     api_dir = op.join(html_dir, 'api')
 
     # Check if the index has Jekyll template marks
-    has_jekyll_marks = False
     index_html = op.join(html_dir, 'index.html')
     with open(index_html, 'rt') as f:
         lines = f.readlines()
-        if sum(line == '---\n' for line in lines) == 2:
-            has_jekyll_marks = True
-        mark_start = lines.index('---\n')
-        mark_end = lines[mark_start + 1:].index('---\n') + mark_start + 2
-        lines_mark = lines[mark_start: mark_end]
-
-    if not has_jekyll_marks:
-        return
+        # The Jekyll template starts with a --- line
+        # Nontemplated HTML starts with some kind of XML tag
+        if lines[0] != '---\n':
+            return
+        mark_end = lines.index('---\n', 1) + 1
+        lines_mark = lines[: mark_end]
 
     # Write individual example files
     for filename in sorted(glob.glob(op.join(api_dir, "*.html"))):
@@ -34,18 +31,20 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         with open(filename, 'rt') as f:
             content = f.read()
             start = content.find('<head>') + len('<head>')
-            end = content[start:].find('</head>') + start
-            head, content = content[start:end], content[end:]
+            end = content.find('</head>', start)
+            head, content = content[start: end], content[end:]
 
             start = content.find('<body>') + len('<body>')
-            end = content[start:].find('</body>') + start
-            body, _ = content[start:end], content[end:]
+            end = content.find('</body>', start)
+            body, _ = content[start: end], content[end:]
 
         # Exclude title from head
         start = head.find('<title>')
         end = head.find('</title>') + len('</title>')
         head = head[:start] + head[end:]
 
+        # FIXME: fix CSS includes to match navbar appearance
+
         # Patch-up conent for Jekyll
         content = ''.join(lines_mark[:-1]) + head + lines_mark[-1] + body
         with open(filename, 'wt') as f:

From 8a00991b34a509342cd98d7da135bd3b14d2f7df Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Jan 2022 09:42:31 +1100
Subject: [PATCH 0634/1681] Rename pydoctor patch file

---
 scripts/patch-pydoctor.sh                                       | 2 +-
 .../{0001-Old-patch-renewed.patch => pydoctor-21.12.0.patch}    | 0
 2 files changed, 1 insertion(+), 1 deletion(-)
 rename scripts/{0001-Old-patch-renewed.patch => pydoctor-21.12.0.patch} (100%)

diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
index 6b0c62daa..aad33b27e 100755
--- a/scripts/patch-pydoctor.sh
+++ b/scripts/patch-pydoctor.sh
@@ -28,5 +28,5 @@ cd "${PYDOCTOR_DIR}"
 #rm -f deleteme.rej
 
 echo "New patch against 21.12.0"
-patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/0001-Old-patch-renewed.patch 2>/dev/null
+patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.12.0.patch 2>/dev/null
 rm -f deleteme.rej
diff --git a/scripts/0001-Old-patch-renewed.patch b/scripts/pydoctor-21.12.0.patch
similarity index 100%
rename from scripts/0001-Old-patch-renewed.patch
rename to scripts/pydoctor-21.12.0.patch

From afe615ebd416b09e3480355129d8df35fabb8f67 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Jan 2022 09:47:25 +1100
Subject: [PATCH 0635/1681] Rephrasing of FAQ as requested by szhorvat

---
 doc/source/faq.rst | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 37bcf9cad..1855a635e 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -97,13 +97,15 @@ you find one that sounds easy enough and sparks your interest, and write a
 message saying you're interested in taking it on. We'll reply ASAP and guide
 you as of your next steps.
 
-The C core library also has various `"theory issues" <https://github.com/igraph/igraph/labels/theory>`_ which require knowledge of graphs but not programming, take a
-look if you are interested.
+The C core library also has various `"theory issues" <https://github.com/igraph/igraph/labels/theory>`_. You can contribute to these issues without any programming
+knowledge by researching graph literature or finding the solution to a graph
+problem. Once the theory obstacle has been overcome, others can move on to the
+coding part: a real team effort!
 
 If none of those look feasible, or if you have a specific idea, or still if
 you would like to contribute in other ways than pure programming, reach out
 on our `forum <https://igraph.discourse.group/>`_ and we'll come up with
-some ideas!
+some ideas.
 
 
 .. _networkx: https://networkx.org/documentation/stable/

From 937c00be41d1970ef06f4f0e629eef3f4094278c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Jan 2022 09:52:51 +1100
Subject: [PATCH 0636/1681] Use pathlib where possible

---
 doc/source/sphinxext/postprocess_api.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 2522a00e8..21ad9677c 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -6,16 +6,17 @@
 
 """
 import os.path as op
+from pathlib import Path
 import glob
 from sphinx.application import Sphinx
 
 
 def on_build_finished(app: Sphinx, exception: Exception) -> None:
-    html_dir = op.abspath(app.builder.outdir)
-    api_dir = op.join(html_dir, 'api')
+    html_dir = Path(app.builder.outdir)
+    api_dir = html_dir / 'api'
 
     # Check if the index has Jekyll template marks
-    index_html = op.join(html_dir, 'index.html')
+    index_html = html_dir / 'index.html'
     with open(index_html, 'rt') as f:
         lines = f.readlines()
         # The Jekyll template starts with a --- line

From b87cb1fc7a45f39644e9d01d58411be922f89e85 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 7 Jan 2022 19:12:20 +1100
Subject: [PATCH 0637/1681] Add complement tutorial

---
 .../tutorials/complement/assets/complement.py |  27 +++++++++
 .../tutorials/complement/complement.rst       |  53 ++++++++++++++++++
 .../complement/figures/complement.png         | Bin 0 -> 59999 bytes
 3 files changed, 80 insertions(+)
 create mode 100644 doc/source/tutorials/complement/assets/complement.py
 create mode 100644 doc/source/tutorials/complement/complement.rst
 create mode 100644 doc/source/tutorials/complement/figures/complement.png

diff --git a/doc/source/tutorials/complement/assets/complement.py b/doc/source/tutorials/complement/assets/complement.py
new file mode 100644
index 000000000..bec1e5d16
--- /dev/null
+++ b/doc/source/tutorials/complement/assets/complement.py
@@ -0,0 +1,27 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# Create a random graph
+random.seed(0)
+g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
+
+# Generate complement
+g2 = g1.complementer(loops=False)
+
+# Plot graph
+fig, axs = plt.subplots(1, 2)
+ig.plot(
+    g1,
+    target=axs[0],
+    layout="circle",
+    vertex_color="lightblue",
+)
+ig.plot(
+    g2,
+    target=axs[1],
+    layout="circle",
+    vertex_color="lightblue",
+)
+plt.show()
+
diff --git a/doc/source/tutorials/complement/complement.rst b/doc/source/tutorials/complement/complement.rst
new file mode 100644
index 000000000..8e337be47
--- /dev/null
+++ b/doc/source/tutorials/complement/complement.rst
@@ -0,0 +1,53 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-complement:
+
+================
+Complement
+================
+
+.. _complementer: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#complementer
+.. |complementer| replace:: :meth:`complementer`
+
+This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using |complementer|_. First we generate a random graph
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+
+    # Create a random graph
+    random.seed(0)
+    g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
+
+We can then generate the complement, and plot out the graph.
+
+.. code-block:: python
+
+    # Generate complement
+    g2 = g1.complementer(loops=False)
+
+    # Plot graph
+    fig, axs = plt.subplots(1, 2)
+    ig.plot(
+        g1,
+        target=axs[0],
+        layout="circle",
+        vertex_color="lightblue",
+    )
+    ig.plot(
+        g2,
+        target=axs[1],
+        layout="circle",
+        vertex_color="lightblue",
+    )
+    plt.show()
+
+The two graphs compared side by side look like this:
+
+.. figure:: ./figures/complement.png
+   :alt: Two complement graphs side by side
+   :align: center
+
+   The original graph (left) and its complement (right).
diff --git a/doc/source/tutorials/complement/figures/complement.png b/doc/source/tutorials/complement/figures/complement.png
new file mode 100644
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From 2dac6ada5888a79dea3794726395b222a1cce609 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 7 Jan 2022 19:12:27 +1100
Subject: [PATCH 0638/1681] Add isomorphism tutorial

---
 .../isomorphism/assets/isomorphism.py         |  51 +++++++++++
 .../isomorphism/figures/isomorphism.png       | Bin 0 -> 33330 bytes
 .../tutorials/isomorphism/isomorphism.rst     |  83 ++++++++++++++++++
 3 files changed, 134 insertions(+)
 create mode 100644 doc/source/tutorials/isomorphism/assets/isomorphism.py
 create mode 100644 doc/source/tutorials/isomorphism/figures/isomorphism.png
 create mode 100644 doc/source/tutorials/isomorphism/isomorphism.rst

diff --git a/doc/source/tutorials/isomorphism/assets/isomorphism.py b/doc/source/tutorials/isomorphism/assets/isomorphism.py
new file mode 100644
index 000000000..8719c14b5
--- /dev/null
+++ b/doc/source/tutorials/isomorphism/assets/isomorphism.py
@@ -0,0 +1,51 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Create Graphs
+g1 = ig.Graph([(0, 1), (0, 2), (0, 4), (1, 2), (1, 3), (2, 3), (2, 4), (3, 4)])
+g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
+g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
+
+# Plot graphs
+visual_style = {
+    "vertex_color": "lightblue",
+    "vertex_label": [0, 1, 2, 3, 4],
+    "vertex_size": 0.4,
+}
+
+fig, axs = plt.subplots(1, 3)
+ig.plot(
+    g1,
+    layout=g1.layout("circle"),
+    target=axs[0],
+    **visual_style,
+)
+ig.plot(
+    g2,
+    layout=g1.layout("circle"),
+    target=axs[1],
+    **visual_style,
+)
+ig.plot(
+    g3,
+    layout=g1.layout("circle"),
+    target=axs[2],
+    **visual_style,
+)
+plt.show()
+
+# Check isomorphism
+print("Are the graphs g1 and g2 isomorphic?")
+print(g1.isomorphic(g2))
+print("Are the graphs g1 and g3 isomorphic?")
+print(g1.isomorphic(g3))
+print("Are the graphs g2 and g3 isomorphic?")
+print(g2.isomorphic(g3))
+
+# Output:
+# Are the graphs g1 and g2 isomorphic?
+# True
+# Are the graphs g1 and g3 isomorphic?
+# False
+# Are the graphs g2 and g3 isomorphic?
+# False
diff --git a/doc/source/tutorials/isomorphism/figures/isomorphism.png b/doc/source/tutorials/isomorphism/figures/isomorphism.png
new file mode 100644
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diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
new file mode 100644
index 000000000..3fd206a1a
--- /dev/null
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -0,0 +1,83 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-isomorphism:
+
+====================
+Checking Isomorphism
+====================
+
+.. _isomorphic: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#isomorphic
+.. |isomorphic| replace:: :meth:`isomorphic`
+
+This example shows how to check `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ for small graphs using |isomorphic|_. First we generate three different graphs to compare between and plot them.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Create Graphs
+    g1 = ig.Graph([(0, 1), (0, 2), (0, 4), (1, 2), (1, 3), (2, 3), (2, 4), (3, 4)])
+    g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
+    g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
+
+    # Plot graphs
+    visual_style = {
+        "vertex_color": "lightblue",
+        "vertex_label": [0, 1, 2, 3, 4],
+        "vertex_size": 0.4,
+    }
+
+    fig, axs = plt.subplots(1, 3)
+    ig.plot(
+        g1,
+        layout=g1.layout("circle"),
+        target=axs[0],
+        **visual_style,
+    )
+    ig.plot(
+        g2,
+        layout=g1.layout("circle"),
+        target=axs[1],
+        **visual_style,
+    )
+    ig.plot(
+        g3,
+        layout=g1.layout("circle"),
+        target=axs[2],
+        **visual_style,
+    )
+    plt.show()
+
+The three graphs should now look like this:
+
+.. figure:: ./figures/isomorphism.png
+   :alt: A visual representation of three different graphs
+   :align: center
+
+   Three graphs to be compared for isomorphism
+
+We then have some code to compare the isomoprhism between all three graphs.
+
+.. code-block:: python
+
+    # Check isomorphism
+    print("Are the graphs g1 and g2 isomorphic?")
+    print(g1.isomorphic(g2))
+    print("Are the graphs g1 and g3 isomorphic?")
+    print(g1.isomorphic(g3))
+    print("Are the graphs g2 and g3 isomorphic?")
+    print(g2.isomorphic(g3))
+
+The final output is:
+
+.. code-block::
+
+    Are the graphs g1 and g2 isomorphic?
+    True
+    Are the graphs g1 and g3 isomorphic?
+    False
+    Are the graphs g2 and g3 isomorphic?
+    False
+
+

From e25343a2f1aa0b4f4faf0af698be32c07719e834 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Fri, 7 Jan 2022 19:12:32 +1100
Subject: [PATCH 0639/1681] Add simplify tutorial

---
 .../tutorials/simplify/assets/simplify.py     |  32 +++++++++
 .../tutorials/simplify/figures/simplify.png   | Bin 0 -> 31685 bytes
 doc/source/tutorials/simplify/simplify.rst    |  62 ++++++++++++++++++
 3 files changed, 94 insertions(+)
 create mode 100644 doc/source/tutorials/simplify/assets/simplify.py
 create mode 100644 doc/source/tutorials/simplify/figures/simplify.png
 create mode 100644 doc/source/tutorials/simplify/simplify.rst

diff --git a/doc/source/tutorials/simplify/assets/simplify.py b/doc/source/tutorials/simplify/assets/simplify.py
new file mode 100644
index 000000000..ab75337d1
--- /dev/null
+++ b/doc/source/tutorials/simplify/assets/simplify.py
@@ -0,0 +1,32 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# Generate graph with multiple edges and loops
+g1 = ig.Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 0), (0, 0), 
+    (1, 4), (1, 4), (0, 2), (2, 4), (2, 4), (2, 4), (3, 3)])
+
+# Generate simplified version of graph
+g2 = g1.copy()
+g2.simplify()
+
+# Plot graphs
+visual_style = {
+    "vertex_color": "lightblue",
+    "vertex_size": 0.4,
+    "vertex_label": [0, 1, 2, 3, 4],
+}
+
+fig, axs = plt.subplots(1, 2)
+ig.plot(
+    g1,
+    layout="circle",
+    target=axs[0],
+    **visual_style,
+)
+ig.plot(
+    g2,
+    layout="circle",
+    target=axs[1],
+    **visual_style,
+)
+plt.show()
diff --git a/doc/source/tutorials/simplify/figures/simplify.png b/doc/source/tutorials/simplify/figures/simplify.png
new file mode 100644
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diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
new file mode 100644
index 000000000..7b534f8e7
--- /dev/null
+++ b/doc/source/tutorials/simplify/simplify.rst
@@ -0,0 +1,62 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-simplify:
+
+========
+Simplify
+========
+
+.. _simplify: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#simplify
+.. |simplify| replace:: :meth:`simplify`
+
+This example shows how to remove self loops and multiple edges using |simplify|_. First we plot the graph
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+
+    # Generate graph with multiple edges and loops
+    g1 = ig.Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 0), (0, 0), 
+        (1, 4), (1, 4), (0, 2), (2, 4), (2, 4), (2, 4), (3, 3)])
+
+Then we make a copy of the original graph and simplify it in place:
+
+.. code-block:: python
+
+    # Generate simplified version of graph
+    g2 = g1.copy()
+    g2.simplify()
+
+Finally, we plot the graph:
+
+.. code-block::python
+
+    # Plot graphs
+    visual_style = {
+        "vertex_color": "lightblue",
+        "vertex_size": 0.4,
+        "vertex_label": [0, 1, 2, 3, 4],
+    }
+
+    fig, axs = plt.subplots(1, 2)
+    ig.plot(
+        g1,
+        layout="circle",
+        target=axs[0],
+        **visual_style,
+    )
+    ig.plot(
+        g2,
+        layout="circle",
+        target=axs[1],
+        **visual_style,
+    )
+    plt.show()
+
+
+.. figure:: ./figures/simplify.png
+   :alt: Two graphs before and after removing self loops and edges
+   :align: center
+
+   The original graph (left) versus the simplified graph (right).

From ac81d5331eda770d198a60ea76bd2b5109e543d6 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 00:00:55 +1100
Subject: [PATCH 0640/1681] Add Delaunay Triangulation Tutorial

---
 .../assets/delaunay-triangulation.py          |  30 +++++
 .../assets/delaunay-triangulation2.py         |  45 ++++++++
 .../delaunay-triangulation.rst                | 104 ++++++++++++++++++
 .../figures/delaunay-triangulation.png        | Bin 0 -> 56427 bytes
 .../figures/delaunay-triangulation2.png       | Bin 0 -> 41620 bytes
 5 files changed, 179 insertions(+)
 create mode 100644 doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
 create mode 100644 doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
 create mode 100644 doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
 create mode 100644 doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation.png
 create mode 100644 doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation2.png

diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
new file mode 100644
index 000000000..a2b70335b
--- /dev/null
+++ b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
@@ -0,0 +1,30 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+from scipy.spatial import Delaunay
+
+# Generate a random geometric graph
+random.seed(0)
+g = ig.Graph.GRG(30, 0)
+
+# Calculate the delaunay triangulation, and add the edges into the original graph
+coords = g.layout_auto().coords
+delaunay = Delaunay(coords)
+for tri in delaunay.simplices:
+    g.add_edges([
+        (tri[0], tri[1]), 
+        (tri[1], tri[2]), 
+        (tri[0], tri[2]),
+    ])
+g.simplify()
+
+# Plot the graph
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    vertex_size=0.04,
+    vertex_color="lightblue",
+    edge_width=0.8
+)
+plt.show()
diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
new file mode 100644
index 000000000..fc1e5bf00
--- /dev/null
+++ b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
@@ -0,0 +1,45 @@
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+from scipy.spatial import Delaunay
+
+# Generate a random geometric graph
+random.seed(0)
+g = ig.Graph.GRG(30, 0)
+
+# Calculate the delaunay triangulation, and add the edges into the original graph
+coords = g.layout_auto().coords
+delaunay = Delaunay(coords)
+for tri in delaunay.simplices:
+    g.add_edges([
+        (tri[0], tri[1]), 
+        (tri[1], tri[2]), 
+        (tri[0], tri[2]),
+    ])
+g.simplify()
+
+# Plot the triangles
+fig, ax = plt.subplots()
+
+palette = ig.GradientPalette("midnightblue", "lightblue", 100)
+for tri in delaunay.simplices:
+    # get the points of the triangle
+    tri_points = [delaunay.points[tri[i]] for i in range(3)]
+
+    # calculate the vertical center of the triangle
+    center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3 
+
+    # draw triangle onto axes
+    poly = plt.Polygon(tri_points, color=palette.get(int(center*100)))
+    ax.add_patch(poly)
+    
+# Plot the graph on top
+ig.plot(
+    g,
+    target=ax,
+    vertex_size=0.0,
+    edge_width=0.2,
+    edge_color="white",
+)
+plt.show()
+
diff --git a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
new file mode 100644
index 000000000..9c441fc8b
--- /dev/null
+++ b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
@@ -0,0 +1,104 @@
+.. include:: ../../include/global.rst
+
+.. _tutorials-delaunay-triangulation:
+
+======================
+Delaunay Triangulation
+======================
+
+.. _GRG: https://igraph.org/python/doc/api/igraph.Graph.html#GRG
+.. |GRG| replace:: :meth:`GRG`
+
+This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using |GRG|_ with radius zero, so that there are initially no edges in the graph.
+
+.. code-block:: python
+
+    import igraph as ig
+    import matplotlib.pyplot as plt
+    import random
+    from scipy.spatial import Delaunay
+
+    # Generate a random geometric graph
+    random.seed(0)
+    g = ig.Graph.GRG(30, 0)
+
+We then use `SciPy's Delaunay function <https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.Delaunay.html>`_ to generate the triangles, and then loop through them to add them back into our original graph. We make sure to simplify the graph afterwards to remove multiple edges caused by triangles sharing a side.
+
+.. code-block:: python
+
+    # Calculate the delaunay triangulation, and add the edges into the original graph
+    coords = g.layout_auto().coords
+    delaunay = Delaunay(coords)
+    for tri in delaunay.simplices:
+        g.add_edges([
+            (tri[0], tri[1]), 
+            (tri[1], tri[2]), 
+            (tri[0], tri[2]),
+        ])
+    g.simplify()
+
+Finally, we display the graph:
+
+.. code-block:: python
+
+    # Plot the graph
+    fig, ax = plt.subplots()
+    ig.plot(
+        g,
+        target=ax,
+        vertex_size=0.04,
+        vertex_color="lightblue",
+        edge_width=0.8
+    )
+    plt.show()
+
+Our output looks like this:
+
+.. figure:: ./figures/delaunay-triangulation.png
+   :alt: The visual representation of a Delaunay triangulation
+   :align: center
+
+   The Delaunay triangulation
+
+Advanced: Improving plotting style
+----------------------------------
+Sometimes, we would like to emphasise the actual triangles generated by the Delaunay triangulation. We'll add in some triangles and color them according to their y coordinate.
+
+.. code-block:: python
+
+    # Plot the triangles
+    fig, ax = plt.subplots()
+
+    palette = ig.GradientPalette("midnightblue", "lightblue", 100)
+    for tri in delaunay.simplices:
+        # get the points of the triangle
+        tri_points = [delaunay.points[tri[i]] for i in range(3)]
+
+        # calculate the vertical center of the triangle
+        center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3 
+
+        # draw triangle onto axes
+        poly = plt.Polygon(tri_points, color=palette.get(int(center*100)))
+        ax.add_patch(poly)
+
+We then plot the original graph edges on top:
+
+.. code-block:: python
+
+    # Plot the graph on top
+    ig.plot(
+        g,
+        target=ax,
+        vertex_size=0.0,
+        edge_width=0.2,
+        edge_color="white",
+    )
+    plt.show()
+
+The final output looks like this:
+
+.. figure:: ./figures/delaunay-triangulation2.png
+   :alt: The visual representation of a Delaunay triangulation
+   :align: center
+
+   The Delaunay triangulation, with colored triangles.
diff --git a/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation.png b/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation.png
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diff --git a/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation2.png b/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation2.png
new file mode 100644
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From 91c4f338629d5ad425d8c611d8a004fc53dfe707 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 9 Jan 2022 13:36:14 +1100
Subject: [PATCH 0641/1681] Use numpy for coordinates, fix some styling

---
 .../assets/delaunay-triangulation.py          | 18 +++++++------
 .../assets/delaunay-triangulation2.py         | 25 +++++++++++--------
 .../delaunay-triangulation.rst                | 13 ++++++----
 3 files changed, 33 insertions(+), 23 deletions(-)

diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
index a2b70335b..6b1bc5b67 100644
--- a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
+++ b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
@@ -1,19 +1,23 @@
+import numpy as np
+from scipy.spatial import Delaunay
 import igraph as ig
 import matplotlib.pyplot as plt
-import random
-from scipy.spatial import Delaunay
 
-# Generate a random geometric graph
-random.seed(0)
-g = ig.Graph.GRG(30, 0)
+
+# Generate a random graph in the 2D unit cube
+np.random.seed(0) # To ensure reproducibility
+x, y = np.random.rand(2, 30)
+g = ig.Graph(30)
+g.vs['x'] = x
+g.vs['y'] = y
 
 # Calculate the delaunay triangulation, and add the edges into the original graph
 coords = g.layout_auto().coords
 delaunay = Delaunay(coords)
 for tri in delaunay.simplices:
     g.add_edges([
-        (tri[0], tri[1]), 
-        (tri[1], tri[2]), 
+        (tri[0], tri[1]),
+        (tri[1], tri[2]),
         (tri[0], tri[2]),
     ])
 g.simplify()
diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
index fc1e5bf00..7bac09e9b 100644
--- a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
+++ b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
@@ -1,19 +1,23 @@
+import numpy as np
+from scipy.spatial import Delaunay
 import igraph as ig
 import matplotlib.pyplot as plt
-import random
-from scipy.spatial import Delaunay
 
-# Generate a random geometric graph
-random.seed(0)
-g = ig.Graph.GRG(30, 0)
+
+# Generate a random graph in the 2D unit cube
+np.random.seed(0)  # To ensure reproducibility
+x, y = np.random.rand(2, 30)
+g = ig.Graph(30)
+g.vs['x'] = x
+g.vs['y'] = y
 
 # Calculate the delaunay triangulation, and add the edges into the original graph
 coords = g.layout_auto().coords
 delaunay = Delaunay(coords)
 for tri in delaunay.simplices:
     g.add_edges([
-        (tri[0], tri[1]), 
-        (tri[1], tri[2]), 
+        (tri[0], tri[1]),
+        (tri[1], tri[2]),
         (tri[0], tri[2]),
     ])
 g.simplify()
@@ -27,12 +31,12 @@
     tri_points = [delaunay.points[tri[i]] for i in range(3)]
 
     # calculate the vertical center of the triangle
-    center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3 
+    center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3
 
     # draw triangle onto axes
-    poly = plt.Polygon(tri_points, color=palette.get(int(center*100)))
+    poly = plt.Polygon(tri_points, color=palette.get(int(center * 100)))
     ax.add_patch(poly)
-    
+
 # Plot the graph on top
 ig.plot(
     g,
@@ -42,4 +46,3 @@
     edge_color="white",
 )
 plt.show()
-
diff --git a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
index 9c441fc8b..5860a3fae 100644
--- a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
+++ b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
@@ -13,14 +13,17 @@ This example demonstrates how to calculate the `Delaunay triangulation <https://
 
 .. code-block:: python
 
+    import numpy as np
+    from scipy.spatial import Delaunay
     import igraph as ig
     import matplotlib.pyplot as plt
-    import random
-    from scipy.spatial import Delaunay
 
-    # Generate a random geometric graph
-    random.seed(0)
-    g = ig.Graph.GRG(30, 0)
+    # Generate a random graph in the 2D unit cube
+    np.random.seed(0)  # To ensure reproducibility
+    x, y = np.random.rand(2, 30)
+    g = ig.Graph(30)
+    g.vs['x'] = x
+    g.vs['y'] = y
 
 We then use `SciPy's Delaunay function <https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.Delaunay.html>`_ to generate the triangles, and then loop through them to add them back into our original graph. We make sure to simplify the graph afterwards to remove multiple edges caused by triangles sharing a side.
 

From 4b70c2cb153b167e1dca0cf24544d62da06339be Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 9 Jan 2022 13:38:29 +1100
Subject: [PATCH 0642/1681] No need for GRG tricks

---
 .../delaunay-triangulation/delaunay-triangulation.rst        | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
index 5860a3fae..b2fc98f77 100644
--- a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
+++ b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
@@ -6,10 +6,7 @@
 Delaunay Triangulation
 ======================
 
-.. _GRG: https://igraph.org/python/doc/api/igraph.Graph.html#GRG
-.. |GRG| replace:: :meth:`GRG`
-
-This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using |GRG|_ with radius zero, so that there are initially no edges in the graph.
+This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using random ``numpy`` arrays and a graph with those vertex coordinates and no edges.
 
 .. code-block:: python
 

From ccde7ed8a7eea860e1cb2b24d15373cef2471e0b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 9 Jan 2022 13:47:17 +1100
Subject: [PATCH 0643/1681] Forsake numpy as requested by Tamas

---
 .../assets/minimum_spanning_trees.py                       | 7 +++----
 .../minimum_spanning_trees/minimum_spanning_trees.rst      | 4 ++--
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py b/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
index 9b1191460..bb2bd66c0 100644
--- a/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
+++ b/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
@@ -1,12 +1,11 @@
+import random
 import igraph as ig
 import matplotlib.pyplot as plt
-import numpy as np
 
 # Generate grid graph with random weights
-np.random.seed(0)
-
+random.seed(0)
 g = ig.Graph.Lattice([5, 5], circular=False)
-g.es["weight"] = np.random.randint(1, 20, g.ecount()).tolist()
+g.es["weight"] = [random.randint(1, 20) for _ in g.es]
 
 # Generate minimum spanning tree
 mst_edges = g.spanning_tree(weights=g.es["weight"], return_tree=False)
diff --git a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
index 39afbbda0..8978eb30d 100644
--- a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
+++ b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
@@ -11,13 +11,13 @@ Minimum Spanning Trees
 
 This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using |spanning_tree|_. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
 
-We start by generating a grid graph with random weights
+We start by generating a grid graph with random integer weights between 1 and 20:
 
 .. code-block:: python
     
+    import random
     import igraph as ig
     import matplotlib.pyplot as plt
-    import random
 
     # Generate grid graph with random weights
     random.seed(0)

From 97874eb1d4737720b43b1e1039a4ad0e66b8ad29 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:14:33 +1100
Subject: [PATCH 0644/1681] Add colorbars to betweenness tutorial

---
 .../tutorials/betweenness/betweenness.rst     |  78 +++++++++++++-----
 .../betweenness/figures/betweenness.png       | Bin 30970 -> 241654 bytes
 2 files changed, 56 insertions(+), 22 deletions(-)

diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index d85da5daa..cf53cbaa9 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -11,43 +11,70 @@ Betweenness
 .. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
 .. |edge_betweenness| replace:: :meth:`edge_betweenness`
 
-This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Barabási-Albert <https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model>`_ random graph.
+This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph. First we import the relevant libraries
 
 .. code-block:: python
 
     import igraph as ig
     import matplotlib.pyplot as plt
-    import math
+    from matplotlib.cm import ScalarMappable
+    from matplotlib.colors import LinearSegmentedColormap, Normalize
     import random
 
+.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
+.. |rescale| replace:: :meth:`rescale`
+
+Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s |rescale|_ as a great way to linearly scale all data into ranges we can work with.
+
+.. code-block:: python
+
     def plot_betweenness(g, ax):
+        
         # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-        vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
-                scale=lambda x : math.pow(x, 1/3))
-        edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
-                scale=lambda x : math.pow(x, 1/2))
+        vertex_betweenness = g.betweenness()
+        edge_betweenness = g.edge_betweenness()
+        scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
+        scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)
+        print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
+        print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
+
+        # Define color bars
+        cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["mediumpurple", "indigo"])
+        cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
+
+        norm1 = Normalize()
+        norm1.autoscale(vertex_betweenness)
+        norm2 = Normalize()
+        norm2.autoscale(edge_betweenness)
+
+        plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), ax=ax)
+        plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), ax=ax)
+
+        # Plot graph
+        g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
+        g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
+        g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
+        g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
 
         ig.plot(
             g, 
             target=ax, 
             layout="fruchterman_reingold",
-            palette=ig.GradientPalette("white", "midnightblue"),
-            vertex_color=list(map(int, 
-                    ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
-            edge_color=list(map(int, 
-                    ig.rescale(edge_betweenness, (0, 255), clamp=True))),
-            vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
-            edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
             vertex_frame_width=0.2,
         )
 
-    # Generate Krackhardt Kite Graphs and Barabasi graphs
-    random.seed(1)
+    
+Finally, we call our function with the two graphs:
+
+.. code-block:: python
+
+    # Generate Krackhardt Kite Graphs and Watts Strogatz graphs
+    random.seed(0)
     g1 = ig.Graph.Famous("Krackhardt_Kite")
-    g2 = ig.Graph.Barabasi(n=200, m=2)
+    g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
 
     # Plot the graph
-    fig, axs = plt.subplots(1, 2, figsize=(6, 3))
+    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
     plot_betweenness(g1, axs[0])
     plot_betweenness(g2, axs[1])
 
@@ -57,14 +84,21 @@ This example demonstrates how to visualize both vertex and edge betweenness with
 
     plt.show()
 
-.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
-.. |rescale| replace:: :meth:`rescale`
-    
-Here we use |rescale|_ as a great way to linearly scale all data into ranges we can work with. Note that we scale the betweennesses for the vertices and edges by the cube root and square root respectively. The choice of scaling is arbitrary, but is used to give a smoother, more linear transition in the sizes and colors of nodes and edges. The final output graphs are as follows:
+
+
+The final output graphs are as follows:
 
 .. figure:: ./figures/betweenness.png
    :alt: A graph visualizing the betweenness of each vertex and edge.
    :align: center
 
-   Graph visualizing edge betweenness (a) in a Krackhardt Kite graph and (b) in a 200 node Barabási-Albert graph. Color legend: white to dark blue means low to high betweenness centrality.
+   Graph visualizing edge betweenness (a) in a Krackhardt Kite graph and (b) in a 150 node Watts-Strogatz graph. The edge betweenness is shown in blue, and the vertex betweenness is shown in purple.
+
+and the output for betweennesss is as follows:
+
+.. code-block::
 
+    vertices: 0.0 - 14.0
+    edges: 1.5 - 16.0
+    vertices: 0.0 - 1314.629277155593
+    edges: 1.0 - 628.2537443550603
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index 465482dad02dbe342c5e7829e7b90092a9e31740..6151da29d63ab78b3cbeefa776d6aac2785927bb 100644
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From aee3be0d17c74b92fbb785167af377e51f68ea8e Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:19:04 +1100
Subject: [PATCH 0645/1681] Update script assets

---
 .../betweenness/assets/betweenness.py         | 49 +++++++++++++------
 1 file changed, 33 insertions(+), 16 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index 7f9b7e6d4..d7b59350f 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -1,39 +1,56 @@
 import igraph as ig
 import matplotlib.pyplot as plt
-import math
+from matplotlib.cm import ScalarMappable
+from matplotlib.colors import LinearSegmentedColormap, Normalize
 import random
 
 def plot_betweenness(g, ax):
+    
     # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-    vertex_betweenness = ig.rescale(g.betweenness(), clamp=True, 
-            scale=lambda x : math.pow(x, 1/3))
-    edge_betweenness = ig.rescale(g.edge_betweenness(), clamp=True, 
-            scale=lambda x : math.pow(x, 1/2))
+    vertex_betweenness = g.betweenness()
+    edge_betweenness = g.edge_betweenness()
+    scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
+    scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)
+    print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
+    print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
+
+    # Define color bars
+    cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
+    cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
+
+    norm1 = Normalize()
+    norm1.autoscale(vertex_betweenness)
+    norm2 = Normalize()
+    norm2.autoscale(edge_betweenness)
+
+    plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), ax=ax)
+    plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), ax=ax)
+
+    # Plot graph
+    g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
+    g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
+    g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
+    g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
 
     ig.plot(
         g, 
         target=ax, 
         layout="fruchterman_reingold",
-        palette=ig.GradientPalette("white", "midnightblue"),
-        vertex_color=list(map(int, 
-                ig.rescale(vertex_betweenness, (0, 255), clamp=True))), 
-        edge_color=list(map(int, 
-                ig.rescale(edge_betweenness, (0, 255), clamp=True))),
-        vertex_size=ig.rescale(vertex_betweenness, (0.1, 0.6)), 
-        edge_width=ig.rescale(edge_betweenness, (0.5, 1.0)), 
         vertex_frame_width=0.2,
     )
 
-# Generate Krackhardt Kite Graphs and Barabasi graphs
-random.seed(1)
+# Generate Krackhardt Kite Graphs and Watts Strogatz graphs
+random.seed(0)
 g1 = ig.Graph.Famous("Krackhardt_Kite")
-g2 = ig.Graph.Barabasi(n=200, m=2)
+g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
 
 # Plot the graph
-fig, axs = plt.subplots(1, 2, figsize=(6, 3))
+fig, axs = plt.subplots(1, 2, figsize=(10, 5))
 plot_betweenness(g1, axs[0])
 plot_betweenness(g2, axs[1])
 
 # Add "a" and "b" labels for panels
 fig.text(0.05, 0.9, 'a', va='top')
 fig.text(0.55, 0.9, 'b', va='top')
+
+plt.show()

From 767cf4c6af04d7df8517a1f2a4c468fc752a8365 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:20:59 +1100
Subject: [PATCH 0646/1681] Fix typo in topological sort

---
 doc/source/tutorials/topological_sort/topological_sort.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index e397d1d75..d3d1b052b 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -31,7 +31,7 @@ This example demonstrates how to get a topological sorting on a directed acyclic
     results = g.topological_sorting(mode='in')
     print('Topological sort of g (in):', *results)
 
-There are two modes o |topological_sorting|_. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
+There are two modes of |topological_sorting|_. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
 
 The output of the code above is:
 

From 7a6dfd5fd496fefeb2d76059605c5dddcaafad42 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:24:24 +1100
Subject: [PATCH 0647/1681] Update assets script to match rst file

---
 .../visual_style/assets/visual_style.py       | 26 ++++++++-----------
 1 file changed, 11 insertions(+), 15 deletions(-)

diff --git a/doc/source/tutorials/visual_style/assets/visual_style.py b/doc/source/tutorials/visual_style/assets/visual_style.py
index 7388db94e..fbdbc5c45 100644
--- a/doc/source/tutorials/visual_style/assets/visual_style.py
+++ b/doc/source/tutorials/visual_style/assets/visual_style.py
@@ -1,30 +1,26 @@
 import igraph as ig
 import matplotlib.pyplot as plt
-import math
 import random
 
-# Configure visual style
+# Configure visual style for use in both graphs
 visual_style = {
     "edge_width": 0.3,
-    "vertex_size": 1,
+    "vertex_size": 1.5,
     "palette": "heat",
     "layout": "fruchterman_reingold"
 }
 
-# Generate graphs
+# Generate four random graphs
 random.seed(1)
-g1 = ig.Graph.Barabasi(n=100, m=1)
-g2 = ig.Graph.Barabasi(n=100, m=1)
+gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]
 
 # Calculate colors between 0-255 for all nodes
-betweenness1 = g1.betweenness()
-betweenness2 = g2.betweenness()
-colors1 = [int(i * 255 / max(betweenness1)) for i in betweenness1]
-colors2 = [int(i * 255 / max(betweenness2)) for i in betweenness2]
+betweenness = [g.betweenness() for g in gs]
+colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]
 
-# Plot the graphs
-fig, axs = plt.subplots(1, 2)
-ig.plot(g1, target=axs[0], vertex_color=colors1, **visual_style)
-ig.plot(g2, target=axs[1], vertex_color=colors2, **visual_style)
+# Plot the graphs, using the same predefined visual style for both
+fig, axs = plt.subplots(2, 2)
+axs = axs.ravel()
+for g, color, ax in zip(gs, colors, axs):
+    ig.plot(g, target=ax, vertex_color=color, **visual_style)
 plt.show()
-

From 70e69ec033d72982726e74ec7a83ff3f61bd1b23 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:24:32 +1100
Subject: [PATCH 0648/1681] Update figure caption to match figure

---
 doc/source/tutorials/visual_style/visual_style.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index f83afa362..dc9b8ffc4 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -44,7 +44,7 @@ The plots looks like this:
    :alt: Four graphs plotted using the same palette and layout algorithm
    :align: center
 
-   Two graphs using the same palette and layout algorithm.
+   Four graphs using the same palette and layout algorithm.
 
 .. note::
     If you would like to set global defaults, for example, always using the Matplotlib plotting backend, or using a particular color palette by default, you can use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_. A quick example on how to use it can be found here: :ref:`tutorials-configuration`

From a72b6174f8e021ce913bfb64650eb127340158b2 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Sun, 9 Jan 2022 19:27:04 +1100
Subject: [PATCH 0649/1681] Update comment in visual style tutorial

---
 doc/source/tutorials/visual_style/assets/visual_style.py | 2 +-
 doc/source/tutorials/visual_style/visual_style.rst       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/visual_style/assets/visual_style.py b/doc/source/tutorials/visual_style/assets/visual_style.py
index fbdbc5c45..8ae1b5452 100644
--- a/doc/source/tutorials/visual_style/assets/visual_style.py
+++ b/doc/source/tutorials/visual_style/assets/visual_style.py
@@ -2,7 +2,7 @@
 import matplotlib.pyplot as plt
 import random
 
-# Configure visual style for use in both graphs
+# Configure visual style
 visual_style = {
     "edge_width": 0.3,
     "vertex_size": 1.5,
diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index dc9b8ffc4..ec554aad3 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -15,7 +15,7 @@ This example shows how to use dictionary unpacking in order to easily use the sa
     import math
     import random
 
-    # Configure visual style for use in both graphs
+    # Configure visual style
     visual_style = {
         "edge_width": 0.3,
         "vertex_size": 1.5,

From fa065d0885594cdc5e40902b897060caa1efa1e7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 06:37:30 +1100
Subject: [PATCH 0650/1681] Add titles to complement tutorial figures

---
 .../tutorials/complement/assets/complement.py |   7 ++++---
 .../tutorials/complement/complement.rst       |   2 ++
 .../complement/figures/complement.png         | Bin 59999 -> 60007 bytes
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorials/complement/assets/complement.py b/doc/source/tutorials/complement/assets/complement.py
index bec1e5d16..22ffcee3e 100644
--- a/doc/source/tutorials/complement/assets/complement.py
+++ b/doc/source/tutorials/complement/assets/complement.py
@@ -15,13 +15,14 @@
     g1,
     target=axs[0],
     layout="circle",
-    vertex_color="lightblue",
+    vertex_color="black",
 )
+axs[0].set_title('Original graph')
 ig.plot(
     g2,
     target=axs[1],
     layout="circle",
-    vertex_color="lightblue",
+    vertex_color="black",
 )
+axs[1].set_title('Complement graph')
 plt.show()
-
diff --git a/doc/source/tutorials/complement/complement.rst b/doc/source/tutorials/complement/complement.rst
index 8e337be47..1ecbaea7d 100644
--- a/doc/source/tutorials/complement/complement.rst
+++ b/doc/source/tutorials/complement/complement.rst
@@ -36,12 +36,14 @@ We can then generate the complement, and plot out the graph.
         layout="circle",
         vertex_color="lightblue",
     )
+    axs[0].set_title('Original graph')
     ig.plot(
         g2,
         target=axs[1],
         layout="circle",
         vertex_color="lightblue",
     )
+    axs[1].set_title('Complement graph')
     plt.show()
 
 The two graphs compared side by side look like this:
diff --git a/doc/source/tutorials/complement/figures/complement.png b/doc/source/tutorials/complement/figures/complement.png
index 0f7bf86c53a7fe88159c211326e1bdc36353f3e8..3ead9296e101d412de61a8347d58705afc05738f 100644
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F{68ROOBetE


From ee525c8c0b09aac6d731cac2be5508f719ced726 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 06:49:11 +1100
Subject: [PATCH 0651/1681] A little more figure variety

---
 .../tutorials/simplify/assets/simplify.py     |  16 ++++++++++++++--
 .../tutorials/simplify/figures/simplify.png   | Bin 31685 -> 39750 bytes
 doc/source/tutorials/simplify/simplify.rst    |  16 ++++++++++++++--
 3 files changed, 28 insertions(+), 4 deletions(-)

diff --git a/doc/source/tutorials/simplify/assets/simplify.py b/doc/source/tutorials/simplify/assets/simplify.py
index ab75337d1..194b74995 100644
--- a/doc/source/tutorials/simplify/assets/simplify.py
+++ b/doc/source/tutorials/simplify/assets/simplify.py
@@ -9,14 +9,16 @@
 g2 = g1.copy()
 g2.simplify()
 
-# Plot graphs
+# Choose a consistent visual style
 visual_style = {
     "vertex_color": "lightblue",
     "vertex_size": 0.4,
     "vertex_label": [0, 1, 2, 3, 4],
 }
 
-fig, axs = plt.subplots(1, 2)
+# Make twin axes
+fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)
+# Plot graphs
 ig.plot(
     g1,
     layout="circle",
@@ -29,4 +31,14 @@
     target=axs[1],
     **visual_style,
 )
+# Draw rectangles around axes
+axs[0].add_patch(plt.Rectangle(
+    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
+    ))
+axs[1].add_patch(plt.Rectangle(
+    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
+    ))
+# Set titles
+axs[0].set_title('Multigraph...')
+axs[1].set_title('...simplified')
 plt.show()
diff --git a/doc/source/tutorials/simplify/figures/simplify.png b/doc/source/tutorials/simplify/figures/simplify.png
index 03e0619a4104ce7325d4c58665a86cccbe714764..381e8debce3b957da82c5a6a8a790e3a05a327cf 100644
GIT binary patch
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diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
index 7b534f8e7..faf595603 100644
--- a/doc/source/tutorials/simplify/simplify.rst
+++ b/doc/source/tutorials/simplify/simplify.rst
@@ -28,7 +28,7 @@ Then we make a copy of the original graph and simplify it in place:
     g2 = g1.copy()
     g2.simplify()
 
-Finally, we plot the graph:
+Finally, we plot the graphs:
 
 .. code-block::python
 
@@ -39,7 +39,9 @@ Finally, we plot the graph:
         "vertex_label": [0, 1, 2, 3, 4],
     }
 
-    fig, axs = plt.subplots(1, 2)
+    # Make twin axes
+    fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)
+    # Plot graphs
     ig.plot(
         g1,
         layout="circle",
@@ -52,6 +54,16 @@ Finally, we plot the graph:
         target=axs[1],
         **visual_style,
     )
+    # Draw rectangles around axes
+    axs[0].add_patch(plt.Rectangle(
+        (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
+        ))
+    axs[1].add_patch(plt.Rectangle(
+        (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
+        ))
+    # Set titles
+    axs[0].set_title('Multigraph...')
+    axs[1].set_title('...simplified')
     plt.show()
 
 

From b2d770b6201ee8fa986843fcad7975a3c1ee7ad3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 06:52:08 +1100
Subject: [PATCH 0652/1681] Typo

---
 doc/source/tutorials/simplify/simplify.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
index faf595603..0c45497e9 100644
--- a/doc/source/tutorials/simplify/simplify.rst
+++ b/doc/source/tutorials/simplify/simplify.rst
@@ -30,7 +30,7 @@ Then we make a copy of the original graph and simplify it in place:
 
 Finally, we plot the graphs:
 
-.. code-block::python
+.. code-block:: python
 
     # Plot graphs
     visual_style = {

From 1edfb1ef8a55415046e95ed43da5ac6b6c9717ab Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 07:03:29 +1100
Subject: [PATCH 0653/1681] Further explanation for isomorphism

---
 .../tutorials/isomorphism/isomorphism.rst     | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
index 3fd206a1a..8c94a2f46 100644
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -2,14 +2,16 @@
 
 .. _tutorials-isomorphism:
 
-====================
-Checking Isomorphism
-====================
+===========
+Isomorphism
+===========
 
 .. _isomorphic: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#isomorphic
 .. |isomorphic| replace:: :meth:`isomorphic`
 
-This example shows how to check `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ for small graphs using |isomorphic|_. First we generate three different graphs to compare between and plot them.
+This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using |isomorphic|_.
+
+First we generate three different graphs to compare between and plot them.
 
 .. code-block:: python
 
@@ -49,15 +51,13 @@ This example shows how to check `isomorphism <https://en.wikipedia.org/wiki/Grap
     )
     plt.show()
 
-The three graphs should now look like this:
-
 .. figure:: ./figures/isomorphism.png
    :alt: A visual representation of three different graphs
    :align: center
 
    Three graphs to be compared for isomorphism
 
-We then have some code to compare the isomoprhism between all three graphs.
+To compare the isomoprhism between all three graphs, we run:
 
 .. code-block:: python
 
@@ -80,4 +80,7 @@ The final output is:
     Are the graphs g2 and g3 isomorphic?
     False
 
-
+.. note::
+   `Graph isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ is an equivalence
+   relationship, i.e. if `g1 ~ g2` and `g2 ~ g3`, then automatically `g1 ~ g3`. Therefore,
+   we could have skipped the last check in our example.

From e40d37e46f105775aa14f22e2d20510e0104246c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 07:26:34 +1100
Subject: [PATCH 0654/1681] Typo as found by szhorvat

---
 doc/source/tutorials/isomorphism/isomorphism.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
index 8c94a2f46..f21b7d35f 100644
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -57,7 +57,7 @@ First we generate three different graphs to compare between and plot them.
 
    Three graphs to be compared for isomorphism
 
-To compare the isomoprhism between all three graphs, we run:
+To compare the isomorphism between all three graphs, we run:
 
 .. code-block:: python
 

From 0c7f904284be949ca48a9fdfaf4b1c5b517478cd Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 09:02:24 +1100
Subject: [PATCH 0655/1681] Better isomorphism tutorial figure

---
 .../isomorphism/assets/isomorphism.py         |  35 ++++++----
 .../isomorphism/figures/isomorphism.png       | Bin 33330 -> 33861 bytes
 .../tutorials/isomorphism/isomorphism.rst     |  64 ++++++++++--------
 3 files changed, 55 insertions(+), 44 deletions(-)

diff --git a/doc/source/tutorials/isomorphism/assets/isomorphism.py b/doc/source/tutorials/isomorphism/assets/isomorphism.py
index 8719c14b5..b9544f62e 100644
--- a/doc/source/tutorials/isomorphism/assets/isomorphism.py
+++ b/doc/source/tutorials/isomorphism/assets/isomorphism.py
@@ -6,6 +6,23 @@
 g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 
+# Check isomorphism
+print("Are the graphs g1 and g2 isomorphic?")
+print(g1.isomorphic(g2))
+print("Are the graphs g1 and g3 isomorphic?")
+print(g1.isomorphic(g3))
+print("Are the graphs g2 and g3 isomorphic?")
+print(g2.isomorphic(g3))
+
+# Output:
+# Are the graphs g1 and g2 isomorphic?
+# True
+# Are the graphs g1 and g3 isomorphic?
+# False
+# Are the graphs g2 and g3 isomorphic?
+# False
+
+
 # Plot graphs
 visual_style = {
     "vertex_color": "lightblue",
@@ -32,20 +49,8 @@
     target=axs[2],
     **visual_style,
 )
-plt.show()
+fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
 
-# Check isomorphism
-print("Are the graphs g1 and g2 isomorphic?")
-print(g1.isomorphic(g2))
-print("Are the graphs g1 and g3 isomorphic?")
-print(g1.isomorphic(g3))
-print("Are the graphs g2 and g3 isomorphic?")
-print(g2.isomorphic(g3))
+plt.show()
 
-# Output:
-# Are the graphs g1 and g2 isomorphic?
-# True
-# Are the graphs g1 and g3 isomorphic?
-# False
-# Are the graphs g2 and g3 isomorphic?
-# False
diff --git a/doc/source/tutorials/isomorphism/figures/isomorphism.png b/doc/source/tutorials/isomorphism/figures/isomorphism.png
index ef1ee4140e7397edb0fcd77d1c5df7371f9996f1..d96f2d2d22500795b5a55060f186f106530a0886 100644
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diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
index f21b7d35f..2acf7dcfc 100644
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -11,7 +11,7 @@ Isomorphism
 
 This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using |isomorphic|_.
 
-First we generate three different graphs to compare between and plot them.
+First we generate three different graphs to compare between:
 
 .. code-block:: python
 
@@ -23,6 +23,38 @@ First we generate three different graphs to compare between and plot them.
     g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
     g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 
+To compare the isomorphism between all three graphs, we run:
+
+.. code-block:: python
+
+    # Check isomorphism
+    print("Are the graphs g1 and g2 isomorphic?")
+    print(g1.isomorphic(g2))
+    print("Are the graphs g1 and g3 isomorphic?")
+    print(g1.isomorphic(g3))
+    print("Are the graphs g2 and g3 isomorphic?")
+    print(g2.isomorphic(g3))
+
+The final output is:
+
+.. code-block::
+
+    Are the graphs g1 and g2 isomorphic?
+    True
+    Are the graphs g1 and g3 isomorphic?
+    False
+    Are the graphs g2 and g3 isomorphic?
+    False
+
+.. note::
+   `Graph isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ is an equivalence
+   relationship, i.e. if `g1 ~ g2` and `g2 ~ g3`, then automatically `g1 ~ g3`. Therefore,
+   we could have skipped the last check in our example.
+
+We can plot the graphs to get an idea about the problem:
+
+.. code-block:: python
+
     # Plot graphs
     visual_style = {
         "vertex_color": "lightblue",
@@ -49,6 +81,8 @@ First we generate three different graphs to compare between and plot them.
         target=axs[2],
         **visual_style,
     )
+    fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
+    fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
     plt.show()
 
 .. figure:: ./figures/isomorphism.png
@@ -56,31 +90,3 @@ First we generate three different graphs to compare between and plot them.
    :align: center
 
    Three graphs to be compared for isomorphism
-
-To compare the isomorphism between all three graphs, we run:
-
-.. code-block:: python
-
-    # Check isomorphism
-    print("Are the graphs g1 and g2 isomorphic?")
-    print(g1.isomorphic(g2))
-    print("Are the graphs g1 and g3 isomorphic?")
-    print(g1.isomorphic(g3))
-    print("Are the graphs g2 and g3 isomorphic?")
-    print(g2.isomorphic(g3))
-
-The final output is:
-
-.. code-block::
-
-    Are the graphs g1 and g2 isomorphic?
-    True
-    Are the graphs g1 and g3 isomorphic?
-    False
-    Are the graphs g2 and g3 isomorphic?
-    False
-
-.. note::
-   `Graph isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ is an equivalence
-   relationship, i.e. if `g1 ~ g2` and `g2 ~ g3`, then automatically `g1 ~ g3`. Therefore,
-   we could have skipped the last check in our example.

From 5a1399514563c3e8fda8720819e073265eefd178 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 15:46:45 +1100
Subject: [PATCH 0656/1681] Better wording in simplify tutorial

---
 doc/source/tutorials/simplify/simplify.rst | 25 +++++++++++++++++-----
 1 file changed, 20 insertions(+), 5 deletions(-)

diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
index 0c45497e9..3721f56b4 100644
--- a/doc/source/tutorials/simplify/simplify.rst
+++ b/doc/source/tutorials/simplify/simplify.rst
@@ -9,7 +9,9 @@ Simplify
 .. _simplify: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#simplify
 .. |simplify| replace:: :meth:`simplify`
 
-This example shows how to remove self loops and multiple edges using |simplify|_. First we plot the graph
+This example shows how to remove self loops and multiple edges using |simplify|_.
+
+We start with a graph that includes loops and multiedges:
 
 .. code-block:: python
 
@@ -17,10 +19,23 @@ This example shows how to remove self loops and multiple edges using |simplify|_
     import matplotlib.pyplot as plt
 
     # Generate graph with multiple edges and loops
-    g1 = ig.Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 0), (0, 0), 
-        (1, 4), (1, 4), (0, 2), (2, 4), (2, 4), (2, 4), (3, 3)])
+    g1 = ig.Graph([
+        (0, 1),
+        (1, 2),
+        (2, 3),
+        (3, 4),
+        (4, 0),
+        (0, 0), 
+        (1, 4),
+        (1, 4),
+        (0, 2),
+        (2, 4),
+        (2, 4),
+        (2, 4),
+        (3, 3)],
+    )
 
-Then we make a copy of the original graph and simplify it in place:
+To get rid of both loops and multiedges, we make a copy of the graph and simplify it in place:
 
 .. code-block:: python
 
@@ -28,7 +43,7 @@ Then we make a copy of the original graph and simplify it in place:
     g2 = g1.copy()
     g2.simplify()
 
-Finally, we plot the graphs:
+Finally, we check what happened by plotting both graphs:
 
 .. code-block:: python
 

From 40af0e6d8d36bfbffe9184ccebff66285af64c13 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 15:48:49 +1100
Subject: [PATCH 0657/1681] Better wording in isomorphism tutorial

---
 doc/source/tutorials/isomorphism/isomorphism.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
index 2acf7dcfc..e0b8b8a30 100644
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -11,7 +11,7 @@ Isomorphism
 
 This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using |isomorphic|_.
 
-First we generate three different graphs to compare between:
+First we generate three different graphs:
 
 .. code-block:: python
 
@@ -23,7 +23,7 @@ First we generate three different graphs to compare between:
     g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
     g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 
-To compare the isomorphism between all three graphs, we run:
+To check if they are isomorphic, we run:
 
 .. code-block:: python
 

From 25819023924bb0c7d688134b7a9cc5c96ab4df76 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jan 2022 16:00:44 +1100
Subject: [PATCH 0658/1681] A little more flesh in the complement example

---
 .../tutorials/complement/assets/complement.py |  34 ++++++++--
 .../tutorials/complement/complement.rst       |  59 +++++++++++++-----
 .../complement/figures/complement.png         | Bin 60007 -> 85235 bytes
 3 files changed, 73 insertions(+), 20 deletions(-)

diff --git a/doc/source/tutorials/complement/assets/complement.py b/doc/source/tutorials/complement/assets/complement.py
index 22ffcee3e..399cdc35a 100644
--- a/doc/source/tutorials/complement/assets/complement.py
+++ b/doc/source/tutorials/complement/assets/complement.py
@@ -9,20 +9,42 @@
 # Generate complement
 g2 = g1.complementer(loops=False)
 
-# Plot graph
-fig, axs = plt.subplots(1, 2)
+# Union graph
+g_full = g1 | g2
+
+# Complement of union
+g_empty = g_full.complementer(loops=False)
+
+# Plot graphs
+fig, axs = plt.subplots(2, 2)
 ig.plot(
     g1,
-    target=axs[0],
+    target=axs[0, 0],
     layout="circle",
     vertex_color="black",
 )
-axs[0].set_title('Original graph')
+axs[0, 0].set_title('Original graph')
 ig.plot(
     g2,
-    target=axs[1],
+    target=axs[0, 1],
+    layout="circle",
+    vertex_color="black",
+)
+axs[0, 1].set_title('Complement graph')
+
+ig.plot(
+    g_full,
+    target=axs[1, 0],
+    layout="circle",
+    vertex_color="black",
+)
+axs[1, 0].set_title('Union graph')
+ig.plot(
+    g_empty,
+    target=axs[1, 1],
     layout="circle",
     vertex_color="black",
 )
-axs[1].set_title('Complement graph')
+axs[1, 1].set_title('Complement of union graph')
+
 plt.show()
diff --git a/doc/source/tutorials/complement/complement.rst b/doc/source/tutorials/complement/complement.rst
index 1ecbaea7d..3b887ba41 100644
--- a/doc/source/tutorials/complement/complement.rst
+++ b/doc/source/tutorials/complement/complement.rst
@@ -9,7 +9,9 @@ Complement
 .. _complementer: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#complementer
 .. |complementer| replace:: :meth:`complementer`
 
-This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using |complementer|_. First we generate a random graph
+This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using |complementer|_.
+
+First we generate a random graph
 
 .. code-block:: python
 
@@ -21,35 +23,64 @@ This example shows how to generate the `complement graph <https://en.wikipedia.o
     random.seed(0)
     g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
 
-We can then generate the complement, and plot out the graph.
+To compute the complement graph:
 
 .. code-block:: python
 
     # Generate complement
     g2 = g1.complementer(loops=False)
 
-    # Plot graph
-    fig, axs = plt.subplots(1, 2)
+Of course, the union of the original graph and its complement creates the full graph:
+
+.. code-block:: python
+
+    g_full = g1 | g2
+
+And the complement is a graph with the same number of vertices and no edges:
+
+.. code-block:: python
+
+    g_empty = g_full.complementer(loops=False)
+
+To appreciate these results, we can easily plot the four graphs:
+
+.. code-block:: python
+
+    fig, axs = plt.subplots(2, 2)
     ig.plot(
         g1,
-        target=axs[0],
+        target=axs[0, 0],
         layout="circle",
-        vertex_color="lightblue",
+        vertex_color="black",
     )
-    axs[0].set_title('Original graph')
+    axs[0, 0].set_title('Original graph')
     ig.plot(
         g2,
-        target=axs[1],
+        target=axs[0, 1],
+        layout="circle",
+        vertex_color="black",
+    )
+    axs[0, 1].set_title('Complement graph')
+    
+    ig.plot(
+        g_full,
+        target=axs[1, 0],
         layout="circle",
-        vertex_color="lightblue",
+        vertex_color="black",
     )
-    axs[1].set_title('Complement graph')
+    axs[1, 0].set_title('Union graph')
+    ig.plot(
+        g_empty,
+        target=axs[1, 1],
+        layout="circle",
+        vertex_color="black",
+    )
+    axs[1, 1].set_title('Complement of union graph')
     plt.show()
 
-The two graphs compared side by side look like this:
-
 .. figure:: ./figures/complement.png
-   :alt: Two complement graphs side by side
+   :alt: Complement graphs
    :align: center
 
-   The original graph (left) and its complement (right).
+   The original graph (top left), its complement (top right),
+   their union (bottom left) and its complement (bottom right).
diff --git a/doc/source/tutorials/complement/figures/complement.png b/doc/source/tutorials/complement/figures/complement.png
index 3ead9296e101d412de61a8347d58705afc05738f..8c980a3a98e9f3d2aad77f5ec2fe139f50f1a38f 100644
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From fbe25df9ea7f55c2afd2232ddaaaaaa92077281e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 14:49:11 +0100
Subject: [PATCH 0659/1681] chore: bumped version to 0.9.9

---
 CHANGELOG.md          | 6 ++++--
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 3 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a599e1f21..51401e81e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.9.9]
 
 ### Changed
 
@@ -234,7 +234,9 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[unreleased]: https://github.com/igraph/python-igraph/compare/0.9.7..master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.9..master
+[0.9.9]: https://github.com/igraph/python-igraph/compare/0.9.8...0.9.9
+[0.9.8]: https://github.com/igraph/python-igraph/compare/0.9.7...0.9.8
 [0.9.7]: https://github.com/igraph/python-igraph/compare/0.9.6...0.9.7
 [0.9.6]: https://github.com/igraph/python-igraph/compare/0.9.5...0.9.6
 [0.9.5]: https://github.com/igraph/python-igraph/compare/0.9.4...0.9.5
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 4aa58a76e..9d9b333a2 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.8'
+version = '0.9.9'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.8'
+release = '0.9.9'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 543a50026..fbe3a4a5e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 8)
+__version_info__ = (0, 9, 9)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 70e076dbe3704a4d6692f318e4968c31e8a328c0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 15:33:38 +0100
Subject: [PATCH 0660/1681] fix: fix Github Actions spec to ensure aarch64
 builds are triggered for tag pushes

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index de9259cf0..4073c03e1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,7 +45,10 @@ jobs:
 
   build_wheel_linux_aarch64:
     name: Build wheels on Linux (aarch64)
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    on:
+      push:
+        tags:
+          - *
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v2

From 157336344ee33cba5e424a5ef61e665372a31bb2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 15:35:00 +0100
Subject: [PATCH 0661/1681] fix: fix Github Actions spec to ensure aarch64
 builds are triggered for tag pushes (YAML syntax)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4073c03e1..1b1a2f470 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -48,7 +48,7 @@ jobs:
     on:
       push:
         tags:
-          - *
+          - '*'
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v2

From 58d3c922e0d7cf56b78c4d74ea473d8227c2fe43 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 15:38:01 +0100
Subject: [PATCH 0662/1681] fix: another attempt at fixing aarch64 wheel build
 trigger

---
 .github/workflows/build.yml | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 1b1a2f470..8ae4a6fb2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,11 +45,8 @@ jobs:
 
   build_wheel_linux_aarch64:
     name: Build wheels on Linux (aarch64)
-    on:
-      push:
-        tags:
-          - '*'
     runs-on: ubuntu-20.04
+    if: startsWith(github.ref, 'refs/tags/')
     steps:
       - uses: actions/checkout@v2
         with:

From 581fb65ab635e8fc1fe86dfd9e2aeb9f59b32925 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 15:42:49 +0100
Subject: [PATCH 0663/1681] fix: another attempt at fixing aarch64 wheel build
 trigger (2)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ae4a6fb2..9388bac43 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -46,7 +46,7 @@ jobs:
   build_wheel_linux_aarch64:
     name: Build wheels on Linux (aarch64)
     runs-on: ubuntu-20.04
-    if: startsWith(github.ref, 'refs/tags/')
+    if: github.event_name == 'create' && startsWith(github.ref, 'refs/tags/')
     steps:
       - uses: actions/checkout@v2
         with:

From 3b45e58f9e866faea6c29857f7c8f676154d8708 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jan 2022 17:08:59 +0100
Subject: [PATCH 0664/1681] fix: looks like the original build trigger worked,
 I was just looking at the wrong place [ci skip]

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9388bac43..4026bf0e7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -46,7 +46,7 @@ jobs:
   build_wheel_linux_aarch64:
     name: Build wheels on Linux (aarch64)
     runs-on: ubuntu-20.04
-    if: github.event_name == 'create' && startsWith(github.ref, 'refs/tags/')
+    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
       - uses: actions/checkout@v2
         with:

From 15473f5e8a1b984f3f09166fd521f6967320a11c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 11 Jan 2022 11:12:26 +1100
Subject: [PATCH 0665/1681] Make pydoctor CSS compatible with outer igraph

---
 .gitignore                              |  2 ++
 doc/jekyll_tools/_layouts/default.html  |  8 ++++----
 doc/jekyll_tools/css/other.css          |  4 +---
 doc/source/sphinxext/postprocess_api.py | 27 ++++++++++++++++++++++++-
 4 files changed, 33 insertions(+), 8 deletions(-)

diff --git a/.gitignore b/.gitignore
index 2e57cd068..8bf34132f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,3 +20,5 @@ vendor/install/
 doc/source/gallery.rst
 doc/api/
 doc/html/
+doc/jekyll_tools/Gemfile.lock
+doc/jekyll_tools/vendor
diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
index c554844ba..a88d03a06 100644
--- a/doc/jekyll_tools/_layouts/default.html
+++ b/doc/jekyll_tools/_layouts/default.html
@@ -121,9 +121,7 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
 
     {{content}}
 
-    </div>
-
-    <div id="footer"><div class="container-fluid">
+    <footer class="footer"><div class="container-fluid">
       <p class="text-muted credit">
       &copy; 2003 &ndash; 2020 The igraph core team.
             &bull; Code licensed under 
@@ -132,7 +130,9 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
             <a href="http://www.gnu.org/copyleft/fdl.html">
               GNU FDL.</a>
       </p>
-    </div></div>
+    </div></footer>
+
+    </div>
 
     <!-- Bootstrap core JavaScript
     ================================================== -->
diff --git a/doc/jekyll_tools/css/other.css b/doc/jekyll_tools/css/other.css
index e0f7bf402..a764417be 100644
--- a/doc/jekyll_tools/css/other.css
+++ b/doc/jekyll_tools/css/other.css
@@ -31,10 +31,8 @@ span.type {
   padding: 57px 0 0 0;
 }
 
-#footer {
+.footer {
   padding-top: 5px;
-}
-#footer p.credit {
   text-align: center;
 }
 
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 21ad9677c..52ca4392f 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -26,6 +26,15 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         mark_end = lines.index('---\n', 1) + 1
         lines_mark = lines[: mark_end]
 
+    # Relative links to stylesheets break, repair them
+    for i, line in enumerate(lines_mark):
+        pattern = 'href="_static/'
+        j = line.find(pattern)
+        if j == -1:
+            continue
+        line = line[:j] + 'href="../_static/' + line[j + len(pattern):]
+        lines_mark[i] = line
+
     # Write individual example files
     for filename in sorted(glob.glob(op.join(api_dir, "*.html"))):
         # Open file
@@ -44,7 +53,23 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         end = head.find('</title>') + len('</title>')
         head = head[:start] + head[end:]
 
-        # FIXME: fix CSS includes to match navbar appearance
+        # Bootstrap from Jekyll and pydoctor conflict, remove the pydoctor one
+        headlines = head.split('\n')
+        for i, line in enumerate(headlines):
+
+            if 'bootstrap.min.css' in line:
+                break
+        head = '\n'.join(headlines[:i] + headlines[i+1:])
+
+        # Repair footer that conflicts with igraph footer
+        # NOTE: this is not the prettiest thing, but it works okay
+        bodylines = body.split('\n')
+        for i, line in enumerate(bodylines):
+            if '<footer' in line:
+                break
+        # Close wrap div and start footer
+        bodylines[i] = '<footer class="footer">'
+        body = '\n'.join(bodylines)
 
         # Patch-up conent for Jekyll
         content = ''.join(lines_mark[:-1]) + head + lines_mark[-1] + body

From 1ff1e5b45799fa9d47ffdaede6cea347684f7e82 Mon Sep 17 00:00:00 2001
From: Gomango999 <kv.zhu999@gmail.com>
Date: Tue, 11 Jan 2022 18:33:53 +1100
Subject: [PATCH 0666/1681] Add labels and improved sizing

---
 .../betweenness/assets/betweenness.py         |  23 +++++++++----
 .../tutorials/betweenness/betweenness.rst     |  31 +++++++++++-------
 .../betweenness/figures/betweenness.png       | Bin 241654 -> 240448 bytes
 3 files changed, 37 insertions(+), 17 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index d7b59350f..2a941acc4 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -4,7 +4,7 @@
 from matplotlib.colors import LinearSegmentedColormap, Normalize
 import random
 
-def plot_betweenness(g, ax):
+def plot_betweenness(g, fig, ax):
     
     # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
     vertex_betweenness = g.betweenness()
@@ -18,13 +18,23 @@ def plot_betweenness(g, ax):
     cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
     cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
 
+    # Create normalising objects to scale the color bars correctly
     norm1 = Normalize()
     norm1.autoscale(vertex_betweenness)
     norm2 = Normalize()
     norm2.autoscale(edge_betweenness)
 
-    plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), ax=ax)
-    plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), ax=ax)
+    # Create new axes for color bars
+    cax1 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.05, ax.get_position().width, 0.03], in_layout=True)
+    cax2 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.20, ax.get_position().width, 0.03], in_layout=True)
+
+    plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), cax=cax1, orientation="horizontal")
+    plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), cax=cax2, orientation="horizontal")
+
+    # Add labels for color bars
+    mid = (ax.get_position().x0 + ax.get_position().x1) / 2
+    fig.text(mid, 0.3, 'Vertex Betweenness', ha='center')
+    fig.text(mid, 0.15, 'Edge Betweenness', ha='center')
 
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
@@ -45,9 +55,10 @@ def plot_betweenness(g, ax):
 g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
 
 # Plot the graph
-fig, axs = plt.subplots(1, 2, figsize=(10, 5))
-plot_betweenness(g1, axs[0])
-plot_betweenness(g2, axs[1])
+fig, axs = plt.subplots(1, 2, figsize=(10, 8))
+plt.subplots_adjust(bottom=0.3)
+plot_betweenness(g1, fig, axs[0])
+plot_betweenness(g2, fig, axs[1])
 
 # Add "a" and "b" labels for panels
 fig.text(0.05, 0.9, 'a', va='top')
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index cf53cbaa9..f1dd65ec0 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -28,8 +28,8 @@ Next we define a function for drawing a graph on an Matplotlib axis. We set the
 
 .. code-block:: python
 
-    def plot_betweenness(g, ax):
-        
+    def plot_betweenness(g, fig, ax):
+    
         # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
         vertex_betweenness = g.betweenness()
         edge_betweenness = g.edge_betweenness()
@@ -39,16 +39,26 @@ Next we define a function for drawing a graph on an Matplotlib axis. We set the
         print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
 
         # Define color bars
-        cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["mediumpurple", "indigo"])
+        cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
         cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
 
+        # Create normalising objects to scale the color bars correctly
         norm1 = Normalize()
         norm1.autoscale(vertex_betweenness)
         norm2 = Normalize()
         norm2.autoscale(edge_betweenness)
 
-        plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), ax=ax)
-        plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), ax=ax)
+        # Create new axes for color bars
+        cax1 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.05, ax.get_position().width, 0.03], in_layout=True)
+        cax2 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.20, ax.get_position().width, 0.03], in_layout=True)
+
+        plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), cax=cax1, orientation="horizontal")
+        plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), cax=cax2, orientation="horizontal")
+
+        # Add labels for color bars
+        mid = (ax.get_position().x0 + ax.get_position().x1) / 2
+        fig.text(mid, 0.3, 'Vertex Betweenness', ha='center')
+        fig.text(mid, 0.15, 'Edge Betweenness', ha='center')
 
         # Plot graph
         g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
@@ -74,18 +84,17 @@ Finally, we call our function with the two graphs:
     g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
 
     # Plot the graph
-    fig, axs = plt.subplots(1, 2, figsize=(10, 5))
-    plot_betweenness(g1, axs[0])
-    plot_betweenness(g2, axs[1])
+    fig, axs = plt.subplots(1, 2, figsize=(10, 8))
+    plt.subplots_adjust(bottom=0.3)
+    plot_betweenness(g1, fig, axs[0])
+    plot_betweenness(g2, fig, axs[1])
 
     # Add "a" and "b" labels for panels
     fig.text(0.05, 0.9, 'a', va='top')
     fig.text(0.55, 0.9, 'b', va='top')
-
+ 
     plt.show()
 
-
-
 The final output graphs are as follows:
 
 .. figure:: ./figures/betweenness.png
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
index 6151da29d63ab78b3cbeefa776d6aac2785927bb..612c2843d3d9203347f2248b2807d524ab181cc5 100644
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From cba406e7e88d7e50e840503a8609886b120fd124 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jan 2022 11:01:03 +0100
Subject: [PATCH 0667/1681] chore: bumped C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2fe864088..f5745c3ac 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2fe8640888d19c146e4c8970478a3485a3e485e3
+Subproject commit f5745c3ac8f9ef031b575af3a6d256dd7f4cf44f

From 6e077ea14d67f78c034c76e679ae76ba108b76b0 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 07:43:36 +1100
Subject: [PATCH 0668/1681] Coding and wording styles

---
 .../betweenness/assets/betweenness.py         |  68 ++++++++-------
 .../tutorials/betweenness/betweenness.rst     |  80 +++++++++---------
 .../betweenness/figures/betweenness.png       | Bin 240448 -> 114355 bytes
 3 files changed, 71 insertions(+), 77 deletions(-)

diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/source/tutorials/betweenness/assets/betweenness.py
index 2a941acc4..fc2cd8c99 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/source/tutorials/betweenness/assets/betweenness.py
@@ -1,11 +1,20 @@
-import igraph as ig
+import random
 import matplotlib.pyplot as plt
 from matplotlib.cm import ScalarMappable
 from matplotlib.colors import LinearSegmentedColormap, Normalize
-import random
+import igraph as ig
+
+
+def plot_betweenness(g, ax, cax1, cax2):
+    '''Plot vertex/edge betweenness, with colorbars
+
+    Args:
+        g: the graph to plot.
+        ax: the Axes for the graph
+        cax1: the Axes for the vertex betweenness colorbar
+        cax2: the Axes for the edge betweenness colorbar
+    '''
 
-def plot_betweenness(g, fig, ax):
-    
     # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
     vertex_betweenness = g.betweenness()
     edge_betweenness = g.edge_betweenness()
@@ -14,54 +23,43 @@ def plot_betweenness(g, fig, ax):
     print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
     print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
 
-    # Define color bars
+    # Define mappings betweenness -> color
     cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
     cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
 
-    # Create normalising objects to scale the color bars correctly
-    norm1 = Normalize()
-    norm1.autoscale(vertex_betweenness)
-    norm2 = Normalize()
-    norm2.autoscale(edge_betweenness)
-
-    # Create new axes for color bars
-    cax1 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.05, ax.get_position().width, 0.03], in_layout=True)
-    cax2 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.20, ax.get_position().width, 0.03], in_layout=True)
-
-    plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), cax=cax1, orientation="horizontal")
-    plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), cax=cax2, orientation="horizontal")
-
-    # Add labels for color bars
-    mid = (ax.get_position().x0 + ax.get_position().x1) / 2
-    fig.text(mid, 0.3, 'Vertex Betweenness', ha='center')
-    fig.text(mid, 0.15, 'Edge Betweenness', ha='center')
-
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
     g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
     g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
     g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
-
     ig.plot(
-        g, 
-        target=ax, 
+        g,
+        target=ax,
         layout="fruchterman_reingold",
         vertex_frame_width=0.2,
     )
 
+    # Color bars
+    norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)
+    norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)
+    plt.colorbar(norm1, cax=cax1, orientation="horizontal", label='Vertex Betweenness')
+    plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
+
+
 # Generate Krackhardt Kite Graphs and Watts Strogatz graphs
 random.seed(0)
 g1 = ig.Graph.Famous("Krackhardt_Kite")
 g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
 
-# Plot the graph
-fig, axs = plt.subplots(1, 2, figsize=(10, 8))
-plt.subplots_adjust(bottom=0.3)
-plot_betweenness(g1, fig, axs[0])
-plot_betweenness(g2, fig, axs[1])
-
-# Add "a" and "b" labels for panels
-fig.text(0.05, 0.9, 'a', va='top')
-fig.text(0.55, 0.9, 'b', va='top')
+# Plot the graphs, each with two colorbars for vertex/edge betweenness
+fig, axs = plt.subplots(
+    3, 2,
+    figsize=(7, 6),
+    gridspec_kw=dict(height_ratios=(20, 1, 1)),
+    )
+#plt.subplots_adjust(bottom=0.3)
+plot_betweenness(g1, *axs[:, 0])
+plot_betweenness(g2, *axs[:, 1])
+fig.tight_layout(h_pad=1)
 
 plt.show()
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index f1dd65ec0..9f76e8dc9 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -11,24 +11,34 @@ Betweenness
 .. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
 .. |edge_betweenness| replace:: :meth:`edge_betweenness`
 
-This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph. First we import the relevant libraries
+This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph.
+
+First we import |igraph| and some libraries for plotting et al:
 
 .. code-block:: python
 
-    import igraph as ig
+    import random
     import matplotlib.pyplot as plt
     from matplotlib.cm import ScalarMappable
     from matplotlib.colors import LinearSegmentedColormap, Normalize
-    import random
+    import igraph as ig
 
 .. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
 .. |rescale| replace:: :meth:`rescale`
 
-Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s |rescale|_ as a great way to linearly scale all data into ranges we can work with.
+Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s |rescale|_ to rescale the betweennesses in the interval ``[0, 1]``:
 
 .. code-block:: python
 
-    def plot_betweenness(g, fig, ax):
+    def plot_betweenness(g, ax, cax1, cax2):
+        '''Plot vertex/edge betweenness, with colorbars
+    
+        Args:
+            g: the graph to plot.
+            ax: the Axes for the graph
+            cax1: the Axes for the vertex betweenness colorbar
+            cax2: the Axes for the edge betweenness colorbar
+        '''
     
         # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
         vertex_betweenness = g.betweenness()
@@ -37,43 +47,29 @@ Next we define a function for drawing a graph on an Matplotlib axis. We set the
         scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)
         print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
         print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
-
-        # Define color bars
+    
+        # Define mappings betweenness -> color
         cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
         cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
-
-        # Create normalising objects to scale the color bars correctly
-        norm1 = Normalize()
-        norm1.autoscale(vertex_betweenness)
-        norm2 = Normalize()
-        norm2.autoscale(edge_betweenness)
-
-        # Create new axes for color bars
-        cax1 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.05, ax.get_position().width, 0.03], in_layout=True)
-        cax2 = fig.add_axes([ax.get_position().x0, ax.get_position().y0-0.20, ax.get_position().width, 0.03], in_layout=True)
-
-        plt.colorbar(ScalarMappable(norm=norm1, cmap=cmap1), cax=cax1, orientation="horizontal")
-        plt.colorbar(ScalarMappable(norm=norm2, cmap=cmap2), cax=cax2, orientation="horizontal")
-
-        # Add labels for color bars
-        mid = (ax.get_position().x0 + ax.get_position().x1) / 2
-        fig.text(mid, 0.3, 'Vertex Betweenness', ha='center')
-        fig.text(mid, 0.15, 'Edge Betweenness', ha='center')
-
+    
         # Plot graph
         g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
         g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
         g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
         g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
-
         ig.plot(
-            g, 
-            target=ax, 
+            g,
+            target=ax,
             layout="fruchterman_reingold",
             vertex_frame_width=0.2,
         )
-
     
+        # Color bars
+        norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)
+        norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)
+        plt.colorbar(norm1, cax=cax1, orientation="horizontal", label='Vertex Betweenness')
+        plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
+
 Finally, we call our function with the two graphs:
 
 .. code-block:: python
@@ -82,17 +78,17 @@ Finally, we call our function with the two graphs:
     random.seed(0)
     g1 = ig.Graph.Famous("Krackhardt_Kite")
     g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
-
-    # Plot the graph
-    fig, axs = plt.subplots(1, 2, figsize=(10, 8))
-    plt.subplots_adjust(bottom=0.3)
-    plot_betweenness(g1, fig, axs[0])
-    plot_betweenness(g2, fig, axs[1])
-
-    # Add "a" and "b" labels for panels
-    fig.text(0.05, 0.9, 'a', va='top')
-    fig.text(0.55, 0.9, 'b', va='top')
- 
+    
+    # Plot the graphs, each with two colorbars for vertex/edge betweenness
+    fig, axs = plt.subplots(
+        3, 2,
+        figsize=(7, 6),
+        gridspec_kw=dict(height_ratios=(15, 1, 1)),
+        )
+    #plt.subplots_adjust(bottom=0.3)
+    plot_betweenness(g1, fig, *axs[:, 0])
+    plot_betweenness(g2, fig, *axs[:, 1])
+    fig.tight_layout(h_pad=1)
     plt.show()
 
 The final output graphs are as follows:
@@ -101,7 +97,7 @@ The final output graphs are as follows:
    :alt: A graph visualizing the betweenness of each vertex and edge.
    :align: center
 
-   Graph visualizing edge betweenness (a) in a Krackhardt Kite graph and (b) in a 150 node Watts-Strogatz graph. The edge betweenness is shown in blue, and the vertex betweenness is shown in purple.
+   Vertex and edge betweenness in a Krackhardt Kite graph (left) and in a 150 node Watts-Strogatz graph (right). Edge betweenness is shown in shades of blue and vertex betweenness in shades of purple.
 
 and the output for betweennesss is as follows:
 
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
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From 4db90daf0faae9b88428f34612665b458f401007 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 08:14:43 +1100
Subject: [PATCH 0669/1681] Typo in edge label alignment in some matplotlib
 cases

---
 src/igraph/drawing/matplotlib/graph.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 7dc824b8a..6673929ff 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -297,7 +297,7 @@ def draw(self, graph, *args, **kwds):
 
                 text_kwargs = {}
                 text_kwargs['ha'] = halign.value
-                text_kwargs['va'] = halign.value
+                text_kwargs['va'] = valign.value
 
                 if visual_edge.background is not None:
                     text_kwargs['bbox'] = dict(

From 978656087ef3024626f5a0b1da96f83da8de5ae7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:13:31 +1100
Subject: [PATCH 0670/1681] Add Gemfile.lock

---
 .gitignore                    |  1 -
 doc/jekyll_tools/Gemfile.lock | 74 +++++++++++++++++++++++++++++++++++
 2 files changed, 74 insertions(+), 1 deletion(-)
 create mode 100644 doc/jekyll_tools/Gemfile.lock

diff --git a/.gitignore b/.gitignore
index 8bf34132f..ef7ad00fd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,5 +20,4 @@ vendor/install/
 doc/source/gallery.rst
 doc/api/
 doc/html/
-doc/jekyll_tools/Gemfile.lock
 doc/jekyll_tools/vendor
diff --git a/doc/jekyll_tools/Gemfile.lock b/doc/jekyll_tools/Gemfile.lock
new file mode 100644
index 000000000..710e3df51
--- /dev/null
+++ b/doc/jekyll_tools/Gemfile.lock
@@ -0,0 +1,74 @@
+GEM
+  remote: http://rubygems.org/
+  specs:
+    addressable (2.8.0)
+      public_suffix (>= 2.0.2, < 5.0)
+    colorator (1.1.0)
+    concurrent-ruby (1.1.9)
+    em-websocket (0.5.3)
+      eventmachine (>= 0.12.9)
+      http_parser.rb (~> 0)
+    eventmachine (1.2.7)
+    ffi (1.15.4)
+    forwardable-extended (2.6.0)
+    http_parser.rb (0.8.0)
+    i18n (1.8.11)
+      concurrent-ruby (~> 1.0)
+    jekyll (4.2.1)
+      addressable (~> 2.4)
+      colorator (~> 1.0)
+      em-websocket (~> 0.5)
+      i18n (~> 1.0)
+      jekyll-sass-converter (~> 2.0)
+      jekyll-watch (~> 2.0)
+      kramdown (~> 2.3)
+      kramdown-parser-gfm (~> 1.0)
+      liquid (~> 4.0)
+      mercenary (~> 0.4.0)
+      pathutil (~> 0.9)
+      rouge (~> 3.0)
+      safe_yaml (~> 1.0)
+      terminal-table (~> 2.0)
+    jekyll-redirect-from (0.16.0)
+      jekyll (>= 3.3, < 5.0)
+    jekyll-sass-converter (2.1.0)
+      sassc (> 2.0.1, < 3.0)
+    jekyll-sitemap (1.4.0)
+      jekyll (>= 3.7, < 5.0)
+    jekyll-watch (2.2.1)
+      listen (~> 3.0)
+    kramdown (2.3.1)
+      rexml
+    kramdown-parser-gfm (1.1.0)
+      kramdown (~> 2.0)
+    liquid (4.0.3)
+    listen (3.7.0)
+      rb-fsevent (~> 0.10, >= 0.10.3)
+      rb-inotify (~> 0.9, >= 0.9.10)
+    mercenary (0.4.0)
+    pathutil (0.16.2)
+      forwardable-extended (~> 2.6)
+    public_suffix (4.0.6)
+    rb-fsevent (0.11.0)
+    rb-inotify (0.10.1)
+      ffi (~> 1.0)
+    rexml (3.2.5)
+    rouge (3.27.0)
+    safe_yaml (1.0.5)
+    sassc (2.4.0)
+      ffi (~> 1.9)
+    terminal-table (2.0.0)
+      unicode-display_width (~> 1.1, >= 1.1.1)
+    unicode-display_width (1.8.0)
+    webrick (1.7.0)
+
+PLATFORMS
+  x86_64-linux
+
+DEPENDENCIES
+  jekyll-redirect-from
+  jekyll-sitemap
+  webrick (~> 1.7)
+
+BUNDLED WITH
+   2.2.26

From cf057da4848349045ffa1272508a7d1d2f054d89 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:21:21 +1100
Subject: [PATCH 0671/1681] Remove useless fonts and CSS

---
 doc/jekyll_tools/_layouts/default.html        |    1 -
 doc/jekyll_tools/css/epydoc.css               |  291 ----
 doc/jekyll_tools/css/manual.css               |   75 -
 .../fonts/font-mfizz/font-mfizz.css           |  318 ----
 .../fonts/font-mfizz/font-mfizz.eot           |  Bin 43154 -> 0 bytes
 .../fonts/font-mfizz/font-mfizz.svg           | 1344 -----------------
 .../fonts/font-mfizz/font-mfizz.ttf           |  Bin 45324 -> 0 bytes
 .../fonts/font-mfizz/font-mfizz.woff          |  Bin 29056 -> 0 bytes
 8 files changed, 2029 deletions(-)
 delete mode 100644 doc/jekyll_tools/css/epydoc.css
 delete mode 100644 doc/jekyll_tools/css/manual.css
 delete mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
 delete mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot
 delete mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
 delete mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.ttf
 delete mode 100644 doc/jekyll_tools/fonts/font-mfizz/font-mfizz.woff

diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
index a88d03a06..ad0de6836 100644
--- a/doc/jekyll_tools/_layouts/default.html
+++ b/doc/jekyll_tools/_layouts/default.html
@@ -21,7 +21,6 @@
     <link href="//fonts.googleapis.com/css?family=Lato:300,400,700"
           rel="stylesheet" type="text/css">
     <link href="//maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet">
-    <link rel="stylesheet" href="/fonts/font-mfizz/font-mfizz.css">
     <link href="/css/affix.css" rel="stylesheet">
     <link href="/css/syntax.css" rel="stylesheet">
     <link href="/css/other.css" rel="stylesheet">
diff --git a/doc/jekyll_tools/css/epydoc.css b/doc/jekyll_tools/css/epydoc.css
deleted file mode 100644
index 41c59516e..000000000
--- a/doc/jekyll_tools/css/epydoc.css
+++ /dev/null
@@ -1,291 +0,0 @@
-
-/* Page Header & Footer
- *   - The standard page header consists of a navigation bar (with
- *     pointers to standard pages such as 'home' and 'trees'); a
- *     breadcrumbs list, which can be used to navigate to containing
- *     classes or modules; options links, to show/hide private
- *     variables and to show/hide frames; and a page title (using
- *     <h1>).  The page title may be followed by a link to the
- *     corresponding source code (using 'span.codelink').
- *   - The footer consists of a navigation bar, a timestamp, and a
- *     pointer to epydoc's homepage.
- */ 
-h1.epydoc                   { margin: 0; font-size: +140%; font-weight: bold; 
-			      margin-top:30px; }
-h2.epydoc                   { font-size: +130%; font-weight: bold; }
-h3.epydoc                   { font-size: +115%; font-weight: bold;
-                              margin-top: 0.2em; }
-td h3.epydoc                { font-size: +115%; font-weight: bold;
-                              margin-bottom: 0; }
-table.epynavbar                { background: #a0c0ff; color: #000000;
-                              border: 2px groove #c0d0d0; }
-table.epynavbar table          { color: #000000; }
-th.navbar-select            { background: #70b0ff;
-                              color: #000000; } 
-table.epynavbar a              { text-decoration: none; }  
-table.epynavbar a:link         { color: #0000ff; }
-table.epynavbar a:visited      { color: #204080; }
-span.breadcrumbs            { font-size: 85%; font-weight: bold; }
-span.options                { font-size: 70%; }
-span.codelink               { font-size: 85%; }
-td.footer                   { font-size: 85%; }
-
-/* Table Headers
- *   - Each summary table and details section begins with a 'header'
- *     row.  This row contains a section title (marked by
- *     'span.table-header') as well as a show/hide private link
- *     (marked by 'span.options', defined above).
- *   - Summary tables that contain user-defined groups mark those
- *     groups using 'group header' rows.
- */
-td.table-header             { background: #70b0ff; color: #000000;
-                              border: 1px solid #608090; }
-td.table-header table       { color: #000000; }
-td.table-header table a:link      { color: #0000ff; }
-td.table-header table a:visited   { color: #204080; }
-span.table-header           { font-size: 120%; font-weight: bold; }
-th.group-header             { background: #c0e0f8; color: #000000;
-                              text-align: left; font-style: italic; 
-                              font-size: 115%; 
-                              border: 1px solid #608090; }
-
-/* Summary Tables (functions, variables, etc)
- *   - Each object is described by a single row of the table with
- *     two cells.  The left cell gives the object's type, and is
- *     marked with 'code.summary-type'.  The right cell gives the
- *     object's name and a summary description.
- *   - CSS styles for the table's header and group headers are
- *     defined above, under 'Table Headers'
- */
-table.summary               { border-collapse: collapse;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #608090;
-                              margin-bottom: 0.5em; }
-td.summary                  { border: 1px solid #608090; }
-code.summary-type           { font-size: 85%; }
-table.summary a:link        { color: #0000ff; }
-table.summary a:visited     { color: #204080; }
-
-
-/* Details Tables (functions, variables, etc)
- *   - Each object is described in its own div.
- *   - A single-row summary table w/ table-header is used as
- *     a header for each details section (CSS style for table-header
- *     is defined above, under 'Table Headers').
- */
-table.details               { border-collapse: collapse;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #608090;
-                              margin: .2em 0 0 0; }
-table.details table         { color: #000000; }
-table.details a:link        { color: #0000ff; }
-table.details a:visited     { color: #204080; }
-
-/* Fields */
-dl.fields                   { margin-left: 2em; margin-top: 1em;
-                              margin-bottom: 1em; }
-dl.fields dd ul             { margin-left: 0em; padding-left: 0em; }
-dl.fields dd ul li ul       { margin-left: 2em; padding-left: 0em; }
-div.fields                  { margin-left: 2em; }
-div.fields p                { margin-bottom: 0.5em; }
-
-/* Index tables (identifier index, term index, etc)
- *   - link-index is used for indices containing lists of links
- *     (namely, the identifier index & term index).
- *   - index-where is used in link indices for the text indicating
- *     the container/source for each link.
- *   - metadata-index is used for indices containing metadata
- *     extracted from fields (namely, the bug index & todo index).
- */
-table.link-index            { border-collapse: collapse;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #608090; }
-td.link-index               { border-width: 0px; }
-table.link-index a:link     { color: #0000ff; }
-table.link-index a:visited  { color: #204080; }
-span.index-where            { font-size: 70%; }
-table.metadata-index        { border-collapse: collapse;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #608090; 
-                              margin: .2em 0 0 0; }
-td.metadata-index           { border-width: 1px; border-style: solid; }
-table.metadata-index a:link { color: #0000ff; }
-table.metadata-index a:visited  { color: #204080; }
-
-/* Function signatures
- *   - sig* is used for the signature in the details section.
- *   - .summary-sig* is used for the signature in the summary 
- *     table, and when listing property accessor functions.
- * */
-.sig-name                   { color: #006080; }
-.sig-arg                    { color: #008060; }
-.sig-default                { color: #602000; }
-.summary-sig                { font-family: monospace; }
-.summary-sig-name           { color: #006080; font-weight: bold; }
-table.summary a.summary-sig-name:link
-                            { color: #006080; font-weight: bold; }
-table.summary a.summary-sig-name:visited
-                            { color: #006080; font-weight: bold; }
-.summary-sig-arg            { color: #006040; }
-.summary-sig-default        { color: #501800; }
-
-/* Subclass list
- */
-ul.subclass-list { display: inline; }
-ul.subclass-list li { display: inline; }
-
-/* To render variables, classes etc. like functions */
-table.summary .summary-name { color: #006080; font-weight: bold;
-                              font-family: monospace; }
-table.summary
-     a.summary-name:link    { color: #006080; font-weight: bold;
-                              font-family: monospace; }
-table.summary
-    a.summary-name:visited  { color: #006080; font-weight: bold;
-                              font-family: monospace; }
-
-/* Variable values
- *   - In the 'variable details' sections, each varaible's value is
- *     listed in a 'pre.variable' box.  The width of this box is
- *     restricted to 80 chars; if the value's repr is longer than
- *     this it will be wrapped, using a backslash marked with
- *     class 'variable-linewrap'.  If the value's repr is longer
- *     than 3 lines, the rest will be ellided; and an ellipsis
- *     marker ('...' marked with 'variable-ellipsis') will be used.
- *   - If the value is a string, its quote marks will be marked
- *     with 'variable-quote'.
- *   - If the variable is a regexp, it is syntax-highlighted using
- *     the re* CSS classes.
- */
-pre.variable                { padding: .5em; margin: 0;
-                              background: #dce4ec; color: #000000;
-                              border: 1px solid #708890; }
-.variable-linewrap          { color: #604000; font-weight: bold; }
-.variable-ellipsis          { color: #604000; font-weight: bold; }
-.variable-quote             { color: #604000; font-weight: bold; }
-.variable-group             { color: #008000; font-weight: bold; }
-.variable-op                { color: #604000; font-weight: bold; }
-.variable-string            { color: #006030; }
-.variable-unknown           { color: #a00000; font-weight: bold; }
-.re                         { color: #000000; }
-.re-char                    { color: #006030; }
-.re-op                      { color: #600000; }
-.re-group                   { color: #003060; }
-.re-ref                     { color: #404040; }
-
-/* Base tree
- *   - Used by class pages to display the base class hierarchy.
- */
-pre.base-tree               { font-size: 80%; margin: 0; }
-
-/* Frames-based table of contents headers
- *   - Consists of two frames: one for selecting modules; and
- *     the other listing the contents of the selected module.
- *   - h1.toc is used for each frame's heading
- *   - h2.toc is used for subheadings within each frame.
- */
-h1.toc                      { text-align: center; font-size: 105%;
-                              margin: 0; font-weight: bold;
-                              padding: 0; }
-h2.toc                      { font-size: 100%; font-weight: bold; 
-                              margin: 0.5em 0 0 -0.3em; }
-
-/* Syntax Highlighting for Source Code
- *   - doctest examples are displayed in a 'pre.py-doctest' block.
- *     If the example is in a details table entry, then it will use
- *     the colors specified by the 'table pre.py-doctest' line.
- *   - Source code listings are displayed in a 'pre.py-src' block.
- *     Each line is marked with 'span.py-line' (used to draw a line
- *     down the left margin, separating the code from the line
- *     numbers).  Line numbers are displayed with 'span.py-lineno'.
- *     The expand/collapse block toggle button is displayed with
- *     'a.py-toggle' (Note: the CSS style for 'a.py-toggle' should not
- *     modify the font size of the text.)
- *   - If a source code page is opened with an anchor, then the
- *     corresponding code block will be highlighted.  The code
- *     block's header is highlighted with 'py-highlight-hdr'; and
- *     the code block's body is highlighted with 'py-highlight'.
- *   - The remaining py-* classes are used to perform syntax
- *     highlighting (py-string for string literals, py-name for names,
- *     etc.)
- */
-pre.py-doctest              { padding: .5em; margin: 1em;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #708890; }
-table pre.py-doctest        { background: #dce4ec;
-                              color: #000000; }
-pre.py-src                  { border: 2px solid #000000; 
-                              background: #f0f0f0; color: #000000; }
-.py-line                    { border-left: 2px solid #000000; 
-                              margin-left: .2em; padding-left: .4em; }
-.py-lineno                  { font-style: italic; font-size: 90%;
-                              padding-left: .5em; }
-a.py-toggle                 { text-decoration: none; }
-div.py-highlight-hdr        { border-top: 2px solid #000000;
-                              border-bottom: 2px solid #000000;
-                              background: #d8e8e8; }
-div.py-highlight            { border-bottom: 2px solid #000000;
-                              background: #d0e0e0; }
-.py-prompt                  { color: #005050; font-weight: bold;}
-.py-more                    { color: #005050; font-weight: bold;}
-.py-string                  { color: #006030; }
-.py-comment                 { color: #003060; }
-.py-keyword                 { color: #600000; }
-.py-output                  { color: #404040; }
-.py-name                    { color: #000050; }
-.py-name:link               { color: #000050 !important; }
-.py-name:visited            { color: #000050 !important; }
-.py-number                  { color: #005000; }
-.py-defname                 { color: #000060; font-weight: bold; }
-.py-def-name                { color: #000060; font-weight: bold; }
-.py-base-class              { color: #000060; }
-.py-param                   { color: #000060; }
-.py-docstring               { color: #006030; }
-.py-decorator               { color: #804020; }
-/* Use this if you don't want links to names underlined: */
-/*a.py-name                   { text-decoration: none; }*/
-
-/* Graphs & Diagrams
- *   - These CSS styles are used for graphs & diagrams generated using
- *     Graphviz dot.  'img.graph-without-title' is used for bare
- *     diagrams (to remove the border created by making the image
- *     clickable).
- */
-img.graph-without-title     { border: none; }
-img.graph-with-title        { border: 1px solid #000000; }
-span.graph-title            { font-weight: bold; }
-span.graph-caption          { }
-
-/* General-purpose classes
- *   - 'p.indent-wrapped-lines' defines a paragraph whose first line
- *     is not indented, but whose subsequent lines are.
- *   - The 'nomargin-top' class is used to remove the top margin (e.g.
- *     from lists).  The 'nomargin' class is used to remove both the
- *     top and bottom margin (but not the left or right margin --
- *     for lists, that would cause the bullets to disappear.)
- */
-p.indent-wrapped-lines      { padding: 0 0 0 7em; text-indent: -7em; 
-                              margin: 0; }
-.nomargin-top               { margin-top: 0; }
-.nomargin                   { margin-top: 0; margin-bottom: 0; }
-
-/* HTML Log */
-div.log-block               { padding: 0; margin: .5em 0 .5em 0;
-                              background: #e8f0f8; color: #000000;
-                              border: 1px solid #000000; }
-div.log-error               { padding: .1em .3em .1em .3em; margin: 4px;
-                              background: #ffb0b0; color: #000000;
-                              border: 1px solid #000000; }
-div.log-warning             { padding: .1em .3em .1em .3em; margin: 4px;
-                              background: #ffffb0; color: #000000;
-                              border: 1px solid #000000; }
-div.log-info               { padding: .1em .3em .1em .3em; margin: 4px;
-                              background: #b0ffb0; color: #000000;
-                              border: 1px solid #000000; }
-h2.log-hdr                  { background: #70b0ff; color: #000000;
-                              margin: 0; padding: 0em 0.5em 0em 0.5em;
-                              border-bottom: 1px solid #000000; font-size: 110%; }
-p.log                       { font-weight: bold; margin: .5em 0 .5em 0; }
-tr.opt-changed              { color: #000000; font-weight: bold; }
-tr.opt-default              { color: #606060; }
-pre.log                     { margin: 0; padding: 0; padding-left: 1em; }
diff --git a/doc/jekyll_tools/css/manual.css b/doc/jekyll_tools/css/manual.css
deleted file mode 100644
index 4717f7547..000000000
--- a/doc/jekyll_tools/css/manual.css
+++ /dev/null
@@ -1,75 +0,0 @@
-.search-box-container {
-  position: relative;
-  z-index: 15;   /* jumbotron is at 10 so we need this higher */
-}
-.search-box-container > .row:first-child {
-  position: absolute;
-  width: 480px;
-  top: 0;
-}
-.search-box-container .search-label {
-  transform: translateY(3px);
-}
-.gsc-results-wrapper-overlay {
-  top: 80px !important;
-}
-
-/* offset the documentation title page from the search bar */
-.titlepage {
-  margin-top: 80px;
-}
-
-div.example-contents {
-  display: none;
-}
-.example p.title {
-  color: blue;
-}
-.example p.title b:before {
-  content: '\25B6\00a0';
-}
-.example p.title:hover { 
-  color: #00f; 
-  text-decoration: underline;
-  cursor: hand;
-}
-
-code {
-    background: transparent;
-    color: inherit;
-
-	/* undoing break-word setting from Bootstrap; it messes up the layout of
-	 * argument lists in the R manual */
-	word-break: normal !important;
-}
-
-.navigation-header {
-    text-align: right;
-}
-
-.navigation-footer { 
-    margin: 50px 0;
-}
-
-div.variablelist td { 
-    display: table-cell;
-    vertical-align: top; 
-}
-
-div.variablelist span.term {
-    padding-right: 10px;
-}
-
-div.authorgroup {
-    margin-bottom: 50px;
-}
-
-.warning {
-  background-color: #ffc;
-  padding: 0.2em 1em;
-  border: 1px solid #f80;
-}
-.warning .title {
-  color: #f80;
-}
-
diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
deleted file mode 100644
index d7cd91765..000000000
--- a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.css
+++ /dev/null
@@ -1,318 +0,0 @@
-/*
- * Font Mfizz v1.2
- * Copyright 2013 Mfizz Inc, Joe Lauer
- * MIT License
- *
- * Project: http://mfizz.com/oss/font-mfizz
- *
- * The font designed for technology and software geeks representing programming
- * languages, operating systems, software engineering, and technology. 
- *
- * Mfizz Inc
- * Web: http://mfizz.com/
- * Twitter: http://twitter.com/mfizz_inc
- * 
- * Joe Lauer
- * Web: http://lauer.bz/
- * Twitter: http://twitter.com/jjlauer
- */
-
-@font-face {
-  font-family: "FontMfizz";
-  src: url("font-mfizz.eot");
-  src: url("font-mfizz.eot?#iefix") format("embedded-opentype"),
-       url("font-mfizz.woff") format("woff"),
-       url("font-mfizz.ttf") format("truetype"),
-       url("font-mfizz.svg#font-mfizz") format("svg");
-  font-weight: normal;
-  font-style: normal;
-}
-
-.icon-microscope:before,
-.icon-cplusplus:before,
-.icon-wireless:before,
-.icon-fire-alt:before,
-.icon-mobile-device:before,
-.icon-objc:before,
-.icon-redhat:before,
-.icon-freebsd:before,
-.icon-heroku:before,
-.icon-python:before,
-.icon-java:before,
-.icon-satellite:before,
-.icon-debian:before,
-.icon-grails:before,
-.icon-c:before,
-.icon-postgres:before,
-.icon-database-alt2:before,
-.icon-raspberrypi:before,
-.icon-nginx:before,
-.icon-ruby-on-rails:before,
-.icon-redis:before,
-.icon-scala:before,
-.icon-gnome:before,
-.icon-perl:before,
-.icon-mysql:before,
-.icon-fedora:before,
-.icon-ghost:before,
-.icon-google:before,
-.icon-netbsd:before,
-.icon-aws:before,
-.icon-bomb:before,
-.icon-looking:before,
-.icon-ruby:before,
-.icon-mysql-alt:before,
-.icon-playframework-alt:before,
-.icon-osx:before,
-.icon-database:before,
-.icon-database-alt:before,
-.icon-shell:before,
-.icon-script:before,
-.icon-antenna:before,
-.icon-coffee-bean:before,
-.icon-scala-alt:before,
-.icon-platter:before,
-.icon-java-duke:before,
-.icon-iphone:before,
-.icon-script-alt:before,
-.icon-google-alt:before,
-.icon-haskell:before,
-.icon-mariadb:before,
-.icon-phone-retro:before,
-.icon-phone-alt:before,
-.icon-csharp:before,
-.icon-php:before,
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-.icon-html:before,
-.icon-mfizz:before,
-.icon-apache:before,
-.icon-hadoop:before,
-.icon-ruby-on-rails-alt:before,
-.icon-mobile-phone-broadcast:before,
-.icon-css:before,
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-.icon-clojure:before,
-.icon-mobile-phone-alt:before,
-.icon-suse:before,
-.icon-java-bold:before,
-.icon-nginx-alt:before,
-.icon-nginx-alt2:before,
-.icon-linux-mint:before,
-.icon-dreamhost:before,
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-.icon-php-alt:before,
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-.icon-cassandra:before,
-.icon-solaris:before,
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-.icon-mssql:before,
-.icon-google-developers:before,
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-.icon-grails-alt:before {
-  font-family: "FontMfizz";
-  font-style: normal;
-  font-weight: normal;
-  font-variant: normal;
-  text-transform: none;
-  line-height: 1;
-  -webkit-font-smoothing: antialiased;
-  display: inline-block;
-  text-decoration: inherit;
-}
-
-.icon-microscope:before { content: "\f100"; }
-.icon-cplusplus:before { content: "\f101"; }
-.icon-wireless:before { content: "\f102"; }
-.icon-fire-alt:before { content: "\f103"; }
-.icon-mobile-device:before { content: "\f104"; }
-.icon-objc:before { content: "\f105"; }
-.icon-redhat:before { content: "\f106"; }
-.icon-freebsd:before { content: "\f107"; }
-.icon-heroku:before { content: "\f108"; }
-.icon-python:before { content: "\f109"; }
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-.icon-debian:before { content: "\f10c"; }
-.icon-grails:before { content: "\f10d"; }
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-.icon-postgres:before { content: "\f10f"; }
-.icon-database-alt2:before { content: "\f110"; }
-.icon-raspberrypi:before { content: "\f111"; }
-.icon-nginx:before { content: "\f112"; }
-.icon-ruby-on-rails:before { content: "\f113"; }
-.icon-redis:before { content: "\f114"; }
-.icon-scala:before { content: "\f115"; }
-.icon-gnome:before { content: "\f116"; }
-.icon-perl:before { content: "\f117"; }
-.icon-mysql:before { content: "\f118"; }
-.icon-fedora:before { content: "\f119"; }
-.icon-ghost:before { content: "\f11a"; }
-.icon-google:before { content: "\f11b"; }
-.icon-netbsd:before { content: "\f11c"; }
-.icon-aws:before { content: "\f11d"; }
-.icon-bomb:before { content: "\f11e"; }
-.icon-looking:before { content: "\f11f"; }
-.icon-ruby:before { content: "\f120"; }
-.icon-mysql-alt:before { content: "\f121"; }
-.icon-playframework-alt:before { content: "\f122"; }
-.icon-osx:before { content: "\f123"; }
-.icon-database:before { content: "\f124"; }
-.icon-database-alt:before { content: "\f125"; }
-.icon-shell:before { content: "\f126"; }
-.icon-script:before { content: "\f127"; }
-.icon-antenna:before { content: "\f128"; }
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-.icon-scala-alt:before { content: "\f12a"; }
-.icon-platter:before { content: "\f12b"; }
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-.icon-mariadb:before { content: "\f131"; }
-.icon-phone-retro:before { content: "\f132"; }
-.icon-phone-alt:before { content: "\f133"; }
-.icon-csharp:before { content: "\f134"; }
-.icon-php:before { content: "\f135"; }
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-.icon-html:before { content: "\f137"; }
-.icon-mfizz:before { content: "\f138"; }
-.icon-apache:before { content: "\f139"; }
-.icon-hadoop:before { content: "\f13a"; }
-.icon-ruby-on-rails-alt:before { content: "\f13b"; }
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-.icon-css:before { content: "\f13d"; }
-.icon-playframework:before { content: "\f13e"; }
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-.icon-suse:before { content: "\f141"; }
-.icon-java-bold:before { content: "\f142"; }
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-.icon-javascript:before { content: "\f148"; }
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-.icon-php-alt:before { content: "\f14a"; }
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-.icon-splatter:before { content: "\f14d"; }
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-.icon-cassandra:before { content: "\f150"; }
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-.icon-oracle-alt:before { content: "\f155"; }
-.icon-mssql:before { content: "\f156"; }
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-.icon-google-code:before { content: "\f158"; }
-.icon-kde:before { content: "\f159"; }
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-
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diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.eot
deleted file mode 100644
index b2a7d6b91168e2831275edb6f25052d8dc1594ba..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg b/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
deleted file mode 100644
index da46bf402..000000000
--- a/doc/jekyll_tools/fonts/font-mfizz/font-mfizz.svg
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From 4a491100451176bbbbfcd1d0fe4628f25f29318d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:22:15 +1100
Subject: [PATCH 0672/1681] Remove R logo

---
 doc/jekyll_tools/fonts/rlogo.eot  | Bin 1480 -> 0 bytes
 doc/jekyll_tools/fonts/rlogo.svg  |  29 -----------------------------
 doc/jekyll_tools/fonts/rlogo.ttf  | Bin 1324 -> 0 bytes
 doc/jekyll_tools/fonts/rlogo.woff | Bin 1400 -> 0 bytes
 4 files changed, 29 deletions(-)
 delete mode 100755 doc/jekyll_tools/fonts/rlogo.eot
 delete mode 100755 doc/jekyll_tools/fonts/rlogo.svg
 delete mode 100755 doc/jekyll_tools/fonts/rlogo.ttf
 delete mode 100755 doc/jekyll_tools/fonts/rlogo.woff

diff --git a/doc/jekyll_tools/fonts/rlogo.eot b/doc/jekyll_tools/fonts/rlogo.eot
deleted file mode 100755
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diff --git a/doc/jekyll_tools/fonts/rlogo.svg b/doc/jekyll_tools/fonts/rlogo.svg
deleted file mode 100755
index 7f0d09e09..000000000
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@@ -1,29 +0,0 @@
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From c65b3e6ef02d303902debd55675723b280210a3b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:33:14 +1100
Subject: [PATCH 0673/1681] Cleanup img folder

---
 doc/jekyll_tools/img/igraph2.svg | 185 ---------------
 doc/jekyll_tools/img/igraph3.png | Bin 656 -> 0 bytes
 doc/jekyll_tools/img/igraph3.svg | 295 ------------------------
 doc/jekyll_tools/img/igraph4.svg | 192 ----------------
 doc/jekyll_tools/img/igraph5.png | Bin 2673 -> 0 bytes
 doc/jekyll_tools/img/python.svg  | 372 -------------------------------
 6 files changed, 1044 deletions(-)
 delete mode 100644 doc/jekyll_tools/img/igraph2.svg
 delete mode 100644 doc/jekyll_tools/img/igraph3.png
 delete mode 100644 doc/jekyll_tools/img/igraph3.svg
 delete mode 100644 doc/jekyll_tools/img/igraph4.svg
 delete mode 100644 doc/jekyll_tools/img/igraph5.png
 delete mode 100644 doc/jekyll_tools/img/python.svg

diff --git a/doc/jekyll_tools/img/igraph2.svg b/doc/jekyll_tools/img/igraph2.svg
deleted file mode 100644
index 7ec4054dd..000000000
--- a/doc/jekyll_tools/img/igraph2.svg
+++ /dev/null
@@ -1,185 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<!-- Created with Inkscape (http://www.inkscape.org/) -->
-
-<svg
-   xmlns:dc="http://purl.org/dc/elements/1.1/"
-   xmlns:cc="http://creativecommons.org/ns#"
-   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
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From 8b1df1f38d245102d6e07953f625f4d691453727 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:37:00 +1100
Subject: [PATCH 0674/1681] Remove animated jumbotron

---
 doc/jekyll_tools/_layouts/default.html |   2 +-
 doc/jekyll_tools/js/jumbotron.js       | 276 -------------------------
 2 files changed, 1 insertion(+), 277 deletions(-)
 delete mode 100644 doc/jekyll_tools/js/jumbotron.js

diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
index ad0de6836..6257c0e1d 100644
--- a/doc/jekyll_tools/_layouts/default.html
+++ b/doc/jekyll_tools/_layouts/default.html
@@ -141,9 +141,9 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
     <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/js/bootstrap.min.js" integrity="sha384-wfSDF2E50Y2D1uUdj0O3uMBJnjuUD4Ih7YwaYd1iqfktj0Uod8GCExl3Og8ifwB6" crossorigin="anonymous"></script>
 
     <script src="/js/affix.js"></script>
-    <script src="/js/jumbotron.js"></script>
     <script src="/js/toggle.js"></script>
 {% if page.animated_header or layout.animated_header %}
+      <script src="/js/jumbotron.js"></script>
       <script>
         startAnimation();
       </script>
diff --git a/doc/jekyll_tools/js/jumbotron.js b/doc/jekyll_tools/js/jumbotron.js
deleted file mode 100644
index 62e74c25e..000000000
--- a/doc/jekyll_tools/js/jumbotron.js
+++ /dev/null
@@ -1,276 +0,0 @@
-var startAnimation = function(){
-// Background animation for the jumbotron.
-// Taken from https://codepen.io/jkiss/pen/OVEeqK
-
-var canvas = document.getElementById('jumbotron-anim'),
-   can_w = parseInt(canvas.getAttribute('width')),
-   can_h = parseInt(canvas.getAttribute('height')),
-   ctx = canvas.getContext('2d');
-
-var ball = {
-      x: 0,
-      y: 0,
-      vx: 0,
-      vy: 0,
-      r: 0,
-      alpha: 1,
-      phase: 0
-   },
-   ball_color = {
-       r: 52,
-       g: 58,
-       b: 64
-   },
-   R = 4,
-   balls = [],
-
-// Line
-   link_line_width = 0.8,
-   dis_limit = 260,
-   add_mouse_point = true,
-   mouse_in = false,
-   mouse_ball = {
-      x: 0,
-      y: 0,
-      vx: 0,
-      vy: 0,
-      r: R,
-      type: 'mouse'
-   };
-
-// Random speed
-function getRandomSpeed(pos){
-    var  min = -1,
-       max = 1;
-    switch(pos){
-        case 'top':
-            return [randomNumFrom(min, max), randomNumFrom(0.1, max)];
-            break;
-        case 'right':
-            return [randomNumFrom(min, -0.1), randomNumFrom(min, max)];
-            break;
-        case 'bottom':
-            return [randomNumFrom(min, max), randomNumFrom(min, -0.1)];
-            break;
-        case 'left':
-            return [randomNumFrom(0.1, max), randomNumFrom(min, max)];
-            break;
-        default:
-            return;
-            break;
-    }
-}
-function randomArrayItem(arr){
-    return arr[Math.floor(Math.random() * arr.length)];
-}
-function randomNumFrom(min, max){
-    return Math.random()*(max - min) + min;
-}
-// Random Ball
-function getRandomBall(){
-    var pos = randomArrayItem(['top', 'right', 'bottom', 'left']);
-    switch(pos){
-        case 'top':
-            return {
-                x: randomSidePos(can_w),
-                y: -R,
-                vx: getRandomSpeed('top')[0],
-                vy: getRandomSpeed('top')[1],
-                r: R,
-                alpha: 0.5,
-                phase: randomNumFrom(0, 10)
-            }
-            break;
-        case 'right':
-            return {
-                x: can_w + R,
-                y: randomSidePos(can_h),
-                vx: getRandomSpeed('right')[0],
-                vy: getRandomSpeed('right')[1],
-                r: R,
-                alpha: 0.5,
-                phase: randomNumFrom(0, 10)
-            }
-            break;
-        case 'bottom':
-            return {
-                x: randomSidePos(can_w),
-                y: can_h + R,
-                vx: getRandomSpeed('bottom')[0],
-                vy: getRandomSpeed('bottom')[1],
-                r: R,
-                alpha: 0.5,
-                phase: randomNumFrom(0, 10)
-            }
-            break;
-        case 'left':
-            return {
-                x: -R,
-                y: randomSidePos(can_h),
-                vx: getRandomSpeed('left')[0],
-                vy: getRandomSpeed('left')[1],
-                r: R,
-                alpha: 0.5,
-                phase: randomNumFrom(0, 10)
-            }
-            break;
-    }
-}
-function randomSidePos(length){
-    return Math.ceil(Math.random() * length);
-}
-
-// Draw Ball
-function renderBalls(){
-    Array.prototype.forEach.call(balls, function(b){
-       ctx.fillStyle = 'rgba('+ball_color.r+','+ball_color.g+','+ball_color.b+','+b.alpha+')';
-       ctx.beginPath();
-       ctx.arc(b.x, b.y, R, 0, Math.PI*2, true);
-       ctx.closePath();
-       ctx.fill();
-    });
-}
-
-// Update balls
-function updateBalls(){
-    var new_balls = [];
-    Array.prototype.forEach.call(balls, function(b){
-        b.x += b.vx;
-        b.y += b.vy;
-
-        if(b.x > -(50) && b.x < (can_w+50) && b.y > -(50) && b.y < (can_h+50)){
-           new_balls.push(b);
-        }
-    });
-
-    balls = new_balls.slice(0);
-}
-
-// Draw lines
-function renderLines(){
-    var fraction, alpha;
-    for (var i = 0; i < balls.length; i++) {
-        for (var j = i + 1; j < balls.length; j++) {
-
-           fraction = getDisOf(balls[i], balls[j]) / dis_limit;
-
-           if(fraction < 1){
-               alpha = (1 - fraction).toString();
-
-               ctx.strokeStyle = 'rgba(150,150,150,'+alpha+')';
-               ctx.lineWidth = link_line_width;
-
-               ctx.beginPath();
-               ctx.moveTo(balls[i].x, balls[i].y);
-               ctx.lineTo(balls[j].x, balls[j].y);
-               ctx.stroke();
-               ctx.closePath();
-           }
-        }
-    }
-}
-
-// calculate distance between two points
-function getDisOf(b1, b2){
-    var  delta_x = Math.abs(b1.x - b2.x),
-       delta_y = Math.abs(b1.y - b2.y);
-
-    return Math.sqrt(delta_x*delta_x + delta_y*delta_y);
-}
-
-// add balls if there a little balls
-function addBallIfy(){
-    if(balls.length < 20){
-        balls.push(getRandomBall());
-    }
-}
-
-// Render
-function render(){
-	if (Date.now() - lastCanvasSizeUpdate > 1000) {
-		updateCanvasSize();
-	}
-
-  if (balls.length == 0) {
-    initBalls(30);
-  }
-
-  ctx.clearRect(0, 0, can_w, can_h);
-
-  renderBalls();
-
-  renderLines();
-
-  updateBalls();
-
-  addBallIfy();
-
-  window.requestAnimationFrame(render);
-}
-
-// Init Balls
-function initBalls(num){
-    for(var i = 0; i < num; i++){
-        balls.push({
-            x: randomSidePos(can_w),
-            y: randomSidePos(can_h),
-            vx: getRandomSpeed('top')[0],
-            vy: getRandomSpeed('top')[1],
-            r: R,
-            alpha: 0.5,
-            phase: randomNumFrom(0, 10)
-        });
-    }
-}
-
-var lastCanvasSizeUpdate = 0;
-
-function updateCanvasSize() {
-	can_w = canvas.width = canvas.offsetWidth;
-	can_h = canvas.height = canvas.offsetHeight;
-    lastCanvasSizeUpdate = Date.now();
-}
-
-// Init Canvas
-function initCanvas(){
-}
-
-window.addEventListener('resize', function(e){
-    updateCanvasSize();
-});
-
-function startCanvasAnimation(){
-    initCanvas();
-    window.requestAnimationFrame(render);
-}
-
-// Mouse effect
-canvas.addEventListener('mouseenter', function(){
-    mouse_in = true;
-    balls.push(mouse_ball);
-});
-canvas.addEventListener('mouseleave', function(){
-    mouse_in = false;
-    var new_balls = [];
-    Array.prototype.forEach.call(balls, function(b){
-        if(!b.hasOwnProperty('type')){
-            new_balls.push(b);
-        }
-    });
-    balls = new_balls.slice(0);
-});
-canvas.addEventListener('mousemove', function(e){
-    var e = e || window.event;
-	var rect = canvas.getBoundingClientRect();
-
-    mouse_ball.x = e.clientX - rect.left;
-    mouse_ball.y = e.clientY - rect.top;
-});
-
-function startAnimation() {
-    window.addEventListener('DOMContentLoaded', startCanvasAnimation);
-}
-
-return startAnimation;
-
-}();

From 11c7a2175c865cb99d3b1968278829cf6c923c49 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:44:51 +1100
Subject: [PATCH 0675/1681] Wording in FAQs

---
 doc/source/faq.rst | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 1855a635e..900cc10d6 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -63,6 +63,9 @@ What's the difference between |igraph| and similar packages (networkx, graph-too
 -----------------------------------------------------------------------------------
 All those packages focus on graph/network analysis.
 
+.. warning::
+   The following differences and similarities are considered correct as of the time of writing (Jan 2022). If you identify incorrect or outdated information, please open a `Github issue <https://github.com/igraph/python-igraph/issues>`_ and we'll update it.
+
 **Differences:**
 
  - |igraph| supports **multiple programming languages** (e.g. C, Python, R, Mathematica). `networkx`_ and `graph-tool`_ are Python only.
@@ -70,7 +73,6 @@ All those packages focus on graph/network analysis.
  - |igraph| vertices are *ordered with contiguous numerical IDs, from 0 upwards*, and an *optional* "vertex name". `networkx`_ nodes are *defined* by their name and not ordered.
  - Same holds for edges, ordered with integer IDs in |igraph|, not so in `networkx`_.
  - |igraph| can plot graphs using :mod:`matplotlib` and has experimental support for `plotly`_, so it can produce animations, notebook widgets, and interactive plots (e.g. zoom, panning). `networkx`_ has excellent :mod:`matplotlib` support but no `plotly`_ support. `graph-tool`_ only supports static images via Cairo and GTK+.
- - |igraph| and `networkx`_ are maintained by teams of developers. `graph-tool`_ is developed by a single (very active) person.
  - In terms of design, |igraph| really shines when you have a relatively static network that you want to analyse, while it can struggle with very dynamic networks that gain and lose vertices and edges all the time. This might change in the near future as we improve |igraph|'s core C library. At the moment, `networkx`_ is probably better suited for simulating such highly dynamic graphs.
 
 **Similarities:**
@@ -80,7 +82,7 @@ All those packages focus on graph/network analysis.
  - All can visualize graphs, with different strengths and weaknesses.
 
 .. note::
-  |igraph| includes conversion functions from/to `networkx`_, so you can crate and manipulate a network with |igraph| and later on convert it to `networkx`_ or `graph-tool`_ if you need. Vice versa, you can load a graph in `networkx`_ or `graph-tool`_ and convert the graph into an |igraph| object if you need more speed, a specific algorithm, matplotlib animations, etc. You can even use |igraph| to convert graphs from `networkx`_ to `graph-tool`_ and vice versa!
+  |igraph| includes conversion functions from/to `networkx`_, so you can create and manipulate a network with |igraph| and later on convert it to `networkx`_ or `graph-tool`_ if you need. Vice versa, you can load a graph in `networkx`_ or `graph-tool`_ and convert the graph into an |igraph| object if you need more speed, a specific algorithm, matplotlib animations, etc. You can even use |igraph| to convert graphs from `networkx`_ to `graph-tool`_ and vice versa!
 
 
 

From 2bbb58735b68df66c35f68624dbe147cb1a31a67 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 17:46:06 +1100
Subject: [PATCH 0676/1681] Remove commented old pydoctor patching lines

---
 scripts/patch-pydoctor.sh | 13 +------------
 1 file changed, 1 insertion(+), 12 deletions(-)

diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
index aad33b27e..de94288fa 100755
--- a/scripts/patch-pydoctor.sh
+++ b/scripts/patch-pydoctor.sh
@@ -12,21 +12,10 @@ set -e
 ROOT_FOLDER=$1
 PATCH_FOLDER=$(realpath $2)
 ${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
-#${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
 ${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.12.0
 PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
 
 cd "${PYDOCTOR_DIR}"
-## patch is confirmed to work with pydoctor 21.2.2
-#echo "First patch"
-#patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
-#rm -f deleteme.rej
-#
-## patch sphinx extension
-#echo "Second patch"
-#patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2_sphinx_ext.patch 2>/dev/null
-#rm -f deleteme.rej
-
-echo "New patch against 21.12.0"
+echo "Patch against 21.12.0 to fix a bug with C extensions"
 patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.12.0.patch 2>/dev/null
 rm -f deleteme.rej

From 86b1291bac1428074d1d99d44102e3ce4a1354a7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 18:10:26 +1100
Subject: [PATCH 0677/1681] Annotate a few types in function headers

---
 src/igraph/io/libraries.py |  8 ++--
 src/igraph/io/objects.py   | 81 ++++++++++++++++++++++----------------
 2 files changed, 50 insertions(+), 39 deletions(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 057ca1014..d4b02115b 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -1,5 +1,5 @@
 def _export_graph_to_networkx(
-    graph, create_using=None, vertex_attr_hashable="_nx_name"
+    graph, create_using=None, vertex_attr_hashable: str = "_nx_name",
 ):
     """Converts the graph to networkx format.
 
@@ -11,7 +11,7 @@ def _export_graph_to_networkx(
         constructing the graph. C{None} means to let igraph infer the most
         appropriate class based on whether the graph is directed and whether
         it has multi-edges.
-    @param vertex_attr_hashable: (str) vertex attribute used to name vertices
+    @param vertex_attr_hashable: vertex attribute used to name vertices
         in the exported network. The default "_nx_name" ensures round trip
         conversions to/from networkx are lossless.
     """
@@ -68,7 +68,7 @@ def _export_graph_to_networkx(
     return g
 
 
-def _construct_graph_from_networkx(cls, g, vertex_attr_hashable="_nx_name"):
+def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_name"):
     """Converts the graph from networkx
 
     Vertex names will be stored as a vertex_attr_hashable attribute (usually
@@ -78,7 +78,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable="_nx_name"):
     distinguish edges that connect the same two vertices.
 
     @param g: networkx Graph or DiGraph
-    @param vertex_attr_hashable: (str) attribute used to store the Python
+    @param vertex_attr_hashable: attribute used to store the Python
         hashable used by networkx to identify each vertex. The default value
         '_nx_name' ensures lossless round trip conversions to/from networkx. An
         alternative choice is 'name': in that case, using strings for vertex
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 104d1277e..8de718f0e 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -1,3 +1,4 @@
+from typing import Union, Sequence
 from collections import defaultdict
 from itertools import repeat
 from warnings import warn
@@ -9,10 +10,10 @@ def _construct_graph_from_dict_list(
     cls,
     vertices,
     edges,
-    directed=False,
-    vertex_name_attr="name",
+    directed: bool = False,
+    vertex_name_attr: str = "name",
     edge_foreign_keys=("source", "target"),
-    iterative=False,
+    iterative: bool = False,
 ):
     """Constructs a graph from a list-of-dictionaries representation.
 
@@ -147,8 +148,8 @@ def create_list_from_indices(indices, n):
 def _construct_graph_from_tuple_list(
     cls,
     edges,
-    directed=False,
-    vertex_name_attr="name",
+    directed: bool = False,
+    vertex_name_attr: str = "name",
     edge_attrs=None,
     weights=False,
 ):
@@ -238,8 +239,8 @@ def _construct_graph_from_tuple_list(
 def _construct_graph_from_list_dict(
     cls,
     edges,
-    directed=False,
-    vertex_name_attr="name",
+    directed: bool = False,
+    vertex_name_attr: str = "name",
 ):
     """Constructs a graph from a dict-of-lists representation.
 
@@ -256,8 +257,8 @@ def _construct_graph_from_list_dict(
     vertex will be given the vertex_name_attr attribute.
 
     @param edges: the dict of sequences describing the edges
-    @param directed: (bool) whether to create a directed graph
-    @vertex_name_attr: (str) vertex attribute that will store the names
+    @param directed: whether to create a directed graph
+    @vertex_name_attr: vertex attribute that will store the names
 
     @returns: a Graph object
 
@@ -299,8 +300,8 @@ def _construct_graph_from_list_dict(
 def _construct_graph_from_dict_dict(
     cls,
     edges,
-    directed=False,
-    vertex_name_attr="name",
+    directed: bool = False,
+    vertex_name_attr: str = "name",
 ):
     """Constructs a graph from a dict-of-dicts representation.
 
@@ -323,8 +324,8 @@ def _construct_graph_from_dict_dict(
 
     @param edges: the dict of dict of dicts specifying the edges and their
       attributes
-    @param directed: (bool) whether to create a directed graph
-    @vertex_name_attr: (str) vertex attribute that will store the names
+    @param directed: whether to create a directed graph
+    @vertex_name_attr: vertex attribute that will store the names
 
     @returns: a Graph object
     """
@@ -370,9 +371,9 @@ def _construct_graph_from_dict_dict(
 def _construct_graph_from_dataframe(
     cls,
     edges,
-    directed=True,
+    directed: bool = True,
     vertices=None,
-    use_vids=True,
+    use_vids: bool = True,
 ):
     """Generates a graph from one or two dataframes.
 
@@ -381,7 +382,7 @@ def _construct_graph_from_dataframe(
       for each edge. These indicate the vertex IDs as nonnegative integers
       rather than vertex names unless `use_vids` is False. Further columns
       may contain edge attributes.
-    @param directed: bool setting whether the graph is directed
+    @param directed: whether the graph is directed
     @param vertices: None (default) or pandas DataFrame containing vertex
       metadata. The DataFrame's index must contain the vertex IDs as a
       sequence of intergers from `0` to `len(vertices) - 1`. If `use_vids`
@@ -502,7 +503,10 @@ def _construct_graph_from_dataframe(
 
 
 def _export_graph_to_dict_list(
-    graph, use_vids=True, skip_none=False, vertex_name_attr="name"
+    graph,
+    use_vids: bool = True,
+    skip_none: bool = False,
+    vertex_name_attr: str = "name",
 ):
     """Export graph as two lists of dictionaries, for vertices and edges.
 
@@ -524,14 +528,14 @@ def _export_graph_to_dict_list(
        [{"source": "apple", "target": "pear", "name": "first_edge"},
         {"source" "apple", "target": "peach", name": "second"}])
 
-    @param use_vids: (bool) whether to label vertices in the output data
+    @param use_vids: whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param skip_none: (bool) whether to skip, for each edge, attributes that
+    @param skip_none: whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr: (str) only used with use_vids=False to choose what
+    @vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -571,7 +575,10 @@ def _export_graph_to_dict_list(
 
 
 def _export_graph_to_tuple_list(
-    graph, use_vids=True, edge_attrs=None, vertex_name_attr="name"
+    graph,
+    use_vids: bool = True,
+    edge_attrs: Union[str, Sequence[str]] = None,
+    vertex_name_attr: str = "name",
 ):
     """Export graph to a list of edge tuples
 
@@ -591,16 +598,16 @@ def _export_graph_to_tuple_list(
       >>> g.to_tuple_list(use_vids=False)
       [("apple", "pear"), ("apple", "peach"), ("pear", "peach")]
 
-    @param use_vids: (bool) whether to label vertices in the output data
+    @param use_vids: whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param edge_attrs: (str or list of str) list of edge attributes to export
+    @param edge_attrs: list of edge attributes to export
       in addition to source and target vertex, which are always the first two
       elements of each tuple. None (default) is equivalent to an empty list. A
       string is acceptable to signify a single attribute and will be wrapped in
       a list internally.
-    @vertex_name_attr: (str) only used with use_vids=False to choose what
+    @vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -637,9 +644,9 @@ def _export_graph_to_tuple_list(
 
 def _export_graph_to_list_dict(
     graph,
-    use_vids=True,
-    sequence_constructor=list,
-    vertex_name_attr="name",
+    use_vids: bool = True,
+    sequence_constructor: callable = list,
+    vertex_name_attr: str = "name",
 ):
     """Export graph to a dictionary of lists (or other sequences).
 
@@ -654,15 +661,15 @@ def _export_graph_to_list_dict(
       >>> g.to_sequence_dict(use_vids=False)
       {'apple': ['pear', 'peach'], 'pear': ['peach']}
 
-    @param use_vids: (bool) whether to label vertices in the output data
+    @param use_vids: whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param sequence_constructor: (function) constructor for the data structure
+    @param sequence_constructor: constructor for the data structure
       to be used as values of the dictionary. The default (list) makes a dict
       of lists, with each list representing the neighbors of the vertex
       specified in the respective dictionary key.
-    @vertex_name_attr: (str) only used with use_vids=False to choose what
+    @vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -691,7 +698,11 @@ def _export_graph_to_list_dict(
 
 
 def _export_graph_to_dict_dict(
-    graph, use_vids=True, edge_attrs=None, skip_none=False, vertex_name_attr="name"
+    graph,
+    use_vids: bool = True,
+    edge_attrs: Union[str, Sequence[str]] = None,
+    skip_none: bool = False,
+    vertex_name_attr: str = "name",
 ):
     """Export graph to dictionary of dicts of edge attributes
 
@@ -704,18 +715,18 @@ def _export_graph_to_dict_dict(
       >>> g.to_dict_dict()
       {0: {1: {'name': 'first_edge'}, 2: {'name': 'second'}}, 1: {2: {'name': 'third'}}}
 
-    @param use_vids: (bool) whether to label vertices in the output data
+    @param use_vids: whether to label vertices in the output data
       structure by their ids or their vertex_name_attr attribute. If
       use_vids=False but vertices lack a vertex_name_attr attribute, an
       AttributeError is raised.
-    @param edge_attrs: (str or list of str) list of edge attributes to export.
+    @param edge_attrs: list of edge attributes to export.
       None (default) signified all attributes (unlike Graph.to_tuple_list). A
       string is acceptable to signify a single attribute and will be wrapped
       in a list internally.
-    @param skip_none: (bool) whether to skip, for each edge, attributes that
+    @param skip_none: whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr: (str) only used with use_vids=False to choose what
+    @vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 

From 4e43383e04e60d7c0624e77cc809161412421139 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jan 2022 18:27:18 +1100
Subject: [PATCH 0678/1681] Restore doc2dash guessing the paths

---
 scripts/mkdoc.sh | 52 +++++++++++++++++++++++++-----------------------
 1 file changed, 27 insertions(+), 25 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 0eaa3eaf8..3bdd417f1 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -96,30 +96,32 @@ else
   fi
 fi
 
-  
+echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
+
+
+# doc2dash (tamas please check this)
+PWD=`pwd`
+# Output folder of sphinx (before Jekyll if requested)
+DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
+DOC2DASH=`which doc2dash 2>/dev/null || true`
+if [ "x$DOC2DASH" != x ]; then
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+        --online-redirect-url "https://igraph.org/python/api" \
+        --name "python-igraph" \
+        -d "${DOC_API_FOLDER}" \
+	    -f \
+        "${DOC_API_FOLDER}/doc2dash"
+    DASH_READY=1
+else 
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
+fi
 
-#PWD=`pwd`
-#DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
-#DOC2DASH=`which doc2dash 2>/dev/null || true`
-#if [ "x$DOC2DASH" != x ]; then
-#    echo "Generating Dash docset..."
-#    "$DOC2DASH" \
-#        --online-redirect-url "https://igraph.org/python/doc/api" \
-#        --name "python-igraph" \
-#        -d "${DOC_API_FOLDER}" \
-#	    -f \
-#        "${DOC_API_FOLDER}/html"
-#    DASH_READY=1
-#else 
-#    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-#    DASH_READY=0
-#fi
-#
-#echo ""
-#echo "HTML documentation generated in ${DOC_HTML_FOLDER}/html"
-#if [ "x${DASH_READY}" = x1 ]; then
-#    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
-#fi
-#
-#cd "$PWD"
+echo ""
+if [ "x${DASH_READY}" = x1 ]; then
+    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+fi
+
+cd "$PWD"
 

From 8b7c9a6b0636c0adb53cd3c582ef4948c828ebac Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 12 Jan 2022 14:30:12 +0100
Subject: [PATCH 0679/1681] doc: clarify that we now support graphs of size 5
 or 6 for isomorphism / motif calculations if the graph is undirected

---
 src/_igraph/graphobject.c | 35 +++++++++++++++--------------------
 1 file changed, 15 insertions(+), 20 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 68c2c0eab..6e99886b4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2668,12 +2668,6 @@ PyObject *igraphmodule_Graph_Isoclass(PyTypeObject * type,
                                    &n, &isoclass, &directed))
     return NULL;
 
-  if (n < 3 || n > 4) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Only graphs with 3 or 4 vertices are supported");
-    return NULL;
-  }
-
   if (igraph_isoclass_create(&g, (igraph_integer_t) n,
         (igraph_integer_t) isoclass, PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
@@ -8817,11 +8811,6 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
     return NULL;
 
   n = vids ? PyList_Size(vids) : igraph_vcount(&self->g);
-  if (n < 3 || n > 4) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Graph or subgraph must have 3 or 4 vertices.");
-    return NULL;
-  }
 
   if (vids) {
     igraph_vector_t vidsvec;
@@ -13118,7 +13107,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Isoclass(n, cls, directed=False)\n--\n\n"
    "Generates a graph with a given isomorphism class.\n\n"
-   "@param n: the number of vertices in the graph (3 or 4)\n"
+   "Currently we support directed graphs of size 3 and 4, and undirected graphs\n"
+   "of size 3, 4, 5 or 6. Use the L{isoclass()} instance method to find the\n"
+   "isomorphism class of a given graph.\n\n"
+   "@param n: the number of vertices in the graph\n"
    "@param cls: the isomorphism class\n"
    "@param directed: whether the graph should be directed.\n"},
 
@@ -14526,9 +14518,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "argued that the motif profile (ie. the number of different motifs in\n"
    "the graph) is characteristic for different types of networks and\n"
    "network function is related to the motifs in the graph.\n\n"
-   "This function is able to find the different motifs of size three\n"
-   "and four (ie. the number of different subgraphs with three and four\n"
-   "vertices) in the network.\n\n"
+   "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
+   "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
    "In a big network the total number of motifs can be very large, so\n"
    "it takes a lot of time to find all of them. In such cases, a sampling\n"
    "method can be used. This function is capable of doing sampling via\n"
@@ -14537,7 +14528,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@newfield ref: Reference\n"
    "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
    "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
-   "@param size: the size of the motifs (3 or 4).\n"
+   "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
    "  motifs.\n"
@@ -14556,10 +14547,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Motifs are small subgraphs of a given structure in a graph.\n"
    "This function counts the total number of motifs in a graph without\n"
    "assigning isomorphism classes to them.\n\n"
+   "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
+   "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
    "@newfield ref: Reference\n"
    "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
    "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
-   "@param size: the size of the motifs (3 or 4).\n"
+   "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
    "  motifs.\n"
@@ -14574,10 +14567,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "This function estimates the total number of motifs in a graph without\n"
    "assigning isomorphism classes to them by extrapolating from a random\n"
    "sample of vertices.\n\n"
+   "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
+   "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
    "@newfield ref: Reference\n"
    "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
    "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
-   "@param size: the size of the motifs (3 or 4).\n"
+   "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
    "  motifs.\n"
@@ -15381,8 +15376,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "isoclass(vertices)\n--\n\n"
    "Returns the isomorphism class of the graph or its subgraph.\n\n"
-   "Isomorphy class calculations are implemented only for graphs with\n"
-   "3 or 4 vertices.\n\n"
+   "Isomorphism class calculations are implemented only for directed graphs\n"
+   "with 3 or 4 vertices, or undirected graphs with 3, 4, 5 or 6 vertices..\n\n"
    "@param vertices: a list of vertices if we want to calculate the\n"
    "  isomorphism class for only a subset of vertices. C{None} means to\n"
    "  use the full graph.\n"

From 554d7462c23f03fba9fd724af5389d376bb0365b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 13 Jan 2022 10:31:34 +1100
Subject: [PATCH 0680/1681] Acceptable double footer

---
 doc/jekyll_tools/_layouts/default.html  |  9 +++++---
 doc/jekyll_tools/css/other.css          | 11 ++++++----
 doc/source/sphinxext/postprocess_api.py | 29 +++++++++++++++----------
 3 files changed, 30 insertions(+), 19 deletions(-)

diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
index 6257c0e1d..d74c2b8b1 100644
--- a/doc/jekyll_tools/_layouts/default.html
+++ b/doc/jekyll_tools/_layouts/default.html
@@ -120,7 +120,9 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
 
     {{content}}
 
-    <footer class="footer"><div class="container-fluid">
+    <div id="footer">
+      {{ page.extrafoot }}
+      <div class="container-fluid">
       <p class="text-muted credit">
       &copy; 2003 &ndash; 2020 The igraph core team.
             &bull; Code licensed under 
@@ -129,8 +131,10 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
             <a href="http://www.gnu.org/copyleft/fdl.html">
               GNU FDL.</a>
       </p>
-    </div></footer>
+      </div>
+    </div>
 
+    <!-- wrap -->
     </div>
 
     <!-- Bootstrap core JavaScript
@@ -148,6 +152,5 @@ <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
         startAnimation();
       </script>
 {% endif %}
-    {{ page.extrafoot }}
   </body>
 </html>
diff --git a/doc/jekyll_tools/css/other.css b/doc/jekyll_tools/css/other.css
index a764417be..ca975001e 100644
--- a/doc/jekyll_tools/css/other.css
+++ b/doc/jekyll_tools/css/other.css
@@ -26,13 +26,16 @@ span.type {
 
 #wrap {
   min-height: 100%;
-  height: auto;
-  /* Pad top by header height */
+  position: relative;
+  /* Pad top by header height, bottom by footer */
   padding: 57px 0 0 0;
 }
 
-.footer {
-  padding-top: 5px;
+#footer {
+  width: 100%;
+}
+
+#footer .credit {
   text-align: center;
 }
 
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 52ca4392f..5ef858dd5 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -35,7 +35,7 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         line = line[:j] + 'href="../_static/' + line[j + len(pattern):]
         lines_mark[i] = line
 
-    # Write individual example files
+    # Write individual example files, fixing footers
     for filename in sorted(glob.glob(op.join(api_dir, "*.html"))):
         # Open file
         with open(filename, 'rt') as f:
@@ -56,23 +56,28 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         # Bootstrap from Jekyll and pydoctor conflict, remove the pydoctor one
         headlines = head.split('\n')
         for i, line in enumerate(headlines):
-
             if 'bootstrap.min.css' in line:
                 break
         head = '\n'.join(headlines[:i] + headlines[i+1:])
 
         # Repair footer that conflicts with igraph footer
-        # NOTE: this is not the prettiest thing, but it works okay
-        bodylines = body.split('\n')
-        for i, line in enumerate(bodylines):
-            if '<footer' in line:
-                break
-        # Close wrap div and start footer
-        bodylines[i] = '<footer class="footer">'
-        body = '\n'.join(bodylines)
+        start_pre = body.find('<footer')
+        start = body.find('>', start_pre) + 1
+        end = body.find('</footer>', start)
+        body, footer = body[:start_pre], body[start: end]
+        footer = footer.strip('\n')
+
+        # Patch style of footer
+        footer = footer.replace('"container"', '"container-fluid text-muted credit"')
 
-        # Patch-up conent for Jekyll
-        content = ''.join(lines_mark[:-1]) + head + lines_mark[-1] + body
+        # Patch-up content for Jekyll
+        content = (''.join(lines_mark[:-1]) + 
+                   head +
+                   'extrafoot:\n' +
+                   footer +
+                   '\n' +
+                   lines_mark[-1] +
+                   body)
         with open(filename, 'wt') as f:
             f.write(content)
 

From 202eb60fa0669edd97ebb7aca5defdb690662fba Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 13 Jan 2022 10:40:07 +1100
Subject: [PATCH 0681/1681] doc2dash does not error out

---
 scripts/mkdoc.sh | 58 ++++++++++++++++++++++++++----------------------
 1 file changed, 32 insertions(+), 26 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3bdd417f1..e8b700066 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -7,8 +7,9 @@
 
 STANDALONE=0
 SERVE=0
+DOC2DASH=0
 
-while getopts ":sj" OPTION; do
+while getopts ":sjd" OPTION; do
   case $OPTION in
     s)
       STANDALONE=1
@@ -16,6 +17,9 @@ while getopts ":sj" OPTION; do
     j)
       SERVE=1
       ;;      
+    d)
+      DOC2DASH=1
+      ;;      
     \?)
       echo "Usage: $0 [-sj]"
       ;;
@@ -99,29 +103,31 @@ fi
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
 
-# doc2dash (tamas please check this)
-PWD=`pwd`
-# Output folder of sphinx (before Jekyll if requested)
-DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
-DOC2DASH=`which doc2dash 2>/dev/null || true`
-if [ "x$DOC2DASH" != x ]; then
-    echo "Generating Dash docset..."
-    "$DOC2DASH" \
-        --online-redirect-url "https://igraph.org/python/api" \
-        --name "python-igraph" \
-        -d "${DOC_API_FOLDER}" \
-	    -f \
-        "${DOC_API_FOLDER}/doc2dash"
-    DASH_READY=1
-else 
-    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-    DASH_READY=0
-fi
-
-echo ""
-if [ "x${DASH_READY}" = x1 ]; then
-    echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+# doc2dash
+if [ "x$DOC2DASH" = "x1" ]; then
+  PWD=`pwd`
+  # Output folder of sphinx (before Jekyll if requested)
+  DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
+  DOC2DASH=`which doc2dash 2>/dev/null || true`
+  DASH_FOLDER=${ROOT_FOLDER}/doc/dash
+  if [ "x$DOC2DASH" != x ]; then
+      echo "Generating Dash docset..."
+      "$DOC2DASH" \
+          --online-redirect-url "https://igraph.org/python/api" \
+          --name "python-igraph" \
+          -d "${DASH_FOLDER}" \
+  	  -f \
+          "${DOC_API_FOLDER}"
+      DASH_READY=1
+  else 
+      echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+      DASH_READY=0
+  fi
+  
+  echo ""
+  if [ "x${DASH_READY}" = x1 ]; then
+      echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+  fi
+  
+  cd "$PWD"
 fi
-
-cd "$PWD"
-

From 2f23946532f21d2179bc1cb334836d4268de3a16 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 12:36:57 +0100
Subject: [PATCH 0682/1681] fix: make sure that mkdoc.sh bails out in case of
 errors

---
 scripts/mkdoc.sh | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index e8b700066..b743aeee7 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -5,6 +5,9 @@
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -s (makes standalone docs that require no further processing)
 
+# Make sure we bail out on build errors
+set -e
+
 STANDALONE=0
 SERVE=0
 DOC2DASH=0

From 2b9ee61fde36284336d395d6db8028dd8a223f70 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 12:37:08 +0100
Subject: [PATCH 0683/1681] fix: gallery generator should close figures

---
 doc/source/sphinxext/gallery_generator.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
index d25c8fbcb..111f60eeb 100644
--- a/doc/source/sphinxext/gallery_generator.py
+++ b/doc/source/sphinxext/gallery_generator.py
@@ -143,7 +143,7 @@ def create_thumbnail(infile, thumbfile,
     ax.imshow(im, aspect='auto', resample=True,
               interpolation='bilinear')
     fig.savefig(thumbfile, dpi=dpi)
-    return fig
+    plt.close(fig)
 
 
 def indent(s, N=4):

From 1cce593d523b3f060d1b8c36a5d70054563a835b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 13:43:51 +0100
Subject: [PATCH 0684/1681] fix: apparently setup.py bdist_wheel is for boomers
 :) switch to 'pip wheel' instead

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index b743aeee7..d12a73970 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -63,7 +63,7 @@ rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
 
 echo "Installing igraph in virtualenv..."
-rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install --force-reinstall dist/*.whl
+rm -f dist/*.whl && .venv/bin/pip wheel -q -w dist . && .venv/bin/pip install -q --force-reinstall dist/*.whl
 
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py

From 01fc094092caef99487071be1ced1dc89f0fa36a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 14:59:40 +0100
Subject: [PATCH 0685/1681] fix: fix failing test cases after the merge

---
 src/_igraph/graphobject.c     | 70 ++++++++---------------------------
 src/_igraph/vertexseqobject.c |  2 +-
 tests/test_basic.py           |  7 ++--
 3 files changed, 20 insertions(+), 59 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fed2a2fc0..76a4f8e52 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1434,50 +1434,30 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "pairs", "path", "directed", "error", NULL };
-  PyObject *pairs_o = Py_None, *path_o = Py_None;
+  static char *kwlist[] = { "pairs", "directed", "error", NULL };
+  PyObject *pairs_o = Py_None;
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
   PyObject *result = NULL;
-  igraph_vector_int_t pairs, path, res;
+  igraph_vector_int_t pairs, res;
   igraph_bool_t pairs_owned = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
-                                   &pairs_o, &path_o, &directed,
-                                   &error))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
+                                   &pairs_o, &directed, &error))
     return NULL;
 
   if (igraph_vector_int_init(&res, 0))
     return igraphmodule_handle_igraph_error();
 
-  if (pairs_o != Py_None) {
-    if (igraphmodule_PyObject_to_edgelist(pairs_o, &pairs, &self->g, &pairs_owned)) {
-      igraph_vector_int_destroy(&res);
-      return NULL;
-    }
-  }
-
-  if (path_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_int_t(path_o, &path)) {
-      igraph_vector_int_destroy(&res);
-      if (pairs_owned) {
-        igraph_vector_int_destroy(&pairs);
-      }
-      return NULL;
-    }
+  if (igraphmodule_PyObject_to_edgelist(pairs_o, &pairs, &self->g, &pairs_owned)) {
+    igraph_vector_int_destroy(&res);
+    return NULL;
   }
 
-  if (igraph_get_eids(&self->g, &res,
-        pairs_o == Py_None ? 0 : &pairs,
-        path_o  == Py_None ? 0 : &path,
-        PyObject_IsTrue(directed),
-        PyObject_IsTrue(error))) {
+  if (igraph_get_eids(&self->g, &res, &pairs, PyObject_IsTrue(directed), PyObject_IsTrue(error))) {
     if (pairs_owned) {
       igraph_vector_int_destroy(&pairs);
     }
-    if (path_o != Py_None) {
-      igraph_vector_int_destroy(&path);
-    }
     igraph_vector_int_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -1485,9 +1465,6 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
   if (pairs_owned) {
     igraph_vector_int_destroy(&pairs);
   }
-  if (path_o != Py_None) {
-    igraph_vector_int_destroy(&path);
-  }
 
   result = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
@@ -6500,7 +6477,7 @@ typedef struct {
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    igraph_vector_int_t *vids, int isoclass, void* extra) {
+    igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
@@ -6513,7 +6490,7 @@ igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *grap
     return IGRAPH_FAILURE;
   }
 
-  result = PyObject_CallFunction(data->func, "OOi", data->graph, vector, isoclass);
+  result = PyObject_CallFunction(data->func, "OOn", data->graph, vector, (Py_ssize_t) isoclass);
   Py_DECREF(vector);
 
   if (result == NULL) {
@@ -7175,10 +7152,9 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   igraph_matrix_t m;
   igraph_bool_t use_seed=0;
   igraph_vector_t *weights=0;
-  igraph_vector_bool_t *fixed=0;
   igraph_layout_drl_options_t options;
   PyObject *result;
-  PyObject *wobj=Py_None, *fixed_o=Py_None, *seed_o=Py_None, *options_o=Py_None;
+  PyObject *wobj=Py_None, *fixed_o = 0, *seed_o=Py_None, *options_o=Py_None;
   Py_ssize_t dim = 2;
   igraph_error_t retval;
 
@@ -7195,7 +7171,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   if (igraphmodule_PyObject_to_drl_options_t(options_o, &options))
     return NULL;
 
-  if (fixed_o != 0 && fixed_o != Py_None) {
+  if (fixed_o != 0) {
     /* Apparently the "fixed" argument does not do anything in the DrL
      * implementation so we throw a warning if the user tries to use it */
     PY_IGRAPH_DEPRECATED(
@@ -7203,26 +7179,15 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       "for sake of backwards compatibility. The DrL layout algorithm does not "
       "support permanently fixed nodes."
     );
-    fixed = (igraph_vector_bool_t*)malloc(sizeof(igraph_vector_bool_t));
-    if (!fixed) {
-      PyErr_NoMemory();
-      return NULL;
-    }
-    if (igraphmodule_PyObject_to_vector_bool_t(fixed_o, fixed)) {
-      free(fixed);
-      return NULL;
-    }
   }
 
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
       igraphmodule_handle_igraph_error();
-      if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
       return NULL;
     }
   } else {
     if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) {
-      if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
       return NULL;
     }
     use_seed=1;
@@ -7231,27 +7196,24 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   /* Convert the weight parameter to a vector */
   if (igraphmodule_attrib_to_vector_t(wobj, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
     igraph_matrix_destroy(&m);
-    if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (dim == 2) {
-    retval = igraph_layout_drl(&self->g, &m, use_seed, &options, weights, fixed);
+    retval = igraph_layout_drl(&self->g, &m, use_seed, &options, weights);
   } else {
-    retval = igraph_layout_drl_3d(&self->g, &m, use_seed, &options, weights, fixed);
+    retval = igraph_layout_drl_3d(&self->g, &m, use_seed, &options, weights);
   }
 
   if (retval) {
     igraph_matrix_destroy(&m);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
-    if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
-  if (fixed) { igraph_vector_bool_destroy(fixed); free(fixed); }
   result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result;
@@ -11918,7 +11880,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 
   igraph_vector_int_init(&membership, igraph_vcount(&self->g));
   if (igraph_community_label_propagation(&self->g, &membership,
-        ws, initial, (fixed_o != Py_None ? &fixed : 0), 0)) {
+        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0), 0)) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     if (initial) { igraph_vector_int_destroy(initial); free(initial); }
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 509daa72a..81073bb12 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -826,7 +826,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
       }
 
       if (!working_on_whole_graph) {
-        igraph_vector_destroy(&v2);
+        igraph_vector_int_destroy(&v2);
       }
 
       igraph_vs_destroy(&result->vs);
diff --git a/tests/test_basic.py b/tests/test_basic.py
index a46df8458..28eaf71fb 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -333,11 +333,10 @@ def testGraphGetEids(self):
         g = Graph.Famous("petersen")
         eids = g.get_eids(pairs=[(0, 1), (0, 5), (1, 6), (4, 9), (8, 6)])
         self.assertTrue(eids == [0, 2, 4, 9, 12])
-        eids = g.get_eids(path=[0, 1, 2, 3, 4])
-        self.assertTrue(eids == [0, 3, 5, 7])
-        eids = g.get_eids(pairs=[(7, 9), (9, 6)], path=[7, 9, 6])
-        self.assertTrue(eids == [14, 13, 14, 13])
+        eids = g.get_eids(pairs=[(7, 9), (9, 6)])
+        self.assertTrue(eids == [14, 13])
         self.assertRaises(InternalError, g.get_eids, pairs=[(0, 1), (0, 2)])
+        self.assertRaises(TypeError, g.get_eids, pairs=None)
 
     def testAdjacency(self):
         g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3)], directed=True)

From 36d2c0457611979af8e4b7458648b53e2a5e0241 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 15:14:02 +0100
Subject: [PATCH 0686/1681] test: simplify test script, pip install will build
 as necessary

---
 test.sh | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/test.sh b/test.sh
index 7604b5582..2a41882b6 100755
--- a/test.sh
+++ b/test.sh
@@ -39,7 +39,6 @@ if [ x$CLEAN = x1 ]; then
     rm -rf vendor/build vendor/install
 fi
 
-$VENV_DIR/bin/python setup.py build
-$VENV_DIR/bin/pip install --use-feature=in-tree-build .[plotting,test]
+$VENV_DIR/bin/pip install .[plotting,test]
 $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 

From e5e91eeb07d5120e97f64cf314237f5dbec18dd4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jan 2022 20:55:22 +0100
Subject: [PATCH 0687/1681] doc: fix all documentation warnings

---
 src/_igraph/convert.c             |  4 ++-
 src/_igraph/graphobject.c         |  6 ++---
 src/_igraph/vertexobject.c        | 12 ++++++---
 src/igraph/app/shell.py           |  4 ---
 src/igraph/clustering.py          | 19 +++++++------
 src/igraph/community.py           | 22 +++++++--------
 src/igraph/operators/functions.py | 44 +++++++++++++++---------------
 src/igraph/remote/gephi.py        | 45 ++++++++++++++++---------------
 src/igraph/utils.py               | 42 ++++++++++++++++++-----------
 9 files changed, 109 insertions(+), 89 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 848cc6c76..5e974b007 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -882,7 +882,8 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
  *
  * Raises suitable Python exceptions when needed.
  *
- * \param object the Python object to be converted
+ * \param object the Python object to be converted; \c NULL is accepted but
+ *        will keep the input value of v
  * \param v the result is returned here
  * \return 0 if everything was OK, 1 otherwise
  */
@@ -890,6 +891,7 @@ int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v) {
   igraph_real_t value;
 
   if (object == NULL) {
+    return 0;
   } else if (PyLong_Check(object)) {
     value = PyLong_AsDouble(object);
   } else if (PyFloat_Check(object)) {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 76a4f8e52..dec0cfe98 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13046,9 +13046,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "multiple or loop edges are allowed) are specified in the C{allowed_edge_types}\n"
     "parameter.\n"
     "\n"
-    "@param outdeg: the degree sequence of an undirected graph (if indeg=None),\n"
+    "@param out: the degree sequence of an undirected graph (if in_=None),\n"
     "  or the out-degree sequence of a directed graph.\n"
-    "@param indeg: None to generate an undirected graph, the in-degree sequence\n"
+    "@param in_: None to generate an undirected graph, the in-degree sequence\n"
     "  to generate a directed graph.\n"
     "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
     "  during the generation process. Note that not all combinations are supported\n"
@@ -13428,7 +13428,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_chordal with alternative arguments */
   {"chordal_completion", (PyCFunction)igraphmodule_Graph_chordal_completion,
    METH_VARARGS | METH_KEYWORDS,
-   "chordal_complation(alpha=None, alpham1=None)\n--\n\n"
+   "chordal_completion(alpha=None, alpham1=None)\n--\n\n"
    "Returns the list of edges needed to be added to the graph to make it chordal.\n\n"
    "A graph is chordal if each of its cycles of four or more nodes\n"
    "has a chord, i.e. an edge joining two nodes that are not\n"
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index c1bd338a1..a2d818539 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -767,6 +767,12 @@ GRAPH_PROXY_METHOD_PP(successors, "successors", _convert_to_vertex_list);
     "This method calls the C{" METHODNAME_IN_GRAPH "} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
     "@see: L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">} for details."}
+#define GRAPH_PROXY_METHOD_SPEC_3(FUNC, METHODNAME) \
+  {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    "Proxy method to L{Graph." METHODNAME "()}\n\n"              \
+    "This method calls the C{" METHODNAME "()} method of the L{Graph} class " \
+    "with this vertex as the first argument, and returns the result.\n\n"\
+    "@see: L{Graph." METHODNAME "()} for details."}
 
 /**
  * \ingroup python_interface_vertex
@@ -820,12 +826,12 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC(eccentricity, "eccentricity"),
   GRAPH_PROXY_METHOD_SPEC(get_shortest_paths, "get_shortest_paths"),
   GRAPH_PROXY_METHOD_SPEC(incident, "incident"),
-  GRAPH_PROXY_METHOD_SPEC(indegree, "indegree"),
+  GRAPH_PROXY_METHOD_SPEC_3(indegree, "indegree"),
   GRAPH_PROXY_METHOD_SPEC(is_minimal_separator, "is_minimal_separator"),
   GRAPH_PROXY_METHOD_SPEC(is_separator, "is_separator"),
   GRAPH_PROXY_METHOD_SPEC(neighbors, "neighbors"),
-  GRAPH_PROXY_METHOD_SPEC(outdegree, "outdegree"),
-  GRAPH_PROXY_METHOD_SPEC(pagerank, "pagerank"),
+  GRAPH_PROXY_METHOD_SPEC_3(outdegree, "outdegree"),
+  GRAPH_PROXY_METHOD_SPEC_3(pagerank, "pagerank"),
   GRAPH_PROXY_METHOD_SPEC(predecessors, "predecessors"),
   GRAPH_PROXY_METHOD_SPEC(personalized_pagerank, "personalized_pagerank"),
   GRAPH_PROXY_METHOD_SPEC(shortest_paths, "shortest_paths"),
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 86f901075..e1912ba65 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -93,10 +93,6 @@ class TerminalController:
     HIDE_CURSOR = ""  #: Make the cursor invisible
     SHOW_CURSOR = ""  #: Make the cursor visible
 
-    # Terminal size:
-    COLS = None  #: Width of the terminal (None for unknown)
-    LINES = None  #: Height of the terminal (None for unknown)
-
     # Foreground colors:
     BLACK = BLUE = GREEN = CYAN = RED = MAGENTA = YELLOW = WHITE = ""
 
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index bc632bdcb..bd2513aeb 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1212,9 +1212,10 @@ def _formatted_cluster_iterator(self):
 class CohesiveBlocks(VertexCover):
     """The cohesive block structure of a graph.
 
-    Instances of this type are created by L{Graph.cohesive_blocks()}. See
-    the documentation of L{Graph.cohesive_blocks()} for an explanation of
-    what cohesive blocks are.
+    Instances of this type are created by
+    L{Graph.cohesive_blocks()<GraphBase.cohesive_blocks()>}. See the
+    documentation of L{Graph.cohesive_blocks()<GraphBase.cohesive_blocks()>}
+    for an explanation of what cohesive blocks are.
 
     This class provides a few more methods that make handling of cohesive
     block structures easier.
@@ -1224,11 +1225,13 @@ def __init__(self, graph, blocks=None, cohesion=None, parent=None):
         """Constructs a new cohesive block structure for the given graph.
 
         If any of I{blocks}, I{cohesion} or I{parent} is C{None}, all the
-        arguments will be ignored and L{Graph.cohesive_blocks()} will be
-        called to calculate the cohesive blocks. Otherwise, these three
-        variables should describe the *result* of a cohesive block structure
-        calculation. Chances are that you never have to construct L{CohesiveBlocks}
-        instances directly, just use L{Graph.cohesive_blocks()}.
+        arguments will be ignored and
+        L{Graph.cohesive_blocks()<GraphBase.cohesive_blocks()>} will be called
+        to calculate the cohesive blocks. Otherwise, these three variables
+        should describe the *result* of a cohesive block structure calculation.
+        Chances are that you never have to construct L{CohesiveBlocks}
+        instances directly, just use
+        L{Graph.cohesive_blocks()<GraphBase.cohesive_blocks()>}.
 
         @param graph: the graph itself
         @param blocks: a list containing the blocks; each block is described
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 644501577..aebce6142 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -81,7 +81,7 @@ def _community_leading_eigenvector_naive(graph, clusters=None, return_merges=Fal
     then recursively takes the given number of steps by splitting the
     communities as individual networks. This is not the correct way,
     however, see the reference for explanation. Consider using the
-    correct L{community_leading_eigenvector} method instead.
+    correct L{Graph.community_leading_eigenvector} method instead.
 
     @param clusters: the desired number of communities. If C{None}, the
       algorithm tries to do as many splits as possible. Note that the
@@ -293,31 +293,31 @@ def _community_spinglass(graph, *args, **kwds):
     """Finds the community structure of the graph according to the
     spinglass community detection method of Reichardt & Bornholdt.
 
-    @param weights: edge weights to be used. Can be a sequence or
+    @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
-    @param spins: integer, the number of spins to use. This is the
+    @keyword spins: integer, the number of spins to use. This is the
       upper limit for the number of communities. It is not a problem
       to supply a (reasonably) big number here, in which case some
       spin states will be unpopulated.
-    @param parupdate: whether to update the spins of the vertices in
+    @keyword parupdate: whether to update the spins of the vertices in
       parallel (synchronously) or not
-    @param start_temp: the starting temperature
-    @param stop_temp: the stop temperature
-    @param cool_fact: cooling factor for the simulated annealing
-    @param update_rule: specifies the null model of the simulation.
+    @keyword start_temp: the starting temperature
+    @keyword stop_temp: the stop temperature
+    @keyword cool_fact: cooling factor for the simulated annealing
+    @keyword update_rule: specifies the null model of the simulation.
       Possible values are C{"config"} (a random graph with the same
       vertex degrees as the input graph) or C{"simple"} (a random
       graph with the same number of edges)
-    @param gamma: the gamma argument of the algorithm, specifying the
+    @keyword gamma: the gamma argument of the algorithm, specifying the
       balance between the importance of present and missing edges
       within a community. The default value of 1.0 assigns equal
       importance to both of them.
-    @param implementation: currently igraph contains two implementations
+    @keyword implementation: currently igraph contains two implementations
       of the spinglass community detection algorithm. The faster
       original implementation is the default. The other implementation
       is able to take into account negative weights, this can be
       chosen by setting C{implementation} to C{"neg"}
-    @param lambda_: the lambda argument of the algorithm, which
+    @keyword lambda_: the lambda argument of the algorithm, which
       specifies the balance between the importance of present and missing
       negatively weighted edges within a community. Smaller values of
       lambda lead to communities with less negative intra-connectivity.
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index 94c47fce4..8c54443b3 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -23,8 +23,8 @@ def disjoint_union(graphs):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @return: the disjoint union graph
+    :param graphs: list of graphs. A lazy sequence is not acceptable.
+    :returns: the disjoint union graph
     """
     if any(not isinstance(g, GraphBase) for g in graphs):
         raise TypeError("Not all elements are graphs")
@@ -94,20 +94,20 @@ def union(graphs, byname="auto"):
     multiple graphs and would result a name clash, then this attribute is
     renamed by adding suffixes: _1, _2, etc.
 
-    The 'name' vertex attribute is treated specially if the operation is
-    performed based on symbolic vertex names. In this case 'name' must be
+    The ``name`` vertex attribute is treated specially if the operation is
+    performed based on symbolic vertex names. In this case ``name`` must be
     present in all graphs, and it is not renamed in the result graph.
 
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @param byname: bool or 'auto' specifying the function behaviour with
-      respect to names vertices (i.e. vertices with the 'name' attribute). If
-      False, ignore vertex names. If True, merge vertices based on names. If
-      'auto', use True if all graphs have named vertices and False otherwise
-      (in the latter case, a warning is generated too).
-    @return: the union graph
+    :param graphs: list of graphs. A lazy sequence is not acceptable.
+    :param byname: bool or 'auto' specifying the function behaviour with
+        respect to names vertices (i.e. vertices with the ``name`` attribute). If
+        False, ignore vertex names. If True, merge vertices based on names. If
+        'auto', use True if all graphs have named vertices and False otherwise
+        (in the latter case, a warning is generated too).
+    :returns: the union graph
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
@@ -274,22 +274,22 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     multiple graphs and would result a name clash, then this attribute is
     renamed by adding suffixes: _1, _2, etc.
 
-    The 'name' vertex attribute is treated specially if the operation is
-    performed based on symbolic vertex names. In this case 'name' must be
+    The ``name`` vertex attribute is treated specially if the operation is
+    performed based on symbolic vertex names. In this case ``name`` must be
     present in all graphs, and it is not renamed in the result graph.
 
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @param byname: bool or 'auto' specifying the function behaviour with
-      respect to names vertices (i.e. vertices with the 'name' attribute). If
-      False, ignore vertex names. If True, merge vertices based on names. If
-      'auto', use True if all graphs have named vertices and False otherwise
-      (in the latter case, a warning is generated too).
-    @param keep_all_vertices: bool specifying if vertices that are not present
-      in all graphs should be kept in the intersection.
-    @return: the intersection graph
+    :param graphs: list of graphs. A lazy sequence is not acceptable.
+    :param byname: bool or ``auto`` specifying the function behaviour with
+        respect to names vertices (i.e. vertices with the ``name`` attribute). If
+        False, ignore vertex names. If True, merge vertices based on names. If
+        'auto', use True if all graphs have named vertices and False otherwise
+        (in the latter case, a warning is generated too).
+    :param keep_all_vertices: bool specifying if vertices that are not present
+        in all graphs should be kept in the intersection.
+    :returns: the intersection graph
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index aa3075cfb..ecdd6728d 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -17,15 +17,15 @@ class GephiConnection:
     def __init__(self, url=None, host="127.0.0.1", port=8080, workspace=1):
         """Constructs a connection to a Gephi master server.
 
-        The connection object can be constructed either by specifying the `url`
-        directly, or by specifying the `host`, `port` and `workspace` arguments.
-        The latter three are evaluated only if `url` is None; otherwise the
-        `url` will take precedence.
+        The connection object can be constructed either by specifying the
+        ``url`` directly, or by specifying the ``host``, ``port`` and
+        ``workspace`` arguments.  The latter three are evaluated only if
+        ``url`` is None; otherwise the ``url`` will take precedence.
 
-        The `url` argument does not have to include the operation (e.g.,
+        The ``url`` argument does not have to include the operation (e.g.,
         ``?operation=updateGraph``); the connection will take care of it.
-        E.g., if you wish to connect to workspace 2 in a local Gephi instance on
-        port 7341, the correct form to use for the `url` is as follows::
+        E.g., if you wish to connect to workspace 2 in a local Gephi instance
+        on port 7341, the correct form to use for the ``url`` is as follows::
 
             http://localhost:7341/workspace0
         """
@@ -199,17 +199,18 @@ def __init__(self, encoder=None):
         """Constructs a Gephi graph streamer that will post graphs to a
         given file-like object or a Gephi connection.
 
-        `encoder` must either be ``None`` or an instance of ``json.JSONEncoder``
+        ``encoder`` must either be ``None`` or an instance of ``json.JSONEncoder``
         and it must contain the JSON encoder to be used when posting JSON objects.
         """
         self.encoder = encoder or json.JSONEncoder(ensure_ascii=True)
         self.format = GephiGraphStreamingAPIFormat()
 
     def iterjsonobj(self, graph):
-        """Iterates over the JSON objects that build up the graph using the Gephi
-        graph streaming API. The objects returned from this function are Python
-        objects; they must be formatted with ``json.dumps`` before sending them
-        to the destination."""
+        """Iterates over the JSON objects that build up the graph using the
+        Gephi graph streaming API. The objects returned from this function are
+        Python objects; they must be formatted with ``json.dumps`` before
+        sending them to the destination.
+        """
 
         # Construct a unique ID prefix
         id_prefix = "igraph:%s" % (hex(id(graph)),)
@@ -233,10 +234,11 @@ def iterjsonobj(self, graph):
 
     def post(self, graph, destination, encoder=None):
         """Posts the given graph to the destination of the streamer using the
-        given JSON encoder. When `encoder` is ``None``, it falls back to the default
-        JSON encoder of the streamer in the `encoder` property.
+        given JSON encoder. When ``encoder`` is ``None``, it falls back to the
+        default JSON encoder of the streamer in the `encoder` property.
 
-        `destination` must be a file-like object or an instance of `GephiConnection`.
+        ``destination`` must be a file-like object or an instance of
+        `GephiConnection`.
         """
         encoder = encoder or self.encoder
         for jsonobj in self.iterjsonobj(graph):
@@ -245,14 +247,15 @@ def post(self, graph, destination, encoder=None):
 
     def send_event(self, event, destination, encoder=None, flush=True):
         """Sends a single JSON event to the given destination using the given
-        JSON encoder.  When `encoder` is ``None``, it falls back to the default
-        JSON encoder of the streamer in the `encoder` property.
+        JSON encoder.  When ``encoder`` is ``None``, it falls back to the
+        default JSON encoder of the streamer in the `encoder` property.
 
-        `destination` must be a file-like object or an instance of `GephiConnection`.
+        ``destination`` must be a file-like object or an instance of
+        `GephiConnection`.
 
-        The method flushes the destination after sending the event. If you want to
-        avoid this (e.g., because you are sending many events), set `flush` to
-        ``False``.
+        The method flushes the destination after sending the event. If you want
+        to avoid this (e.g., because you are sending many events), set
+        ``flush`` to ``False``.
         """
         encoder = encoder or self.encoder
         destination.write(encoder.encode(event).encode("utf-8"))
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index ec36f8764..d8a52516e 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -76,29 +76,39 @@ def numpy_to_contiguous_memoryview(obj):
 def rescale(values, out_range=(0.0, 1.0), in_range=None, clamp=False, scale=None):
     """Rescales a list of numbers into a given range.
 
-    `out_range` gives the range of the output values; by default, the minimum
+    ``out_range`` gives the range of the output values; by default, the minimum
     of the original numbers in the list will be mapped to the first element
     in the output range and the maximum will be mapped to the second element.
     Elements between the minimum and maximum values in the input list will be
     interpolated linearly between the first and second values of the output
     range.
 
-    `in_range` may be used to override which numbers are mapped to the first
+    ``in_range`` may be used to override which numbers are mapped to the first
     and second values of the output range. This must also be a tuple, where
     the first element will be mapped to the first element of the output range
     and the second element to the second.
 
-    If `clamp` is ``True``, elements which are outside the given `out_range`
+    If ``clamp`` is ``True``, elements which are outside the given ``out_range``
     after rescaling are clamped to the output range to ensure that no number
-    will be outside `out_range` in the result.
+    will be outside ``out_range`` in the result.
 
-    If `scale` is not ``None``, it will be called for every element of `values`
+    If ``scale`` is not ``None``, it will be called for every element of ``values``
     and the rescaling will take place on the results instead. This can be used,
     for instance, to transform the logarithm of the original values instead of
     the actual values. A typical use-case is to map a range of values to color
-    identifiers on a logarithmic scale. Scaling also applies to the `in_range`
+    identifiers on a logarithmic scale. Scaling also applies to the ``in_range``
     parameter if present.
 
+    :param out_range: the range of output values
+    :param in_range: the range of the input values; this is the range that is mapped
+        to ``out_range``. ``None`` means to use the minimum and maximum of
+        the input, respectively.
+    :param clamp: specifies what to do when an input value falls outside ``in_range``.
+        ``True`` means to clamp the value to the bounds of ``in_range``,
+        ``False`` means not to clamp.
+    :param scale: an optional transformation to perform on the input values before
+        mapping them to the output range.
+
     Examples:
 
         >>> rescale(range(5), (0, 8))
@@ -144,7 +154,7 @@ def rescale(values, out_range=(0.0, 1.0), in_range=None, clamp=False, scale=None
 def consecutive_pairs(iterable, circular=False):
     """Returns consecutive pairs of items from the given iterable.
 
-    When `circular` is ``True``, the pair consisting of the last
+    When ``circular`` is ``True``, the pair consisting of the last
     and first elements is also returned.
 
     Example:
@@ -186,7 +196,7 @@ class multidict(MutableMapping):
     values for the same key.
 
     Each value in this dictionary will be a list. Methods which emulate
-    the methods of a standard Python `dict` object will return or manipulate
+    the methods of a standard Python ``dict`` object will return or manipulate
     the first items of the lists only. Special methods are provided to
     deal with keys having multiple values.
     """
@@ -205,14 +215,14 @@ def __init__(self, *args, **kwds):
 
     def __contains__(self, key):
         """Returns whether there are any items associated to the given
-        `key`."""
+        ``key``."""
         try:
             return len(self._dict[key]) > 0
         except KeyError:
             return False
 
     def __delitem__(self, key):
-        """Removes all the items associated to the given `key`."""
+        """Removes all the items associated to the given ``key``."""
         del self._dict[key]
 
     def __getitem__(self, key):
@@ -239,8 +249,8 @@ def __len__(self):
         return len(self._dict)
 
     def __setitem__(self, key, value):
-        """Sets the item associated to the given `key`. Any values associated to the
-        key will be erased and replaced by `value`.
+        """Sets the item associated to the given ``key``. Any values associated to the
+        key will be erased and replaced by ``value``.
 
         Example:
 
@@ -252,7 +262,7 @@ def __setitem__(self, key, value):
         self._dict[key] = [value]
 
     def add(self, key, value):
-        """Adds `value` to the list of items associated to `key`.
+        """Adds `value` to the list of items associated to ``key``.
 
         Example:
 
@@ -274,8 +284,8 @@ def clear(self):
         self._dict.clear()
 
     def get(self, key, default=None):
-        """Returns an arbitrary item associated to the given `key`. If `key`
-        does not exist or has zero associated items, `default` will be
+        """Returns an arbitrary item associated to the given ``key``. If ``key``
+        does not exist or has zero associated items, ``default`` will be
         returned."""
         try:
             items = self._dict[key]
@@ -284,7 +294,7 @@ def get(self, key, default=None):
             return default
 
     def getlist(self, key):
-        """Returns the list of values for the given `key`. An empty list will
+        """Returns the list of values for the given ``key``. An empty list will
         be returned if there is no such key."""
         try:
             return self._dict[key]

From 18515a2193b1d3913f37d3826d31348e991c8f1b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 16 Jan 2022 21:24:31 +0100
Subject: [PATCH 0688/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index f5745c3ac..1c84aa27c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f5745c3ac8f9ef031b575af3a6d256dd7f4cf44f
+Subproject commit 1c84aa27c3697b3a58fdc4bfd8944c30ce1b9244

From c760f16453a0faba871a41984e969776889b7f7b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jan 2022 14:33:15 +0100
Subject: [PATCH 0689/1681] fix: make sure that scripts/mkdoc.sh works even if
 executed from scripts/ itself

---
 scripts/mkdoc.sh | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index ebb340588..263d3147b 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -8,6 +8,7 @@ SCRIPTS_FOLDER=`dirname $0`
 
 cd ${SCRIPTS_FOLDER}/..
 ROOT_FOLDER=`pwd`
+SCRIPTS_FOLDER=${ROOT_FOLDER}/scripts
 DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
 
 cd ${ROOT_FOLDER}

From af8cf0043100309646483168e6ae61b659fd3be6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jan 2022 14:52:58 +0100
Subject: [PATCH 0690/1681] fix: avoid usage of 'realpath' in scripts as we
 don't have it on macOS

---
 scripts/mkdoc.sh          |  2 +-
 scripts/patch-pydoctor.sh | 13 ++++++-------
 2 files changed, 7 insertions(+), 8 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 263d3147b..d1d3ff103 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -28,7 +28,7 @@ fi
 PWD=`pwd`
 
 echo "Patching PyDoctor..."
-$SCRIPTS_FOLDER/patch-pydoctor.sh ${ROOT_FOLDER} ${SCRIPTS_FOLDER}
+$SCRIPTS_FOLDER/patch-pydoctor.sh
 
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
index d6ff5a4f7..1611bb8a1 100755
--- a/scripts/patch-pydoctor.sh
+++ b/scripts/patch-pydoctor.sh
@@ -2,15 +2,14 @@
 # Patches PyDoctor to make it suitable to build python-igraph's documentation
 # until our patches get upstreamed
 
-if [ "x$1" = x ]; then
-    echo "Usage: $0 ROOT_FOLDER PATCH_FOLDER"
-    exit 1
-fi
-
 set -e
 
-ROOT_FOLDER=$1
-PATCH_FOLDER=$(realpath $2)
+SCRIPTS_FOLDER=`dirname $0`
+
+cd ${SCRIPTS_FOLDER}/..
+ROOT_FOLDER=`pwd`
+PATCH_FOLDER=${ROOT_FOLDER}/scripts
+
 ${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
 ${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
 PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`

From a3b8c580629b5f9a49cbb4d63cfb7737925fe662 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jan 2022 15:34:44 +0100
Subject: [PATCH 0691/1681] ci: force rebuild of C core for the failing CI job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 1a5cceacd..aa8f83358 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -196,7 +196,7 @@ jobs:
           path: |
             vendor/build
             vendor/install
-          key: C-core-v1-${{ runner.os }}-${{ hashFiles('.gitmodules') }}-4
+          key: C-core-build-sdist-v1-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core

From 8eb42f4570902ef616650a80436f2ae93fa0b93e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Mon, 17 Jan 2022 16:14:50 +0100
Subject: [PATCH 0692/1681] Small fixes for "Graph generation" tutorial

---
 doc/source/generation.rst | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 086ce8859..3fdef2d5d 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -64,16 +64,16 @@ To create a graph from an adjacency matrix, use :meth:`Graph.Adjacency` or, for
 
     >>> g = Graph.Adjacency([[0, 1, 1], [0, 0, 0], [0, 0, 1]])
 
-This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a loop).
+This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a self-loop).
 
 To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`::
 
     >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
 
-From file
-+++++++++
+From files
+++++++++++
 
-To load a graph from a preexisting file in any of the supported formats, use :meth:`Graph.Load`. For instance::
+To load a graph from a file in any of the supported formats, use :meth:`Graph.Load`. For instance::
 
     >>> g = Graph.Load('myfile.gml', format='gml')
 
@@ -114,18 +114,18 @@ To create a graph from a string formula, use :meth:`Graph.Formula`, e.g.::
 
 .. note:: This particular formula also assigns the 'name' attribute to vertices.
 
-Full graphs
-+++++++++++
+Complete graphs
++++++++++++++++
 
-To create a full graph, use :meth:`Graph.Full`::
+To create a complete graph, use :meth:`Graph.Full`::
 
     >>> g = Graph.Full(n=3)
 
-where `n` is the number of nodes. You can specify directedness and whether self loops are allowed::
+where `n` is the number of nodes. You can specify directedness and whether self-loops are included::
 
     >>> g = Graph.Full(n=3, directed=True, loops=True)
 
-A similar method, :meth:`Graph.Full_Bipartite`, generates a full bipartite graph. Finally, the metho :meth:`Graph.Full_Citation` created the full citation graph, in which each vertex `i` has a directed edge to all vertices strictly smaller than `i`.
+A similar method, :meth:`Graph.Full_Bipartite`, generates a complete bipartite graph. Finally, the metho :meth:`Graph.Full_Citation` created the full citation graph, in which a vertex with index `i` has a directed edge to all vertices with index strictly smaller than `i`.
 
 Tree and star
 +++++++++++++
@@ -145,7 +145,7 @@ Lattice
 
     >>> g = Graph.Lattice(dim=[3, 3], circular=False)
 
-creates a 3x3 grid in two dimensions (9 vertices total). `circular` is used to connect each edge of the lattice back onto the other side, a process also known as "periodic boundary condition" that is sometimes helpful to smoothen out edge effects.
+creates a 3×3 grid in two dimensions (9 vertices total). `circular` is used to connect each edge of the lattice back onto the other side, a process also known as "periodic boundary condition" that is sometimes helpful to smoothen out edge effects.
 
 The one dimensional case (path graph or cycle graph) is important enough to deserve its own constructor :meth:`Graph.Ring`, which can be circular or not::
 
@@ -154,7 +154,7 @@ The one dimensional case (path graph or cycle graph) is important enough to dese
 Graph Atlas
 +++++++++++
 
-The book ‘An Atlas of Graphs’ by Roland C. Read and Robin J. Wilson contains all undirected graphs with up to seven vertices, numbered from 0 up to 1252. You can create any graph from this list by index with :meth:`Graph.Atlas`, e.g.::
+The book ‘An Atlas of Graphs’ by Roland C. Read and Robin J. Wilson contains all unlabeled undirected graphs with up to seven vertices, numbered from 0 up to 1252. You can create any graph from this list by index with :meth:`Graph.Atlas`, e.g.::
 
     >>> g = Graph.Atlas(44)
 
@@ -180,8 +180,8 @@ Random graphs
 
 Stochastic graphs can be created according to several different models or games:
 
- - Barabasi-Albert model: :meth:`Graph.Barabasi`
- - Erdos-Renyi: :meth:`Graph.Erdos_Renyi`
+ - Barabási-Albert model: :meth:`Graph.Barabasi`
+ - Erdős-Rényi: :meth:`Graph.Erdos_Renyi`
  - Watts-Strogatz :meth:`Graph.Watts_Strogatz`
  - stochastic block model :meth:`Graph.SBM`
  - random tree :meth:`Graph.Tree_Game`
@@ -192,7 +192,7 @@ Stochastic graphs can be created according to several different models or games:
  - preference, the non-growing variant of establishment :meth:`Graph.Preference`
  - asymmetric preference :meth:`Graph.Asymmetric_Prefernce`
  - recent degree :meth:`Graph.Recent_Degree`
- - k-regular (each node has degree K) :meth:`Graph.K_Regular`
+ - k-regular (each node has degree k) :meth:`Graph.K_Regular`
  - non-growing graph with edge probabilities proportional to node fitnesses :meth:`Graph.Static_Fitness`
  - non-growing graph with prescribed power-law degree distribution(s) :meth:`Graph.Static_Power_Law`
  - random graph with a given degree sequence :meth:`Graph.Degree_Sequence`
@@ -205,8 +205,8 @@ Finally, there are some ways of generating graphs that are not covered by the pr
 
  - Kautz graphs :meth:`Graph.Kautz`
  - De Bruijn graphs :meth:`Graph.De_Bruijn`
- - Lederberg-Coxeter-Frucht graphs :meth:`Graph.LCF`
- - graphs with a specified isomorphism class :meth:`Graph.Isoclass`
+ - graphs from LCF notation :meth:`Graph.LCF`
+ - small graphs of any "isomorphism class" :meth:`Graph.Isoclass`
  - graphs with a specified degree sequence :meth:`Graph.Realize_Degree_Sequence`
                      
 .. _API documentation: https://igraph.org/python/doc/igraph-module.html

From 3ba8193414905dfdc91c3638bc3f3b2533bdb810 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 17 Jan 2022 16:48:35 +0100
Subject: [PATCH 0693/1681] docs: improvements to Dash docset generation

---
 scripts/mkdoc.sh | 22 ++++++++++++----------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 0fc384f79..65fc0a369 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -4,6 +4,7 @@
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -s (makes standalone docs that require no further processing)
+#        ./mkdoc.sh -sd (makes a Dash docset based on standalone docs, requires doc2dash)
 
 # Make sure we bail out on build errors
 set -e
@@ -19,12 +20,12 @@ while getopts ":sjd" OPTION; do
       ;;
     j)
       SERVE=1
-      ;;      
+      ;;
     d)
       DOC2DASH=1
-      ;;      
+      ;;
     \?)
-      echo "Usage: $0 [-sj]"
+      echo "Usage: $0 [-sjd]"
       ;;
     esac
 done
@@ -46,7 +47,7 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, wheel, and pydoctor into the venv
   .venv/bin/pip install -U sphinx sphinxbootstrap4theme matplotlib wheel
-  
+
   echo "Patching PyDoctor..."
   .venv/bin/pip install -U pydoctor
   $SCRIPTS_FOLDER/patch-pydoctor.sh
@@ -99,7 +100,7 @@ else
 
     # Build website via templates
     bundle exec jekyll serve
-  
+
   fi
 fi
 
@@ -119,18 +120,19 @@ if [ "x$DOC2DASH" = "x1" ]; then
           --online-redirect-url "https://igraph.org/python/api" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
-  	  -f \
+          -f \
+          -j \
           "${DOC_API_FOLDER}"
       DASH_READY=1
-  else 
+  else
       echo "WARNING: doc2dash not installed, skipping Dash docset generation."
       DASH_READY=0
   fi
-  
+
   echo ""
   if [ "x${DASH_READY}" = x1 ]; then
-      echo "Dash docset generated in ${DOC_API_FOLDER}/python-igraph.docset"
+      echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
   fi
-  
+
   cd "$PWD"
 fi

From 4390ba7486b1b38580cc4d42da5e75b9c993503f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 17 Jan 2022 17:18:25 +0100
Subject: [PATCH 0694/1681] docs: specify index page for doc2dash

---
 scripts/mkdoc.sh | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 65fc0a369..f8b89b893 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -122,6 +122,7 @@ if [ "x$DOC2DASH" = "x1" ]; then
           -d "${DASH_FOLDER}" \
           -f \
           -j \
+          -I "index.html" \
           "${DOC_API_FOLDER}"
       DASH_READY=1
   else

From 13789a0599fdd1cee1f349f7b2888abc41a1f7a5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 18 Jan 2022 02:54:16 +0100
Subject: [PATCH 0695/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a7c88b755..54b57dec7 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a7c88b7557fc3f390ce963c4fad7a7bf044955a4
+Subproject commit 54b57dec78c2e13c7837baf945255c7ac9430aa1

From 048a67a490666eb45851e895d198fa3e98cedfd7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jan 2022 21:17:03 +0100
Subject: [PATCH 0696/1681] fix: make sure that Graph.__new__() already
 initializes the wrapped igraph_t instance, refs #496

---
 src/_igraph/graphobject.c | 81 ++++++++++++++++++++++++++++-----------
 tests/test_basic.py       | 39 +++++++++++++++++++
 2 files changed, 98 insertions(+), 22 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6e99886b4..8d9e3bc4b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -87,7 +87,10 @@ void igraphmodule_Graph_init_internal(igraphmodule_GraphObject * self)
 g = igraph.Graph(5);
 \endverbatim
  *
- * In fact, the parameters are processed by \c igraphmodule_Graph_init
+ * Most of the parameters are processed by \c igraphmodule_Graph_init ; the
+ * responsibility of \c igraphmodule_Graph_new is only to ensure that the
+ * \c igraph_t structure is initialized so the user has no chance for messing
+ * around with an uninitialized structure.
  *
  * \return the new \c igraph.Graph object or NULL if an error occurred.
  *
@@ -104,6 +107,16 @@ PyObject *igraphmodule_Graph_new(PyTypeObject * type, PyObject * args,
 
   igraphmodule_Graph_init_internal(self);
 
+  /* We need to ensure that self->g is a valid igraph_t pointer in case the
+   * user somehow manages to sneak in a call to a method of the Graph instance
+   * between __new__() and __init__() (e.g,. by overriding __init__()). We
+   * will replace it later with the "proper" graph instance in __init__() if
+   * needed. */
+  if (igraph_empty(&self->g, 0, IGRAPH_UNDIRECTED)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
   return (PyObject *) self;
 }
 
@@ -204,8 +217,10 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   long int n = 0;
   PyObject *edges = NULL, *dir = Py_False, *ptr_o = 0;
   void* ptr = 0;
+  igraph_integer_t vcount;
   igraph_vector_t edges_vector;
   igraph_bool_t edges_vector_owned = 0;
+  int retval = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|lOOO!", kwlist,
                                    &n, &edges, &dir,
@@ -223,43 +238,65 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   }
 
   if (ptr_o) {
-    /* We must take ownership of an igraph graph */
+    /* We must take ownership of an igraph graph. Since we already created
+     * one in igraphmodule_Graph_new(), we need to destroy that first */
     ptr = PyCapsule_GetPointer(ptr_o, "__igraph_t");
     if (ptr == 0) {
       PyErr_SetString(PyExc_ValueError, "pointer should not be null");
     } else {
+      igraph_destroy(&self->g);
       self->g = *(igraph_t*)ptr;
     }
-  } else if (edges) {
-    /* Caller specified an edge list, so we use igraph_create */
-    /* We have to convert the Python list to a igraph_vector_t */
-    if (igraphmodule_PyObject_to_edgelist(edges, &edges_vector, 0, &edges_vector_owned)) {
-      igraphmodule_handle_igraph_error();
-      return -1;
+  } else {
+    vcount = 0;
+
+    if (edges) {
+      /* Caller specified an edge list, so we use igraph_add_vertices() and
+      * igraph_add_edges() as needed. But first, we have to convert the Python
+      * list to a igraph_vector_t */
+      if (igraphmodule_PyObject_to_edgelist(edges, &edges_vector, 0, &edges_vector_owned)) {
+        igraphmodule_handle_igraph_error();
+        return -1;
+      }
+
+      if (igraph_vector_size(&edges_vector) > 0) {
+        vcount = igraph_vector_max(&edges_vector) + 1;
+      }
+    }
+
+    if (vcount < n) {
+      vcount = n;
     }
 
-    if (igraph_create
-        (&self->g, &edges_vector, (igraph_integer_t) n, PyObject_IsTrue(dir))) {
+    /* We already have an undirected graph in &self->g. Make it directed first
+     * if needed */
+    if (PyObject_IsTrue(dir) && igraph_to_directed(&self->g, IGRAPH_TO_DIRECTED_ARBITRARY) != IGRAPH_SUCCESS) {
       igraphmodule_handle_igraph_error();
-      if (edges_vector_owned) {
-        igraph_vector_destroy(&edges_vector);
-      }
-      return -1;
+      retval = -1;
+      goto cleanup;
     }
 
-    if (edges_vector_owned) {
-      igraph_vector_destroy(&edges_vector);
+    /* Add the vertices first */
+    if (vcount > 0 && igraph_add_vertices(&self->g, vcount, 0) != IGRAPH_SUCCESS) {
+      igraphmodule_handle_igraph_error();
+      retval = -1;
+      goto cleanup;
     }
-  } else {
-    /* No edge list was specified, and no previously initialized graph object
-     * was fed into our object, so let's use igraph_empty */
-    if (igraph_empty(&self->g, (igraph_integer_t) n, PyObject_IsTrue(dir))) {
+
+    /* Then the edges */
+    if (edges && igraph_add_edges(&self->g, &edges_vector, 0) != IGRAPH_SUCCESS) {
       igraphmodule_handle_igraph_error();
-      return -1;
+      retval = -1;
+      goto cleanup;
     }
   }
 
-  return 0;
+cleanup:
+  if (edges_vector_owned) {
+    igraph_vector_destroy(&edges_vector);
+  }
+
+  return retval;
 }
 
 /** \ingroup python_interface_graph
diff --git a/tests/test_basic.py b/tests/test_basic.py
index e21e67905..bd27b216b 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -732,6 +732,26 @@ def Adjacency(cls, *args, **kwds):
         return result
 
 
+class InheritedGraphWithEarlyMethodCallInInit(Graph):
+    def __init__(self, *args, **kwds):
+        self.call_result = self.degree()
+        super().__init__(*args, **kwds)
+        self.init_called = True
+
+
+class InheritedGraphWithEarlyMethodCallInNew(Graph):
+    def __new__(cls, *args, **kwds):
+        instance = super().__new__(cls, *args, **kwds)
+        instance.call_result = instance.degree()
+        return instance
+
+
+class InheritedGraphThatReturnsNonGraphFromNew(Graph):
+    def __new__(cls, *args, **kwds):
+        super().__new__(cls, *args, **kwds)
+        return 42
+
+
 class InheritanceTests(unittest.TestCase):
     def testInitCalledProperly(self):
         g = InheritedGraph()
@@ -758,6 +778,25 @@ def testCallingClassMethodInSuperclass(self):
         self.assertTrue(isinstance(g, InheritedGraph))
         self.assertTrue(getattr(g, "adjacency_called", True))
 
+    def testCallingInstanceMethodTooEarly(self):
+        # Creating an InheritedGraphWithEarlyMethodCallInInit instance should
+        # not crash the runtime
+        g = InheritedGraphWithEarlyMethodCallInInit([(0, 1), (1, 2), (2, 3)])
+        self.assertEqual(4, g.vcount())
+        self.assertEqual([1, 2, 2, 1], g.degree())
+        self.assertEqual([], g.call_result)
+
+        # Creating an InheritedGraphWithEarlyMethodCallInNew instance should
+        # not crash the runtime either
+        g = InheritedGraphWithEarlyMethodCallInNew([(0, 1), (1, 2), (2, 3)])
+        self.assertEqual(4, g.vcount())
+        self.assertEqual([1, 2, 2, 1], g.degree())
+        self.assertEqual([], g.call_result)
+
+    def testInheritedGraphThatReturnsSomethingElseFromNew(self):
+        g = InheritedGraphThatReturnsNonGraphFromNew([(0, 1)], directed=True)
+        self.assertEqual(42, g)
+
 
 def suite():
     basic_suite = unittest.makeSuite(BasicTests)

From 7ddbb1ff98bc6e2818d520416d4f01fb3d4de309 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jan 2022 21:52:06 +0100
Subject: [PATCH 0697/1681] refactor: follow up rename of clusters() to
 connected_components() from the C core

---
 CHANGELOG.md                                  |  5 +++
 doc/source/analysis.rst                       |  2 +-
 .../assets/connected_components.py            |  9 +++--
 .../connected_components.rst                  | 13 ++++---
 src/_igraph/graphobject.c                     | 33 ++++++++++-------
 src/igraph/__init__.py                        |  8 ++---
 src/igraph/clustering.py                      | 16 ++++++---
 src/igraph/formula.py                         |  2 +-
 tests/test_games.py                           |  6 ++--
 tests/test_generators.py                      |  2 +-
 tests/test_operators.py                       | 36 +++++++++----------
 11 files changed, 76 insertions(+), 56 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0bec872a8..93fdd28d7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -25,6 +25,11 @@
 - Removed deprecated `show()` method of `Plot` instances as well as the feature
   that automatically shows the plot when `plot()` is called with no target.
 
+### Deprecated
+
+- `Graph.clusters()` is now deprecated; use `Graph.connected_components()` or
+  its already existing shorter alias, `Graph.components()`.
+
 ## [Unreleased]
 
 ## [0.9.9]
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 88f0588bd..2782fb663 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -341,7 +341,7 @@ Clustering
 ++++++++++
 |igraph| includes several approaches to unsupervised graph clustering and community detection:
 
-- :meth:`Graph.components` (aka :meth:`Graph.clusters`): the connected components
+- :meth:`Graph.components` (aka :meth:`Graph.connected_components`): the connected components
 - :meth:`Graph.cohesive_blocks`
 - :meth:`Graph.community_edge_betweenness`
 - :meth:`Graph.community_fastgreedy`
diff --git a/doc/source/tutorials/connected_components/assets/connected_components.py b/doc/source/tutorials/connected_components/assets/connected_components.py
index 10a3a4e1f..612c9ff30 100644
--- a/doc/source/tutorials/connected_components/assets/connected_components.py
+++ b/doc/source/tutorials/connected_components/assets/connected_components.py
@@ -2,22 +2,21 @@
 import matplotlib.pyplot as plt
 import random
 
-# Generate a random geometric graph with random vertex sizes 
+# Generate a random geometric graph with random vertex sizes
 random.seed(0)
 g = ig.Graph.GRG(50, 0.15)
 
 # Cluster graph into weakly connected components
-clusters = g.clusters(mode='weak')
-nclusters = len(clusters)
+components = g.connected_components(mode='weak')
 
 # Visualise different components
 fig, ax = plt.subplots()
 ig.plot(
-    clusters,
+    components,
     target=ax,
     palette=ig.RainbowPalette(),
     vertex_size=0.05,
-    vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+    vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
     edge_width=0.7
 )
 
diff --git a/doc/source/tutorials/connected_components/connected_components.rst b/doc/source/tutorials/connected_components/connected_components.rst
index f05845858..505af1494 100644
--- a/doc/source/tutorials/connected_components/connected_components.rst
+++ b/doc/source/tutorials/connected_components/connected_components.rst
@@ -6,10 +6,10 @@
 Connected Components
 =====================
 
-.. _clusters: https://igraph.org/python/doc/api/igraph.Graph.html#clusters
-.. |clusters| replace:: :meth:`clusters`
+.. _connected_components: https://igraph.org/python/doc/api/igraph.Graph.html#connected_components
+.. |connected_components| replace:: :meth:`connected_components`
 
-This example demonstrates how to visualise the connected components in a graph using |clusters|_.
+This example demonstrates how to visualise the connected components in a graph using |connected_components|_.
 
 .. code-block:: python
 
@@ -22,17 +22,16 @@ This example demonstrates how to visualise the connected components in a graph u
     g = ig.Graph.GRG(50, 0.15)
 
     # Cluster graph into weakly connected components
-    clusters = g.clusters(mode='weak')
-    nclusters = len(clusters)
+    components = g.connected_components(mode='weak')
 
     # Visualise different components
     fig, ax = plt.subplots()
     ig.plot(
-        clusters,
+        components,
         target=ax,
         palette=ig.RainbowPalette(),
         vertex_size=0.05,
-        vertex_color=list(map(int, ig.rescale(clusters.membership, (0, 200), clamp=True))),
+        vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
         edge_width=0.7
     )
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4281ee848..edbb707b9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4417,12 +4417,12 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
 
 /** \ingroup python_interface_graph
  * \brief Calculates the (weakly or strongly) connected components in a graph.
- * \return a list containing the cluster ID for every vertex in the graph
- * \sa igraph_clusters
+ * \return a list containing the component ID for every vertex in the graph
+ * \sa igraph_connected_components
  */
-PyObject *igraphmodule_Graph_clusters(igraphmodule_GraphObject * self,
-                                      PyObject * args, PyObject * kwds)
-{
+PyObject *igraphmodule_Graph_connected_components(
+  igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds
+) {
   static char *kwlist[] = { "mode", NULL };
   igraph_connectedness_t mode = IGRAPH_STRONG;
   igraph_vector_int_t res1, res2;
@@ -4435,10 +4435,18 @@ PyObject *igraphmodule_Graph_clusters(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_connectedness_t(mode_o, &mode))
     return NULL;
 
-  igraph_vector_int_init(&res1, igraph_vcount(&self->g));
-  igraph_vector_int_init(&res2, 10);
+  if (igraph_vector_int_init(&res1, igraph_vcount(&self->g))) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  
+  if (igraph_vector_int_init(&res2, 10)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&res1);
+    return NULL;
+  }
 
-  if (igraph_clusters(&self->g, &res1, &res2, &no, mode)) {
+  if (igraph_connected_components(&self->g, &res1, &res2, &no, mode)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res1);
     igraph_vector_int_destroy(&res2);
@@ -4448,6 +4456,7 @@ PyObject *igraphmodule_Graph_clusters(igraphmodule_GraphObject * self,
   list = igraphmodule_vector_int_t_to_PyList(&res1);
   igraph_vector_int_destroy(&res1);
   igraph_vector_int_destroy(&res2);
+
   return list;
 }
 
@@ -13583,11 +13592,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  result is the sum of inverse path lengths to other vertices.\n"
    "@return: the calculated harmonic centralities in a list\n"},
 
-  /* interface to igraph_clusters */
-  {"clusters", (PyCFunction) igraphmodule_Graph_clusters,
+  /* interface to igraph_connected_components */
+  {"connected_components", (PyCFunction) igraphmodule_Graph_connected_components,
    METH_VARARGS | METH_KEYWORDS,
-   "clusters(mode=\"strong\")\n--\n\n"
-   "Calculates the (strong or weak) clusters for a given graph.\n\n"
+   "connected_components(mode=\"strong\")\n--\n\n"
+   "Calculates the (strong or weak) connected components for a given graph.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{VertexClustering} object.\n"
    "  It is advised to use that.\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 6ecdfe2bc..57917a3e2 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -128,7 +128,7 @@
     split_join_distance,
     _biconnected_components,
     _cohesive_blocks,
-    _clusters,
+    _connected_components,
 )
 from igraph.cut import (
     Cut,
@@ -651,9 +651,9 @@ def es(self):
     # Connected components
     biconnected_components = _biconnected_components
     cohesive_blocks = _cohesive_blocks
-    clusters = _clusters
+    connected_components = _connected_components
     blocks = biconnected_components
-    components = clusters
+    components = connected_components
 
     #############################################
     # Community detection/clustering
@@ -1113,7 +1113,7 @@ def write(graph, filename, *args, **kwds):
     _bipartite_projection_size,
     _biconnected_components,
     _cohesive_blocks,
-    _clusters,
+    _connected_components,
     _add_proxy_methods,
 )
 
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index bd2513aeb..fe438f22e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1582,11 +1582,19 @@ def _cohesive_blocks(graph):
     return CohesiveBlocks(graph, *GraphBase.cohesive_blocks(graph))
 
 
-def _clusters(graph, mode="strong"):
-    """Calculates the (strong or weak) clusters (connected components) for
+def _connected_components(graph, mode="strong"):
+    """Calculates the (strong or weak) connected components for
     a given graph.
 
     @param mode: must be either C{"strong"} or C{"weak"}, depending on the
-      clusters being sought. Optional, defaults to C{"strong"}.
+      connected components being sought. Optional, defaults to C{"strong"}.
     @return: a L{VertexClustering} object"""
-    return VertexClustering(graph, GraphBase.clusters(graph, mode))
+    return VertexClustering(graph, GraphBase.connected_components(graph, mode))
+
+
+def _clusters(graph, mode="strong"):
+    """Deprecated alias to L{Graph.connected_components()}."""
+    from igraph import deprecated
+
+    deprecated("Graph.clusters() is deprecated; use Graph.connected_components() instead")
+    return graph.connected_components(mode=mode)
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 6ea24ce21..7616b70aa 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -159,7 +159,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
       >>> print(", ".join(g.vs["name"]))
       A, B, C, D, E, F, G, H, I, J, K
-      >>> g.clusters().membership
+      >>> g.connected_components().membership
       [0, 0, 1, 1, 2, 2, 3, 3, 4, 5, 6]
 
     The colon (C{:}) operator can be used to specify vertex sets.
diff --git a/tests/test_games.py b/tests/test_games.py
index 5f7723790..54b71af66 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -25,7 +25,7 @@ def testRecentDegree(self):
     def testPreference(self):
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph))
-        self.assertEqual(len(g.clusters()), 2)
+        self.assertEqual(len(g.connected_components()), 2)
 
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
         l = g.vs.get_attribute_values("type")
@@ -34,7 +34,7 @@ def testPreference(self):
     def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
         self.assertTrue(isinstance(g, Graph))
-        self.assertEqual(len(g.clusters()), 2)
+        self.assertEqual(len(g.connected_components()), 2)
 
         g = Graph.Asymmetric_Preference(
             100, [[0, 1], [1, 0]], [[1, 0], [0, 1]], attribute="type"
@@ -46,7 +46,7 @@ def testAsymmetricPreference(self):
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph))
-        self.assertEqual(len(g.clusters()), 1)
+        self.assertEqual(len(g.connected_components()), 1)
 
     def testTreeGame(self):
         # Prufer algorithm
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 7a0a9a444..5583e5031 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -213,7 +213,7 @@ def testSBM(self):
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
         self.assertFalse(g.is_directed())
-        self.assertEqual([0] * 20 + [1] * 40, g.clusters().membership)
+        self.assertEqual([0] * 20 + [1] * 40, g.connected_components().membership)
         g2 = g.subgraph(list(range(20, 60)))
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
diff --git a/tests/test_operators.py b/tests/test_operators.py
index fc3616624..f6a299dc0 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -45,7 +45,7 @@ def testMultiplication(self):
         self.assertTrue(
             g.vcount() == 9
             and g.ecount() == 9
-            and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2]
+            and g.connected_components().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2]
         )
 
     def testDifference(self):
@@ -263,7 +263,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 5
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2]
+            and g.connected_components().membership == [0, 0, 0, 1, 2]
         )
 
         # Adding a vertex by name
@@ -271,7 +271,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+            and g.connected_components().membership == [0, 0, 0, 1, 2, 3]
         )
 
         # Adding a single edge
@@ -279,13 +279,13 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 4
-            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+            and g.connected_components().membership == [0, 0, 0, 0, 1, 2]
         )
 
         # Adding two edges
         g += [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+            g.vcount() == 6 and g.ecount() == 7 and g.connected_components().membership == [0] * 6
         )
 
         # Adding two more vertices
@@ -304,7 +304,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 11
             and g.ecount() == 10
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3]
+            and g.connected_components().membership == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3]
         )
 
         # Adding two graphs
@@ -312,7 +312,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 16
             and g.ecount() == 14
-            and g.clusters().membership
+            and g.connected_components().membership
             == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3, 4, 4, 4, 5, 5]
         )
 
@@ -324,7 +324,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 5
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2]
+            and g.connected_components().membership == [0, 0, 0, 1, 2]
         )
         g0 = g
 
@@ -333,7 +333,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+            and g.connected_components().membership == [0, 0, 0, 1, 2, 3]
         )
         g0 = g
 
@@ -342,14 +342,14 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 4
-            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+            and g.connected_components().membership == [0, 0, 0, 0, 1, 2]
         )
         g0 = g
 
         # Adding two edges
         g = g0 + [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+            g.vcount() == 6 and g.ecount() == 7 and g.connected_components().membership == [0] * 6
         )
         g0 = g
 
@@ -358,7 +358,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 9
             and g.ecount() == 10
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 1, 1]
+            and g.connected_components().membership == [0, 0, 0, 0, 0, 0, 1, 1, 1]
         )
 
     def testInPlaceSubtraction(self):
@@ -370,7 +370,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 7
             and g.ecount() == 21
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 0]
+            and g.connected_components().membership == [0, 0, 0, 0, 0, 0, 0]
         )
 
         # Deleting a vertex
@@ -378,7 +378,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 15
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0]
+            and g.connected_components().membership == [0, 0, 0, 0, 0, 0]
         )
 
         # Deleting two vertices
@@ -386,7 +386,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 6
-            and g.clusters().membership == [0, 0, 0, 0]
+            and g.connected_components().membership == [0, 0, 0, 0]
         )
 
         # Deleting an edge
@@ -394,7 +394,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 5
-            and g.clusters().membership == [0, 0, 0, 0]
+            and g.connected_components().membership == [0, 0, 0, 0]
         )
 
         # Deleting three more edges
@@ -402,7 +402,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 2
-            and g.clusters().membership == [0, 0, 1, 1]
+            and g.connected_components().membership == [0, 0, 1, 1]
         )
 
         # Did we really use the original graph so far?
@@ -414,7 +414,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 1
-            and g.clusters().membership == [0, 1, 2, 2]
+            and g.connected_components().membership == [0, 1, 2, 2]
         )
 
     def testNonzero(self):

From abce23269f93068dac9cb65f65198c3f8b62b702 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jan 2022 22:05:34 +0100
Subject: [PATCH 0698/1681] refactor: do not use star imports in tests

---
 tests/test_atlas.py       | 11 ++++++++---
 tests/test_bipartite.py   |  6 +++---
 tests/test_cliques.py     |  2 +-
 tests/test_colortests.py  | 13 ++++++++++++-
 tests/test_edgeseq.py     |  2 +-
 tests/test_flow.py        |  6 +++---
 tests/test_games.py       | 15 ++++++++-------
 tests/test_homepage.py    |  2 +-
 tests/test_indexing.py    |  2 +-
 tests/test_isomorphism.py |  5 ++---
 tests/test_iterators.py   |  3 ++-
 tests/test_matching.py    |  2 +-
 tests/test_operators.py   | 31 ++++++++++---------------------
 tests/test_rng.py         |  3 ++-
 tests/test_separators.py  |  2 +-
 tests/test_spectral.py    |  3 ++-
 tests/test_vertexseq.py   |  8 ++++----
 17 files changed, 62 insertions(+), 54 deletions(-)

diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 5041795dc..d1b96b7c5 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -1,6 +1,7 @@
 import warnings
 import unittest
-from igraph import *
+
+from igraph import Graph
 
 
 class AtlasTestBase:
@@ -154,15 +155,19 @@ def testAuthorityScore(self):
 class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
     graphs = [Graph.Atlas(i) for i in range(1253)]
 
+
 # Skip some problematic graphs
 GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in set([70, 180])]
-print(len(GraphAtlasTests.graphs))
+
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
-    graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + [
+    graphs = [
+        Graph.Isoclass(3, i, directed=True) for i in range(16)
+    ] + [
         Graph.Isoclass(4, i, directed=True) for i in range(218)
     ]
 
+
 # Skip some problematic graphs
 IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in set([136])]
 
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 283686cf6..a5ed90029 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -1,5 +1,5 @@
 import unittest
-from igraph import *
+from igraph import Graph
 
 
 class BipartiteTests(unittest.TestCase):
@@ -20,14 +20,14 @@ def testFullBipartite(self):
         self.assertTrue(sorted(g.get_edgelist()) == expected)
         self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
-        g = Graph.Full_Bipartite(10, 5, directed=True, mode=OUT)
+        g = Graph.Full_Bipartite(10, 5, directed=True, mode="out")
         self.assertTrue(
             g.vcount() == 15 and g.ecount() == 50 and g.is_directed() is True
         )
         self.assertTrue(sorted(g.get_edgelist()) == expected)
         self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
-        g = Graph.Full_Bipartite(10, 5, directed=True, mode=IN)
+        g = Graph.Full_Bipartite(10, 5, directed=True, mode="in")
         self.assertTrue(
             g.vcount() == 15 and g.ecount() == 50 and g.is_directed() is True
         )
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 62017c17e..f84288406 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Graph, TREE_UNDIRECTED
 
 from .utils import temporary_file
 
diff --git a/tests/test_colortests.py b/tests/test_colortests.py
index 4cf99954c..e254e4656 100644
--- a/tests/test_colortests.py
+++ b/tests/test_colortests.py
@@ -1,6 +1,17 @@
 import unittest
 
-from igraph import *
+from igraph import (
+    hsv_to_rgb,
+    hsva_to_rgba,
+    hsl_to_rgb,
+    hsla_to_rgba,
+    rgb_to_hsl,
+    rgba_to_hsla,
+    rgba_to_hsva,
+    rgb_to_hsv,
+    GradientPalette,
+    AdvancedGradientPalette,
+)
 
 
 class ColorTests(unittest.TestCase):
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index 74667b758..bf8fd51e3 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -2,7 +2,7 @@
 
 import unittest
 
-from igraph import *
+from igraph import Graph, Edge, EdgeSeq, VertexSeq
 
 from .utils import is_pypy
 
diff --git a/tests/test_flow.py b/tests/test_flow.py
index e2319a4b2..188b8b188 100644
--- a/tests/test_flow.py
+++ b/tests/test_flow.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Cut, Graph, EdgeSeq, InternalError
 from itertools import combinations
 from random import randint
 
@@ -19,7 +19,7 @@ def testEdgeConnectivity(self):
         self.assertTrue(Graph.Barabasi(50).edge_connectivity() == 1)
         self.assertTrue(self.g.adhesion() == 2)
         self.assertTrue(Graph.Tree(10, 3).adhesion() == 1)
-        self.assertTrue(Graph.Tree(10, 3, TREE_OUT).adhesion() == 0)
+        self.assertTrue(Graph.Tree(10, 3, "out").adhesion() == 0)
         self.assertRaises(ValueError, self.g.edge_connectivity, 0)
 
     def testVertexConnectivity(self):
@@ -27,7 +27,7 @@ def testVertexConnectivity(self):
         self.assertTrue(Graph.Barabasi(50).vertex_connectivity() == 1)
         self.assertTrue(self.g.cohesion() == 2)
         self.assertTrue(Graph.Tree(10, 3).cohesion() == 1)
-        self.assertTrue(Graph.Tree(10, 3, TREE_OUT).cohesion() == 0)
+        self.assertTrue(Graph.Tree(10, 3, "out").cohesion() == 0)
         self.assertRaises(ValueError, self.g.vertex_connectivity, 0)
         self.assertRaises(InternalError, self.g.vertex_connectivity, 0, 1)
         self.assertTrue(self.g.vertex_connectivity(0, 1, neighbors="nodes") == 4)
diff --git a/tests/test_games.py b/tests/test_games.py
index 5b1a35ed1..486573298 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -1,5 +1,6 @@
 import unittest
-from igraph import *
+
+from igraph import Graph, InternalError, Layout
 
 
 class GameTests(unittest.TestCase):
@@ -27,8 +28,8 @@ def testPreference(self):
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
 
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
-        l = g.vs.get_attribute_values("type")
-        self.assertTrue(min(l) == 0 and max(l) == 1)
+        types = g.vs.get_attribute_values("type")
+        self.assertTrue(min(types) == 0 and max(types) == 1)
 
     def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
@@ -37,10 +38,10 @@ def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(
             100, [[0, 1], [1, 0]], [[1, 0], [0, 1]], attribute="type"
         )
-        l = g.vs.get_attribute_values("type")
-        l1 = [i[0] for i in l]
-        l2 = [i[1] for i in l]
-        self.assertTrue(min(l1) == 0 and max(l1) == 1 and min(l2) == 0 and max(l2) == 1)
+        types = g.vs.get_attribute_values("type")
+        types1 = [i[0] for i in types]
+        types2 = [i[1] for i in types]
+        self.assertTrue(min(types1) == 0 and max(types1) == 1 and min(types2) == 0 and max(types2) == 1)
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 1)
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index 3dbb57129..b8a61eb5b 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Graph, Layout
 
 
 class HomepageExampleTests(unittest.TestCase):
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 33fba0b7f..97f5897fa 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -1,6 +1,6 @@
 # vim:ts=4 sw=4 sts=4:
 import unittest
-from igraph import *
+from igraph import Graph
 
 
 class GraphAdjacencyMatrixLikeIndexingTests(unittest.TestCase):
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index d5042ec83..3130eef69 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -1,8 +1,8 @@
 import unittest
-from igraph import *
-from itertools import permutations
 from random import shuffle
 
+from igraph import Graph
+
 
 def node_compat(g1, g2, v1, v2):
     """Node compatibility function for isomorphism tests"""
@@ -254,7 +254,6 @@ def testGetSubisomorphismsLAD(self):
         induced_subiso = sorted(
             [int(x) for x in item] for item in induced_subiso.split()
         )
-        all_subiso_extra = sorted(all_subiso + induced_subiso)
         self.assertEqual(
             induced_subiso, sorted(g3.get_subisomorphisms_lad(g2, induced=True))
         )
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index 578c1cf6e..ddf5e44f0 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -1,5 +1,6 @@
 import unittest
-from igraph import *
+
+from igraph import Graph
 
 
 class IteratorTests(unittest.TestCase):
diff --git a/tests/test_matching.py b/tests/test_matching.py
index e7c91c989..3ef3a1e92 100644
--- a/tests/test_matching.py
+++ b/tests/test_matching.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Graph, InternalError, Matching
 
 
 def powerset(iterable):
diff --git a/tests/test_operators.py b/tests/test_operators.py
index fc3616624..f2ae015bc 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Graph, disjoint_union, intersection, union
 
 try:
     import numpy as np
@@ -65,25 +65,6 @@ def testDifferenceWithSelfLoop(self):
             == [(0, 0), (0, 9), (4, 5), (5, 6), (6, 7), (7, 8), (8, 9)]
         )
 
-    def testIntersection(self):
-        g = Graph.Tree(7, 2) & Graph.Lattice([7])
-        self.assertTrue(g.get_edgelist() == [(0, 1)])
-
-    def testIntersectionMethod(self):
-        g = Graph.Tree(7, 2).intersection(Graph.Lattice([7]))
-        self.assertTrue(g.get_edgelist() == [(0, 1)])
-
-    def testIntersectionNoGraphs(self):
-        self.assertRaises(ValueError, intersection, [])
-
-    def testIntersectionSingle(self):
-        g1 = Graph.Tree(7, 2)
-        g = intersection([g1])
-        self.assertTrue(g != g1)
-        self.assertTrue(g.vcount() == g1.vcount() and g.ecount() == g1.ecount())
-        self.assertTrue(g.is_directed() == g1.is_directed())
-        self.assertTrue(g.get_edgelist() == g1.get_edgelist())
-
     def testDisjointUnion(self):
         g1 = Graph.Tree(7, 2)
         g2 = Graph.Lattice([7])
@@ -133,7 +114,7 @@ def testUnionWithConflict(self):
         g1['name'] = 'Tree'
         g2 = Graph.Lattice([7])
         g2['name'] = 'Lattice'
-        g = union([g1, g2]) # Issue 422
+        g = union([g1, g2])  # Issue 422
         self.assertTrue(
             sorted(g.get_edgelist())
             == [
@@ -211,6 +192,14 @@ def testUnionManyEdgemap(self):
             else:
                 self.assertTrue(e["attr"] == "set_too")
 
+    def testIntersection(self):
+        g = Graph.Tree(7, 2) & Graph.Lattice([7])
+        self.assertTrue(g.get_edgelist() == [(0, 1)])
+
+    def testIntersectionMethod(self):
+        g = Graph.Tree(7, 2).intersection(Graph.Lattice([7]))
+        self.assertTrue(g.get_edgelist() == [(0, 1)])
+
     def testIntersectionNoGraphs(self):
         self.assertRaises(ValueError, intersection, [])
 
diff --git a/tests/test_rng.py b/tests/test_rng.py
index b9ccc2707..5e078eada 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -1,6 +1,7 @@
 import random
 import unittest
-from igraph import *
+
+from igraph import Graph, set_random_number_generator
 
 
 class FakeRNG:
diff --git a/tests/test_separators.py b/tests/test_separators.py
index 187026f63..c5d144b9c 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import *
+from igraph import Graph, InternalError
 
 
 def powerset(iterable):
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index d0912fb13..6d879ccfb 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -1,6 +1,7 @@
 # vim:set ts=4 sw=4 sts=4 et:
 import unittest
-from igraph import *
+
+from igraph import Graph
 
 
 class SpectralTests(unittest.TestCase):
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 12adf1aa1..08e92bc31 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -2,7 +2,7 @@
 
 import unittest
 
-from igraph import *
+from igraph import Graph, Vertex, VertexSeq
 
 from .utils import is_pypy
 
@@ -309,11 +309,11 @@ def testKeywordFilteringSelect(self):
         g = Graph.Barabasi(10000)
         g.vs["degree"] = g.degree()
         g.vs["parity"] = [i % 2 for i in range(g.vcount())]
-        l = len(g.vs(degree_gt=30))
-        self.assertTrue(l < 1000)
+        length = len(g.vs(degree_gt=30))
+        self.assertTrue(length < 1000)
         self.assertTrue(len(g.vs(degree_gt=30, parity=0)) <= 500)
         del g.vs["degree"]
-        self.assertTrue(len(g.vs(_degree_gt=30)) == l)
+        self.assertTrue(len(g.vs(_degree_gt=30)) == length)
 
     def testIndexAndKeywordFilteringFind(self):
         self.assertRaises(ValueError, self.g.vs.find, 2, name="G")

From 58353ce7d2e09de3b55cd066af964ba7082da8d1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jan 2022 22:06:23 +0100
Subject: [PATCH 0699/1681] refactor: do not import TREE_UNDIRECTED in tests
 any more

---
 tests/test_cliques.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index f84288406..bb36832de 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -1,6 +1,6 @@
 import unittest
 
-from igraph import Graph, TREE_UNDIRECTED
+from igraph import Graph
 
 from .utils import temporary_file
 
@@ -106,8 +106,8 @@ def testCliqueNumber(self):
 
 class IndependentVertexSetTests(unittest.TestCase):
     def setUp(self):
-        self.g1 = Graph.Tree(5, 2, TREE_UNDIRECTED)
-        self.g2 = Graph.Tree(10, 2, TREE_UNDIRECTED)
+        self.g1 = Graph.Tree(5, 2, "undirected")
+        self.g2 = Graph.Tree(10, 2, "undirected")
 
     def testIndependentVertexSets(self):
         tests = {

From 315b60b6525addfcaeb262647b9c0b4cdba7a816 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 24 Jan 2022 15:20:59 +0100
Subject: [PATCH 0700/1681] fix: fix a memory leak in
 igraphmodule_PyObject_to_vs_t(), refs #503

---
 src/_igraph/convert.c | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a33d8f40b..2e7eae7f6 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2620,13 +2620,13 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     PyErr_Clear();
 
     iterator = PyObject_GetIter(o);
-
     if (iterator == NULL) {
       PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
       return 1;
     }
 
     if (igraph_vector_init(&vector, 0)) {
+      Py_DECREF(iterator);
       igraphmodule_handle_igraph_error();
       return 1;
     }
@@ -2634,8 +2634,10 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     while ((item = PyIter_Next(iterator))) {
       vid = -1;
 
-      if (igraphmodule_PyObject_to_vid(item, &vid, graph))
+      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
+        Py_DECREF(item);
         break;
+      }
 
       Py_DECREF(item);
 
@@ -2660,6 +2662,8 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
       return 1;
     }
 
+    igraph_vector_destroy(&vector);
+
     if (return_single) {
       *return_single = 0;
     }

From 909adfdc9cc19b02286c373716474f109a8e6ee4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 28 Jan 2022 06:51:56 +1100
Subject: [PATCH 0701/1681] Typo in tutorial, thx @iszhi

---
 doc/source/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 564cbd7ac..c3089a033 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -353,7 +353,7 @@ some basic Python knowledge, but since it is a common task to select vertices an
 based on attributes or structural properties, |igraph| gives you an easier way to do that::
 
   >>> g.vs.select(_degree=g.maxdegree())["name"]
-  ["Alice", "Bob"]
+  ['Claire']
 
 The syntax may seem a little bit awkward for the first sight, so let's try to interpret
 it step by step. :meth:`~VertexSeq.select` is a method of :class:`VertexSeq` and its

From 50dd236767ccb6e987879fcf76c678dde2009334 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Feb 2022 22:37:48 +0100
Subject: [PATCH 0702/1681] fix: fix a memory leak in
 maximum_cardinality_search()

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8d9e3bc4b..0497127fd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5419,7 +5419,7 @@ PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject
     return NULL;
   }
 
-  return PyTuple_Pack(2, alpha_o, alpham1_o);
+  return Py_BuildValue("(NN)", alpha_o, alpham1_o);
 }
 
 /**

From daaaa3a67726e3c89da9787dac538f3cde7ea24c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 24 Jan 2022 15:20:59 +0100
Subject: [PATCH 0703/1681] fix: fix a memory leak in
 igraphmodule_PyObject_to_vs_t(), refs #503

---
 src/_igraph/convert.c | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5e974b007..476845ce8 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2942,13 +2942,13 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     PyErr_Clear();
 
     iterator = PyObject_GetIter(o);
-
     if (iterator == NULL) {
       PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
       return 1;
     }
 
     if (igraph_vector_int_init(&vector, 0)) {
+      Py_DECREF(iterator);
       igraphmodule_handle_igraph_error();
       return 1;
     }
@@ -2956,8 +2956,10 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     while ((item = PyIter_Next(iterator))) {
       vid = -1;
 
-      if (igraphmodule_PyObject_to_vid(item, &vid, graph))
+      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
+        Py_DECREF(item);
         break;
+      }
 
       Py_DECREF(item);
 
@@ -2982,6 +2984,8 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
       return 1;
     }
 
+    igraph_vector_destroy(&vector);
+
     if (return_single) {
       *return_single = 0;
     }

From 0f4ffbe9be7cd7b0e6106fc3fcd64ded61e04359 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Feb 2022 22:37:48 +0100
Subject: [PATCH 0704/1681] fix: fix a memory leak in
 maximum_cardinality_search()

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index edbb707b9..fff129a5f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5413,7 +5413,7 @@ PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject
     return NULL;
   }
 
-  return PyTuple_Pack(2, alpha_o, alpham1_o);
+  return Py_BuildValue("(NN)", alpha_o, alpham1_o);
 }
 
 /**

From 0f1a1ba08781923098c90ec18b1254a4830fd14f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 22 Feb 2022 13:02:38 +0100
Subject: [PATCH 0705/1681] doc: fix the method signature for some of the
 functions defined in the C layer

---
 src/_igraph/edgeobject.c   | 2 ++
 src/_igraph/graphobject.c  | 8 ++++----
 src/_igraph/vertexobject.c | 6 ++++++
 3 files changed, 12 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 56304434e..abed303f1 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -632,12 +632,14 @@ GRAPH_PROXY_METHOD(is_mutual, "is_mutual");
 
 #define GRAPH_PROXY_METHOD_SPEC(FUNC, METHODNAME) \
   {METHODNAME, (PyCFunction)igraphmodule_Edge_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    METHODNAME "(*args, **kwds)\n--\n\n" \
     "Proxy method to L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">}\n\n"              \
     "This method calls the " METHODNAME " method of the L{Graph} class " \
     "with this edge as the first argument, and returns the result.\n\n"\
     "@see: L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">} for details."}
 #define GRAPH_PROXY_METHOD_SPEC_2(FUNC, METHODNAME, METHODNAME_IN_GRAPH) \
   {METHODNAME, (PyCFunction)igraphmodule_Edge_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    METHODNAME "(*args, **kwds)\n--\n\n" \
     "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">}\n\n"              \
     "This method calls the " METHODNAME_IN_GRAPH " method of the L{Graph} class " \
     "with this edge as the first argument, and returns the result.\n\n"\
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fff129a5f..9d612044e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13781,9 +13781,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: a list with the (exact or estimated) edge betweennesses of all\n"
    "  edges.\n"},
 
-    {"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
-     METH_VARARGS | METH_KEYWORDS,
-     "" },
+  {"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
+   METH_VARARGS | METH_KEYWORDS,
+   "" },
 
   /* interface to igraph_[st_]edge_connectivity */
   {"edge_connectivity", (PyCFunction) igraphmodule_Graph_edge_connectivity,
@@ -16595,7 +16595,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
-   "__graph_as_capsule()\n\n"
+   "__graph_as_capsule()\n--\n\n"
    "Returns the igraph graph encapsulated by the Python object as\n"
    "a PyCapsule\n\n."
    "A PyCapsule is practically a regular C pointer, wrapped in a\n"
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index a2d818539..2a7e14576 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -757,18 +757,21 @@ GRAPH_PROXY_METHOD_PP(successors, "successors", _convert_to_vertex_list);
 
 #define GRAPH_PROXY_METHOD_SPEC(FUNC, METHODNAME) \
   {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    METHODNAME "(*args, **kwds)\n--\n\n" \
     "Proxy method to L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">}\n\n"              \
     "This method calls the C{" METHODNAME "()} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
     "@see: L{Graph." METHODNAME "()<igraph._igraph.GraphBase." METHODNAME ">} for details."}
 #define GRAPH_PROXY_METHOD_SPEC_2(FUNC, METHODNAME, METHODNAME_IN_GRAPH) \
   {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    METHODNAME "(*args, **kwds)\n--\n\n" \
     "Proxy method to L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">}\n\n"              \
     "This method calls the C{" METHODNAME_IN_GRAPH "} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
     "@see: L{Graph." METHODNAME_IN_GRAPH "()<igraph._igraph.GraphBase." METHODNAME_IN_GRAPH ">} for details."}
 #define GRAPH_PROXY_METHOD_SPEC_3(FUNC, METHODNAME) \
   {METHODNAME, (PyCFunction)igraphmodule_Vertex_##FUNC, METH_VARARGS | METH_KEYWORDS, \
+    METHODNAME "(*args, **kwds)\n--\n\n" \
     "Proxy method to L{Graph." METHODNAME "()}\n\n"              \
     "This method calls the C{" METHODNAME "()} method of the L{Graph} class " \
     "with this vertex as the first argument, and returns the result.\n\n"\
@@ -800,18 +803,21 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
     "dictionaries."
   },
   {"all_edges", (PyCFunction)igraphmodule_Vertex_all_edges, METH_NOARGS,
+    "all_edges()\n--\n\n"
     "Proxy method to L{Graph.incident(..., mode=\"all\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"all\" as the mode " \
     "argument, and returns the result.\n\n"\
     "@see: L{Graph.incident()<igraph._igraph.GraphBase.incident()>} for details."},
   {"in_edges", (PyCFunction)igraphmodule_Vertex_in_edges, METH_NOARGS,
+    "in_edges()\n--\n\n"
     "Proxy method to L{Graph.incident(..., mode=\"in\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"in\" as the mode " \
     "argument, and returns the result.\n\n"\
     "@see: L{Graph.incident()<igraph._igraph.GraphBase.incident()>} for details."},
   {"out_edges", (PyCFunction)igraphmodule_Vertex_out_edges, METH_NOARGS,
+    "out_edges()\n--\n\n"
     "Proxy method to L{Graph.incident(..., mode=\"out\")<igraph._igraph.GraphBase.incident()>}\n\n" \
     "This method calls the incident() method of the L{Graph} class " \
     "with this vertex as the first argument and \"out\" as the mode " \

From d086d780523b1ace3871574b13274ded1410da80 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 24 Feb 2022 09:00:01 +0100
Subject: [PATCH 0706/1681] fix: shortest_paths() crash with zero-length weight
 vector (#514)

fixes #513
---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0497127fd..b46aac502 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5808,7 +5808,7 @@ PyObject *igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject * self,
   }
 
   /* Select the most suitable algorithm */
-  if (weights) {
+  if (weights && igraph_vector_size(weights) > 0) {
     if (igraph_vector_min(weights) > 0) {
       /* Only positive weights, use Dijkstra's algorithm */
       e = igraph_shortest_paths_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
@@ -5826,7 +5826,7 @@ PyObject *igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject * self,
       }
     }
   } else {
-    /* No weights, use a simple BFS */
+    /* No weights or empty weight vector, use a simple BFS */
     e = igraph_shortest_paths(&self->g, &res, from_vs, to_vs, mode);
   }
 

From 1494394c9cd9b78d45adcdb553e55ef0f200d3ab Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 27 Feb 2022 05:56:12 +1100
Subject: [PATCH 0707/1681] Vector pointers -> Typed vector lists (#511)

* Start using vector_int_list

* Start writing conversion functions

* Compiles successfully, some pointer types are still wrong

* Attribute handlers

* Remove FIXMEs, some naming, igraph_error_t in RNG

* Warning and error handling

* No compile warnings

* Better name for vector list

* Update submodule to latest igraph/develop

* Memory leak and perhaps #512?

* Too much freeing

* Include a few suggestions by @ntamas

* Doc for graph_list conversion

* Simplify code when using lists of tuples

* More streamlining and ask a question about exceptions

* Add two error calls
---
 src/_igraph/attributes.c   |  132 ++--
 src/_igraph/attributes.h   |   20 +-
 src/_igraph/convert.c      |  279 +++++++-
 src/_igraph/convert.h      |    6 +
 src/_igraph/error.c        |    4 +-
 src/_igraph/error.h        |    4 +-
 src/_igraph/graphobject.c  | 1379 +++++++++++++++---------------------
 src/_igraph/igraphmodule.c |    6 +-
 src/_igraph/operators.c    |   28 +-
 src/_igraph/random.c       |    8 +-
 vendor/source/igraph       |    2 +-
 11 files changed, 968 insertions(+), 900 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index dfada5c38..05b390a67 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -306,7 +306,7 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
 /* Attribute handlers for the Python interface */
 
 /* Initialization */ 
-static int igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
   igraphmodule_i_attribute_struct* attrs;
   igraph_integer_t i, n;
   
@@ -376,7 +376,7 @@ static void igraphmodule_i_attribute_destroy(igraph_t *graph) {
 }
 
 /* Copying */
-static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
+static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
   igraph_bool_t ga, igraph_bool_t va, igraph_bool_t ea) {
   igraphmodule_i_attribute_struct *fromattrs, *toattrs;
   PyObject *key, *value, *newval, *o=NULL;
@@ -430,7 +430,7 @@ static int igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t *from,
 }
 
 /* Adding vertices */
-static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
   igraph_integer_t i, j, k, l;
@@ -588,7 +588,7 @@ static int igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer
 }
 
 /* Permuting vertices */
-static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
+static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
@@ -640,7 +640,7 @@ static int igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
 }
 
 /* Adding edges */
-static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
@@ -793,7 +793,7 @@ static int igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vect
 }
 
 /* Permuting edges */
-static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
+static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) { 
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
@@ -849,14 +849,14 @@ static int igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
  * merged vertices/edges as the first argument.
  */
 static PyObject* igraphmodule_i_ac_func(PyObject* values,
-    const igraph_vector_ptr_t *merges, PyObject* func) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges, PyObject* func) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t j, n = igraph_vector_int_size(v);
 
     list = PyList_New(n);
@@ -902,7 +902,7 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
  * attributes of the set of merged vertices/edges as the first argument.
  */
 static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
-    const igraph_vector_ptr_t *merges, const char* func_name) {
+    const igraph_vector_int_list_t *merges, const char* func_name) {
   static PyObject* builtin_module_dict = 0;
   PyObject* func = 0;
 
@@ -932,13 +932,13 @@ static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
  * the merged vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_sum(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, sum = 0.0;
     igraph_integer_t j, n = igraph_vector_int_size(v);
 
@@ -975,13 +975,13 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
  * the merged vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_prod(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 1.0, prod = 1.0;
     igraph_integer_t j, n = igraph_vector_int_size(v);
 
@@ -1019,13 +1019,13 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
  * vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_first(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t n = igraph_vector_int_size(v);
 
     item = n > 0 ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
@@ -1052,8 +1052,8 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
  * merged vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_random(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item, *num;
   PyObject *random_module = PyImport_ImportModule("random");
   PyObject *random_func;
@@ -1069,7 +1069,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t n = igraph_vector_int_size(v);
 
     if (n > 0) {
@@ -1115,13 +1115,13 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
  * vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_last(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t n = igraph_vector_int_size(v);
 
     item = (n > 0) ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
@@ -1149,13 +1149,13 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
  * the merged vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_mean(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, mean = 0.0;
     igraph_integer_t j, n = igraph_vector_int_size(v);
 
@@ -1195,13 +1195,13 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
  * the merged vertices/edges.
  */
 static PyObject* igraphmodule_i_ac_median(PyObject* values,
-    const igraph_vector_ptr_t *merges) {
-  igraph_integer_t i, len = igraph_vector_ptr_size(merges);
+    const igraph_vector_int_list_t *merges) {
+  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
-    igraph_vector_int_t *v = (igraph_vector_int_t*)VECTOR(*merges)[i];
+    igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t j, n = igraph_vector_int_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
@@ -1296,15 +1296,17 @@ static void igraphmodule_i_free_attribute_combination_records(
  * igraphmodule_i_attribute_combine_vertices and
  * igraphmodule_i_attribute_combine_edges
  */
-static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
-    PyObject *newdict, const igraph_vector_ptr_t *merges,
+static igraph_error_t igraphmodule_i_attribute_combine_dicts(PyObject *dict,
+    PyObject *newdict, const igraph_vector_int_list_t *merges,
     const igraph_attribute_combination_t *comb) {
   PyObject *key, *value;
   Py_ssize_t pos;
   igraph_attribute_combination_record_t* todo;
   Py_ssize_t i, n;
   
-  if (!PyDict_Check(dict) || !PyDict_Check(newdict)) return 1;
+  if (!PyDict_Check(dict) || !PyDict_Check(newdict)) {
+    IGRAPH_ERROR("dict or newdict are corrupted", IGRAPH_FAILURE);
+  }
 
   /* Allocate memory for the attribute_combination_records */
   n = PyDict_Size(dict);
@@ -1425,15 +1427,15 @@ static int igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   igraphmodule_i_free_attribute_combination_records(todo);
   IGRAPH_FINALLY_CLEAN(1);
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Combining vertices */
-static int igraphmodule_i_attribute_combine_vertices(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_ptr_t *merges,
+static igraph_error_t igraphmodule_i_attribute_combine_vertices(const igraph_t *graph,
+    igraph_t *newgraph, const igraph_vector_int_list_t *merges,
     const igraph_attribute_combination_t *comb) {
   PyObject *dict, *newdict;
-  int result;
+  igraph_error_t result;
 
   /* Get the attribute dicts */
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
@@ -1450,8 +1452,8 @@ static int igraphmodule_i_attribute_combine_vertices(const igraph_t *graph,
 }
 
 /* Combining edges */
-static int igraphmodule_i_attribute_combine_edges(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_ptr_t *merges,
+static igraph_error_t igraphmodule_i_attribute_combine_edges(const igraph_t *graph,
+    igraph_t *newgraph, const igraph_vector_int_list_t *merges,
     const igraph_attribute_combination_t *comb) {
   PyObject *dict, *newdict;
 
@@ -1464,7 +1466,7 @@ static int igraphmodule_i_attribute_combine_edges(const igraph_t *graph,
 }
 
 /* Getting attribute names and types */
-static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
+static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
                                              igraph_strvector_t *gnames,
                                              igraph_vector_int_t *gtypes,
                                              igraph_strvector_t *vnames,
@@ -1491,7 +1493,7 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
     if (n) {
       retval = igraphmodule_PyList_to_strvector_t(keys, n);
       if (retval) {
-        return retval;
+        return retval ? IGRAPH_FAILURE : IGRAPH_SUCCESS;
       }
     }
 
@@ -1546,7 +1548,7 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
     Py_DECREF(keys);
   }
  
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Checks whether the graph has a graph/vertex/edge attribute with the given name */
@@ -1566,7 +1568,7 @@ igraph_bool_t igraphmodule_i_attribute_has_attr(const igraph_t *graph,
 }
 
 /* Returns the type of a given attribute */
-int igraphmodule_i_attribute_get_type(const igraph_t *graph,
+igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
                                       igraph_attribute_type_t *type,
                                       igraph_attribute_elemtype_t elemtype,
                                       const char *name) {
@@ -1599,7 +1601,7 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
   j = PyList_Size(o);
   if (j == 0) {
     *type = IGRAPH_ATTRIBUTE_NUMERIC;
-    return 0;
+    return IGRAPH_SUCCESS;
   }
 
   /* Go on with the checks */
@@ -1644,11 +1646,11 @@ int igraphmodule_i_attribute_get_type(const igraph_t *graph,
   } else {
     *type = IGRAPH_ATTRIBUTE_PY_OBJECT;
   }
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting Boolean graph attributes */
-int igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
                                           const char *name, igraph_vector_bool_t *value) {
   PyObject *dict, *o;
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
@@ -1659,11 +1661,11 @@ int igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
     IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting numeric graph attributes */
-int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
                                           const char *name, igraph_vector_t *value) {
   PyObject *dict, *o, *result;
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
@@ -1674,7 +1676,7 @@ int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
     VECTOR(*value)[0] = IGRAPH_NAN;
-    return 0;
+    return IGRAPH_SUCCESS;
   }
   result = PyNumber_Float(o);
   if (result) {
@@ -1682,11 +1684,11 @@ int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
     Py_DECREF(result);
   } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL); 
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting string graph attributes */
-int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
                                          const char *name, igraph_strvector_t *value) {
   PyObject *dict, *o, *str = 0;
   const char* c_str;
@@ -1726,11 +1728,11 @@ int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
 
   Py_XDECREF(str);
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting numeric vertex attributes */
-int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
                                            const char *name,
                                            igraph_vs_t vs,
                                            igraph_vector_t *value) {
@@ -1768,11 +1770,11 @@ int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting string vertex attributes */
-int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
                                           const char *name,
                                           igraph_vs_t vs,
                                           igraph_strvector_t *value) {
@@ -1822,11 +1824,11 @@ int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting boolean vertex attributes */
-int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
                                            const char *name,
                                            igraph_vs_t vs,
                                            igraph_vector_bool_t *value) {
@@ -1858,11 +1860,11 @@ int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting numeric edge attributes */
-int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
                                          const char *name,
                                          igraph_es_t es,
                                          igraph_vector_t *value) {
@@ -1898,11 +1900,11 @@ int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting string edge attributes */
-int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
                                         const char *name,
                                         igraph_es_t es,
                                         igraph_strvector_t *value) {
@@ -1950,11 +1952,11 @@ int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Getting boolean edge attributes */
-int igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
                                          const char *name,
                                          igraph_es_t es,
                                          igraph_vector_bool_t *value) {
@@ -1986,7 +1988,7 @@ int igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
     IGRAPH_FINALLY_CLEAN(1);
   }
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 static igraph_attribute_table_t igraphmodule_attribute_table = {
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index c3faa95ac..e24a90c74 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -44,37 +44,37 @@ typedef struct {
 #define ATTR_STRUCT_DICT(graph) ((igraphmodule_i_attribute_struct*)((graph)->attr))->attrs
 #define ATTR_NAME_INDEX(graph) ((igraphmodule_i_attribute_struct*)((graph)->attr))->vertex_name_index
 
-int igraphmodule_i_attribute_get_type(const igraph_t *graph,
+igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
 				      igraph_attribute_type_t *type,
 				      igraph_attribute_elemtype_t elemtype,
 				      const char *name);
-int igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
 					  const char *name, igraph_vector_t *value);
-int igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 					   const char *name,
 					   igraph_vs_t vs,
 					   igraph_vector_t *value);
-int igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 					 const char *name,
 					 igraph_es_t es,
 					 igraph_vector_t *value);
-int igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
 					 const char *name, igraph_strvector_t *value);
-int igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 					  const char *name,
 					  igraph_vs_t vs,
 					  igraph_strvector_t *value);
-int igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 					const char *name,
 					igraph_es_t es,
 					igraph_strvector_t *value);
-int igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
 					  const char *name, igraph_vector_bool_t *value);
-int igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 					   const char *name,
 					   igraph_vs_t vs,
 					   igraph_vector_bool_t *value);
-int igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
+igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
 					 const char *name,
 					 igraph_es_t es,
 					 igraph_vector_bool_t *value);
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 476845ce8..fbfbd1b7b 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -526,8 +526,8 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *o,
 int igraphmodule_PyObject_to_degseq_t(PyObject *o,
   igraph_degseq_t *result) {
   static igraphmodule_enum_translation_table_entry_t degseq_tt[] = {
-        {"simple", IGRAPH_DEGSEQ_SIMPLE},
-        {"no_multiple", IGRAPH_DEGSEQ_SIMPLE_NO_MULTIPLE},
+        {"simple", IGRAPH_DEGSEQ_CONFIGURATION},
+        {"no_multiple", IGRAPH_DEGSEQ_FAST_HEUR_SIMPLE},
         {"vl", IGRAPH_DEGSEQ_VL},
         {"viger-latapy", IGRAPH_DEGSEQ_VL},
         {0,0}
@@ -2264,7 +2264,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
  *
- * \param v the \c igraph_vector_ptr_t containing the vector to be converted
+ * \param v the \c igraph_vector_ptr_t containing the vector pointer to be converted
  * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
  */
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
@@ -2298,7 +2298,7 @@ PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
  *
- * \param v the \c igraph_vector_ptr_t containing the vector to be converted
+ * \param v the \c igraph_vector_ptr_t containing the vector pointer to be converted
  * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
  */
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v) {
@@ -2327,6 +2327,159 @@ PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v)
   return list;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_list_t to a Python list of lists
+ *
+ * \param v the \c igraph_vector_list_t containing the vector list to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n = igraph_vector_list_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_vector_t_to_PyList(igraph_vector_list_get_ptr(v, i),
+        IGRAPHMODULE_TYPE_FLOAT);
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SetItem(list, i, item);  /* will not fail */
+  }
+
+  return list;
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_int_list_t to a Python list of lists
+ *
+ * \param v the \c igraph_vector_int_list_t containing the vector list to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n = igraph_vector_int_list_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_vector_int_t_to_PyList(igraph_vector_int_list_get_ptr(v, i));
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SetItem(list, i, item);  /* will not fail */
+  }
+
+  return list;
+}
+
+
+/**
+ * \ingrup python_interface_conversion
+ * \brief Converts an igraph \c igraph_vector_int_list_t to a Python list of tuples
+ *
+ * \param v the \c igraph_vector_int_list_t containing the vector list to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n = igraph_vector_int_list_size(v);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_vector_int_t_to_PyTuple(igraph_vector_int_list_get_ptr(v, i));
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SetItem(list, i, item);  /* will not fail */
+  }
+
+  return list;
+
+}
+
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an \c igraph_graph_list_t into a Python list of graphs
+ *
+ * This function transfers ownership of the graphs to Python and frees the pointers
+ * to them. If it fails, you can call \c igraph_graph_list_destroy if you have to.
+ * If successful, do nothing and especially do *not* destroy the list, because that
+ * will destroy each graph inside, which in turns destroys the vertices and edges
+ * data structures that are now supposedly managed by Python.
+ *
+ * \param v the \c igraph_graph_list_t containing the list to be converted
+ * \param type the GraphBase subclass you want your graphs to use. When called from
+ *   a GraphBase method, this is typically Py_TYPE(self)
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_graph_list_t_to_PyList(const igraph_graph_list_t *v, PyTypeObject* type) {
+  PyObject *list;
+  Py_ssize_t n, i;
+  igraph_t *g;
+  igraphmodule_GraphObject *o;
+
+  /* We have to create a Python igraph object for every graph returned */
+  n = igraph_graph_list_size(v);
+  list = PyList_New(n);
+  for (i = 0; i < n; i++) {
+    /* Python takes ownership of vertices and nodes here */
+    g = igraph_graph_list_get_ptr(v, i);
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t(type, g);
+
+    if (PyList_SetItem(list, i, (PyObject *) o)) {
+      Py_DECREF(o);
+      Py_DECREF(list);
+      return 0;
+    }
+  }
+
+  /* Now we know the function went fine, so we can free pointers without worrying
+   * that we won't be able to find them again */
+
+  /* reference has been transferred by PyList_SetItem, no need to DECREF.
+   *
+   * we mustn't call igraph_destroy here, because it would free the vertices
+   * and the edges as well, but we need them in o->g. So just call free */
+  for (i = 0; i < n; i++) {
+    free(igraph_graph_list_get_ptr(v, i));
+  }
+
+  return list;
+}
+
 
 /**
  * \ingroup python_interface_conversion
@@ -2517,7 +2670,7 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject* list, igraph_vector_ptr_t* v
 
   IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(vec, igraph_vector_destroy);
   while ((item = PyIter_Next(it)) != 0) {
-    subvec = igraph_Calloc(1, igraph_vector_t);
+    subvec = IGRAPH_CALLOC(1, igraph_vector_t);
     if (subvec == 0) {
       Py_DECREF(item);
       Py_DECREF(it);
@@ -2529,6 +2682,7 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject* list, igraph_vector_ptr_t* v
       Py_DECREF(item);
       Py_DECREF(it);
       igraph_vector_destroy(subvec);
+      free(subvec);
       igraph_vector_ptr_destroy_all(vec);
       return 1;
     }
@@ -2538,6 +2692,7 @@ int igraphmodule_PyObject_to_vector_ptr_t(PyObject* list, igraph_vector_ptr_t* v
     if (igraph_vector_ptr_push_back(vec, subvec)) {
       Py_DECREF(it);
       igraph_vector_destroy(subvec);
+      free(subvec);
       igraph_vector_ptr_destroy_all(vec);
       return 1;
     }
@@ -2585,7 +2740,7 @@ int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_
 
   IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(vec, igraph_vector_int_destroy);
   while ((item = PyIter_Next(it)) != 0) {
-    subvec = igraph_Calloc(1, igraph_vector_int_t);
+    subvec = IGRAPH_CALLOC(1, igraph_vector_int_t);
     if (subvec == 0) {
       Py_DECREF(item);
       Py_DECREF(it);
@@ -2597,6 +2752,7 @@ int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_
       Py_DECREF(item);
       Py_DECREF(it);
       igraph_vector_int_destroy(subvec);
+      free(subvec);
       igraph_vector_ptr_destroy_all(vec);
       return 1;
     }
@@ -2606,6 +2762,7 @@ int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_
     if (igraph_vector_ptr_push_back(vec, subvec)) {
       Py_DECREF(it);
       igraph_vector_int_destroy(subvec);
+      free(subvec);
       igraph_vector_ptr_destroy_all(vec);
       return 1;
     }
@@ -2617,6 +2774,114 @@ int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject* list, igraph_vector_ptr_
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_vector_list_t
+ *        (containing \c igraph_vector_t items).
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_vector_list_t
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyObject_to_vector_list_t(PyObject* list, igraph_vector_list_t* veclist) {
+  PyObject *it, *item;
+  igraph_vector_t vec;
+
+  if (PyUnicode_Check(list)) {
+    PyErr_SetString(PyExc_TypeError, "expected iterable (but not string)");
+    return 1;
+  }
+
+  it = PyObject_GetIter(list);
+  if (!it) {
+    return 1;
+  }
+
+  if (igraph_vector_list_init(veclist, 0)) {
+    igraphmodule_handle_igraph_error();
+    Py_DECREF(it);
+    return 1;
+  }
+
+  while ((item = PyIter_Next(it)) != 0) {
+    if (igraphmodule_PyObject_to_vector_t(item, &vec, 0)) {
+      Py_DECREF(item);
+      Py_DECREF(it);
+      igraph_vector_destroy(&vec);
+      igraph_vector_list_destroy(veclist);
+      return 1;
+    }
+
+    Py_DECREF(item);
+
+    if (igraph_vector_list_push_back(veclist, &vec)) {
+      Py_DECREF(it);
+      igraph_vector_destroy(&vec);
+      igraph_vector_list_destroy(veclist);
+      return 1;
+    }
+
+    /* ownership of 'vec' taken by 'veclist' here */
+  }
+
+  Py_DECREF(it);
+  return 0;
+}
+
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python list of lists to an \c igraph_vector_int_list_t
+ *        (containing \c igraph_vector_int_t items).
+ *
+ * \param o the Python object representing the list of lists
+ * \param m the address of an uninitialized \c igraph_vector_int_list_t
+ * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
+ */
+int igraphmodule_PyObject_to_vector_int_list_t(PyObject* list, igraph_vector_int_list_t* veclist) {
+  PyObject *it, *item;
+  igraph_vector_int_t vec;
+
+  if (PyUnicode_Check(list)) {
+    PyErr_SetString(PyExc_TypeError, "expected iterable (but not string)");
+    return 1;
+  }
+
+  it = PyObject_GetIter(list);
+  if (!it) {
+    return 1;
+  }
+
+  if (igraph_vector_int_list_init(veclist, 0)) {
+    igraphmodule_handle_igraph_error();
+    Py_DECREF(it);
+    return 1;
+  }
+
+  while ((item = PyIter_Next(it)) != 0) {
+    if (igraphmodule_PyObject_to_vector_int_t(item, &vec)) {
+      Py_DECREF(item);
+      Py_DECREF(it);
+      igraph_vector_int_destroy(&vec);
+      igraph_vector_int_list_destroy(veclist);
+      return 1;
+    }
+
+    Py_DECREF(item);
+
+    if (igraph_vector_int_list_push_back(veclist, &vec)) {
+      Py_DECREF(it);
+      igraph_vector_int_destroy(&vec);
+      igraph_vector_int_list_destroy(veclist);
+      return 1;
+    }
+
+    /* ownership of 'vec' taken by 'veclist' here */
+  }
+
+  Py_DECREF(it);
+  return 0;
+}
+
 
 /**
  * \ingroup python_interface_conversion
@@ -2984,7 +3249,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
       return 1;
     }
 
-    igraph_vector_destroy(&vector);
+    igraph_vector_int_destroy(&vector);
 
     if (return_single) {
       *return_single = 0;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 9a81accf0..dc8e2eda4 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -97,6 +97,8 @@ int igraphmodule_PyObject_to_vector_bool_t(PyObject *list, igraph_vector_bool_t
 int igraphmodule_PyObject_to_vector_ptr_t(PyObject *list, igraph_vector_ptr_t *v,
 		igraph_bool_t need_non_negative);
 int igraphmodule_PyObject_to_vector_int_ptr_t(PyObject *list, igraph_vector_ptr_t *v);
+int igraphmodule_PyObject_to_vector_list_t(PyObject *list, igraph_vector_list_t *v);
+int igraphmodule_PyObject_to_vector_int_list_t(PyObject *list, igraph_vector_int_list_t *v);
 
 int igraphmodule_PyObject_to_edgelist(
     PyObject *list, igraph_vector_int_t *v, igraph_t *graph,
@@ -159,6 +161,10 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
+PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v); 
+PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v); 
+PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v); 
+PyObject* igraphmodule_graph_list_t_to_PyList(const igraph_graph_list_t *v, PyTypeObject *type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 8666ce02d..4502cd34e 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -59,7 +59,7 @@ PyObject* igraphmodule_handle_igraph_error() {
  * \brief Warning hook for \c igraph
  */
 void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
-                                      int line, int igraph_errno) {
+                                      int line) {
   char buf[4096];
   snprintf(buf, sizeof(buf), "%s at %s:%i", reason, file, line);
   PY_IGRAPH_WARN(buf);
@@ -70,7 +70,7 @@ void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
  * \brief Error hook for \c igraph
  */
 void igraphmodule_igraph_error_hook(const char *reason, const char *file,
-                                    int line, int igraph_errno) {
+                                    int line, igraph_error_t igraph_errno) {
   char buf[4096];
   char* punctuation = "";
   PyObject *exc = igraphmodule_InternalError;
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 03c50ab10..282136f98 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -32,9 +32,9 @@
 
 PyObject* igraphmodule_handle_igraph_error(void);
 void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
-				    int line, int igraph_errno);
+				    int line);
 void igraphmodule_igraph_error_hook(const char *reason, const char *file,
-				    int line, int igraph_errno);
+				    int line, igraph_error_t igraph_errno);
 
 extern PyObject* igraphmodule_InternalError;
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0fac2358..a5d0251da 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -301,7 +301,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
 PyObject* igraphmodule_Graph_subclass_from_igraph_t(
   PyTypeObject* type, igraph_t *graph
 ) {
-  PyObject* result;
+  PyObject* result_o;
   PyObject* capsule;
   PyObject* args;
   PyObject* kwds;
@@ -340,13 +340,13 @@ PyObject* igraphmodule_Graph_subclass_from_igraph_t(
   Py_DECREF(capsule);
 
   /* Call the type */
-  result = PyObject_Call((PyObject*) type, args, kwds);
+  result_o = PyObject_Call((PyObject*) type, args, kwds);
 
   /* Release args and kwds */
   Py_DECREF(args);
   Py_DECREF(kwds);
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -392,7 +392,7 @@ PyObject *igraphmodule_Graph_str(igraphmodule_GraphObject * self)
  */
 PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
 {
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   igraph_t g;
 
   if (igraph_copy(&g, &self->g)) {
@@ -400,9 +400,9 @@ PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
     return NULL;
   }
 
-  CREATE_GRAPH(result, g);
+  CREATE_GRAPH(result_o, g);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /**********************************************************************
@@ -472,7 +472,7 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
   PyObject *matching_o, *types_o = Py_None;
   igraph_vector_int_t* matching = 0;
   igraph_vector_bool_t* types = 0;
-  igraph_bool_t result;
+  igraph_bool_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &matching_o,
         &types_o))
@@ -487,7 +487,7 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  if (igraph_is_matching(&self->g, types, matching, &result)) {
+  if (igraph_is_matching(&self->g, types, matching, &res)) {
     if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     igraphmodule_handle_igraph_error();
@@ -497,7 +497,7 @@ PyObject *igraphmodule_Graph_is_matching(igraphmodule_GraphObject* self,
   if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
 
-  if (result)
+  if (res)
     Py_RETURN_TRUE;
   Py_RETURN_FALSE;
 }
@@ -514,7 +514,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
   PyObject *matching_o, *types_o = Py_None;
   igraph_vector_int_t* matching = 0;
   igraph_vector_bool_t* types = 0;
-  igraph_bool_t result;
+  igraph_bool_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &matching_o,
         &types_o))
@@ -529,7 +529,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  if (igraph_is_maximal_matching(&self->g, types, matching, &result)) {
+  if (igraph_is_maximal_matching(&self->g, types, matching, &res)) {
     if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     igraphmodule_handle_igraph_error();
@@ -539,7 +539,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
   if (matching != 0) { igraph_vector_int_destroy(matching); free(matching); }
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
 
-  if (result)
+  if (res)
     Py_RETURN_TRUE;
   Py_RETURN_FALSE;
 }
@@ -574,7 +574,7 @@ PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "mode", NULL };
   PyObject *mode_o = Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_bool_t result;
+  igraph_bool_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o)) {
     return NULL;
@@ -584,12 +584,12 @@ PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_is_tree(&self->g, &result, /* root = */ 0, mode)) {
+  if (igraph_is_tree(&self->g, &res, /* root = */ 0, mode)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (result) {
+  if (res) {
     Py_RETURN_TRUE;
   } else {
     Py_RETURN_FALSE;
@@ -751,7 +751,7 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
   PyObject *loops = Py_True;
   PyObject *dmode_o = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
@@ -769,26 +769,26 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_int_init(&result, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return NULL;
   }
 
-  if (igraph_degree(&self->g, &result, vs,
+  if (igraph_degree(&self->g, &res, vs,
                     dmode, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
   if (!return_single) {
-    list = igraphmodule_vector_int_t_to_PyList(&result);
+    list = igraphmodule_vector_int_t_to_PyList(&res);
   } else {
-    list = igraphmodule_integer_t_to_PyObject(VECTOR(result)[0]);
+    list = igraphmodule_integer_t_to_PyObject(VECTOR(res)[0]);
   }
 
-  igraph_vector_int_destroy(&result);
+  igraph_vector_int_destroy(&res);
   igraph_vs_destroy(&vs);
 
   return list;
@@ -803,7 +803,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds) {
   PyObject *list = Py_None;
   PyObject *weights_o = Py_None;
-  igraph_vector_t result, *weights = 0;
+  igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
   igraph_integer_t no_of_nodes;
@@ -819,7 +819,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return NULL;
   }
@@ -827,7 +827,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
@@ -837,21 +837,21 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
     if (igraph_vs_size(&self->g, &vs, &no_of_nodes)) {
       igraphmodule_handle_igraph_error();
       igraph_vs_destroy(&vs);
-      igraph_vector_destroy(&result);
+      igraph_vector_destroy(&res);
       return NULL;
     }
-    if (igraph_vector_resize(&result, no_of_nodes)) {
+    if (igraph_vector_resize(&res, no_of_nodes)) {
       igraphmodule_handle_igraph_error();
       igraph_vs_destroy(&vs);
-      igraph_vector_destroy(&result);
+      igraph_vector_destroy(&res);
       return NULL;
     }
-    igraph_vector_fill(&result, 1.0);
+    igraph_vector_fill(&res, 1.0);
   } else {
-    if (igraph_diversity(&self->g, weights, &result, vs)) {
+    if (igraph_diversity(&self->g, weights, &res, vs)) {
       igraphmodule_handle_igraph_error();
       igraph_vs_destroy(&vs);
-      igraph_vector_destroy(&result);
+      igraph_vector_destroy(&res);
       igraph_vector_destroy(weights); free(weights);
       return NULL;
     }
@@ -860,11 +860,11 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
 
 
   if (!return_single)
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   else
-    list = PyFloat_FromDouble(VECTOR(result)[0]);
+    list = PyFloat_FromDouble(VECTOR(res)[0]);
 
-  igraph_vector_destroy(&result);
+  igraph_vector_destroy(&res);
   igraph_vs_destroy(&vs);
 
   return list;
@@ -883,7 +883,7 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   PyObject *dmode_o = Py_None;
   PyObject *weights_o = Py_None;
   igraph_neimode_t dmode = IGRAPH_ALL;
-  igraph_vector_t result, *weights = 0;
+  igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
@@ -902,7 +902,7 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return NULL;
   }
@@ -910,15 +910,15 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
-  if (igraph_strength(&self->g, &result, vs, dmode,
+  if (igraph_strength(&self->g, &res, vs, dmode,
         PyObject_IsTrue(loops), weights)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     return NULL;
   }
@@ -926,11 +926,11 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   if (!return_single)
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   else
-    list = PyFloat_FromDouble(VECTOR(result)[0]);
+    list = PyFloat_FromDouble(VECTOR(res)[0]);
 
-  igraph_vector_destroy(&result);
+  igraph_vector_destroy(&res);
   igraph_vs_destroy(&vs);
 
   return list;
@@ -945,18 +945,18 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
   char *kwlist[] = { "loops", NULL };
-  igraph_real_t result;
+  igraph_real_t res;
   PyObject *loops = Py_False;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
     return NULL;
 
-  if (igraph_density(&self->g, &result, PyObject_IsTrue(loops))) {
+  if (igraph_density(&self->g, &res, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -971,7 +971,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   PyObject *dmode_o = Py_None;
   PyObject *loops = Py_False;
-  igraph_integer_t result;
+  igraph_integer_t res;
   igraph_vs_t vs;
   igraph_bool_t return_single = 0;
 
@@ -989,7 +989,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_maxdegree(&self->g, &result, vs, dmode, PyObject_IsTrue(loops))) {
+  if (igraph_maxdegree(&self->g, &res, vs, dmode, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
     return NULL;
@@ -997,7 +997,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -1008,7 +1008,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_is_loop(igraphmodule_GraphObject *self,
                                      PyObject *args, PyObject *kwds) {
   PyObject *list = Py_None;
-  igraph_vector_bool_t result;
+  igraph_vector_bool_t res;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
 
@@ -1022,27 +1022,27 @@ PyObject *igraphmodule_Graph_is_loop(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_bool_init(&result, 0)) {
+  if (igraph_vector_bool_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
     return NULL;
   }
 
-  if (igraph_is_loop(&self->g, &result, es)) {
+  if (igraph_is_loop(&self->g, &res, es)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
-    igraph_vector_bool_destroy(&result);
+    igraph_vector_bool_destroy(&res);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_bool_t_to_PyList(&result);
+    list = igraphmodule_vector_bool_t_to_PyList(&res);
   else {
-    list = (VECTOR(result)[0]) ? Py_True : Py_False;
+    list = (VECTOR(res)[0]) ? Py_True : Py_False;
     Py_INCREF(list);
   }
 
-  igraph_vector_bool_destroy(&result);
+  igraph_vector_bool_destroy(&res);
   igraph_es_destroy(&es);
 
   return list;
@@ -1056,7 +1056,7 @@ PyObject *igraphmodule_Graph_is_loop(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_is_multiple(igraphmodule_GraphObject *self,
                                          PyObject *args, PyObject *kwds) {
   PyObject *list = Py_None;
-  igraph_vector_bool_t result;
+  igraph_vector_bool_t res;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
 
@@ -1070,27 +1070,27 @@ PyObject *igraphmodule_Graph_is_multiple(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_bool_init(&result, 0)) {
+  if (igraph_vector_bool_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
     return NULL;
   }
 
-  if (igraph_is_multiple(&self->g, &result, es)) {
+  if (igraph_is_multiple(&self->g, &res, es)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
-    igraph_vector_bool_destroy(&result);
+    igraph_vector_bool_destroy(&res);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_bool_t_to_PyList(&result);
+    list = igraphmodule_vector_bool_t_to_PyList(&res);
   else {
-    list = (VECTOR(result)[0]) ? Py_True : Py_False;
+    list = (VECTOR(res)[0]) ? Py_True : Py_False;
     Py_INCREF(list);
   }
 
-  igraph_vector_bool_destroy(&result);
+  igraph_vector_bool_destroy(&res);
   igraph_es_destroy(&es);
 
   return list;
@@ -1104,7 +1104,7 @@ PyObject *igraphmodule_Graph_is_multiple(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
                                        PyObject *args, PyObject *kwds) {
   PyObject *list = Py_None;
-  igraph_vector_bool_t result;
+  igraph_vector_bool_t res;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
 
@@ -1118,27 +1118,27 @@ PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_bool_init(&result, 0)) {
+  if (igraph_vector_bool_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
     return NULL;
   }
 
-  if (igraph_is_mutual(&self->g, &result, es)) {
+  if (igraph_is_mutual(&self->g, &res, es)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
-    igraph_vector_bool_destroy(&result);
+    igraph_vector_bool_destroy(&res);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_bool_t_to_PyList(&result);
+    list = igraphmodule_vector_bool_t_to_PyList(&res);
   else {
-    list = (VECTOR(result)[0]) ? Py_True : Py_False;
+    list = (VECTOR(res)[0]) ? Py_True : Py_False;
     Py_INCREF(list);
   }
 
-  igraph_vector_bool_destroy(&result);
+  igraph_vector_bool_destroy(&res);
   igraph_es_destroy(&es);
 
   return list;
@@ -1170,7 +1170,7 @@ PyObject *igraphmodule_Graph_has_multiple(igraphmodule_GraphObject *self) {
 PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
                                             PyObject *args, PyObject *kwds) {
   PyObject *list = Py_None;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
 
@@ -1184,25 +1184,25 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_vector_int_init(&result, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     igraph_es_destroy(&es);
     return NULL;
   }
 
-  if (igraph_count_multiple(&self->g, &result, es)) {
+  if (igraph_count_multiple(&self->g, &res, es)) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
   if (!return_single) {
-    list = igraphmodule_vector_int_t_to_PyList(&result);
+    list = igraphmodule_vector_int_t_to_PyList(&res);
   } else {
-    list = igraphmodule_integer_t_to_PyObject(VECTOR(result)[0]);
+    list = igraphmodule_integer_t_to_PyObject(VECTOR(res)[0]);
   }
 
-  igraph_vector_int_destroy(&result);
+  igraph_vector_int_destroy(&res);
   igraph_es_destroy(&es);
 
   return list;
@@ -1225,7 +1225,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
   PyObject *list, *dmode_o = Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_integer_t idx;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", NULL };
 
@@ -1240,19 +1240,19 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_int_init(&result, 1)) {
+  if (igraph_vector_int_init(&res, 1)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_neighbors(&self->g, &result, idx, dmode)) {
+  if (igraph_neighbors(&self->g, &res, idx, dmode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -1274,7 +1274,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
   PyObject *list, *dmode_o = Py_None, *index_o;
   igraph_neimode_t dmode = IGRAPH_OUT;
   igraph_integer_t idx;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", NULL };
 
@@ -1289,19 +1289,19 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_int_init(&result, 1)) {
+  if (igraph_vector_int_init(&res, 1)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_incident(&self->g, &result, idx, dmode)) {
+  if (igraph_incident(&self->g, &res, idx, dmode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -1315,7 +1315,7 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   char *kwlist[] = { "ignore_loops", "mode", NULL };
-  igraph_real_t result;
+  igraph_real_t res;
   igraph_reciprocity_t mode = IGRAPH_RECIPROCITY_DEFAULT;
   PyObject *ignore_loops = Py_True, *mode_o = Py_None;
 
@@ -1325,12 +1325,12 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_reciprocity_t(mode_o, &mode))
     return NULL;
 
-  if (igraph_reciprocity(&self->g, &result, PyObject_IsTrue(ignore_loops), mode)) {
+  if (igraph_reciprocity(&self->g, &res, PyObject_IsTrue(ignore_loops), mode)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -1347,7 +1347,7 @@ PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
 {
   PyObject *list, *index_o;
   igraph_integer_t idx;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", NULL };
 
@@ -1357,15 +1357,15 @@ PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  igraph_vector_int_init(&result, 1);
-  if (igraph_neighbors(&self->g, &result, idx, IGRAPH_OUT)) {
+  igraph_vector_int_init(&res, 0);
+  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_OUT)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -1384,7 +1384,7 @@ PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
 {
   PyObject *list, *index_o;
   igraph_integer_t idx;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", NULL };
 
@@ -1394,15 +1394,15 @@ PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
     return NULL;
 
-  igraph_vector_int_init(&result, 1);
-  if (igraph_neighbors(&self->g, &result, idx, IGRAPH_IN)) {
+  igraph_vector_int_init(&res, 1);
+  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_IN)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -1478,7 +1478,7 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
   igraph_integer_t idx1, idx2;
-  igraph_integer_t result;
+  igraph_integer_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist, &v1, &v2,
                                    &directed, &error))
@@ -1490,11 +1490,11 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(v2, &idx2, &self->g))
     return NULL;
 
-  if (igraph_get_eid(&self->g, &result, idx1, idx2,
+  if (igraph_get_eid(&self->g, &res, idx1, idx2,
         PyObject_IsTrue(directed), PyObject_IsTrue(error)))
     return igraphmodule_handle_igraph_error();
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -1508,7 +1508,7 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
   PyObject *pairs_o = Py_None;
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
-  PyObject *result = NULL;
+  PyObject *result_o = NULL;
   igraph_vector_int_t pairs, res;
   igraph_bool_t pairs_owned = 0;
 
@@ -1516,7 +1516,7 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
                                    &pairs_o, &directed, &error))
     return NULL;
 
-  if (igraph_vector_int_init(&res, 0))
+  if (igraph_vector_int_init(&res, 1))
     return igraphmodule_handle_igraph_error();
 
   if (igraphmodule_PyObject_to_edgelist(pairs_o, &pairs, &self->g, &pairs_owned)) {
@@ -1536,9 +1536,9 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
     igraph_vector_int_destroy(&pairs);
   }
 
-  result = igraphmodule_vector_int_t_to_PyList(&res);
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -1606,7 +1606,7 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  PyObject *dir = Py_True, *vcount_if_unconnected = Py_True, *result;
+  PyObject *dir = Py_True, *vcount_if_unconnected = Py_True, *result_o;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
   igraph_vector_int_t res;
@@ -1643,9 +1643,9 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
     }
   }
 
-  result = igraphmodule_vector_int_t_to_PyList(&res);
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -1756,18 +1756,18 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
  * \brief Calculates the convergence degree of the edges in a graph
  */
 PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self) {
-  igraph_vector_t result;
+  igraph_vector_t res;
     PyObject *o;
 
-  igraph_vector_init(&result, 0);
-  if (igraph_convergence_degree(&self->g, &result, 0, 0)) {
+  igraph_vector_init(&res, 0);
+  if (igraph_convergence_degree(&self->g, &res, 0, 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
-  o=igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
-  igraph_vector_destroy(&result);
+  o=igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_vector_destroy(&res);
   return o;
 }
 
@@ -1911,21 +1911,21 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject * self)
 {
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   PyObject *list;
 
-  if (igraph_vector_int_init(&result, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     return NULL;
   }
 
-  if (igraph_to_prufer(&self->g, &result)) {
+  if (igraph_to_prufer(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -2168,7 +2168,7 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_vector_int_t outseq, inseq;
-  igraph_degseq_t meth = IGRAPH_DEGSEQ_SIMPLE;
+  igraph_degseq_t meth = IGRAPH_DEGSEQ_CONFIGURATION;
   igraph_bool_t has_inseq = 0;
   PyObject *outdeg = NULL, *indeg = NULL, *method = NULL;
 
@@ -3470,7 +3470,7 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_tree(&g, n, children, mode)) {
+  if (igraph_kary_tree(&g, n, children, mode)) {
       igraphmodule_handle_igraph_error();
       return NULL;
   }
@@ -3656,19 +3656,20 @@ PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject *self)
  */
 PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types", "directed", NULL };
-  PyObject *types_o = Py_None, *directed = Py_True;
+  static char *kwlist[] = { "types", "directed", "normalized", NULL };
+  PyObject *types_o = Py_None, *directed = Py_True, *normalized = Py_True;
   igraph_real_t res;
   igraph_error_t ret;
   igraph_vector_int_t *types = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &types_o, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types_o, &directed, &normalized))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_int_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
-  ret = igraph_assortativity_nominal(&self->g, types, &res, PyObject_IsTrue(directed));
+  ret = igraph_assortativity_nominal(&self->g, types, &res, PyObject_IsTrue(directed),
+      PyObject_IsTrue(normalized));
 
   if (types) {
     igraph_vector_int_destroy(types); free(types);
@@ -3688,13 +3689,13 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
  */
 PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types1", "types2", "directed", NULL };
-  PyObject *types1_o = Py_None, *types2_o = Py_None, *directed = Py_True;
+  static char *kwlist[] = { "types1", "types2", "directed", "normalized", NULL };
+  PyObject *types1_o = Py_None, *types2_o = Py_None, *directed = Py_True, *normalized = Py_True;
   igraph_real_t res;
   igraph_error_t ret;
   igraph_vector_t *types1 = 0, *types2 = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types1_o, &types2_o, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &types1_o, &types2_o, &directed, &normalized))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(types1_o, self, &types1, ATTRIBUTE_TYPE_VERTEX))
@@ -3704,7 +3705,7 @@ PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObj
     return NULL;
   }
 
-  ret = igraph_assortativity(&self->g, types1, types2, &res, PyObject_IsTrue(directed));
+  ret = igraph_assortativity(&self->g, types1, types2, &res, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
 
   if (types1) { igraph_vector_destroy(types1); free(types1); }
   if (types2) { igraph_vector_destroy(types2); free(types2); }
@@ -3954,49 +3955,48 @@ PyObject *igraphmodule_Graph_bibcoupling(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *self,
     PyObject *args, PyObject *kwds) {
-  igraph_vector_ptr_t components;
+  igraph_vector_int_list_t components;
   igraph_vector_int_t points;
   igraph_bool_t return_articulation_points;
   igraph_integer_t no;
-  PyObject *result, *aps=Py_False;
+  PyObject *result_o, *aps=Py_False;
 
   static char* kwlist[] = {"return_articulation_points", NULL};
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &aps)) return NULL;
   return_articulation_points = PyObject_IsTrue(aps);
 
-  if (igraph_vector_ptr_init(&components, 0)) {
+  if (igraph_vector_int_list_init(&components, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
   if (return_articulation_points) {
     if (igraph_vector_int_init(&points, 0)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_ptr_destroy(&components);
+      igraph_vector_int_list_destroy(&components);
       return NULL;
     }
   }
 
   if (igraph_biconnected_components(&self->g, &no, &components, 0, 0, return_articulation_points ? &points : 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_ptr_destroy(&components);
+    igraph_vector_int_list_destroy(&components);
     if (return_articulation_points) igraph_vector_int_destroy(&points);
     return NULL;
   }
 
-  result = igraphmodule_vector_int_ptr_t_to_PyList(&components);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&components, igraph_vector_int_destroy);
-  igraph_vector_ptr_destroy_all(&components);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&components);
+  igraph_vector_int_list_destroy(&components);
 
   if (return_articulation_points) {
     PyObject *result2;
     igraph_vector_int_sort(&points);
     result2 = igraphmodule_vector_int_t_to_PyList(&points);
     igraph_vector_int_destroy(&points);
-    return Py_BuildValue("NN", result, result2); /* references stolen */
+    return Py_BuildValue("NN", result_o, result2); /* references stolen */
   }
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -4469,7 +4469,7 @@ PyObject *igraphmodule_Graph_constraint(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "vertices", "weights", NULL };
   PyObject *vids_obj = Py_None, *weight_obj = Py_None, *list;
-  igraph_vector_t result, weights;
+  igraph_vector_t res, weights;
   igraph_vs_t vids;
   igraph_bool_t return_single = 0;
 
@@ -4477,7 +4477,7 @@ PyObject *igraphmodule_Graph_constraint(igraphmodule_GraphObject * self,
       (args, kwds, "|OO", kwlist, &vids_obj, &weight_obj))
     return NULL;
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -4485,33 +4485,33 @@ PyObject *igraphmodule_Graph_constraint(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_attribute_values(weight_obj, &weights,
                                                 self, ATTRHASH_IDX_EDGE,
                                                 1.0)) {
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
   if (igraphmodule_PyObject_to_vs_t(vids_obj, &vids, &self->g, &return_single, 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     igraph_vector_destroy(&weights);
     return NULL;
   }
 
-  if (igraph_constraint(&self->g, &result, vids, &weights)) {
+  if (igraph_constraint(&self->g, &res, vids, &weights)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vids);
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     igraph_vector_destroy(&weights);
     return NULL;
   }
 
   if (!return_single) {
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   } else {
-    list = igraphmodule_real_t_to_PyObject(VECTOR(result)[0], IGRAPHMODULE_TYPE_FLOAT);
+    list = igraphmodule_real_t_to_PyObject(VECTOR(res)[0], IGRAPHMODULE_TYPE_FLOAT);
   }
 
   igraph_vs_destroy(&vids);
-  igraph_vector_destroy(&result);
+  igraph_vector_destroy(&res);
   igraph_vector_destroy(&weights);
 
   return list;
@@ -4608,11 +4608,8 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
   char *kwlist[] = { "mode", "maxcompno", "minelements", NULL };
   igraph_connectedness_t mode = IGRAPH_STRONG;
   PyObject *list, *mode_o = Py_None;
-  igraphmodule_GraphObject *o;
   Py_ssize_t maxcompno = -1, minelements = -1;
-  igraph_integer_t i, n;
-  igraph_vector_ptr_t components;
-  igraph_t *g;
+  igraph_graph_list_t components;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Onn", kwlist, &mode_o,
                                    &maxcompno, &minelements))
@@ -4633,36 +4630,29 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_connectedness_t(mode_o, &mode))
     return NULL;
 
-  igraph_vector_ptr_init(&components, 3);
+  /* Prepare the components */
+  if (igraph_graph_list_init(&components, 0)) {
+    PyErr_SetString(PyExc_MemoryError, "");
+    return NULL;
+  };
+
+  /* Decompose in C */
   if (igraph_decompose(&self->g, &components, mode, maxcompno, minelements)) {
-    igraph_vector_ptr_destroy(&components);
+    igraph_graph_list_destroy(&components);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   /* We have to create a Python igraph object for every graph returned */
-  n = igraph_vector_ptr_size(&components);
-  list = PyList_New(n);
-  for (i = 0; i < n; i++) {
-    g = (igraph_t *) VECTOR(components)[i];
-    CREATE_GRAPH(o, *g);
-
-    if (PyList_SetItem(list, i, (PyObject *) o)) {
-      Py_DECREF(o);
-      Py_DECREF(list);
-      igraph_vector_ptr_destroy(&components);
+  /* Pointers to each graph are freed, but the graphs themselves are not
+   * destroyed because the Python class takes over ownership of them,
+   * in particular of edges and vertices */
+  list = igraphmodule_graph_list_t_to_PyList(&components, Py_TYPE(self));
+  if (!list) {
+      igraph_graph_list_destroy(&components);
       return 0;
-    }
-
-    /* reference has been transferred by PyList_SetItem, no need to DECREF.
-     *
-     * we mustn't call igraph_destroy here, because it would free the vertices
-     * and the edges as well, but we need them in o->g. So just call free */
-    free(g);
   }
 
-  igraph_vector_ptr_destroy(&components);
-
   return list;
 }
 
@@ -4937,7 +4927,7 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "weights", "method", NULL };
   igraph_vector_t* weights = 0;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   igraph_fas_algorithm_t algo = IGRAPH_FAS_APPROX_EADES;
   PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
 
@@ -4951,20 +4941,20 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
     ATTRIBUTE_TYPE_EDGE))
     return NULL;
 
-  if (igraph_vector_int_init(&result, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
   }
 
-  if (igraph_feedback_arc_set(&self->g, &result, weights, algo)) {
+  if (igraph_feedback_arc_set(&self->g, &res, weights, algo)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
-  result_o = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return result_o;
 }
@@ -4981,14 +4971,14 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
 {
   static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
   igraph_vector_t *weights=0;
-  igraph_vector_int_t *res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, i, j, no_of_target_nodes;
+  igraph_integer_t from, no_of_target_nodes;
   igraph_vs_t to;
-  PyObject *list, *item, *mode_o=Py_None, *weights_o=Py_None,
+  PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
-  igraph_vector_ptr_t *ptrvec=0;
+  igraph_vector_int_list_t veclist;
   igraph_bool_t use_edges = 0;
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!", kwlist, &from_o,
         &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
     return NULL;
@@ -5017,6 +5007,8 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
+  /* The starting point is a single vertex, but the end is a list
+   * of vertices, so we need one shortest path per target vertex */
   if (igraph_vs_size(&self->g, &to, &no_of_target_nodes)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_vs_destroy(&to);
@@ -5024,73 +5016,34 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  ptrvec = (igraph_vector_ptr_t *) calloc(1, sizeof(igraph_vector_ptr_t));
-  if (!ptrvec) {
-    PyErr_SetString(PyExc_MemoryError, "");
-    if (weights) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vs_destroy(&to);
-    return NULL;
-  }
-
-  if (igraph_vector_ptr_init(ptrvec, no_of_target_nodes)) {
-    PyErr_SetString(PyExc_MemoryError, "");
-    free(ptrvec);
+  /* Initialize the vector_int_list itself, size is managed internally
+   * by the C core function */
+  if (igraph_vector_int_list_init(&veclist, 0)) {
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_vs_destroy(&to);
+    igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  res = (igraph_vector_int_t *) calloc(no_of_target_nodes, sizeof(igraph_vector_int_t));
-  if (!res) {
-    PyErr_SetString(PyExc_MemoryError, "");
-    igraph_vector_ptr_destroy(ptrvec); free(ptrvec);
+  /* Call the C function */
+  if (igraph_get_shortest_paths_dijkstra(&self->g, use_edges ? 0 : &veclist,
+        use_edges ? &veclist : 0, from, to, weights, mode, 0, 0)) {
+    igraph_vector_int_list_destroy(&veclist);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_vs_destroy(&to);
-    return NULL;
-  }
-
-  for (i = 0; i < no_of_target_nodes; i++) {
-    VECTOR(*ptrvec)[i] = &res[i];
-    igraph_vector_int_init(&res[i], 0);
-  }
-
-  if (igraph_get_shortest_paths_dijkstra(&self->g, use_edges ? 0 : ptrvec,
-        use_edges ? ptrvec : 0, from, to, weights, mode, 0, 0)) {
     igraphmodule_handle_igraph_error();
-    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
-    free(res);
-    igraph_vector_ptr_destroy(ptrvec); free(ptrvec);
-    if (weights) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vs_destroy(&to);
     return NULL;
   }
 
-  igraph_vector_ptr_destroy(ptrvec); free(ptrvec);
+  /* We don't need these anymore, the result is in veclist */
   if (weights) { igraph_vector_destroy(weights); free(weights); }
   igraph_vs_destroy(&to);
 
-  list = PyList_New(no_of_target_nodes);
-  if (!list) {
-    for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
-    free(res);
-    return NULL;
-  }
-
-  for (i = 0; i < no_of_target_nodes; i++) {
-    item = igraphmodule_vector_int_t_to_PyList(&res[i]);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = 0; j < no_of_target_nodes; j++) {
-        igraph_vector_int_destroy(&res[j]);
-      }
-      free(res);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-  }
+  /* Convert to Python list of paths */
+  list = igraphmodule_vector_int_list_t_to_PyList(&veclist);
+  igraph_vector_int_list_destroy(&veclist);
+  return list ? list : NULL;
 
-  for (j = 0; j < no_of_target_nodes; j++) igraph_vector_int_destroy(&res[j]);
-  free(res);
   return list;
 }
 
@@ -5104,12 +5057,12 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
                                                     PyObject * kwds)
 {
   static char *kwlist[] = { "v", "to", "weights", "mode", NULL };
-  igraph_vector_ptr_t res;
+  igraph_vector_int_list_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, i, j;
+  igraph_integer_t from;
   igraph_vs_t to;
-  PyObject *list, *item, *from_o, *mode_o=Py_None, *to_o=Py_None, *weights_o=Py_None;
+  PyObject *list, *from_o, *mode_o=Py_None, *to_o=Py_None, *weights_o=Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &from_o,
         &to_o, &weights_o, &mode_o))
@@ -5130,7 +5083,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (igraph_vector_ptr_init(&res, 1)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&to);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5142,7 +5095,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
         &res, NULL,
         NULL, from, to, weights, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_ptr_destroy(&res);
+    igraph_vector_int_list_destroy(&res);
     igraph_vs_destroy(&to);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     return NULL;
@@ -5151,34 +5104,9 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vs_destroy(&to);
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_int_destroy);
-
-  j = igraph_vector_ptr_size(&res);
-  list = PyList_New(j);
-  if (!list) {
-    igraph_vector_ptr_destroy_all(&res);
-    return NULL;
-  }
-
-  for (i = 0; i < j; i++) {
-    item =
-      igraphmodule_vector_int_t_to_PyList(
-          (igraph_vector_int_t *)igraph_vector_ptr_e(&res, i));
-    if (!item) {
-      Py_DECREF(list);
-      igraph_vector_ptr_destroy_all(&res);
-      return NULL;
-    }
-    if (PyList_SetItem(list, i, item)) {
-      Py_DECREF(list);
-      Py_DECREF(item);
-      igraph_vector_ptr_destroy_all(&res);
-      return NULL;
-    }
-  }
-
-  igraph_vector_ptr_destroy_all(&res);
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -5359,16 +5287,16 @@ PyObject *igraphmodule_Graph_is_chordal(
  */
 PyObject *igraphmodule_Graph_linegraph(igraphmodule_GraphObject * self) {
   igraph_t lg;
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
 
   if (igraph_linegraph(&self->g, &lg)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  CREATE_GRAPH(result, lg);
+  CREATE_GRAPH(result_o, lg);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /**
@@ -5427,12 +5355,12 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   static char *kwlist[] = { "vertices", "order", "mode", "mindist", NULL };
   PyObject *vobj = Py_None;
   PyObject *mode_o = 0;
-  PyObject *result;
+  PyObject *result_o;
   Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
-  igraph_vector_ptr_t res;
+  igraph_vector_int_list_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOn", kwlist,
         &vobj, &order, &mode_o, &mindist))
@@ -5449,7 +5377,7 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_vector_ptr_init(&res, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -5462,15 +5390,14 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   igraph_vs_destroy(&vs);
 
   if (!return_single) {
-    result = igraphmodule_vector_int_ptr_t_to_PyList(&res);
+    result_o = igraphmodule_vector_int_list_t_to_PyList(&res);
   } else {
-    result = igraphmodule_vector_int_t_to_PyList((igraph_vector_int_t*)VECTOR(res)[0]);
+    result_o = igraphmodule_vector_int_t_to_PyList(igraph_vector_int_list_get_ptr(&res, 0));
   }
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&res, igraph_vector_int_destroy);
-  igraph_vector_ptr_destroy_all(&res);
+  igraph_vector_int_list_destroy(&res);
 
-  return result;
+  return result_o;
 }
 
 /**
@@ -5484,7 +5411,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   static char *kwlist[] = { "vertices", "order", "mode", "mindist", NULL };
   PyObject *vobj = Py_None;
   PyObject *mode_o = 0;
-  PyObject *result;
+  PyObject *result_o;
   Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
   igraph_bool_t return_single = 0;
@@ -5519,14 +5446,14 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   igraph_vs_destroy(&vs);
 
   if (!return_single) {
-    result = igraphmodule_vector_int_t_to_PyList(&res);
+    result_o = igraphmodule_vector_int_t_to_PyList(&res);
   } else {
-    result = igraphmodule_integer_t_to_PyObject(VECTOR(res)[0]);
+    result_o = igraphmodule_integer_t_to_PyObject(VECTOR(res)[0]);
   }
 
   igraph_vector_int_destroy(&res);
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -5658,7 +5585,7 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
 PyObject *igraphmodule_Graph_path_length_hist(igraphmodule_GraphObject *self,
                                               PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "directed", NULL };
-  PyObject *directed = Py_True, *result;
+  PyObject *directed = Py_True, *result_o;
   igraph_real_t unconn;
   igraph_vector_t res;
 
@@ -5673,9 +5600,9 @@ PyObject *igraphmodule_Graph_path_length_hist(igraphmodule_GraphObject *self,
   return igraphmodule_handle_igraph_error();
   }
 
-  result=igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
+  result_o=igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
   igraph_vector_destroy(&res);
-  return Py_BuildValue("Nd", result, (double)unconn);
+  return Py_BuildValue("Nd", result_o, (double)unconn);
 }
 
 /** \ingroup python_interface_graph
@@ -5688,7 +5615,7 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
   static char *kwlist[] = { "permutation", NULL };
   igraph_t pg;
   igraph_vector_int_t perm;
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   PyObject *list;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
@@ -5705,9 +5632,9 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
 
   igraph_vector_int_destroy(&perm);
 
-  CREATE_GRAPH(result, pg);
+  CREATE_GRAPH(result_o, pg);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6087,7 +6014,7 @@ PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "weights", NULL };
   igraph_vector_t* ws = 0;
   igraph_vector_int_t res;
-  PyObject *weights_o = Py_None, *result = NULL;
+  PyObject *weights_o = Py_None, *result_o = NULL;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &weights_o))
     return NULL;
@@ -6110,9 +6037,9 @@ PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
   }
 
   if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
-  result = igraphmodule_vector_int_t_to_PyList(&res);
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6194,7 +6121,7 @@ PyObject *igraphmodule_Graph_induced_subgraph(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "vertices", "implementation", NULL };
   igraph_vs_t vs;
   igraph_t sg;
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   PyObject *list, *impl_o = Py_None;
   igraph_subgraph_implementation_t impl = IGRAPH_SUBGRAPH_AUTO;
 
@@ -6215,9 +6142,9 @@ PyObject *igraphmodule_Graph_induced_subgraph(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  CREATE_GRAPH(result, sg);
+  CREATE_GRAPH(result_o, sg);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6231,7 +6158,7 @@ PyObject *igraphmodule_Graph_subgraph_edges(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "edges", "delete_vertices", NULL };
   igraph_es_t es;
   igraph_t sg;
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   PyObject *list, *delete_vertices = Py_True;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &list, &delete_vertices))
@@ -6246,11 +6173,11 @@ PyObject *igraphmodule_Graph_subgraph_edges(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  CREATE_GRAPH(result, sg);
+  CREATE_GRAPH(result_o, sg);
 
   igraph_es_destroy(&es);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6322,7 +6249,7 @@ PyObject
   static char *kwlist[] = { "vertices", "mode", "weights", NULL };
   PyObject *vobj = NULL, *mode_o = Py_None, *list = NULL;
   PyObject *weights_o = Py_None;
-  igraph_vector_t result;
+  igraph_vector_t res;
   igraph_vector_t *weights = 0;
   igraph_bool_t return_single = 0;
   igraph_vs_t vs;
@@ -6340,7 +6267,7 @@ PyObject
     return NULL;
   }
 
-  if (igraph_vector_init(&result, 0)) {
+  if (igraph_vector_init(&res, 0)) {
     igraph_vs_destroy(&vs);
     return igraphmodule_handle_igraph_error();
   }
@@ -6348,14 +6275,14 @@ PyObject
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     igraph_vs_destroy(&vs);
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
   if (weights == 0) {
-    retval = igraph_transitivity_local_undirected(&self->g, &result, vs, mode);
+    retval = igraph_transitivity_local_undirected(&self->g, &res, vs, mode);
   } else {
-    retval = igraph_transitivity_barrat(&self->g, &result, vs, weights, mode);
+    retval = igraph_transitivity_barrat(&self->g, &res, vs, weights, mode);
   }
 
   igraph_vs_destroy(&vs);
@@ -6365,16 +6292,16 @@ PyObject
 
   if (retval) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
   if (!return_single)
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   else
-    list = PyFloat_FromDouble(VECTOR(result)[0]);
+    list = PyFloat_FromDouble(VECTOR(res)[0]);
 
-  igraph_vector_destroy(&result);
+  igraph_vector_destroy(&res);
 
   return list;
 }
@@ -6392,7 +6319,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
   PyObject *list, *mode_o=Py_None;
   PyObject *warnings_o=Py_True;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   igraph_warning_handler_t* old_handler = 0;
   igraph_error_t retval;
 
@@ -6400,7 +6327,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
     return NULL;
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_int_init(&result, 0))
+  if (igraph_vector_int_init(&res, 0))
     return igraphmodule_handle_igraph_error();
 
   if (!PyObject_IsTrue(warnings_o)) {
@@ -6408,7 +6335,7 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
     old_handler = igraph_set_warning_handler(igraph_warning_handler_ignore);
   }
 
-  retval = igraph_topological_sorting(&self->g, &result, mode);
+  retval = igraph_topological_sorting(&self->g, &res, mode);
 
   if (!PyObject_IsTrue(warnings_o)) {
     /* Restore the warning handler */
@@ -6417,12 +6344,12 @@ PyObject *igraphmodule_Graph_topological_sorting(igraphmodule_GraphObject *
 
   if (retval) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  list = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return list;
 }
@@ -6485,7 +6412,7 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
                                           PyObject *args, PyObject *kwds) {
   PyObject *types_o, *return_types_o = Py_False;
   igraph_vector_bool_t types;
-  igraph_bool_t return_types = 0, result;
+  igraph_bool_t return_types = 0, res;
 
   static char *kwlist[] = { "return_types", NULL };
 
@@ -6499,13 +6426,13 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
       return NULL;
     }
 
-    if (igraph_is_bipartite(&self->g, &result, &types)) {
+    if (igraph_is_bipartite(&self->g, &res, &types)) {
       igraph_vector_bool_destroy(&types);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    if (result) {
+    if (res) {
       types_o = igraphmodule_vector_bool_t_to_PyList(&types);
       if (!types_o) {
         igraph_vector_bool_destroy(&types);
@@ -6519,12 +6446,12 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
       return Py_BuildValue("OO", Py_False, Py_None);
     }
   } else {
-    if (igraph_is_bipartite(&self->g, &result, 0)) {
+    if (igraph_is_bipartite(&self->g, &res, 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    if (result)
+    if (res)
       Py_RETURN_TRUE;
     else
       Py_RETURN_FALSE;
@@ -6560,7 +6487,7 @@ igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *grap
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
-  PyObject* result;
+  PyObject* result_o;
   igraph_bool_t retval;
 
   vector = igraphmodule_vector_int_t_to_PyList(vids);
@@ -6569,16 +6496,16 @@ igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *grap
     return IGRAPH_FAILURE;
   }
 
-  result = PyObject_CallFunction(data->func, "OOn", data->graph, vector, (Py_ssize_t) isoclass);
+  result_o = PyObject_CallFunction(data->func, "OOn", data->graph, vector, (Py_ssize_t) isoclass);
   Py_DECREF(vector);
 
-  if (result == NULL) {
+  if (result_o == NULL) {
     /* Error in callback, return 1 */
     return IGRAPH_FAILURE;
   }
 
-  retval = PyObject_IsTrue(result);
-  Py_DECREF(result);
+  retval = PyObject_IsTrue(result_o);
+  Py_DECREF(result_o);
 
   return retval ? IGRAPH_STOP : IGRAPH_SUCCESS;
 }
@@ -6590,7 +6517,7 @@ igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *grap
  */
 PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_vector_t result, cut_prob;
+  igraph_vector_t res, cut_prob;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject* callback=Py_None;
@@ -6614,20 +6541,20 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
   }
 
   if (callback == Py_None) {
-    if (igraph_vector_init(&result, 1)) {
+    if (igraph_vector_init(&res, 1)) {
       igraph_vector_destroy(&cut_prob);
       return igraphmodule_handle_igraph_error();
     }
-    if (igraph_motifs_randesu(&self->g, &result, size, &cut_prob)) {
+    if (igraph_motifs_randesu(&self->g, &res, size, &cut_prob)) {
       igraphmodule_handle_igraph_error();
-      igraph_vector_destroy(&result);
+      igraph_vector_destroy(&res);
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
     igraph_vector_destroy(&cut_prob);
 
-    list = igraphmodule_vector_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-    igraph_vector_destroy(&result);
+    list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
+    igraph_vector_destroy(&res);
 
     return list;
   } else if (PyCallable_Check(callback)) {
@@ -6659,7 +6586,7 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t result;
+  igraph_integer_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   static char* kwlist[] = {"size", "cut_prob", NULL};
@@ -6679,14 +6606,14 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
       return NULL;
     }
   }
-  if (igraph_motifs_randesu_no(&self->g, &result, size, &cut_prob)) {
+  if (igraph_motifs_randesu_no(&self->g, &res, size, &cut_prob)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&cut_prob);
     return NULL;
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -6697,7 +6624,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t result;
+  igraph_integer_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject *sample=Py_None;
@@ -6732,7 +6659,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
-    if (igraph_motifs_randesu_estimate(&self->g, &result, size, &cut_prob, ns, 0)) {
+    if (igraph_motifs_randesu_estimate(&self->g, &res, size, &cut_prob, ns, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&cut_prob);
       return NULL;
@@ -6744,7 +6671,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
       igraph_vector_destroy(&cut_prob);
       return NULL;
     }
-    if (igraph_motifs_randesu_estimate(&self->g, &result, size,
+    if (igraph_motifs_randesu_estimate(&self->g, &res, size,
           &cut_prob, 0, &samp)) {
       igraphmodule_handle_igraph_error();
       igraph_vector_int_destroy(&samp);
@@ -6755,7 +6682,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -6764,20 +6691,20 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
  * \sa igraph_triad_census
  */
 PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
-  igraph_vector_t result;
+  igraph_vector_t res;
   PyObject *list;
 
-  if (igraph_vector_init(&result, 16)) {
+  if (igraph_vector_init(&res, 16)) {
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_triad_census(&self->g, &result)) {
+  if (igraph_triad_census(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_destroy(&result);
+    igraph_vector_destroy(&res);
     return NULL;
   }
 
-  list = igraphmodule_vector_t_to_PyTuple(&result, IGRAPHMODULE_TYPE_INT);
-  igraph_vector_destroy(&result);
+  list = igraphmodule_vector_t_to_PyTuple(&res, IGRAPHMODULE_TYPE_INT);
+  igraph_vector_destroy(&res);
 
   return list;
 }
@@ -6797,7 +6724,7 @@ PyObject *igraphmodule_Graph_layout_circle(igraphmodule_GraphObject * self,
   igraph_matrix_t m;
   igraph_error_t ret;
   Py_ssize_t dim = 2;
-  PyObject *result;
+  PyObject *result_o;
   PyObject *order_o = Py_None;
   igraph_vs_t order;
   static char *kwlist[] = { "dim", "order", NULL };
@@ -6840,11 +6767,11 @@ PyObject *igraphmodule_Graph_layout_circle(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
 
   igraph_matrix_destroy(&m);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6858,7 +6785,7 @@ PyObject *igraphmodule_Graph_layout_random(igraphmodule_GraphObject * self,
   igraph_matrix_t m;
   igraph_error_t ret;
   Py_ssize_t dim = 2;
-  PyObject *result;
+  PyObject *result_o;
   static char *kwlist[] = { "dim", NULL };
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|n", kwlist, &dim))
@@ -6886,9 +6813,9 @@ PyObject *igraphmodule_Graph_layout_random(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6900,7 +6827,7 @@ PyObject *igraphmodule_Graph_layout_grid(igraphmodule_GraphObject* self,
   static char *kwlist[] = { "width", "height", "dim", NULL };
 
   igraph_matrix_t m;
-  PyObject *result;
+  PyObject *result_o;
   Py_ssize_t width = 0, height = 0, dim = 2;
   igraph_error_t ret;
 
@@ -6941,10 +6868,10 @@ PyObject *igraphmodule_Graph_layout_grid(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -6957,7 +6884,7 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
     { "center", "order", NULL };
 
   igraph_matrix_t m;
-  PyObject *result, *order_o = Py_None, *center_o = Py_None;
+  PyObject *result_o, *order_o = Py_None, *center_o = Py_None;
   igraph_integer_t center = 0;
   igraph_vector_int_t* order = 0;
 
@@ -6997,9 +6924,9 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7019,7 +6946,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   igraph_error_t ret;
   Py_ssize_t niter = 1000, dim = 2;
   double kkconst, epsilon = 0.0;
-  PyObject *result, *seed_o=Py_None;
+  PyObject *result_o, *seed_o=Py_None;
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
   PyObject *miny_o=Py_None, *maxy_o=Py_None;
   PyObject *minz_o=Py_None, *maxz_o=Py_None;
@@ -7122,9 +7049,9 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7149,7 +7076,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
   double weight_edge_crossings=-1;
   double weight_node_edge_dist=-1;
   igraph_real_t density;
-  PyObject *result;
+  PyObject *result_o;
   PyObject *seed_o=Py_None;
   igraph_error_t retval;
 
@@ -7213,9 +7140,9 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7232,7 +7159,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   igraph_bool_t use_seed=0;
   igraph_vector_t *weights=0;
   igraph_layout_drl_options_t options;
-  PyObject *result;
+  PyObject *result_o;
   PyObject *wobj=Py_None, *fixed_o = 0, *seed_o=Py_None, *options_o=Py_None;
   Py_ssize_t dim = 2;
   igraph_error_t retval;
@@ -7293,9 +7220,9 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   }
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7322,7 +7249,7 @@ PyObject
   igraph_error_t ret;
   Py_ssize_t niter = 500, dim = 2;
   double start_temp;
-  PyObject *result;
+  PyObject *result_o;
   PyObject *wobj=Py_None, *seed_o=Py_None;
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
   PyObject *miny_o=Py_None, *maxy_o=Py_None;
@@ -7435,10 +7362,10 @@ PyObject
 
 #undef DESTROY_VECTORS
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7456,7 +7383,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
   Py_ssize_t niter = 500;
   double node_charge = 0.001, node_mass = 30;
   double spring_constant = 1, max_sa_movement = 5, spring_length = 0;
-  PyObject *result, *seed_o = Py_None;
+  PyObject *result_o, *seed_o = Py_None;
   igraph_bool_t use_seed=0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ndddddO", kwlist,
@@ -7486,9 +7413,9 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7503,7 +7430,7 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     { "maxiter", "maxdelta", "area", "coolexp", "repulserad", "cellsize", "root",
     NULL };
   igraph_matrix_t m;
-  PyObject *result, *root_o = Py_None;
+  PyObject *result_o, *root_o = Py_None;
   Py_ssize_t maxiter = 150;
   igraph_integer_t proot = -1;
   double maxdelta, area, coolexp, repulserad, cellsize;
@@ -7543,9 +7470,9 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7563,7 +7490,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
   Py_ssize_t dim = 2;
   PyObject *dist_o = Py_None;
   PyObject *arpack_options_o = igraphmodule_arpack_options_default;
-  PyObject *result;
+  PyObject *result_o;
 
   /* arpack_options_o is now unused but we kept here for sake of backwards
    * compatibility */
@@ -7608,9 +7535,9 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     igraph_matrix_destroy(dist); free(dist);
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7629,7 +7556,7 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
   igraph_vector_int_t rootlevels, *rootlevels_p = 0;
   PyObject *roots_o=Py_None, *rootlevels_o=Py_None, *mode_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
-  PyObject *result;
+  PyObject *result_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
     &mode_o, &roots_o, &rootlevels_o))
@@ -7667,9 +7594,9 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
   if (roots_p) igraph_vector_int_destroy(roots_p);
   if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7687,7 +7614,7 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
   igraph_vector_int_t rootlevels, *rootlevels_p = 0;
   PyObject *roots_o=Py_None, *rootlevels_o=Py_None, *mode_o=Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
-  PyObject *result;
+  PyObject *result_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
     &mode_o, &roots_o, &rootlevels_o))
@@ -7725,9 +7652,9 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
   if (roots_p) igraph_vector_int_destroy(roots_p);
   if (rootlevels_p) igraph_vector_int_destroy(rootlevels_p);
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7749,7 +7676,7 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   Py_ssize_t maxiter = 100;
   PyObject *layers_o = Py_None, *weights_o = Py_None, *extd_to_orig_eids_o = Py_None;
   PyObject *return_extended_graph = Py_False;
-  PyObject *result;
+  PyObject *result_o;
   igraphmodule_GraphObject *graph_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddnO", kwlist,
@@ -7799,17 +7726,17 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
   if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
 
   if (PyObject_IsTrue(return_extended_graph)) {
     CREATE_GRAPH(graph_o, extd_graph);
     extd_to_orig_eids_o = igraphmodule_vector_int_t_to_PyList(&extd_to_orig_eids);
-    result = Py_BuildValue("NNN", result, graph_o, extd_to_orig_eids_o);
+    result_o = Py_BuildValue("NNN", result_o, graph_o, extd_to_orig_eids_o);
   }
 
   igraph_vector_int_destroy(&extd_to_orig_eids);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7827,7 +7754,7 @@ PyObject *igraphmodule_Graph_layout_bipartite(
   double hgap = 1, vgap = 1;
   Py_ssize_t maxiter = 100;
   PyObject *types_o = Py_None;
-  PyObject *result;
+  PyObject *result_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Oddn", kwlist,
     &types_o, &hgap, &vgap, &maxiter))
@@ -7863,9 +7790,9 @@ PyObject *igraphmodule_Graph_layout_bipartite(
 
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /**********************************************************************
@@ -7883,7 +7810,7 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "type", NULL };
   igraph_get_adjacency_t mode = IGRAPH_GET_ADJACENCY_BOTH;
   igraph_matrix_t m;
-  PyObject *result, *mode_o = Py_None;
+  PyObject *result_o, *mode_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
     return NULL;
@@ -7902,9 +7829,9 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&m);
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -7978,7 +7905,7 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "weights", "normalized", NULL };
   igraph_matrix_t m;
-  PyObject *result;
+  PyObject *result_o;
   PyObject *weights_o = Py_None;
   PyObject *normalized = Py_False;
   igraph_vector_t *weights = 0;
@@ -8006,16 +7933,16 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
   }
 
   if (PyObject_IsTrue(normalized) || weights) {
-    result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+    result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   }
   else {
-    result = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
+    result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
   }
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
   igraph_matrix_destroy(&m);
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -8027,7 +7954,7 @@ PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   igraph_vector_int_t edgelist;
-  PyObject *result;
+  PyObject *result_o;
 
   igraph_vector_int_init(&edgelist, igraph_ecount(&self->g));
   if (igraph_get_edgelist(&self->g, &edgelist, 0)) {
@@ -8036,10 +7963,10 @@ PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = igraphmodule_vector_int_t_to_PyList_pairs(&edgelist);
+  result_o = igraphmodule_vector_int_t_to_PyList_pairs(&edgelist);
   igraph_vector_int_destroy(&edgelist);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -8875,7 +8802,6 @@ PyObject *igraphmodule_Graph_canonical_permutation(
 PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  Py_ssize_t n;
   igraph_integer_t isoclass = 0;
   PyObject *vids = 0;
   char *kwlist[] = { "vertices", NULL };
@@ -8884,8 +8810,6 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
       (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
     return NULL;
 
-  n = vids ? PyList_Size(vids) : igraph_vcount(&self->g);
-
   if (vids) {
     igraph_vector_int_t vidsvec;
     if (igraphmodule_PyObject_to_vector_int_t(vids, &vidsvec)) {
@@ -8916,7 +8840,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t result = 0;
+  igraph_bool_t res = 0;
   PyObject *o = Py_None;
   igraphmodule_GraphObject *other;
   static char *kwlist[] = { "other", NULL };
@@ -8926,12 +8850,12 @@ PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
     return NULL;
   if (o == Py_None) other = self; else other = (igraphmodule_GraphObject *) o;
 
-  if (igraph_isomorphic(&self->g, &other->g, &result)) {
+  if (igraph_isomorphic(&self->g, &other->g, &res)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (result) Py_RETURN_TRUE;
+  if (res) Py_RETURN_TRUE;
   Py_RETURN_FALSE;
 }
 
@@ -8947,7 +8871,7 @@ PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
                                               PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t result = 0;
+  igraph_bool_t res = 0;
   PyObject *o=Py_None, *return1=Py_False, *return2=Py_False;
   PyObject *sho1=Py_None, *sho2=Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
@@ -8990,7 +8914,7 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   }
 
   retval = igraph_isomorphic_bliss(&self->g, &other->g, color1, color2,
-                       &result, map12, map21, sh1, 0, 0);
+                       &res, map12, map21, sh1, 0, 0);
 
   if (color1) { igraph_vector_int_destroy(color1); free(color1); }
   if (color2) { igraph_vector_int_destroy(color2); free(color2); }
@@ -9001,11 +8925,11 @@ PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
   }
 
   if (!map12 && !map21) {
-    if (result) Py_RETURN_TRUE;
+    if (res) Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
     PyObject *iso, *m1, *m2;
-    iso = result ? Py_True : Py_False;
+    iso = res ? Py_True : Py_False;
     Py_INCREF(iso);
     if (map12) {
       m1 = igraphmodule_vector_int_t_to_PyList(map12);
@@ -9037,14 +8961,14 @@ typedef struct {
   PyObject* graph2;
 } igraphmodule_i_Graph_isomorphic_vf2_callback_data_t;
 
-igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
+igraph_error_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
     const igraph_vector_int_t *map12, const igraph_vector_int_t *map21,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
   igraph_bool_t retval;
   PyObject *map12_o, *map21_o;
-  PyObject *result;
+  PyObject *result_o;
 
   map12_o = igraphmodule_vector_int_t_to_PyList(map12);
   if (map12_o == NULL) {
@@ -9061,19 +8985,19 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
     return IGRAPH_FAILURE;
   }
 
-  result = PyObject_CallFunction(data->callback_fn, "OOOO", data->graph1, data->graph2,
+  result_o = PyObject_CallFunction(data->callback_fn, "OOOO", data->graph1, data->graph2,
       map12_o, map21_o);
   Py_DECREF(map12_o);
   Py_DECREF(map21_o);
 
-  if (result == NULL) {
+  if (result_o == NULL) {
     /* Error in callback, return an error code */
     PyErr_WriteUnraisable(data->callback_fn);
     return IGRAPH_FAILURE;
   }
 
-  retval = PyObject_IsTrue(result);
-  Py_DECREF(result);
+  retval = PyObject_IsTrue(result_o);
+  Py_DECREF(result_o);
 
   return retval ? IGRAPH_SUCCESS : IGRAPH_STOP;
 }
@@ -9085,19 +9009,19 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
   igraph_bool_t retval;
-  PyObject *result;
+  PyObject *result_o;
 
-  result = PyObject_CallFunction(data->node_compat_fn, "OOnn",
+  result_o = PyObject_CallFunction(data->node_compat_fn, "OOnn",
       data->graph1, data->graph2, (Py_ssize_t)cand1, (Py_ssize_t)cand2);
 
-  if (result == NULL) {
+  if (result_o == NULL) {
     /* Error in callback, return 0 */
     PyErr_WriteUnraisable(data->node_compat_fn);
     return 0;
   }
 
-  retval = PyObject_IsTrue(result);
-  Py_DECREF(result);
+  retval = PyObject_IsTrue(result_o);
+  Py_DECREF(result_o);
 
   return retval;
 }
@@ -9109,19 +9033,19 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
   igraph_bool_t retval;
-  PyObject *result;
+  PyObject *result_o;
 
-  result = PyObject_CallFunction(data->edge_compat_fn, "OOnn",
+  result_o = PyObject_CallFunction(data->edge_compat_fn, "OOnn",
       data->graph1, data->graph2, (Py_ssize_t)cand1, (Py_ssize_t)cand2);
 
-  if (result == NULL) {
+  if (result_o == NULL) {
     /* Error in callback, return 0 */
     PyErr_WriteUnraisable(data->edge_compat_fn);
     return 0;
   }
 
-  retval = PyObject_IsTrue(result);
-  Py_DECREF(result);
+  retval = PyObject_IsTrue(result_o);
+  Py_DECREF(result_o);
 
   return retval;
 }
@@ -9138,7 +9062,7 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
 PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
                                             PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t result = 0;
+  igraph_bool_t res = 0;
   PyObject *o=Py_None, *return1=Py_False, *return2=Py_False;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -9221,12 +9145,12 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
 
   if (callback_data.callback_fn == 0) {
     retval = igraph_isomorphic_vf2(&self->g, &other->g,
-        color1, color2, edge_color1, edge_color2, &result, map12, map21,
+        color1, color2, edge_color1, edge_color2, &res, map12, map21,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data);
   } else {
-    retval = igraph_isomorphic_function_vf2(&self->g, &other->g,
+    retval = igraph_get_isomorphisms_vf2_callback(&self->g, &other->g,
         color1, color2, edge_color1, edge_color2, map12, map21,
         igraphmodule_i_Graph_isomorphic_vf2_callback_fn,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
@@ -9245,7 +9169,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (!map12 && !map21) {
-    if (result) Py_RETURN_TRUE;
+    if (res) Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
     PyObject *m1, *m2;
@@ -9265,7 +9189,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
         return NULL;
       }
     } else { m2 = Py_None; Py_INCREF(m2); }
-    return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
+    return Py_BuildValue("ONN", res ? Py_True : Py_False, m1, m2);
   }
 }
 
@@ -9279,7 +9203,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t result = 0;
+  igraph_integer_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -9341,7 +9265,7 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
   callback_data.edge_compat_fn = edge_compat_fn == Py_None ? 0 : edge_compat_fn;
 
   if (igraph_count_isomorphisms_vf2(&self->g, &other->g,
-        color1, color2, edge_color1, edge_color2, &result,
+        color1, color2, edge_color1, edge_color2, &res,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data)) {
@@ -9358,7 +9282,7 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -9371,12 +9295,12 @@ PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *se
  */
 PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
   PyObject *o = Py_None;
   PyObject *color1_o = Py_None, *color2_o = Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
   PyObject *node_compat_fn=Py_None, *edge_compat_fn=Py_None;
-  PyObject *res;
+  PyObject *result_o;
   igraphmodule_GraphObject *other;
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
@@ -9427,7 +9351,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
     return NULL;
   }
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     if (color1) { igraph_vector_int_destroy(color1); free(color1); }
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
@@ -9442,7 +9366,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
   callback_data.edge_compat_fn = edge_compat_fn == Py_None ? 0 : edge_compat_fn;
 
   if (igraph_get_isomorphisms_vf2(&self->g, &other->g,
-        color1, color2, edge_color1, edge_color2, &result,
+        color1, color2, edge_color1, edge_color2, &res,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data)) {
@@ -9451,7 +9375,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
     if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
-    igraph_vector_ptr_destroy(&result);
+    igraph_vector_int_list_destroy(&res);
     return NULL;
   }
 
@@ -9460,12 +9384,10 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  res = igraphmodule_vector_int_ptr_t_to_PyList(&result);
-
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_int_destroy);
-  igraph_vector_ptr_destroy_all(&result);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
 
-  return res;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -9477,7 +9399,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
 PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t result = 0;
+  igraph_bool_t res = 0;
   PyObject *o, *return1=Py_False, *return2=Py_False;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -9556,12 +9478,12 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
 
   if (callback_data.callback_fn == 0) {
     retval = igraph_subisomorphic_vf2(&self->g, &other->g,
-        color1, color2, edge_color1, edge_color2, &result, map12, map21,
+        color1, color2, edge_color1, edge_color2, &res, map12, map21,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data);
   } else {
-    retval = igraph_subisomorphic_function_vf2(&self->g, &other->g,
+    retval = igraph_get_subisomorphisms_vf2_callback(&self->g, &other->g,
         color1, color2, edge_color1, edge_color2, map12, map21,
         igraphmodule_i_Graph_isomorphic_vf2_callback_fn,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
@@ -9580,7 +9502,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
   }
 
   if (!map12 && !map21) {
-    if (result)
+    if (res)
       Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
@@ -9605,7 +9527,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
     } else {
       m2 = Py_None; Py_INCREF(m2);
     }
-    return Py_BuildValue("ONN", result ? Py_True : Py_False, m1, m2);
+    return Py_BuildValue("ONN", res ? Py_True : Py_False, m1, m2);
   }
 }
 
@@ -9619,7 +9541,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t result = 0;
+  igraph_integer_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o = Py_None, *color2_o = Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -9678,7 +9600,7 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
   callback_data.edge_compat_fn = edge_compat_fn == Py_None ? 0 : edge_compat_fn;
 
   if (igraph_count_subisomorphisms_vf2(&self->g, &other->g, color1, color2,
-        edge_color1, edge_color2, &result,
+        edge_color1, edge_color2, &res,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data)) {
@@ -9695,7 +9617,7 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  return igraphmodule_integer_t_to_PyObject(result);
+  return igraphmodule_integer_t_to_PyObject(res);
 }
 
 /** \ingroup python_interface_graph
@@ -9708,12 +9630,12 @@ PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject
  */
 PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
   PyObject *o;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
   PyObject *node_compat_fn=Py_None, *edge_compat_fn=Py_None;
-  PyObject *res;
+  PyObject *result_o;
   igraphmodule_GraphObject *other;
   igraph_vector_int_t *color1=0, *color2=0;
   igraph_vector_int_t *edge_color1=0, *edge_color2=0;
@@ -9728,7 +9650,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
        &node_compat_fn, &edge_compat_fn))
     return NULL;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     return igraphmodule_handle_igraph_error();
   }
 
@@ -9772,7 +9694,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
   callback_data.edge_compat_fn = edge_compat_fn == Py_None ? 0 : edge_compat_fn;
 
   if (igraph_get_subisomorphisms_vf2(&self->g, &other->g, color1, color2,
-        edge_color1, edge_color2, &result,
+        edge_color1, edge_color2, &res,
         node_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn,
         edge_compat_fn == Py_None ? 0 : igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn,
         &callback_data)) {
@@ -9781,7 +9703,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
     if (color2) { igraph_vector_int_destroy(color2); free(color2); }
     if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
     if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
-    igraph_vector_ptr_destroy(&result);
+    igraph_vector_int_list_destroy(&res);
     return NULL;
   }
 
@@ -9790,12 +9712,10 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
   if (edge_color1) { igraph_vector_int_destroy(edge_color1); free(edge_color1); }
   if (edge_color2) { igraph_vector_int_destroy(edge_color2); free(edge_color2); }
 
-  res = igraphmodule_vector_ptr_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_destroy);
-  igraph_vector_ptr_destroy_all(&result);
-
-  return res;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -9807,12 +9727,12 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
 PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t result = 0;
+  igraph_bool_t res = 0;
   PyObject *o, *return_mapping=Py_False, *domains_o=Py_None, *induced=Py_False;
   float time_limit = 0;
   igraphmodule_GraphObject *other;
-  igraph_vector_ptr_t domains;
-  igraph_vector_ptr_t* p_domains = 0;
+  igraph_vector_int_list_t domains;
+  igraph_vector_int_list_t* p_domains = 0;
   igraph_vector_int_t mapping, *map=0;
 
   static char *kwlist[] = { "pattern", "domains", "induced", "time_limit",
@@ -9826,7 +9746,7 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   other=(igraphmodule_GraphObject*)o;
 
   if (domains_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_int_ptr_t(domains_o, &domains))
+    if (igraphmodule_PyObject_to_vector_int_list_t(domains_o, &domains))
       return NULL;
 
     p_domains = &domains;
@@ -9835,26 +9755,26 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   if (PyObject_IsTrue(return_mapping)) {
     if (igraph_vector_int_init(&mapping, 0)) {
       if (p_domains)
-        igraph_vector_ptr_destroy_all(p_domains);
+        igraph_vector_int_list_destroy(p_domains);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
     map = &mapping;
   }
 
-  if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &result,
+  if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &res,
         map, 0, PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
     if (p_domains)
-      igraph_vector_ptr_destroy_all(p_domains);
+      igraph_vector_int_list_destroy(p_domains);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (p_domains)
-    igraph_vector_ptr_destroy_all(p_domains);
+    igraph_vector_int_list_destroy(p_domains);
 
   if (!map) {
-    if (result)
+    if (res)
       Py_RETURN_TRUE;
     Py_RETURN_FALSE;
   } else {
@@ -9862,7 +9782,7 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
     igraph_vector_int_destroy(map);
     if (!m)
       return NULL;
-    return Py_BuildValue("ON", result ? Py_True : Py_False, m);
+    return Py_BuildValue("ON", res ? Py_True : Py_False, m);
   }
 }
 
@@ -9875,12 +9795,12 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
-  PyObject *o, *domains_o=Py_None, *induced=Py_False, *result;
+  PyObject *o, *domains_o=Py_None, *induced=Py_False, *result_o;
   float time_limit = 0;
   igraphmodule_GraphObject *other;
-  igraph_vector_ptr_t domains;
-  igraph_vector_ptr_t* p_domains = 0;
-  igraph_vector_ptr_t mappings;
+  igraph_vector_int_list_t domains;
+  igraph_vector_int_list_t* p_domains = 0;
+  igraph_vector_int_list_t mappings;
 
   static char *kwlist[] = { "pattern", "domains", "induced", "time_limit", NULL };
 
@@ -9891,35 +9811,35 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
   other=(igraphmodule_GraphObject*)o;
 
   if (domains_o != Py_None) {
-    if (igraphmodule_PyObject_to_vector_int_ptr_t(domains_o, &domains))
+    if (igraphmodule_PyObject_to_vector_int_list_t(domains_o, &domains))
       return NULL;
 
     p_domains = &domains;
   }
 
-  if (igraph_vector_ptr_init(&mappings, 0)) {
+  if (igraph_vector_int_list_init(&mappings, 0)) {
     igraphmodule_handle_igraph_error();
     if (p_domains)
-      igraph_vector_ptr_destroy_all(p_domains);
+      igraph_vector_int_list_destroy(p_domains);
     return NULL;
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, 0, 0, &mappings,
         PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_ptr_destroy_all(&mappings);
+    igraph_vector_int_list_destroy(&mappings);
     if (p_domains)
-      igraph_vector_ptr_destroy_all(p_domains);
+      igraph_vector_int_list_destroy(p_domains);
     return NULL;
   }
 
   if (p_domains)
-    igraph_vector_ptr_destroy_all(p_domains);
+    igraph_vector_int_list_destroy(p_domains);
 
-  result = igraphmodule_vector_int_ptr_t_to_PyList(&mappings);
-  igraph_vector_ptr_destroy_all(&mappings);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&mappings);
+  igraph_vector_int_list_destroy(&mappings);
 
-  return result;
+  return result_o;
 }
 
 /**********************************************************************
@@ -9945,7 +9865,7 @@ Py_ssize_t igraphmodule_Graph_attribute_count(igraphmodule_GraphObject * self)
 PyObject *igraphmodule_Graph_mp_subscript(igraphmodule_GraphObject * self,
                                           PyObject * s)
 {
-  PyObject *result = 0;
+  PyObject *result_o = 0;
 
   if (PyTuple_Check(s) && PyTuple_Size(s) >= 2) {
     /* Adjacency matrix representation */
@@ -9973,10 +9893,10 @@ PyObject *igraphmodule_Graph_mp_subscript(igraphmodule_GraphObject * self,
   }
 
   /* Ordinary attribute retrieval */
-  result = PyDict_GetItem(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_GRAPH], s);
-  if (result) {
-    Py_INCREF(result);
-    return result;
+  result_o = PyDict_GetItem(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_GRAPH], s);
+  if (result_o) {
+    Py_INCREF(result_o);
+    return result_o;
   }
 
   /* result is NULL, check whether there was an error */
@@ -10076,7 +9996,7 @@ PyObject *igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject * self)
 PyObject *igraphmodule_Graph_difference(igraphmodule_GraphObject * self,
                                         PyObject * other)
 {
-  igraphmodule_GraphObject *o, *result;
+  igraphmodule_GraphObject *o, *result_o;
   igraph_t g;
 
   if (!PyObject_TypeCheck(other, igraphmodule_GraphType)) {
@@ -10093,9 +10013,9 @@ PyObject *igraphmodule_Graph_difference(igraphmodule_GraphObject * self,
   /* this is correct as long as attributes are not copied by the
    * operator. if they are copied, the initialization should not empty
    * the attribute hashes */
-  CREATE_GRAPH(result, g);
+  CREATE_GRAPH(result_o, g);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -10105,7 +10025,7 @@ PyObject *igraphmodule_Graph_complementer(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "loops", NULL };
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   PyObject *o = Py_True;
   igraph_t g;
 
@@ -10119,9 +10039,9 @@ PyObject *igraphmodule_Graph_complementer(igraphmodule_GraphObject * self,
   /* this is correct as long as attributes are not copied by the
    * operator. if they are copied, the initialization should not empty
    * the attribute hashes */
-  CREATE_GRAPH(result, g);
+  CREATE_GRAPH(result_o, g);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -10129,7 +10049,7 @@ PyObject *igraphmodule_Graph_complementer(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_complementer_op(igraphmodule_GraphObject * self)
 {
-  igraphmodule_GraphObject *result;
+  igraphmodule_GraphObject *result_o;
   igraph_t g;
 
   if (igraph_complementer(&g, &self->g, 0)) {
@@ -10140,9 +10060,9 @@ PyObject *igraphmodule_Graph_complementer_op(igraphmodule_GraphObject * self)
   /* this is correct as long as attributes are not copied by the
    * operator. if they are copied, the initialization should not empty
    * the attribute hashes */
-  CREATE_GRAPH(result, g);
+  CREATE_GRAPH(result_o, g);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -10151,7 +10071,7 @@ PyObject *igraphmodule_Graph_complementer_op(igraphmodule_GraphObject * self)
 PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
                                      PyObject * other)
 {
-  igraphmodule_GraphObject *o, *result;
+  igraphmodule_GraphObject *o, *result_o;
   igraph_t g;
 
   if (!PyObject_TypeCheck(other, igraphmodule_GraphType)) {
@@ -10169,9 +10089,9 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   /* this is correct as long as attributes are not copied by the
    * operator. if they are copied, the initialization should not empty
    * the attribute hashes */
-  CREATE_GRAPH(result, g);
+  CREATE_GRAPH(result_o, g);
 
-  return (PyObject *) result;
+  return (PyObject *) result_o;
 }
 
 /**********************************************************************
@@ -10185,7 +10105,7 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
                                  PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vid", "mode", NULL };
-  PyObject *l1, *l2, *l3, *result, *mode_o = Py_None, *vid_o;
+  PyObject *l1, *l2, *l3, *result_o, *mode_o = Py_None, *vid_o;
   igraph_integer_t vid;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_int_t vids;
@@ -10225,19 +10145,19 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
   l2 = igraphmodule_vector_int_t_to_PyList(&layers);
   l3 = igraphmodule_vector_int_t_to_PyList(&parents);
   if (l1 && l2 && l3) {
-    result = Py_BuildValue("NNN", l1, l2, l3);    /* references stolen */
+    result_o = Py_BuildValue("NNN", l1, l2, l3);    /* references stolen */
   } else {
     if (l1) { Py_DECREF(l1); }
     if (l2) { Py_DECREF(l2); }
     if (l3) { Py_DECREF(l3); }
-    result = NULL;
+    result_o = NULL;
   }
 
   igraph_vector_int_destroy(&vids);
   igraph_vector_int_destroy(&layers);
   igraph_vector_int_destroy(&parents);
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -10269,7 +10189,7 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vs_t vs;
   igraph_vector_int_t mapping, vids;
-  igraph_t result;
+  igraph_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &roots_o, &mode_o))
     return NULL;
@@ -10297,7 +10217,7 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  if (igraph_unfold_tree(&self->g, &result, mode, &vids, &mapping)) {
+  if (igraph_unfold_tree(&self->g, &res, mode, &vids, &mapping)) {
     igraph_vector_int_destroy(&vids);
     igraph_vector_int_destroy(&mapping);
     igraphmodule_handle_igraph_error();
@@ -10310,11 +10230,11 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   igraph_vector_int_destroy(&mapping);
 
   if (!mapping_o) {
-    igraph_destroy(&result);
+    igraph_destroy(&res);
     return NULL;
   }
 
-  CREATE_GRAPH(result_o, result);
+  CREATE_GRAPH(result_o, res);
 
   return Py_BuildValue("NN", result_o, mapping_o);
 }
@@ -10401,7 +10321,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   PyObject *capacity_object = Py_None, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
-  igraph_real_t result;
+  igraph_real_t res;
   igraph_integer_t v1, v2;
   igraph_maxflow_stats_t stats;
 
@@ -10420,7 +10340,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
                                                 self, ATTRHASH_IDX_EDGE, 1.0))
     return igraphmodule_handle_igraph_error();
 
-  if (igraph_maxflow_value(&self->g, &result, v1, v2, &capacity_vector,
+  if (igraph_maxflow_value(&self->g, &res, v1, v2, &capacity_vector,
                &stats)) {
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
@@ -10428,7 +10348,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
 
   igraph_vector_destroy(&capacity_vector);
 
-  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -10440,7 +10360,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   PyObject *capacity_object = Py_None, *flow_o, *cut_o, *partition_o, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
-  igraph_real_t result;
+  igraph_real_t res;
   igraph_integer_t v1, v2;
   igraph_vector_t flow;
   igraph_vector_int_t cut, partition;
@@ -10479,7 +10399,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_maxflow(&self->g, &result, &flow, &cut, &partition, 0,
+  if (igraph_maxflow(&self->g, &res, &flow, &cut, &partition, 0,
              v1, v2, &capacity_vector, &stats)) {
     igraph_vector_destroy(&capacity_vector);
     igraph_vector_destroy(&flow);
@@ -10513,7 +10433,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   if (partition_o == NULL)
     return NULL;
 
-  return Py_BuildValue("dNNN", (double)result, flow_o, cut_o, partition_o);
+  return Py_BuildValue("dNNN", (double)res, flow_o, cut_o, partition_o);
 }
 
 /**********************************************************************
@@ -10528,7 +10448,7 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "source", "target", NULL };
   igraph_integer_t source, target;
-  igraph_vector_ptr_t cuts, partition1s;
+  igraph_vector_int_list_t cuts, partition1s;
   PyObject *source_o, *target_o;
   PyObject *cuts_o, *partition1s_o;
 
@@ -10541,33 +10461,30 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(target_o, &target, &self->g))
     return NULL;
 
-  if (igraph_vector_ptr_init(&partition1s, 0)) {
+  if (igraph_vector_int_list_init(&partition1s, 0)) {
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_ptr_init(&cuts, 0)) {
-    igraph_vector_ptr_destroy(&partition1s);
+  if (igraph_vector_int_list_init(&cuts, 0)) {
+    igraph_vector_int_list_destroy(&partition1s);
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_all_st_cuts(&self->g, &cuts, &partition1s,
         source, target)) {
-    igraph_vector_ptr_destroy(&cuts);
-    igraph_vector_ptr_destroy(&partition1s);
+    igraph_vector_int_list_destroy(&cuts);
+    igraph_vector_int_list_destroy(&partition1s);
     return igraphmodule_handle_igraph_error();
   }
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_int_destroy);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_int_destroy);
-
-  cuts_o = igraphmodule_vector_int_ptr_t_to_PyList(&cuts);
-  igraph_vector_ptr_destroy_all(&cuts);
+  cuts_o = igraphmodule_vector_int_list_t_to_PyList(&cuts);
+  igraph_vector_int_list_destroy(&cuts);
   if (cuts_o == NULL) {
-    igraph_vector_ptr_destroy_all(&partition1s);
+    igraph_vector_int_list_destroy(&partition1s);
     return NULL;
   }
 
-  partition1s_o = igraphmodule_vector_int_ptr_t_to_PyList(&partition1s);
-  igraph_vector_ptr_destroy_all(&partition1s);
+  partition1s_o = igraphmodule_vector_int_list_t_to_PyList(&partition1s);
+  igraph_vector_int_list_destroy(&partition1s);
   if (partition1s_o == NULL)
     return NULL;
 
@@ -10583,7 +10500,7 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   igraph_integer_t source, target;
   igraph_real_t value;
-  igraph_vector_ptr_t cuts, partition1s;
+  igraph_vector_int_list_t cuts, partition1s;
   igraph_vector_t capacity_vector;
   PyObject *source_o, *target_o, *capacity_o = Py_None;
   PyObject *cuts_o, *partition1s_o;
@@ -10597,44 +10514,41 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(target_o, &target, &self->g))
     return NULL;
 
-  if (igraph_vector_ptr_init(&partition1s, 0)) {
+  if (igraph_vector_int_list_init(&partition1s, 0)) {
     return igraphmodule_handle_igraph_error();
   }
-  if (igraph_vector_ptr_init(&cuts, 0)) {
-    igraph_vector_ptr_destroy(&partition1s);
+  if (igraph_vector_int_list_init(&cuts, 0)) {
+    igraph_vector_int_list_destroy(&partition1s);
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraphmodule_PyObject_to_attribute_values(capacity_o,
                                                 &capacity_vector,
                                                 self, ATTRHASH_IDX_EDGE, 1.0)) {
-    igraph_vector_ptr_destroy(&cuts);
-    igraph_vector_ptr_destroy(&partition1s);
+    igraph_vector_int_list_destroy(&cuts);
+    igraph_vector_int_list_destroy(&partition1s);
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_all_st_mincuts(&self->g, &value, &cuts, &partition1s,
         source, target, &capacity_vector)) {
-    igraph_vector_ptr_destroy(&cuts);
-    igraph_vector_ptr_destroy(&partition1s);
+    igraph_vector_int_list_destroy(&cuts);
+    igraph_vector_int_list_destroy(&partition1s);
     igraph_vector_destroy(&capacity_vector);
     return igraphmodule_handle_igraph_error();
   }
 
   igraph_vector_destroy(&capacity_vector);
 
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&cuts, igraph_vector_int_destroy);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&partition1s, igraph_vector_int_destroy);
-
-  cuts_o = igraphmodule_vector_int_ptr_t_to_PyList(&cuts);
-  igraph_vector_ptr_destroy_all(&cuts);
+  cuts_o = igraphmodule_vector_int_list_t_to_PyList(&cuts);
+  igraph_vector_int_list_destroy(&cuts);
   if (cuts_o == NULL) {
-    igraph_vector_ptr_destroy_all(&partition1s);
+    igraph_vector_int_list_destroy(&partition1s);
     return NULL;
   }
 
-  partition1s_o = igraphmodule_vector_int_ptr_t_to_PyList(&partition1s);
-  igraph_vector_ptr_destroy_all(&partition1s);
+  partition1s_o = igraphmodule_vector_int_list_t_to_PyList(&partition1s);
+  igraph_vector_int_list_destroy(&partition1s);
   if (partition1s_o == NULL)
     return NULL;
 
@@ -10650,7 +10564,7 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   PyObject *capacity_object = Py_None, *v1_o = Py_None, *v2_o = Py_None;
   igraph_vector_t capacity_vector;
-  igraph_real_t result, mincut;
+  igraph_real_t res, mincut;
   igraph_integer_t n, v1 = -1, v2 = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
@@ -10669,13 +10583,13 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
     return NULL;
 
   if (v1 == -1 && v2 == -1) {
-    if (igraph_mincut_value(&self->g, &result, &capacity_vector)) {
+    if (igraph_mincut_value(&self->g, &res, &capacity_vector)) {
       igraph_vector_destroy(&capacity_vector);
       return igraphmodule_handle_igraph_error();
     }
   } else if (v1 == -1) {
     n = igraph_vcount(&self->g);
-    result = -1;
+    res = -1;
     for (v1 = 0; v1 < n; v1++) {
       if (v2 == v1) {
         continue;
@@ -10684,15 +10598,15 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
         igraph_vector_destroy(&capacity_vector);
         return igraphmodule_handle_igraph_error();
       }
-      if (result < 0 || result > mincut)
-        result = mincut;
+      if (res < 0 || res > mincut)
+        res = mincut;
     }
-    if (result < 0) {
-      result = 0.0;
+    if (res < 0) {
+      res = 0.0;
     }
   } else if (v2 == -1) {
     n = igraph_vcount(&self->g);
-    result = -1;
+    res = -1;
     for (v2 = 0; v2 < n; v2++) {
       if (v2 == v1) {
         continue;
@@ -10701,14 +10615,14 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
         igraph_vector_destroy(&capacity_vector);
         return igraphmodule_handle_igraph_error();
       }
-      if (result < 0.0 || result > mincut) {
-        result = mincut;
+      if (res < 0.0 || res > mincut) {
+        res = mincut;
       }
     }
-    if (result < 0)
-      result = 0.0;
+    if (res < 0)
+      res = 0.0;
   } else {
-    if (igraph_st_mincut_value(&self->g, &result, v1, v2, &capacity_vector)) {
+    if (igraph_st_mincut_value(&self->g, &res, v1, v2, &capacity_vector)) {
       igraph_vector_destroy(&capacity_vector);
       return igraphmodule_handle_igraph_error();
     }
@@ -10716,7 +10630,7 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
 
   igraph_vector_destroy(&capacity_vector);
 
-  return igraphmodule_real_t_to_PyObject(result, IGRAPHMODULE_TYPE_FLOAT);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
 /** \ingroup python_interface_graph
@@ -10726,7 +10640,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  PyObject *capacity_object = Py_None, *cut_o, *part_o, *part2_o, *result;
+  PyObject *capacity_object = Py_None, *cut_o, *part_o, *part2_o, *result_o;
   PyObject *source_o = Py_None, *target_o = Py_None;
   igraph_error_t retval;
   igraph_vector_t capacity_vector;
@@ -10812,8 +10726,8 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
     return 0;
   }
 
-  result = Py_BuildValue("dNNN", (double)value, cut_o, part_o, part2_o);
-  return result;
+  result_o = Py_BuildValue("dNNN", (double)value, cut_o, part_o, part2_o);
+  return result_o;
 }
 
 /** \ingroup python_interface_graph
@@ -10875,7 +10789,7 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
   igraph_integer_t source, target;
-  PyObject *cut_o, *part_o, *part2_o, *result;
+  PyObject *cut_o, *part_o, *part2_o, *result_o;
   PyObject *source_o, *target_o, *capacity_o = Py_None;
   igraph_vector_t capacity_vector;
   igraph_real_t value;
@@ -10946,8 +10860,8 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result = Py_BuildValue("dNNN", (double)value, cut_o, part_o, part2_o);
-  return result;
+  result_o = Py_BuildValue("dNNN", (double)value, cut_o, part_o, part2_o);
+  return result_o;
 }
 
 /**********************************************************************
@@ -10960,22 +10874,21 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_all_minimal_st_separators(
     igraphmodule_GraphObject * self) {
   PyObject* result_o;
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_all_minimal_st_separators(&self->g, &result)) {
+  if (igraph_all_minimal_st_separators(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_ptr_destroy(&result);
+    igraph_vector_int_list_destroy(&res);
     return NULL;
   }
 
-  result_o = igraphmodule_vector_ptr_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_destroy);
-  igraph_vector_ptr_destroy_all(&result);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
 
   return result_o;
 }
@@ -10987,7 +10900,7 @@ PyObject *igraphmodule_Graph_is_separator(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   PyObject* list = Py_None;
-  igraph_bool_t result;
+  igraph_bool_t res;
   igraph_vs_t vs;
 
   static char *kwlist[] = { "vertices", NULL };
@@ -10999,7 +10912,7 @@ PyObject *igraphmodule_Graph_is_separator(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_is_separator(&self->g, vs, &result)) {
+  if (igraph_is_separator(&self->g, vs, &res)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
     return NULL;
@@ -11007,7 +10920,7 @@ PyObject *igraphmodule_Graph_is_separator(igraphmodule_GraphObject * self,
 
   igraph_vs_destroy(&vs);
 
-  if (result)
+  if (res)
     Py_RETURN_TRUE;
   else
     Py_RETURN_FALSE;
@@ -11020,7 +10933,7 @@ PyObject *igraphmodule_Graph_is_minimal_separator(igraphmodule_GraphObject * sel
                                                   PyObject * args, PyObject * kwds)
 {
   PyObject* list = Py_None;
-  igraph_bool_t result;
+  igraph_bool_t res;
   igraph_vs_t vs;
 
   static char *kwlist[] = { "vertices", NULL };
@@ -11032,7 +10945,7 @@ PyObject *igraphmodule_Graph_is_minimal_separator(igraphmodule_GraphObject * sel
     return NULL;
   }
 
-  if (igraph_is_minimal_separator(&self->g, vs, &result)) {
+  if (igraph_is_minimal_separator(&self->g, vs, &res)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&vs);
     return NULL;
@@ -11040,7 +10953,7 @@ PyObject *igraphmodule_Graph_is_minimal_separator(igraphmodule_GraphObject * sel
 
   igraph_vs_destroy(&vs);
 
-  if (result)
+  if (res)
     Py_RETURN_TRUE;
   else
     Py_RETURN_FALSE;
@@ -11052,22 +10965,21 @@ PyObject *igraphmodule_Graph_is_minimal_separator(igraphmodule_GraphObject * sel
 PyObject *igraphmodule_Graph_minimum_size_separators(
     igraphmodule_GraphObject * self) {
   PyObject* result_o;
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_minimum_size_separators(&self->g, &result)) {
+  if (igraph_minimum_size_separators(&self->g, &res)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_ptr_destroy(&result);
+    igraph_vector_int_list_destroy(&res);
     return NULL;
   }
 
-  result_o = igraphmodule_vector_ptr_t_to_PyList(&result, IGRAPHMODULE_TYPE_INT);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&result, igraph_vector_destroy);
-  igraph_vector_ptr_destroy_all(&result);
+  result_o = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
 
   return result_o;
 }
@@ -11082,38 +10994,37 @@ PyObject *igraphmodule_Graph_minimum_size_separators(
 PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self,
     PyObject *args, PyObject *kwds) {
   PyObject *blocks_o, *cohesion_o, *parents_o, *result_o;
-  igraph_vector_ptr_t blocks;
+  igraph_vector_int_list_t blocks;
   igraph_vector_int_t cohesion, parents;
 
-  if (igraph_vector_ptr_init(&blocks, 0)) {
+  if (igraph_vector_int_list_init(&blocks, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_vector_int_init(&cohesion, 0)) {
-    igraph_vector_ptr_destroy(&blocks);
+    igraph_vector_int_list_destroy(&blocks);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_vector_int_init(&parents, 0)) {
-    igraph_vector_ptr_destroy(&blocks);
+    igraph_vector_int_list_destroy(&blocks);
     igraph_vector_int_destroy(&cohesion);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_cohesive_blocks(&self->g, &blocks, &cohesion, &parents, 0)) {
-    igraph_vector_ptr_destroy(&blocks);
+    igraph_vector_int_list_destroy(&blocks);
     igraph_vector_int_destroy(&cohesion);
     igraph_vector_int_destroy(&parents);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  blocks_o = igraphmodule_vector_int_ptr_t_to_PyList(&blocks);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&blocks, igraph_vector_int_destroy);
-  igraph_vector_ptr_destroy_all(&blocks);
+  blocks_o = igraphmodule_vector_int_list_t_to_PyList(&blocks);
+  igraph_vector_int_list_destroy(&blocks);
   if (blocks_o == NULL) {
     igraph_vector_int_destroy(&parents);
     igraph_vector_int_destroy(&cohesion);
@@ -11158,10 +11069,9 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "min", "max", NULL };
-  PyObject *list, *item;
+  PyObject *list;
   Py_ssize_t min_size = 0, max_size = 0;
-  igraph_integer_t i, j, n;
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
                                    &min_size, &max_size))
@@ -11179,39 +11089,20 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     max_size = -1;
   }
 
-  if (igraph_vector_ptr_init(&result, 0)) {
-    PyErr_SetString(PyExc_MemoryError, "");
+  if (igraph_vector_int_list_init(&res, 0)) {
+    igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_cliques(&self->g, &result, min_size, max_size)) {
-    igraph_vector_ptr_destroy(&result);
+  if (igraph_cliques(&self->g, &res, min_size, max_size)) {
+    igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  n = igraph_vector_ptr_size(&result);
-  list = PyList_New(n);
-  if (!list) {
-    return NULL;
-  }
-
-  for (i = 0; i < n; i++) {
-    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = i; j < n; j++) {
-        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-      }
-      igraph_vector_ptr_destroy_all(&result);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-    igraph_vector_int_destroy(vec);
-  }
-  igraph_vector_ptr_destroy_all(&result);
 
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -11219,43 +11110,22 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
 {
-  PyObject *list, *item;
-  igraph_integer_t i, j, n;
-  igraph_vector_ptr_t result;
+  PyObject *list;
+  igraph_vector_int_list_t res;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_largest_cliques(&self->g, &result)) {
-    igraph_vector_ptr_destroy(&result);
+  if (igraph_largest_cliques(&self->g, &res)) {
+    igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  n = igraph_vector_ptr_size(&result);
-  list = PyList_New(n);
-  if (!list) {
-    return NULL;
-  }
-
-  for (i = 0; i < n; i++) {
-    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = i; j < n; j++) {
-        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-      }
-      igraph_vector_ptr_destroy_all(&result);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-    igraph_vector_int_destroy(vec);
-  }
-  igraph_vector_ptr_destroy_all(&result);
-
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -11267,7 +11137,7 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
   PyObject *types_o = Py_None, *weights_o = Py_None, *result_o;
   igraph_vector_bool_t* types = 0;
   igraph_vector_t* weights = 0;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   double eps = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|Od", kwlist, &types_o,
@@ -11285,17 +11155,17 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
     return NULL;
   }
 
-  if (igraph_vector_int_init(&result, 0)) {
+  if (igraph_vector_int_init(&res, 0)) {
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_maximum_bipartite_matching(&self->g, types, 0, 0, &result, weights, eps)) {
+  if (igraph_maximum_bipartite_matching(&self->g, types, 0, 0, &res, weights, eps)) {
     if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_int_destroy(&result);
+    igraph_vector_int_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -11303,8 +11173,8 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
   if (types != 0) { igraph_vector_bool_destroy(types); free(types); }
   if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
 
-  result_o = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return result_o;
 }
@@ -11315,9 +11185,9 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
 PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
     PyObject* args, PyObject* kwds) {
   static char* kwlist[] = { "min", "max", "file", NULL };
-  PyObject *list, *item, *file = Py_None;
-  Py_ssize_t min = 0, max = 0, i, j, n;
-  igraph_vector_ptr_t result;
+  PyObject *list, *file = Py_None;
+  Py_ssize_t min = 0, max = 0;
+  igraph_vector_int_list_t res;
   igraphmodule_filehandle_t filehandle;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min, &max, &file))
@@ -11327,39 +11197,20 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
   CHECK_SSIZE_T_RANGE(max, "maximum size");
 
   if (file == Py_None) {
-    if (igraph_vector_ptr_init(&result, 0)) {
+    if (igraph_vector_int_list_init(&res, 0)) {
       PyErr_SetString(PyExc_MemoryError, "");
       return NULL;
     }
 
-    if (igraph_maximal_cliques(&self->g, &result, min, max)) {
-      igraph_vector_ptr_destroy(&result);
+    if (igraph_maximal_cliques(&self->g, &res, min, max)) {
+      igraph_vector_int_list_destroy(&res);
       return igraphmodule_handle_igraph_error();
     }
 
-    n = igraph_vector_ptr_size(&result);
-    list = PyList_New(n);
-    if (!list) {
-      return NULL;
-    }
-
-    for (i = 0; i < n; i++) {
-      igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-      item = igraphmodule_vector_int_t_to_PyTuple(vec);
-      if (!item || PyList_SetItem(list, i, item)) {
-        for (j = i; j < n; j++) {
-          igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-        }
-        igraph_vector_ptr_destroy_all(&result);
-        Py_XDECREF(item);
-        Py_DECREF(list);
-        return NULL;
-      }
-      igraph_vector_int_destroy(vec);
-    }
-    igraph_vector_ptr_destroy_all(&result);
+    list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+    igraph_vector_int_list_destroy(&res);
+    return list ? list : NULL;
 
-    return list;
   } else {
     if (igraphmodule_filehandle_init(&filehandle, file, "w")) {
       return igraphmodule_handle_igraph_error();
@@ -11396,10 +11247,9 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
                                                      PyObject * kwds)
 {
   static char *kwlist[] = { "min", "max", NULL };
-  PyObject *list, *item;
+  PyObject *list;
   Py_ssize_t min_size = 0, max_size = 0;
-  igraph_integer_t i, j, n;
-  igraph_vector_ptr_t result;
+  igraph_vector_int_list_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
                                    &min_size, &max_size))
@@ -11417,39 +11267,19 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     max_size = -1;
   }
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_independent_vertex_sets(&self->g, &result, min_size, max_size)) {
-    igraph_vector_ptr_destroy(&result);
+  if (igraph_independent_vertex_sets(&self->g, &res, min_size, max_size)) {
+    igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  n = igraph_vector_ptr_size(&result);
-  list = PyList_New(n);
-  if (!list) {
-    return NULL;
-  }
-
-  for (i = 0; i < n; i++) {
-    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = i; j < n; j++) {
-        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-      }
-      igraph_vector_ptr_destroy_all(&result);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-    igraph_vector_int_destroy(vec);
-  }
-  igraph_vector_ptr_destroy_all(&result);
-
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -11459,42 +11289,22 @@ PyObject
   *igraphmodule_Graph_largest_independent_vertex_sets(igraphmodule_GraphObject
                                                       * self)
 {
-  PyObject *list, *item;
-  igraph_integer_t i, j, n;
-  igraph_vector_ptr_t result;
+  PyObject *list;
+  igraph_vector_int_list_t res;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_largest_independent_vertex_sets(&self->g, &result)) {
-    igraph_vector_ptr_destroy(&result);
+  if (igraph_largest_independent_vertex_sets(&self->g, &res)) {
+    igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  n = igraph_vector_ptr_size(&result);
-  list = PyList_New(n);
-  if (!list)
-    return NULL;
-
-  for (i = 0; i < n; i++) {
-    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = i; j < n; j++) {
-        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-      }
-      igraph_vector_ptr_destroy_all(&result);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-    igraph_vector_int_destroy(vec);
-  }
-  igraph_vector_ptr_destroy_all(&result);
-
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -11504,43 +11314,22 @@ PyObject
   *igraphmodule_Graph_maximal_independent_vertex_sets(igraphmodule_GraphObject
                                                       * self)
 {
-  PyObject *list, *item;
-  igraph_integer_t i, j, n;
-  igraph_vector_ptr_t result;
+  PyObject *list;
+  igraph_vector_int_list_t res;
 
-  if (igraph_vector_ptr_init(&result, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_maximal_independent_vertex_sets(&self->g, &result)) {
-    igraph_vector_ptr_destroy(&result);
+  if (igraph_maximal_independent_vertex_sets(&self->g, &res)) {
+    igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  n = igraph_vector_ptr_size(&result);
-  list = PyList_New(n);
-  if (!list) {
-    return NULL;
-  }
-
-  for (i = 0; i < n; i++) {
-    igraph_vector_int_t *vec = (igraph_vector_int_t *) VECTOR(result)[i];
-    item = igraphmodule_vector_int_t_to_PyTuple(vec);
-    if (!item || PyList_SetItem(list, i, item)) {
-      for (j = i; j < n; j++) {
-        igraph_vector_int_destroy((igraph_vector_int_t *) VECTOR(result)[j]);
-      }
-      igraph_vector_ptr_destroy_all(&result);
-      Py_XDECREF(item);
-      Py_DECREF(list);
-      return NULL;
-    }
-    igraph_vector_int_destroy(vec);
-  }
-  igraph_vector_ptr_destroy_all(&result);
-
-  return list;
+  list = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&res);
+  igraph_vector_int_list_destroy(&res);
+  return list ? list : NULL;
 }
 
 /** \ingroup python_interface_graph
@@ -11571,7 +11360,7 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "mode", NULL };
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_vector_int_t result;
+  igraph_vector_int_t res;
   PyObject *o, *mode_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -11579,16 +11368,16 @@ PyObject *igraphmodule_Graph_coreness(igraphmodule_GraphObject * self,
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
-  if (igraph_vector_int_init(&result, igraph_vcount(&self->g)))
+  if (igraph_vector_int_init(&res, igraph_vcount(&self->g)))
     return igraphmodule_handle_igraph_error();
 
-  if (igraph_coreness(&self->g, &result, mode)) {
-    igraph_vector_int_destroy(&result);
+  if (igraph_coreness(&self->g, &res, mode)) {
+    igraph_vector_int_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
 
-  o = igraphmodule_vector_int_t_to_PyList(&result);
-  igraph_vector_int_destroy(&result);
+  o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
 
   return o;
 }
@@ -11932,7 +11721,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 {
   static char *kwlist[] = { "weights", "initial", "fixed", NULL };
   PyObject *weights_o = Py_None, *initial_o = Py_None, *fixed_o = Py_None;
-  PyObject *result;
+  PyObject *result_o;
   igraph_vector_int_t membership, *initial = 0;
   igraph_vector_t *ws = 0;
   igraph_vector_bool_t fixed;
@@ -11959,7 +11748,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 
   igraph_vector_int_init(&membership, igraph_vcount(&self->g));
   if (igraph_community_label_propagation(&self->g, &membership,
-        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0), 0)) {
+        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0))) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     if (initial) { igraph_vector_int_destroy(initial); free(initial); }
@@ -11971,10 +11760,10 @@ PyObject *igraphmodule_Graph_community_label_propagation(
   if (ws) { igraph_vector_destroy(ws); free(ws); }
   if (initial) { igraph_vector_int_destroy(initial); free(initial); }
 
-  result=igraphmodule_vector_int_t_to_PyList(&membership);
+  result_o=igraphmodule_vector_int_t_to_PyList(&membership);
   igraph_vector_int_destroy(&membership);
 
-  return result;
+  return result_o;
 }
 
 /**
@@ -12436,7 +12225,7 @@ PyObject *igraphmodule_Graph___register_destructor__(igraphmodule_GraphObject
                                                      PyObject * kwds)
 {
   char *kwlist[] = { "destructor", NULL };
-  PyObject *destructor = NULL, *result;
+  PyObject *destructor = NULL, *result_o;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &destructor))
     return NULL;
@@ -12446,14 +12235,14 @@ PyObject *igraphmodule_Graph___register_destructor__(igraphmodule_GraphObject
     return NULL;
   }
 
-  result = self->destructor;
+  result_o = self->destructor;
   self->destructor = destructor;
   Py_INCREF(self->destructor);
 
-  if (!result)
+  if (!result_o)
     Py_RETURN_NONE;
 
-  return result;
+  return result_o;
 }
 
 /** \ingroup python_interface
@@ -13373,8 +13162,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  have an out-type and an in-type. In this case, I{types1} contains the\n"
    "  out-types and this parameter contains the in-types in a list or the\n"
    "  name of a vertex attribute. If C{None}, it is assumed to be equal\n"
-   "  to I{types1}.\n\n"
+   "  to I{types1}.\n"
    "@param directed: whether to consider edge directions or not.\n"
+   "@param normalized: whether to compute the normalized covariance, i.e.\n"
+   "  Pearson correlation. Supply True here to compute the standard\n"
+   "  assortativity.\n"
    "@return: the assortativity coefficient\n\n"
    "@newfield ref: Reference\n"
    "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
@@ -13399,7 +13191,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity_nominal */
   {"assortativity_nominal", (PyCFunction)igraphmodule_Graph_assortativity_nominal,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity_nominal(types, directed=True)\n--\n\n"
+   "assortativity_nominal(types, directed=True, normalized=True)\n--\n\n"
    "Returns the assortativity of the graph based on vertex categories.\n\n"
    "Assuming that the vertices belong to different categories, this\n"
    "function calculates the assortativity coefficient, which specifies\n"
@@ -13413,6 +13205,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param types: vertex types in a list or the name of a vertex attribute\n"
    "  holding vertex types. Types should be denoted by numeric values.\n"
    "@param directed: whether to consider edge directions or not.\n"
+   "@param normalized: whether to compute the (usual) normalized assortativity.\n"
+   "  The unnormalized version is identical to modularity. Supply True here to\n"
+   "  compute the standard assortativity.\n"
    "@return: the assortativity coefficient\n\n"
    "@newfield ref: Reference\n"
    "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 7725b1622..35416203e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -142,7 +142,7 @@ static int igraphmodule_clear(PyObject *m) {
   return 0;
 }
 
-static int igraphmodule_igraph_interrupt_hook(void* data) {
+static igraph_error_t igraphmodule_igraph_interrupt_hook(void* data) {
   if (PyErr_CheckSignals()) {
     IGRAPH_FINALLY_FREE();
     return IGRAPH_INTERRUPTED;
@@ -150,7 +150,7 @@ static int igraphmodule_igraph_interrupt_hook(void* data) {
   return IGRAPH_SUCCESS;
 }
 
-int igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent,
+igraph_error_t igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent,
 				       void* data) {
   PyObject* progress_handler = GETSTATE(0)->progress_handler;
   PyObject *result;
@@ -169,7 +169,7 @@ int igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent
   return IGRAPH_SUCCESS;
 }
 
-int igraphmodule_igraph_status_hook(const char* message, void*data) {
+igraph_error_t igraphmodule_igraph_status_hook(const char* message, void*data) {
   PyObject* status_handler = GETSTATE(0)->status_handler;
 
   if (status_handler) {
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 52be31514..c7c797989 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -135,15 +135,15 @@ PyObject *igraphmodule__union(PyObject *self,
 
   if (with_edgemaps) {
     /* prepare edgemaps */
-    igraph_vector_ptr_t edgemaps;
-    if (igraph_vector_ptr_init(&edgemaps, 0)) {
+    igraph_vector_int_list_t edgemaps;
+    if (igraph_vector_int_list_init(&edgemaps, 0)) {
       return igraphmodule_handle_igraph_error();
     }
 
     /* Create union */
     if (igraph_union_many(&g, &gs, &edgemaps)) {
       igraph_vector_ptr_destroy(&gs);
-      igraph_vector_ptr_destroy(&edgemaps);
+      igraph_vector_int_list_destroy(&edgemaps);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -152,14 +152,14 @@ PyObject *igraphmodule__union(PyObject *self,
     em_list = PyList_New(no_of_graphs);
     for (i = 0; i < no_of_graphs; i++) {
       Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
-      igraph_vector_int_t *map = VECTOR(edgemaps)[i];
+      igraph_vector_int_t *map = igraph_vector_int_list_get_ptr(&edgemaps, i);
       PyObject *emi = PyList_New(no_of_edges);
       if (emi) {
         for (j = 0; j < no_of_edges; j++) {
           PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
           if (!dest || PyList_SetItem(emi, j, dest)) {
             igraph_vector_ptr_destroy(&gs);
-            igraph_vector_ptr_destroy(&edgemaps);
+            igraph_vector_int_list_destroy(&edgemaps);
             Py_XDECREF(dest);
             Py_DECREF(emi);
             Py_DECREF(em_list);
@@ -169,13 +169,13 @@ PyObject *igraphmodule__union(PyObject *self,
       }
       if (!emi || PyList_SetItem(em_list, i, emi)) {
         igraph_vector_ptr_destroy(&gs);
-        igraph_vector_ptr_destroy(&edgemaps);
+        igraph_vector_int_list_destroy(&edgemaps);
         Py_XDECREF(emi);
         Py_DECREF(em_list);
         return NULL;
       }
     }
-    igraph_vector_ptr_destroy(&edgemaps);
+    igraph_vector_int_list_destroy(&edgemaps);
   } else {
     /* Create union */
     if (igraph_union_many(&g, &gs, /* edgemaps */ 0)) {
@@ -258,15 +258,15 @@ PyObject *igraphmodule__intersection(PyObject *self,
 
   if (with_edgemaps) {
     /* prepare edgemaps */
-    igraph_vector_ptr_t edgemaps;
-    if (igraph_vector_ptr_init(&edgemaps, 0)) {
+    igraph_vector_int_list_t edgemaps;
+    if (igraph_vector_int_list_init(&edgemaps, 0)) {
       return igraphmodule_handle_igraph_error();
     }
 
     /* Create intersection */
     if (igraph_intersection_many(&g, &gs, &edgemaps)) {
       igraph_vector_ptr_destroy(&gs);
-      igraph_vector_ptr_destroy(&edgemaps);
+      igraph_vector_int_list_destroy(&edgemaps);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -274,14 +274,14 @@ PyObject *igraphmodule__intersection(PyObject *self,
     em_list = PyList_New((Py_ssize_t) no_of_graphs);
     for (i = 0; i < no_of_graphs; i++) {
       Py_ssize_t no_of_edges = igraph_ecount(VECTOR(gs)[i]);
-      igraph_vector_int_t *map = VECTOR(edgemaps)[i];
+      igraph_vector_int_t *map = igraph_vector_int_list_get_ptr(&edgemaps, i);
       PyObject *emi = PyList_New(no_of_edges);
       if (emi) {
         for (j = 0; j < no_of_edges; j++) {
           PyObject *dest = igraphmodule_integer_t_to_PyObject(VECTOR(*map)[j]);
           if (!dest || PyList_SetItem(emi, j, dest)) {
             igraph_vector_ptr_destroy(&gs);
-            igraph_vector_ptr_destroy(&edgemaps);
+            igraph_vector_int_list_destroy(&edgemaps);
             Py_XDECREF(dest);
             Py_DECREF(emi);
             Py_DECREF(em_list);
@@ -291,13 +291,13 @@ PyObject *igraphmodule__intersection(PyObject *self,
       }
       if (!emi || PyList_SetItem(em_list, i, emi)) {
         igraph_vector_ptr_destroy(&gs);
-        igraph_vector_ptr_destroy(&edgemaps);
+        igraph_vector_int_list_destroy(&edgemaps);
         Py_XDECREF(emi);
         Py_DECREF(em_list);
         return NULL;
       }
     }
-    igraph_vector_ptr_destroy(&edgemaps);
+    igraph_vector_int_list_destroy(&edgemaps);
 
   } 
   else {
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 0731ec7fa..d4b887bdb 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -55,10 +55,10 @@ static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0, 0, 0};
 static igraph_rng_t igraph_rng_Python = {0, 0, 0};
 static igraph_rng_t igraph_rng_default_saved = {0, 0, 0};
 
-int igraph_rng_Python_init(void **state) {
+igraph_error_t igraph_rng_Python_init(void **state) {
   IGRAPH_ERROR("Python RNG error, unsupported function called",
       IGRAPH_EINTERNAL);
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 void igraph_rng_Python_destroy(void *state) {
@@ -152,10 +152,10 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
  * \ingroup python_interface_rng
  * \brief Sets the seed of the random generator.
  */
-int igraph_rng_Python_seed(void *state, unsigned long int seed) {
+igraph_error_t igraph_rng_Python_seed(void *state, unsigned long int seed) {
   IGRAPH_ERROR("Python RNG error, unsupported function called",
       IGRAPH_EINTERNAL);
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /**
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 54b57dec7..3d90fe9a6 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 54b57dec78c2e13c7837baf945255c7ac9430aa1
+Subproject commit 3d90fe9a6ae0b6256057b63cfa25faa21934eaad

From e97fafe389a87aef45f58cdf594eca536103730b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 1 Mar 2022 16:41:09 +0100
Subject: [PATCH 0708/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 1c84aa27c..dd64867a2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 1c84aa27c3697b3a58fdc4bfd8944c30ce1b9244
+Subproject commit dd64867a2d2b26e6bf349586264d2929df6e6add

From 72bf19bbbd59c455108d0c9e93495f95703fc820 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Wed, 2 Mar 2022 09:51:40 +0100
Subject: [PATCH 0709/1681] doc: Clarify installation from git.

---
 README.md | 69 +++++++++++++++++++++++++++++++++----------------------
 1 file changed, 41 insertions(+), 28 deletions(-)

diff --git a/README.md b/README.md
index f097cd460..1f2643bfb 100644
--- a/README.md
+++ b/README.md
@@ -127,7 +127,7 @@ Alternatively, if you have already downloaded and extracted the source code
 of igraph, you can run `setup.py` directly:
 
 ```bash
-python setup.py build --use-pkg-config
+python setup.py install --use-pkg-config
 ```
 
 This option is primarily intended for package maintainers in Linux
@@ -142,10 +142,33 @@ possible to build against an external library on Windows.
 
 ## Compiling the development version
 
-If you have downloaded the source code from Github and not PyPI, chances are
-that you have the latest development version, which contains a matching version
-of the C core of igraph as a git submodule. Therefore, to install the bleeding
-edge version, you need to instruct git to check out the submodules first:
+If you want to install the development version, the easiest way to do so is to
+install it using
+
+```bash
+pip install git+https://github.com/igraph/python-igraph
+```
+
+This automatically fetches the development version from the repository, builds
+the package and installs it. By default, this will install the Python interface
+from the `master` branch, which is used as the basis for the development of the
+current release series. Unstable and breaking changes are being made in the `develop` branch. You can install this similarly by doing
+
+```bash
+pip install git+https://github.com/igraph/python-igraph@develop
+```
+
+In addition to `git`, the installation of the development version requires some
+additional dependencies, read further below for details.
+
+For more information about installing directly from `git` using `pip` see 
+https://pip.pypa.io/en/stable/topics/vcs-support/#git.
+
+
+Alternatively, you can clone this repository locally. This repository contains a
+matching version of the C core of `igraph` as a git submodule. In order to
+install the development version from source, you need to instruct git to check
+out the submodules first:
 
 ```bash
 git submodule update --init
@@ -162,16 +185,22 @@ On macOS you can install these from Homebrew or MacPorts. On Windows you can
 install `winflexbison3` from Chocolatey.
 
 Then, running the setup script should work if you have a C compiler and the
-necessary build dependencies (see the previous section):
+necessary build dependencies (see also the previous section):
 
 ```bash
 python setup.py build
 ```
 
-## Running unit tests
+You can install it using
 
-Unit tests can be executed from the project directory with `tox` or with the
-built-in unittest module:
+```bash
+python setup.py install
+```
+
+### Running unit tests
+
+Unit tests can be executed from within the repository directory with `tox` or
+with the built-in `unittest` module:
 
 ```bash
 python -m unittest
@@ -185,34 +214,18 @@ If you want to add a feature, fix a bug, or suggest an improvement, open an
 issue on this repository and we'll try to answer. If you have a piece of code
 that you would like to see included in the main tree, open a PR on this repo.
 
-To start developing `igraph`, follow the steps below (these are
-for Linux, Windows users should change the system commands a little).
-
-First, clone this repo (e.g. via https) and enter the folder:
-
-```bash
-git clone https://github.com/igraph/python-igraph.git
-cd python-igraph
-```
-
-Second, check out the necessary git submodules:
-
-```bash
-git submodule update --init
-```
+To start developing `igraph`, follow the steps above about installing the development version. Make sure that you do so by cloning the repository locally so that you are able to make changes.
 
-and install igraph in development mode so your changes in the Python source
+For easier development, you can install `igraph` in development mode so your changes in the Python source
 code are picked up automatically by Python:
 
 ```bash
 python setup.py develop
 ```
 
-**NOTE**: Building requires `CMake`, a C compiler, and a few more dependencies.
-
 Changes that you make to the Python code do not need any extra action. However,
 if you adjust the source code of the C extension, you need to rebuild it by running
-`python setup.py develop` again. However, compilation of igraph's C core is
+`python setup.py develop` again. Compilation of the C core of `igraph` is
 cached in ``vendor/build`` and ``vendor/install`` so subsequent builds are much
 faster than the first one as the C core does not need to be recompiled.
 

From f29f20ac8fc330e636733172691a1817d9d615c0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 9 Mar 2022 12:07:29 +0100
Subject: [PATCH 0710/1681] fix: setup.py now looks for igraph.pc recursively
 in vendor/install

---
 setup.py | 9 ++-------
 1 file changed, 2 insertions(+), 7 deletions(-)

diff --git a/setup.py b/setup.py
index 015468a41..5d947d57f 100644
--- a/setup.py
+++ b/setup.py
@@ -272,13 +272,8 @@ def _compile_in(
         if retcode:
             return False
 
-        pkgconfig_candidates = [
-            install_folder / "lib" / "pkgconfig" / "igraph.pc",
-            install_folder / "lib64" / "pkgconfig" / "igraph.pc",
-        ]
-        for candidate in pkgconfig_candidates:
-            if candidate.exists():
-                return self._parse_pkgconfig_file(candidate)
+        for candidate in install_folder.rglob("igraph.pc"):
+            return self._parse_pkgconfig_file(candidate)
 
         raise RuntimeError(
             "no igraph.pc was found in the installation folder of igraph"

From 0e9fef331b0324a8b6fefc8e3aab8ed0077b0471 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 10 Mar 2022 10:07:29 +0100
Subject: [PATCH 0711/1681] fix: remove unused-but-set variable from
 igraphmodule_Graph_isoclass

---
 src/_igraph/graphobject.c | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b46aac502..3ff350494 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8838,7 +8838,6 @@ PyObject *igraphmodule_Graph_canonical_permutation(
 PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  Py_ssize_t n;
   igraph_integer_t isoclass = 0;
   PyObject *vids = 0;
   char *kwlist[] = { "vertices", NULL };
@@ -8847,8 +8846,6 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
       (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
     return NULL;
 
-  n = vids ? PyList_Size(vids) : igraph_vcount(&self->g);
-
   if (vids) {
     igraph_vector_t vidsvec;
     if (igraphmodule_PyObject_to_vector_t(vids, &vidsvec, 1)) {

From f22b523fa448396d2f1387996b6489621f06c6c3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 11 Mar 2022 11:53:00 +0100
Subject: [PATCH 0712/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index dd64867a2..20016f189 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit dd64867a2d2b26e6bf349586264d2929df6e6add
+Subproject commit 20016f1893ea04274781ce7b6ee27aec7f5da854

From 32b93b7de3d4b81754cf2ab8a1c4e0d41fe027d6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 11 Mar 2022 18:04:55 +0100
Subject: [PATCH 0713/1681] fix: set C core install directory during config
 step

---
 setup.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 5d947d57f..3aef163d5 100644
--- a/setup.py
+++ b/setup.py
@@ -239,6 +239,10 @@ def _compile_in(
 
         # No need to build tests
         args.append("-DBUILD_TESTING=OFF")
+        
+        # Set install directory during config step instead of install step in order
+        # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
+        args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
@@ -263,8 +267,6 @@ def _compile_in(
                 cmake,
                 "--install",
                 ".",
-                "--prefix",
-                str(install_folder),
                 "--config",
                 "Release",
             ]

From 2f73d749fd8692ce08889a30bd198a2c3b6bfcfb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 13 Mar 2022 21:35:14 +0100
Subject: [PATCH 0714/1681] chore: updated vendored igraph

---
 src/_igraph/attributes.c | 10 +++++-----
 src/_igraph/convert.c    |  2 +-
 vendor/source/igraph     |  2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 05b390a67..fe2b915cd 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -334,7 +334,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
         value = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0, &s);
+        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0);
         value = PyUnicode_FromString(s ? s : "");
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
@@ -490,7 +490,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
           o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
+          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
@@ -554,7 +554,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
           o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
+          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
@@ -700,7 +700,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
           o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
+          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
@@ -765,7 +765,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
           o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i, &s);
+          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index fbfbd1b7b..b55d12244 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2908,7 +2908,7 @@ PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
 
   /* populate the list with data */
   for (i = 0; i < n; i++) {
-    igraph_strvector_get(v, i, &ptr);
+    ptr = igraph_strvector_get(v, i);
 
     item = PyUnicode_FromString(ptr);
     if (!item) {
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3d90fe9a6..34c455b55 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3d90fe9a6ae0b6256057b63cfa25faa21934eaad
+Subproject commit 34c455b555e957d7a5f6426eba7c02f1001d6407

From f34aaa3b06fc9b9555ec95e3da54a61c58c41534 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 12:25:50 +0200
Subject: [PATCH 0715/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 34c455b55..c8fa2005a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 34c455b555e957d7a5f6426eba7c02f1001d6407
+Subproject commit c8fa2005ae9db7b76dfb4bdedb043254664825f1

From 41e3d33567bbc605a82f86081665996ca932d49d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 12:57:54 +0200
Subject: [PATCH 0716/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c8fa2005a..195804c14 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c8fa2005ae9db7b76dfb4bdedb043254664825f1
+Subproject commit 195804c148eac43fce1554e81c0a5442f2fd8ee8

From 4edf34d5de0ebaed7095c25c017a834b51340459 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 13:25:44 +0200
Subject: [PATCH 0717/1681] fiX: PyDoctor patch not needed any more

---
 scripts/mkdoc.sh               |   6 +-
 scripts/patch-pydoctor.sh      |  20 -----
 scripts/pydoctor-21.12.0.patch | 132 ---------------------------------
 3 files changed, 1 insertion(+), 157 deletions(-)
 delete mode 100755 scripts/patch-pydoctor.sh
 delete mode 100644 scripts/pydoctor-21.12.0.patch

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f8b89b893..782553e4c 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -46,11 +46,7 @@ if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
   # Install sphinx, matplotlib, wheel, and pydoctor into the venv
-  .venv/bin/pip install -U sphinx sphinxbootstrap4theme matplotlib wheel
-
-  echo "Patching PyDoctor..."
-  .venv/bin/pip install -U pydoctor
-  $SCRIPTS_FOLDER/patch-pydoctor.sh
+  .venv/bin/pip install -U sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
 fi
 
 #echo "Set PyDoctor theme"
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
deleted file mode 100755
index cbafc0e9e..000000000
--- a/scripts/patch-pydoctor.sh
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/bin/bash
-# Patches PyDoctor to make it suitable to build python-igraph's documentation
-# until our patches get upstreamed
-
-set -e
-
-SCRIPTS_FOLDER=`dirname $0`
-
-cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
-PATCH_FOLDER=${ROOT_FOLDER}/scripts
-
-${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
-${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.12.0
-PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
-
-cd "${PYDOCTOR_DIR}"
-echo "Patch against 21.12.0 to fix a bug with C extensions"
-patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.12.0.patch 2>/dev/null
-rm -f deleteme.rej
diff --git a/scripts/pydoctor-21.12.0.patch b/scripts/pydoctor-21.12.0.patch
deleted file mode 100644
index c3dc88f29..000000000
--- a/scripts/pydoctor-21.12.0.patch
+++ /dev/null
@@ -1,132 +0,0 @@
-From 284115bf7275d86e245f5ce20cd4c1f0a97745c8 Mon Sep 17 00:00:00 2001
-From: Fabio Zanini <fabio.zanini@fastmail.fm>
-Date: Wed, 5 Jan 2022 17:39:23 +1100
-Subject: [PATCH] update_patch
-
----
- pydoctor/astbuilder.py                    |  2 +-
- pydoctor/epydoc2stan.py                   |  7 +++++-
- pydoctor/model.py                         | 27 +++++++++++++++++------
- pydoctor/templatewriter/pages/__init__.py |  4 +++-
- 4 files changed, 30 insertions(+), 10 deletions(-)
-
-diff --git a/pydoctor/astbuilder.py b/pydoctor/astbuilder.py
-index 831643f5..8895ebd3 100644
---- a/pydoctor/astbuilder.py
-+++ b/pydoctor/astbuilder.py
-@@ -221,7 +221,7 @@ class ModuleVistor(ast.NodeVisitor):
-             self.newAttr = None
- 
-     def visit_Module(self, node: ast.Module) -> None:
--        assert self.module.docstring is None
-+        #assert self.module.docstring is None
- 
-         self.builder.push(self.module, 0)
-         if len(node.body) > 0 and isinstance(node.body[0], ast.Expr) and isinstance(node.body[0].value, ast.Str):
-diff --git a/pydoctor/epydoc2stan.py b/pydoctor/epydoc2stan.py
-index ed72e01d..77a76c1e 100644
---- a/pydoctor/epydoc2stan.py
-+++ b/pydoctor/epydoc2stan.py
-@@ -189,6 +189,11 @@ class _EpydocLinker(DocstringLinker):
-             target = src.resolveName(identifier)
-             if target is not None:
-                 return target
-+            if isinstance(src, model.Class):
-+                for base in src.allbases():
-+                    target = base.resolveName(identifier)
-+                    if target is not None:
-+                        return target
-             src = src.parent
- 
-         # Walk up the object tree again and see if 'identifier' refers to an
-@@ -592,7 +597,7 @@ class FieldHandler:
- 
-     def handleUnknownField(self, field: Field) -> None:
-         name = field.tag
--        field.report(f"Unknown field '{name}'" )
-+        #field.report(f"Unknown field '{name}'" )
-         self.unknowns[name].append(FieldDesc(name=field.arg, body=field.format()))
- 
-     def handle(self, field: Field) -> None:
-diff --git a/pydoctor/model.py b/pydoctor/model.py
-index 07fa858a..82cc55c7 100644
---- a/pydoctor/model.py
-+++ b/pydoctor/model.py
-@@ -14,7 +14,7 @@ import platform
- import sys
- import types
- from enum import Enum
--from inspect import Signature
-+from inspect import Signature, signature
- from optparse import Values
- from pathlib import Path
- from typing import (
-@@ -513,7 +513,8 @@ class Function(Inheritable):
-     is_async: bool
-     annotations: Mapping[str, Optional[ast.expr]]
-     decorators: Optional[Sequence[ast.expr]]
--    signature: Signature
-+    signature: Optional[Signature]
-+    text_signature: str = ""
- 
-     def setup(self) -> None:
-         super().setup()
-@@ -780,15 +781,26 @@ class System:
- 
-     def _introspectThing(self, thing: object, parent: Documentable, parentMod: _ModuleT) -> None:
-         for k, v in thing.__dict__.items():
--            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType))
--                    # In PyPy 7.3.1, functions from extensions are not
-+            # TODO(ntamas): MethodDescriptorType and ClassMethodDescriptorType are Python 3.7 only.
-+            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType, types.MethodDescriptorType, types.ClassMethodDescriptorType))
-                     # instances of the above abstract types.
--                    or v.__class__.__name__ == 'builtin_function_or_method'):
-+                    or (hasattr(v, "__class__") and v.__class__.__name__ == 'builtin_function_or_method')):
-+
-+
-                 f = self.Function(self, k, parent)
-                 f.parentMod = parentMod
-                 f.docstring = v.__doc__
-                 f.decorators = None
--                f.signature = Signature()
-+                try:
-+                    f.signature = signature(v)
-+                except Exception:
-+                    f.text_signature = (getattr(v, "__text_signature__") or "") + " (INVALID)"
-+                    f.signature = None
-+                f.is_async = False
-+                f.annotations = {
-+                    name: None for name in (f.signature.parameters if f.signature else {})
-+                }
-+
-                 self.addObject(f)
-             elif isinstance(v, type):
-                 c = self.Class(self, k, parent)
-@@ -916,7 +928,8 @@ class System:
-             mod.state = ProcessingState.PROCESSED
-             head = self.processing_modules.pop()
-             assert head == mod.fullName()
--        self.unprocessed_modules.remove(mod)
-+        if mod in self.unprocessed_modules:
-+            self.unprocessed_modules.remove(mod)
-         self.progress(
-             'process',
-             self.module_count - len(self.unprocessed_modules),
-diff --git a/pydoctor/templatewriter/pages/__init__.py b/pydoctor/templatewriter/pages/__init__.py
-index d032d495..dab775cf 100644
---- a/pydoctor/templatewriter/pages/__init__.py
-+++ b/pydoctor/templatewriter/pages/__init__.py
-@@ -60,7 +60,9 @@ def format_signature(function: model.Function) -> "Flattenable":
-     Return a stan representation of a nicely-formatted source-like function signature for the given L{Function}.
-     Arguments default values are linked to the appropriate objects when possible.
-     """
--    return html2stan(str(function.signature))
-+    return html2stan(
-+        str(function.signature) if function.signature else function.text_signature or "(...)",
-+    )
- 
- class DocGetter:
-     """L{epydoc2stan} bridge."""
--- 
-2.34.1
-

From 36bf61c205d3afc634bd4f063fc3e054c4900c4d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 15:52:36 +0200
Subject: [PATCH 0718/1681] fix: fix API page post-processing for Jekyll

---
 doc/source/sphinxext/postprocess_api.py | 76 ++++++++++++-------------
 scripts/mkdoc.sh                        |  3 +
 2 files changed, 41 insertions(+), 38 deletions(-)

diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 5ef858dd5..8a57fa0fb 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -5,17 +5,18 @@
 Originally, lightly modified from the mpld3 project.
 
 """
-import os.path as op
+
 from pathlib import Path
-import glob
 from sphinx.application import Sphinx
+from textwrap import indent
 
 
 def on_build_finished(app: Sphinx, exception: Exception) -> None:
     html_dir = Path(app.builder.outdir)
     api_dir = html_dir / 'api'
 
-    # Check if the index has Jekyll template marks
+    # Check if the index has Jekyll template marks. If it does, extract the
+    # YAML frontmatter into a separate variable
     index_html = html_dir / 'index.html'
     with open(index_html, 'rt') as f:
         lines = f.readlines()
@@ -26,27 +27,25 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         mark_end = lines.index('---\n', 1) + 1
         lines_mark = lines[: mark_end]
 
-    # Relative links to stylesheets break, repair them
-    for i, line in enumerate(lines_mark):
-        pattern = 'href="_static/'
-        j = line.find(pattern)
-        if j == -1:
-            continue
-        line = line[:j] + 'href="../_static/' + line[j + len(pattern):]
-        lines_mark[i] = line
+    # We will insert the same YAML frontmatter into the generated API docs.
+    # Relative links to stylesheets in the frontmatter will break so repair
+    # them
+    lines_mark = [line.replace('href="_static/', 'href="../_static/"') for line in lines_mark]
 
     # Write individual example files, fixing footers
-    for filename in sorted(glob.glob(op.join(api_dir, "*.html"))):
-        # Open file
-        with open(filename, 'rt') as f:
-            content = f.read()
-            start = content.find('<head>') + len('<head>')
-            end = content.find('</head>', start)
-            head, content = content[start: end], content[end:]
-
-            start = content.find('<body>') + len('<body>')
-            end = content.find('</body>', start)
-            body, _ = content[start: end], content[end:]
+    for path in sorted(api_dir.glob("*.html")):
+        # Read contents of file
+        content = path.read_text()
+
+        # Split part between <head> and </head> and the rest
+        start = content.find('<head>') + len('<head>')
+        end = content.find('</head>', start)
+        head, content = content[start:end].strip(), content[end:].strip()
+
+        # Split part between <body> and </body> and the rest
+        start = content.find('<body>') + len('<body>')
+        end = content.find('</body>', start)
+        body = content[start:end].strip()
 
         # Exclude title from head
         start = head.find('<title>')
@@ -55,31 +54,32 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
 
         # Bootstrap from Jekyll and pydoctor conflict, remove the pydoctor one
         headlines = head.split('\n')
-        for i, line in enumerate(headlines):
-            if 'bootstrap.min.css' in line:
-                break
-        head = '\n'.join(headlines[:i] + headlines[i+1:])
-
-        # Repair footer that conflicts with igraph footer
-        start_pre = body.find('<footer')
-        start = body.find('>', start_pre) + 1
-        end = body.find('</footer>', start)
-        body, footer = body[:start_pre], body[start: end]
+        head = "\n".join(line for line in headlines if "bootstrap.min.css" not in line)
+
+        # Repair last footer that conflicts with igraph footer
+        start_pre = body.rfind('<footer')
+        if start_pre >= 0:
+            start = body.find('>', start_pre) + 1
+            end = body.find('</footer>', start)
+            body, footer = body[:start_pre], body[start: end]
+        else:
+            footer = ""
         footer = footer.strip('\n')
 
         # Patch style of footer
-        footer = footer.replace('"container"', '"container-fluid text-muted credit"')
+        footer = footer.replace('"container"', '"container-fluid text-muted credit"').strip()
 
         # Patch-up content for Jekyll
         content = (''.join(lines_mark[:-1]) + 
-                   head +
-                   'extrafoot:\n' +
-                   footer +
+                   indent(head, "    ") + "\n" +
+                   'extrafoot: |\n' +
+                   indent(footer, "    ") +
                    '\n' +
                    lines_mark[-1] +
                    body)
-        with open(filename, 'wt') as f:
-            f.write(content)
+
+        # Write the patched content back to the file
+        path.write_text(content)
 
 
 def setup(app):
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 782553e4c..eef62db79 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -49,6 +49,9 @@ if [ ! -d ".venv" ]; then
   .venv/bin/pip install -U sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
 fi
 
+# Make sure that Sphinx and PyDoctor are up-to-date in the virtualenv
+.venv/bin/pip install -U sphinx pydoctor
+
 #echo "Set PyDoctor theme"
 #$SCRIPTS_FOLDER/set-pydoctor-theme.sh ${ROOT_FOLDER} ${STANDALONE}
 

From 8aceba47a8cf415c3934d26d30453070aa7257d1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 16:55:09 +0200
Subject: [PATCH 0719/1681] fix: do not process symlinked files twice in
 postprocess_api script

---
 doc/source/sphinxext/postprocess_api.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 8a57fa0fb..68b20ea91 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -30,10 +30,15 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
     # We will insert the same YAML frontmatter into the generated API docs.
     # Relative links to stylesheets in the frontmatter will break so repair
     # them
-    lines_mark = [line.replace('href="_static/', 'href="../_static/"') for line in lines_mark]
+    lines_mark = [line.replace('href="_static/', 'href="../_static/') for line in lines_mark]
 
     # Write individual example files, fixing footers
     for path in sorted(api_dir.glob("*.html")):
+        # Skip symbolic links, otherwise we could potentially process the same
+        # file twice
+        if path.is_symlink():
+            continue
+
         # Read contents of file
         content = path.read_text()
 

From eb809d6ace5c8cb812b5f78fa12f9f04d8ad738e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 16:55:25 +0200
Subject: [PATCH 0720/1681] fix: scripts/mkdoc.sh should exit after printing
 usage instructions

---
 scripts/mkdoc.sh | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index eef62db79..4176117ae 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -26,6 +26,7 @@ while getopts ":sjd" OPTION; do
       ;;
     \?)
       echo "Usage: $0 [-sjd]"
+      exit 1
       ;;
     esac
 done

From 5170ecac5cf5a475de370f3048e5067338793da4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Apr 2022 17:22:17 +0200
Subject: [PATCH 0721/1681] fix: fix plotting of curved edges in Cairo backend,
 closes #474, #519

---
 src/igraph/drawing/edge.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/edge.py b/src/igraph/drawing/edge.py
index b72f1f4a3..594fcb74a 100644
--- a/src/igraph/drawing/edge.py
+++ b/src/igraph/drawing/edge.py
@@ -120,7 +120,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
 
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
 
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
@@ -156,9 +156,9 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
 
 
         # Determine the midpoint
-        if edge['curved']:
+        if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge['curved'])
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
             pos = evaluate_cubic_bezier_curve(x1, y1, *aux1, *aux2, x2, y2, .5)
         else:
             pos = (

From 6366b13e66fc833d92f41fad11b79f0c067754dc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Apr 2022 13:25:44 +0200
Subject: [PATCH 0722/1681] fiX: PyDoctor patch not needed any more

---
 scripts/mkdoc.sh              |  12 +--
 scripts/patch-pydoctor.sh     |  22 -----
 scripts/pydoctor-21.2.2.patch | 167 ----------------------------------
 3 files changed, 5 insertions(+), 196 deletions(-)
 delete mode 100755 scripts/patch-pydoctor.sh
 delete mode 100644 scripts/pydoctor-21.2.2.patch

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index d1d3ff103..5bbab7145 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -14,9 +14,10 @@ DOC_API_FOLDER=${ROOT_FOLDER}/doc/api
 cd ${ROOT_FOLDER}
 
 if [ ! -d ".venv" ]; then
-    # Create a virtual environment for pydoctor
-    python3 -m venv .venv
-    .venv/bin/pip install -U pydoctor wheel
+  python3 -m venv .venv
+
+  # Install sphinx, matplotlib, wheel, and pydoctor into the venv
+  .venv/bin/pip install -U pip sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
 fi
 
 PYDOCTOR=.venv/bin/pydoctor
@@ -27,9 +28,6 @@ fi
 
 PWD=`pwd`
 
-echo "Patching PyDoctor..."
-$SCRIPTS_FOLDER/patch-pydoctor.sh
-
 echo "Removing existing documentation..."
 rm -rf "${DOC_API_FOLDER}/html" "${DOC_API_FOLDER}/pdf"
 
@@ -41,7 +39,7 @@ rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg-link
 
 echo "Installing igraph in virtualenv..."
-rm -f dist/*.whl && .venv/bin/python setup.py bdist_wheel && .venv/bin/pip install --force-reinstall dist/*.whl
+rm -f dist/*.whl && .venv/bin/pip install .
 
 IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 
diff --git a/scripts/patch-pydoctor.sh b/scripts/patch-pydoctor.sh
deleted file mode 100755
index 1611bb8a1..000000000
--- a/scripts/patch-pydoctor.sh
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/bin/bash
-# Patches PyDoctor to make it suitable to build python-igraph's documentation
-# until our patches get upstreamed
-
-set -e
-
-SCRIPTS_FOLDER=`dirname $0`
-
-cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
-PATCH_FOLDER=${ROOT_FOLDER}/scripts
-
-${ROOT_FOLDER}/.venv/bin/pip uninstall -y pydoctor
-${ROOT_FOLDER}/.venv/bin/pip install pydoctor==21.2.2
-PYDOCTOR_DIR=`.venv/bin/python -c 'import os,pydoctor;print(os.path.dirname(pydoctor.__file__))'`
-
-cd "${PYDOCTOR_DIR}"
-# patch is confirmed to work with pydoctor 21.2.2
-patch -r deleteme.rej -N -p2 <${PATCH_FOLDER}/pydoctor-21.2.2.patch 2>/dev/null
-rm -f deleteme.rej
-
-
diff --git a/scripts/pydoctor-21.2.2.patch b/scripts/pydoctor-21.2.2.patch
deleted file mode 100644
index 15a23623f..000000000
--- a/scripts/pydoctor-21.2.2.patch
+++ /dev/null
@@ -1,167 +0,0 @@
-diff --git a/pydoctor/astbuilder.py b/pydoctor/astbuilder.py
-index 6b274c9..393ddab 100644
---- a/pydoctor/astbuilder.py
-+++ b/pydoctor/astbuilder.py
-@@ -188,7 +188,7 @@ class ModuleVistor(ast.NodeVisitor):
-             self.newAttr = None
- 
-     def visit_Module(self, node: ast.Module) -> None:
--        assert self.module.docstring is None
-+        # assert self.module.docstring is None
- 
-         self.builder.push(self.module, 0)
-         if len(node.body) > 0 and isinstance(node.body[0], ast.Expr) and isinstance(node.body[0].value, ast.Str):
-diff --git a/pydoctor/epydoc2stan.py b/pydoctor/epydoc2stan.py
-index 1b418ae..841c773 100644
---- a/pydoctor/epydoc2stan.py
-+++ b/pydoctor/epydoc2stan.py
-@@ -191,6 +191,11 @@ class _EpydocLinker(DocstringLinker):
-             target = src.resolveName(identifier)
-             if target is not None:
-                 return target
-+            if isinstance(src, model.Class):
-+                for base in src.allbases():
-+                    target = base.resolveName(identifier)
-+                    if target is not None:
-+                        return target
-             src = src.parent
- 
-         # Walk up the object tree again and see if 'identifier' refers to an
-@@ -528,7 +533,7 @@ class FieldHandler:
- 
-     def handleUnknownField(self, field: Field) -> None:
-         name = field.tag
--        field.report(f"Unknown field '{name}'" )
-+        # field.report(f"Unknown field '{name}'" )
-         self.unknowns[name].append(FieldDesc(name=field.arg, body=field.format()))
- 
-     def handle(self, field: Field) -> None:
-diff --git a/pydoctor/model.py b/pydoctor/model.py
-index d233639..a14a4df 100644
---- a/pydoctor/model.py
-+++ b/pydoctor/model.py
-@@ -14,7 +14,7 @@ import platform
- import sys
- import types
- from enum import Enum
--from inspect import Signature
-+from inspect import signature, Signature
- from optparse import Values
- from pathlib import Path
- from typing import (
-@@ -514,7 +514,8 @@ class Function(Inheritable):
-     is_async: bool
-     annotations: Mapping[str, Optional[ast.expr]]
-     decorators: Optional[Sequence[ast.expr]]
--    signature: Signature
-+    signature: Optional[Signature]
-+    text_signature: str = ""
- 
-     def setup(self) -> None:
-         super().setup()
-@@ -776,15 +777,24 @@ class System:
- 
-     def _introspectThing(self, thing: object, parent: Documentable, parentMod: _ModuleT) -> None:
-         for k, v in thing.__dict__.items():
--            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType))
-+            # TODO(ntamas): MethodDescriptorType and ClassMethodDescriptorType are Python 3.7 only.
-+            if (isinstance(v, (types.BuiltinFunctionType, types.FunctionType, types.MethodDescriptorType, types.ClassMethodDescriptorType))
-                     # In PyPy 7.3.1, functions from extensions are not
-                     # instances of the above abstract types.
--                    or v.__class__.__name__ == 'builtin_function_or_method'):
-+                    or (hasattr(v, "__class__") and v.__class__.__name__ == 'builtin_function_or_method')):
-                 f = self.Function(self, k, parent)
-                 f.parentMod = parentMod
-                 f.docstring = v.__doc__
-                 f.decorators = None
--                f.signature = Signature()
-+                try:
-+                    f.signature = signature(v)
-+                except Exception:
-+                    f.text_signature = (getattr(v, "__text_signature__") or "") + " (INVALID)"
-+                    f.signature = None
-+                f.is_async = False
-+                f.annotations = {
-+                    name: None for name in (f.signature.parameters if f.signature else {})
-+                }
-                 self.addObject(f)
-             elif isinstance(v, type):
-                 c = self.Class(self, k, parent)
-@@ -912,7 +922,8 @@ class System:
-             mod.state = ProcessingState.PROCESSED
-             head = self.processing_modules.pop()
-             assert head == mod.fullName()
--        self.unprocessed_modules.remove(mod)
-+        if mod in self.unprocessed_modules:
-+            self.unprocessed_modules.remove(mod)
-         self.progress(
-             'process',
-             self.module_count - len(self.unprocessed_modules),
-diff --git a/pydoctor/templatewriter/pages/__init__.py b/pydoctor/templatewriter/pages/__init__.py
-index e5f4050..3d326b3 100644
---- a/pydoctor/templatewriter/pages/__init__.py
-+++ b/pydoctor/templatewriter/pages/__init__.py
-@@ -49,7 +49,7 @@ def format_decorators(obj: Union[model.Function, model.Attribute]) -> Iterator[A
- 
- def signature(function: model.Function) -> str:
-     """Return a nicely-formatted source-like function signature."""
--    return str(function.signature)
-+    return str(function.signature) if function.signature else function.text_signature or "(...)"
- 
- class DocGetter:
-     """L{epydoc2stan} bridge."""
-diff --git a/pydoctor/templates/common.html b/pydoctor/templates/common.html
-index e5f4050..3d326b3 100644
---- a/pydoctor/templates/common.html
-+++ b/pydoctor/templates/common.html
-@@ -63,7 +63,7 @@
-       </div>
-       <address>
-         <a href="index.html">API Documentation</a> for <t:slot name="project">Some
--          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" /> at <t:slot name="buildtime">some time</t:slot>.
-+          Project</t:slot>, generated by <a href="https://github.com/twisted/pydoctor/">pydoctor</a> <t:slot name="version" />.
-       </address>
- 
-     </div>
-diff --git a/pydoctor/templatewriter/summary.py b/pydoctor/templatewriter/summary.py
-index e5f4050..3d326b3 100644
---- a/pydoctor/templatewriter/summary.py
-+++ b/pydoctor/templatewriter/summary.py
-@@ -22,7 +22,7 @@
-         return r
-     ul = tags.ul()
-     for m in sorted(contents, key=lambda m:m.fullName()):
--        ul(moduleSummary(m, page_url))
-+        ul(moduleSummary(m, page_url), "\n")
-     return r(ul)
- 
- def _lckey(x):
-@@ -45,6 +45,7 @@
-         r = []
-         for o in self.system.rootobjects:
-             r.append(moduleSummary(o, self.filename))
-+            r.append("\n")
-         return tag.clear()(r)
-     @renderer
-     def heading(self, request, tag):
-@@ -105,7 +106,7 @@
-     if len(scs) > 0:
-         ul = tags.ul()
-         for sc in sorted(scs, key=_lckey):
--            ul(subclassesFrom(hostsystem, sc, anchors, page_url))
-+            ul(subclassesFrom(hostsystem, sc, anchors, page_url), "\n")
-         r(ul)
-     return r
- 
-@@ -136,9 +137,10 @@
-                 if o:
-                     ul = tags.ul()
-                     for sc in sorted(o, key=_lckey):
--                        ul(subclassesFrom(self.system, sc, anchors, self.filename))
-+                        ul(subclassesFrom(self.system, sc, anchors, self.filename), "\n")
-                     item(ul)
-                 t(item)
-+            t("\n")
-         return t
- 
-     @renderer

From dac55245f747d02ed855afdbe3dbba7a0ca84933 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Apr 2022 17:34:47 +0200
Subject: [PATCH 0723/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 20016f189..6514bc2a7 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 20016f1893ea04274781ce7b6ee27aec7f5da854
+Subproject commit 6514bc2a7bccb9b73b39f05353c6bfaffe8f1d4f

From 5cf0f27976a00d476feb5341e652bf8fde485af6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Apr 2022 17:42:31 +0200
Subject: [PATCH 0724/1681] chore: updated changelog

---
 CHANGELOG.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 51401e81e..c65cb25f3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,30 @@
 # igraph Python interface changelog
 
+## [0.9.10]
+
+### Fixed
+
+- Fixed plotting of curved edges in the Cairo plotting backend.
+
+- `setup.py` now looks for `igraph.pc` recursively in `vendor/install`; this
+  fixes building igraph from source in certain Linux distributions
+
+- `Graph.shortest_paths()` does not crash with zero-length weight vectors any
+  more
+
+- Fix a memory leak in `Graph.delete_vertices()` and other functions that
+  convert a list of vertex IDs internally to an `igraph_vs_t` object, see
+  [#503](https://github.com/igraph/python-igraph/issues/503) for details.
+
+- Fix a memory leak in `Graph.maximum_cardinality_search()`.
+
+- Fix a crash that happened when subclassing `Graph` and overriding `__new__()`
+  in the subclass; see [#496](https://github.com/igraph/python-igraph/issues/496)
+  for more details.
+
+- Documentation now mentions that we now support graphs of size 5 or 6 for
+  isomorphism / motif calculations if the graph is undirected
+
 ## [0.9.9]
 
 ### Changed

From 0407088338370a54669483e645a8b71417e178b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Apr 2022 18:09:56 +0200
Subject: [PATCH 0725/1681] fix: fix accidental mixup of Epydoc and reST in
 docstrings, closes #444

---
 src/igraph/__init__.py      | 18 +++++++++---------
 src/igraph/app/shell.py     | 12 ++++++------
 src/igraph/datatypes.py     | 16 ++++++++--------
 src/igraph/drawing/graph.py |  6 +++---
 src/igraph/drawing/utils.py | 12 ++++++------
 src/igraph/formula.py       |  4 ++--
 src/igraph/summary.py       |  4 ++--
 7 files changed, 36 insertions(+), 36 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index e4432f571..1c8a4c1ff 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -3411,23 +3411,23 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
         @param edges: pandas DataFrame containing edges and metadata. The first
           two columns of this DataFrame contain the source and target vertices
           for each edge. These indicate the vertex *names* rather than IDs
-          unless `use_vids` is True and these are non-negative integers. Further
+          unless C{use_vids} is True and these are non-negative integers. Further
           columns may contain edge attributes.
         @param directed: bool setting whether the graph is directed
         @param vertices: None (default) or pandas DataFrame containing vertex
           metadata. The first column of the DataFrame must contain the unique
-          vertex *names*. If `use_vids` is True, the DataFrame's index must
-          contain the vertex IDs as a sequence of intergers from `0` to
-          `len(vertices) - 1`. All other columns will be added as vertex
+          vertex *names*. If C{use_vids} is True, the DataFrame's index must
+          contain the vertex IDs as a sequence of intergers from 0 to
+          C{len(vertices) - 1}. All other columns will be added as vertex
           attributes by column name.
-        @use_vids: whether to interpret the first two columns of the `edges`
+        @use_vids: whether to interpret the first two columns of the C{edges}
           argument as vertex ids (0-based integers) instead of vertex names.
-          If this argument is set to True and the first two columns of `edges`
+          If this argument is set to True and the first two columns of C{edges}
           are not integers, an error is thrown.
 
         @return: the graph
 
-        Vertex names in either the `edges` or `vertices` arguments that are set
+        Vertex names in either the C{edges} or C{vertices} arguments that are set
         to NaN (not a number) will be set to the string "NA". That might lead
         to unexpected behaviour: fill your NaNs with values before calling this
         function to mitigate.
@@ -3549,8 +3549,8 @@ def get_edge_dataframe(self):
         >>> df = graph.get_edge_dataframe()
         >>> df.set_index(['source', 'target'], inplace=True)
 
-        The index will be a pandas.MultiIndex. You can use the `drop=False`
-        option to keep the `source` and `target` columns.
+        The index will be a pandas.MultiIndex. You can use the C{drop=False}
+        option to keep the C{source} and C{target} columns.
 
         If you want to use vertex names in the source and target columns:
 
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index cb450c32a..987507d4f 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -33,7 +33,7 @@ class TerminalController:
     A class that can be used to portably generate formatted output to
     a terminal.
 
-    `TerminalController` defines a set of instance variables whose
+    C{TerminalController} defines a set of instance variables whose
     values are initialized to the control sequence necessary to
     perform a given action.  These can be simply included in normal
     output to the terminal:
@@ -42,8 +42,8 @@ class TerminalController:
         >>> print('This is '+term.GREEN+'green'+term.NORMAL)
         This is green
 
-    Alternatively, the `render()` method can used, which replaces
-    '${action}' with the string required to perform 'action':
+    Alternatively, the L{render()} method can used, which replaces
+    C{${action}} with the string required to perform C{action}:
 
         >>> term = TerminalController()
         >>> print(term.render('This is ${GREEN}green${NORMAL}'))
@@ -63,7 +63,7 @@ class TerminalController:
         ...
 
     Finally, if the width and height of the terminal are known, then
-    they will be stored in the `COLS` and `LINES` attributes.
+    they will be stored in the C{COLS} and C{LINES} attributes.
 
     @author: Edward Loper
     """
@@ -113,9 +113,9 @@ class TerminalController:
 
     def __init__(self, term_stream=sys.stdout):
         """
-        Create a `TerminalController` and initialize its attributes
+        Create a C{TerminalController} and initialize its attributes
         with appropriate values for the current terminal.
-        `term_stream` is the stream that will be used for terminal
+        C{term_stream} is the stream that will be used for terminal
         output; if this stream is not a tty, then the terminal is
         assumed to be a dumb terminal (i.e., have no capabilities).
         """
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 1a53bba07..5ea353018 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -679,11 +679,11 @@ class UniqueIdGenerator:
     """
 
     def __init__(self, id_generator=None, initial=None):
-        """Creates a new unique ID generator. `id_generator` specifies how do we
-        assign new IDs to elements that do not have an ID yet. If it is `None`,
+        """Creates a new unique ID generator. C{id_generator} specifies how do we
+        assign new IDs to elements that do not have an ID yet. If it is C{None},
         elements will be assigned integer identifiers starting from 0. If it is
         an integer, elements will be assigned identifiers starting from the given
-        integer. If it is an iterator or generator, its `next` method will be
+        integer. If it is an iterator or generator, its C{next()} method will be
         called every time a new ID is needed."""
         if id_generator is None:
             id_generator = 0
@@ -699,12 +699,12 @@ def __init__(self, id_generator=None, initial=None):
                 self.add(value)
 
     def __contains__(self, item):
-        """Checks whether `item` already has an ID or not."""
+        """Checks whether C{item} already has an ID or not."""
         return item in self._ids
 
     def __getitem__(self, item):
-        """Retrieves the ID corresponding to `item`. Generates a new ID for
-        `item` if it is the first time we request an ID for it."""
+        """Retrieves the ID corresponding to C{item}. Generates a new ID for
+        C{item} if it is the first time we request an ID for it."""
         try:
             return self._ids[item]
         except KeyError:
@@ -712,11 +712,11 @@ def __getitem__(self, item):
             return self._ids[item]
 
     def __setitem__(self, item, value):
-        """Overrides the ID for `item`."""
+        """Overrides the ID for C{item}."""
         self._ids[item] = value
 
     def __len__(self):
-        """"Returns the number of items"""
+        """Returns the number of items."""
         return len(self._ids)
 
     def reverse_dict(self):
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 5210eb256..745ff85a7 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -874,12 +874,12 @@ def fetch(self, name=None, directed=False, keep_canonical_names=False):
     @staticmethod
     def infer_cytoscape_type(values):
         """Returns a Cytoscape type that can be used to represent all the
-        values in `values` and an appropriately converted copy of `values` that
+        values in C{values} and an appropriately converted copy of C{values} that
         is suitable for an XML-RPC call.  Note that the string type in
         Cytoscape is used as a catch-all type; if no other type fits, attribute
         values will be converted to string and then posted to Cytoscape.
 
-        ``None`` entries are allowed in `values`, they will be ignored on the
+        C{None} entries are allowed in C{values}, they will be ignored on the
         Cytoscape side.
         """
         types = [type(value) for value in values if value is not None]
@@ -952,7 +952,7 @@ def draw(self, graph, *args, **kwds):
 
         The following keyword arguments are allowed:
 
-            - ``encoder`` lets one specify an instance of ``json.JSONEncoder`` that
+            - C{encoder} lets one specify an instance of C{json.JSONEncoder} that
               will be used to encode the JSON objects.
         """
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 42ce51833..fdf568d12 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -193,7 +193,7 @@ def expand(self, margins):
         return self.contract([-float(margin) for margin in margins])
 
     def isdisjoint(self, other):
-        """Returns ``True`` if the two rectangles have no intersection.
+        """Returns C{True} if the two rectangles have no intersection.
 
         Example::
 
@@ -217,7 +217,7 @@ def isdisjoint(self, other):
         )
 
     def isempty(self):
-        """Returns ``True`` if the rectangle is empty (i.e. it has zero
+        """Returns C{True} if the rectangle is empty (i.e. it has zero
         width and height).
 
         Example::
@@ -427,8 +427,8 @@ def __setattr__(self, key, value):
 
 
 def find_cairo():
-    """Tries to import the ``cairo`` Python module if it is installed,
-    also trying ``cairocffi`` (a drop-in replacement of ``cairo``).
+    """Tries to import the C{cairo} Python module if it is installed,
+    also trying C{cairocffi} (a drop-in replacement of C{cairo}).
     Returns a fake module if everything fails.
     """
     module_names = ["cairo", "cairocffi"]
@@ -446,7 +446,7 @@ def find_cairo():
 
 
 def find_matplotlib():
-    """Tries to import the ``matplotlib`` Python module if it is installed.
+    """Tries to import the C{matplotlib} Python module if it is installed.
     Returns a fake module if everything fails.
     """
     try:
@@ -594,7 +594,7 @@ def towards(self, other, distance=0):
     def FromPolar(cls, radius, angle):
         """Constructs a point from polar coordinates.
 
-        `radius` is the distance of the point from the origin; `angle` is the
+        C{radius} is the distance of the point from the origin; C{angle} is the
         angle between the X axis and the vector pointing to the point from
         the origin.
         """
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index ad5473d15..65b7596d7 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -1,11 +1,11 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
 """
-Implementation of `igraph.Graph.Formula()`
+Implementation of L{igraph.Graph.Formula()}.
 
 You should use this module directly only if you have a very strong reason
 to do so. In almost all cases, you are better off with calling
-`igraph.Graph.Formula()`.
+L{igraph.Graph.Formula()}.
 """
 
 from io import StringIO
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index fffb20726..19d2ce337 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -262,7 +262,7 @@ def _construct_header(self):
 
     def _edge_attribute_iterator(self, attribute_order):
         """Returns an iterator that yields the rows of the edge attribute table
-        in the summary. `attribute_order` must be a list containing the names of
+        in the summary. C{attribute_order} must be a list containing the names of
         the attributes to be presented in this table."""
         arrow = self._arrow_format
 
@@ -317,7 +317,7 @@ def _new_table(self, headers=None):
 
     def _vertex_attribute_iterator(self, attribute_order):
         """Returns an iterator that yields the rows of the vertex attribute table
-        in the summary. `attribute_order` must be a list containing the names of
+        in the summary. C{attribute_order} must be a list containing the names of
         the attributes to be presented in this table."""
         for vertex in self._graph.vs:
             yield ["[%d]" % vertex.index] + [vertex[attr] for attr in attribute_order]

From 22f75de85f6868245e4d06fda0057c580b962e13 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 Apr 2022 17:53:00 +0200
Subject: [PATCH 0726/1681] chore: updated vendored igraph

---
 src/_igraph/attributes.c | 14 +++++++-------
 vendor/source/igraph     |  2 +-
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index fe2b915cd..f667ec5b1 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -324,7 +324,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
   /* See if we have graph attributes */
   if (attr) {
     PyObject *dict = attrs->attrs[0], *value;
-    char *s;
+    const char *s;
     n = igraph_vector_ptr_size(attr);
     for (i = 0; i < n; i++) {
       igraph_attribute_record_t *attr_rec;
@@ -483,7 +483,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
      * the appropriate vector. If not, it is null. */
     if (attr_rec) {
       for (i = 0; i < nv; i++) {
-        char *s;
+        const char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
@@ -547,7 +547,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       }
 
       for (i = 0; i < nv; i++) {
-        char *s;
+        const char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
@@ -693,7 +693,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
      * the appropriate vector. If not, it is null. */
     if (attr_rec) {
       for (i = 0; i < ne; i++) {
-        char *s;
+        const char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
@@ -758,7 +758,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       }
 
       for (i = 0; i < ne; i++) {
-        char *s;
+        const char *s;
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
@@ -1540,7 +1540,7 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
         } else if (is_string) {
           VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_STRING;
         } else {
-          VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_PY_OBJECT;
+          VECTOR(*t)[j] = IGRAPH_ATTRIBUTE_OBJECT;
         }
       }
     }
@@ -1644,7 +1644,7 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   } else if (is_string) {
     *type = IGRAPH_ATTRIBUTE_STRING;
   } else {
-    *type = IGRAPH_ATTRIBUTE_PY_OBJECT;
+    *type = IGRAPH_ATTRIBUTE_OBJECT;
   }
   return IGRAPH_SUCCESS;
 }
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 195804c14..c9ed1c6b3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 195804c148eac43fce1554e81c0a5442f2fd8ee8
+Subproject commit c9ed1c6b39de62e31eead62adeb9e9a9648cadfe

From 9087bfdd616c4fa320f61bae8c404d000cc35810 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 8 Apr 2022 13:29:56 +0200
Subject: [PATCH 0727/1681] doc: keep PyDoctor-generated search machinery in
 the generated HTML

---
 doc/source/sphinxext/postprocess_api.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 68b20ea91..7af0d35fb 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -66,9 +66,12 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         if start_pre >= 0:
             start = body.find('>', start_pre) + 1
             end = body.find('</footer>', start)
-            body, footer = body[:start_pre], body[start: end]
+            body, footer, rest = body[:start_pre], body[start: end], body[end + len('</footer>'):]
+
+            body_end = rest.rfind('</body>')
+            rest = rest[:body_end]
         else:
-            footer = ""
+            footer, rest = "", ""
         footer = footer.strip('\n')
 
         # Patch style of footer
@@ -79,6 +82,7 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
                    indent(head, "    ") + "\n" +
                    'extrafoot: |\n' +
                    indent(footer, "    ") +
+                   indent(rest, "    ") +
                    '\n' +
                    lines_mark[-1] +
                    body)

From b7b0915f87cb5404e386417851b7cf6607b71b02 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 8 Apr 2022 18:50:35 +0200
Subject: [PATCH 0728/1681] fix: fix memory leak in get_all_shortest_paths()

---
 src/_igraph/graphobject.c | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3ff350494..ed4569bd4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5239,6 +5239,9 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   igraph_vs_destroy(&to);
 
   list = igraphmodule_vector_int_t_to_PyList(&res);
+
+  igraph_vector_int_destroy(&res);
+
   return list;
 }
 

From 3b17a49ae3b04d8738a30a4bc85b8a6515a48cf7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 8 Apr 2022 21:47:55 +0200
Subject: [PATCH 0729/1681] fix: memory leak in get_subisomorphisms_lad

---
 src/_igraph/graphobject.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ed4569bd4..c093e9a61 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9881,6 +9881,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     igraph_vector_ptr_destroy_all(p_domains);
 
   result = igraphmodule_vector_ptr_t_to_PyList(&mappings, IGRAPHMODULE_TYPE_INT);
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&mappings, igraph_vector_destroy);
   igraph_vector_ptr_destroy_all(&mappings);
 
   return result;

From 7460a242f50c1f0d34bccb838fa94ceb41993bfd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 8 Apr 2022 21:51:21 +0200
Subject: [PATCH 0730/1681] fix: more robust fix for memory leak in
 get_subisomorphisms_lad

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c093e9a61..b5c51f182 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9868,6 +9868,8 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     return NULL;
   }
 
+  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&mappings, igraph_vector_destroy);
+
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, 0, 0, &mappings,
         PyObject_IsTrue(induced), (int)time_limit)) {
     igraphmodule_handle_igraph_error();
@@ -9881,7 +9883,6 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     igraph_vector_ptr_destroy_all(p_domains);
 
   result = igraphmodule_vector_ptr_t_to_PyList(&mappings, IGRAPHMODULE_TYPE_INT);
-  IGRAPH_VECTOR_PTR_SET_ITEM_DESTRUCTOR(&mappings, igraph_vector_destroy);
   igraph_vector_ptr_destroy_all(&mappings);
 
   return result;

From 1593c14d8e9b25b876a04c2a110d12edda2211ae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 8 Apr 2022 21:59:44 +0200
Subject: [PATCH 0731/1681] fix: memory leak in union and intersection

---
 src/_igraph/operators.c | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index e748e7a39..9a2145088 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -135,6 +135,7 @@ PyObject *igraphmodule__union(PyObject *self,
   if (with_edgemaps) {
     /* prepare edgemaps */
     igraph_vector_ptr_t edgemaps;
+
     if (igraph_vector_ptr_init(&edgemaps, 0)) {
       return igraphmodule_handle_igraph_error();
     }
@@ -160,8 +161,9 @@ PyObject *igraphmodule__union(PyObject *self,
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      igraph_vector_destroy(map);
     }
-    igraph_vector_ptr_destroy(&edgemaps);
+    igraph_vector_ptr_destroy_all(&edgemaps);
   }
   else {
     /* Create union */
@@ -270,8 +272,9 @@ PyObject *igraphmodule__intersection(PyObject *self,
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      igraph_vector_destroy(map);
     }
-    igraph_vector_ptr_destroy(&edgemaps);
+    igraph_vector_ptr_destroy_all(&edgemaps);
 
   } 
   else {

From ddf1e994f2833a8db689d297a9d3438c6d668a90 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 8 Apr 2022 22:05:38 +0200
Subject: [PATCH 0732/1681] fix: memory leak in community_edge_betweenness

---
 src/_igraph/graphobject.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b5c51f182..8613126bc 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11612,6 +11612,7 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
 
   ms=igraphmodule_matrix_t_to_PyList(&merges, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&merges);
+  igraph_vector_destroy(&q);
 
   if (ms == NULL) {
     Py_DECREF(qs);

From fe74da13d2948333d7bc9e070f51816aa1b3962b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 8 Apr 2022 22:15:28 +0200
Subject: [PATCH 0733/1681] fix: fix potential double-destroy of modularity
 vector in igraphmodule_Graph_edge_betweenness()

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8613126bc..ccd2e0ed3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11608,11 +11608,11 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   } else {
     qs = Py_None;
     Py_INCREF(qs);
+    igraph_vector_destroy(&q);
   }
 
   ms=igraphmodule_matrix_t_to_PyList(&merges, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&merges);
-  igraph_vector_destroy(&q);
 
   if (ms == NULL) {
     Py_DECREF(qs);

From 69cc2d6991d385c206099e8a5d304ffc2e6f3dd2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Sat, 9 Apr 2022 09:26:09 +0200
Subject: [PATCH 0734/1681] chore: update changelog

---
 CHANGELOG.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c65cb25f3..6f3c7acf5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,7 +16,10 @@
   convert a list of vertex IDs internally to an `igraph_vs_t` object, see
   [#503](https://github.com/igraph/python-igraph/issues/503) for details.
 
-- Fix a memory leak in `Graph.maximum_cardinality_search()`.
+- Fixed potential memory leaks in `Graph.maximum_cardinality_search()`,
+  `Graph.get_all_simple_paths()`, `Graph.get_subisomorphisms_lad()`, 
+  `Graph.community_edge_betweenness()`, as well as the `union` and `intersection`
+  operators.
 
 - Fix a crash that happened when subclassing `Graph` and overriding `__new__()`
   in the subclass; see [#496](https://github.com/igraph/python-igraph/issues/496)

From a6e9be3e0ad12dde831cff102334dc856f897a3d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Apr 2022 21:14:20 +0200
Subject: [PATCH 0735/1681] test: skip tests for missing dependencies

---
 tests/drawing/cairo/test_graph.py      | 11 +++++++++--
 tests/drawing/matplotlib/test_graph.py | 11 ++++++++++-
 tests/drawing/plotly/test_graph.py     | 21 +++++++++++++++------
 3 files changed, 34 insertions(+), 9 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index c5a7dc735..7ffdea110 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -15,8 +15,7 @@
 
 
 cairo = find_cairo()
-if not hasattr(cairo, 'version'):
-    raise unittest.SkipTest("cairo not found, skipping tests")
+has_cairo = hasattr(cairo, 'version')
 
 image_comparison = find_image_comparison()
 
@@ -24,6 +23,8 @@
 class GraphTestRunner(unittest.TestCase):
     @classmethod
     def setUpClass(self):
+        if not has_cairo:
+            raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
     @image_comparison(baseline_images=["graph_basic"])
@@ -58,6 +59,12 @@ def test_mark_groups_squares(self):
 
 
 class ClusteringTestRunner(unittest.TestCase):
+    @classmethod
+    def setUpClass(self):
+        if not has_cairo:
+            raise unittest.SkipTest("cairo not found, skipping tests")
+        result_image_folder.mkdir(parents=True, exist_ok=True)
+
     @image_comparison(baseline_images=["clustering_directed"])
     def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index d188a882c..e3f125aff 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -15,12 +15,17 @@
     import matplotlib as mpl
     import matplotlib.pyplot as plt
 except ImportError:
-    raise unittest.SkipTest("matplotlib/pyplot not found, skipping tests")
+    mpl = None
+    plt = None
 
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
+    def setUp(self):
+        if mpl is None or plt is None:
+            raise unittest.SkipTest("matplotlib not found, skipping tests")
+
     @property
     def layout_small_ring(self):
         coords = [
@@ -76,6 +81,10 @@ def test_mark_groups_squares(self):
 
 
 class ClusteringTestRunner(unittest.TestCase):
+    def setUp(self):
+        if mpl is None or plt is None:
+            raise unittest.SkipTest("matplotlib not found, skipping tests")
+
     @property
     def layout_small_ring(self):
         coords = [
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 288ebeb7f..6f628380c 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -14,18 +14,23 @@
 try:
     import plotly
 except ImportError:
-    raise unittest.SkipTest("plotly not found, skipping tests")
+    plotly = None
 
-# FIXME: trying to debug this specific import on CI
-try:
-    from plotly import graph_objects as go
-except ImportError:
-    raise ImportError('Cannot import graph_objects, dir(plotly): '+str(dir(plotly)))
+if plotly is not None:
+    # FIXME: trying to debug this specific import on CI
+    try:
+        from plotly import graph_objects as go
+    except ImportError:
+        raise ImportError('Cannot import graph_objects, dir(plotly): '+str(dir(plotly)))
 
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
+    def setUp(self):
+        if plotly is None:
+            raise unittest.SkipTest("plotly not found, skipping tests")
+
     @property
     def layout_small_ring(self):
         coords = [
@@ -83,6 +88,10 @@ def test_mark_groups_squares(self):
 
 
 class ClusteringTestRunner(unittest.TestCase):
+    def setUp(self):
+        if plotly is None:
+            raise unittest.SkipTest("plotly not found, skipping tests")
+
     @property
     def layout_small_ring(self):
         coords = [

From 5690ae8300a7c9391a9ff73da66f02f707077946 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Apr 2022 21:35:52 +0200
Subject: [PATCH 0736/1681] fix: fix reallocation of igraph_strvector_t in
 get_info() function of attribute handler

---
 src/_igraph/attributes.c |  6 ++++--
 src/_igraph/convert.c    | 33 ++++++++++++++++++++++++++++-----
 src/_igraph/convert.h    |  1 +
 3 files changed, 33 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 371162cfb..dcde72bc9 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1477,10 +1477,12 @@ static int igraphmodule_i_attribute_get_info(const igraph_t *graph,
     if (!keys) IGRAPH_ERROR("Internal error in PyDict_Keys", IGRAPH_FAILURE);
  
     if (n) {
-      retval = igraphmodule_PyList_to_strvector_t(keys, n);
-      if (retval)
+      retval = igraphmodule_PyList_to_existing_strvector_t(keys, n);
+      if (retval) {
         return retval;
+      }
     }
+
     if (t) {
       k=PyList_Size(keys);
       igraph_vector_resize(t, k);
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 2e7eae7f6..7710c9ed9 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2352,13 +2352,33 @@ int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result)
     return 1;
   }
 
-  n=PyList_Size(v);
+  n = PyList_Size(v);
 
   /* initialize the string vector */
-  if (igraph_strvector_init(result, n)) return 1;
+  if (igraph_strvector_init(result, n)) {
+    return 1;
+  }
+
+  return igraphmodule_PyList_to_existing_strvector_t(v, result);
+}
+
+int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result) {
+  Py_ssize_t n, i;
+  PyObject *o;
+
+  if (!PyList_Check(v)) {
+    PyErr_SetString(PyExc_TypeError, "expected list");
+    return 1;
+  }
+
+  n = PyList_Size(v);
+
+  if (igraph_strvector_resize(result, n)) {
+    return 1;
+  }
 
   /* populate the vector with data */
-  for (i=0; i<n; i++) {
+  for (i = 0; i < n; i++) {
     PyObject *item = PyList_GetItem(v, i);
     char* ptr;
     igraph_bool_t will_free = 0;
@@ -2386,13 +2406,16 @@ int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result)
     }
 
     if (igraph_strvector_set(result, i, ptr)) {
-      if (will_free)
+      if (will_free) {
         free(ptr);
+      }
       igraph_strvector_destroy(result);
       return 1;
     }
-    if (will_free)
+
+    if (will_free) {
       free(ptr);
+    }
   }
 
   return 0;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 4c50219a2..85db0df3e 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -106,6 +106,7 @@ int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m);
 int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols);
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
+int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
 		igraph_vector_ptr_t *v);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,

From 2f41f8c5c75f6a3730ccddd31eb6c5c9f8899f60 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 11 Apr 2022 12:35:53 +0200
Subject: [PATCH 0737/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6514bc2a7..2a7c798f5 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6514bc2a7bccb9b73b39f05353c6bfaffe8f1d4f
+Subproject commit 2a7c798f5a0c268c6a99237844a5e90ba2358328

From d602fb08b2c73a447550b749928203e6f131cec2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 11 Apr 2022 12:36:45 +0200
Subject: [PATCH 0738/1681] chore: updated changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6f3c7acf5..5eded25a0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [0.9.10]
 
+### Changed
+
+- Vendored igraph was updated to version 0.9.8.
+
 ### Fixed
 
 - Fixed plotting of curved edges in the Cairo plotting backend.

From 14bddf6820dc810545c58d062b2a3b05a95516cc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 11 Apr 2022 12:49:02 +0200
Subject: [PATCH 0739/1681] chore: bumped version to 0.9.10

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 9d9b333a2..0a6a3ceee 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.9'
+version = '0.9.10'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.9'
+release = '0.9.10'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index fbe3a4a5e..a93fdc77e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 9)
+__version_info__ = (0, 9, 10)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 806cf9f1ac4272ed3c5e7cb001b4b9c4d7f95ac9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Apr 2022 12:58:11 +0200
Subject: [PATCH 0740/1681] fix: remove Py_LIMITED_API temporarily because it
 breaks compilation on PyPy >= 3.8 due to None

---
 src/_igraph/arpackobject.h | 1 -
 src/_igraph/attributes.c   | 2 --
 2 files changed, 3 deletions(-)

diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 5d5fd31d0..64f036f05 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -23,7 +23,6 @@
 #ifndef PYTHON_ARPACKOBJECT_H
 #define PYTHON_ARPACKOBJECT_H
 
-#define Py_LIMITED_API 0x03060000
 #include "preamble.h"
 
 #include <igraph_arpack.h>
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index dcde72bc9..fae434eb3 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -20,8 +20,6 @@
 
 */
 
-#define Py_LIMITED_API 0x03060000
-
 #include "attributes.h"
 #include "common.h"
 #include "convert.h"

From 2251bebe33136e989aa5952dda3a78be88a061f9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Apr 2022 13:11:12 +0200
Subject: [PATCH 0741/1681] chore: updated cibuildwheel version

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4026bf0e7..f7d490e39 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -31,7 +31,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.2.2
+        uses: joerick/cibuildwheel@v2.4.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -58,7 +58,7 @@ jobs:
         uses: docker/setup-qemu-action@v1
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.1.1
+        uses: joerick/cibuildwheel@v2.4.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -104,7 +104,7 @@ jobs:
           brew install ninja autoconf automake libtool cmake
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.1.1
+        uses: joerick/cibuildwheel@v2.4.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -162,7 +162,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.1.1
+        uses: joerick/cibuildwheel@v2.4.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From dedb177b58463a720fad5bfd5862fa769aea4ac6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 19 Apr 2022 17:06:42 +0200
Subject: [PATCH 0742/1681] fix: provide replacement for Py_None, Py_False and
 Py_True on PyPy 3.8 and above

---
 src/_igraph/igraphmodule.c |  5 +++++
 src/_igraph/pyhelpers.c    | 46 ++++++++++++++++++++++++++++++++++++++
 src/_igraph/pyhelpers.h    | 14 ++++++++++++
 3 files changed, 65 insertions(+)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 35416203e..2b67c209b 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -836,6 +836,11 @@ PyObject* PyInit__igraph(void)
     INITERROR;
   }
 
+  /* Run basic initialization of the pyhelpers.c module */
+  if (igraphmodule_helpers_init()) {
+    INITERROR;
+  }
+
   /* Initialize types */
   if (
     igraphmodule_ARPACKOptions_register_type() ||
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 5cf0e075e..48134992f 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -23,6 +23,12 @@
 
 #include "pyhelpers.h"
 
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+PyObject* Py_None;
+PyObject* Py_True;
+PyObject* Py_False;
+#endif
+
 /**
  * Closes a Python file-like object by calling its close() method.
  */
@@ -221,3 +227,43 @@ long igraphmodule_Py_HashPointer(void *p) {
     x = -2;
   return x;
 }
+
+/**
+ * @brief Initializer function that must be called from igraphmodule_init()
+ * 
+ * Initializes borrowed references to \c None, \c True and \c False to cope
+ * with the fact that \c Py_None, \c Py_False and \c Py_True are not exposed
+ * in PyPy as part of the limited API.
+ */
+int igraphmodule_helpers_init() {
+  static int called = 0;
+
+  if (called) {
+    PyErr_SetString(PyExc_RuntimeError, "igraphmodule_helpers_init() called twice");
+    return 1;
+  }
+
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+  Py_None = Py_BuildValue("");
+  if (Py_None == NULL) {
+    return 1;
+  }
+
+  Py_True = PyBool_FromLong(1);
+  if (Py_True == NULL) {
+    Py_DECREF(Py_None);
+    return 1;
+  }
+
+  Py_False = PyBool_FromLong(0);
+  if (Py_False == NULL) {
+    Py_DECREF(Py_None);
+    Py_DECREF(Py_True);
+    return 1;
+  }
+#endif
+  
+  called = 1;
+
+  return 0;
+}
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 6189a34c8..f7e5b7011 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -26,6 +26,8 @@
 
 #include "preamble.h"
 
+int igraphmodule_helpers_init();
+
 int igraphmodule_PyFile_Close(PyObject* fileObj);
 PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode);
 PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item);
@@ -87,4 +89,16 @@ char* PyUnicode_CopyAsString(PyObject* string);
   } \
 }
 
+#ifndef Py_None
+/* This happens on PyPy where Py_None, Py_True and Py_False are not part of the
+ * public API. Let's provide replacements ourselves. */
+#define PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+#endif
+
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+extern PyObject* Py_None;
+extern PyObject* Py_True;
+extern PyObject* Py_False;
+#endif
+
 #endif

From 7c81be69411bfb4cb0f2da7c84489ebf60cb2d0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 19 Apr 2022 17:38:44 +0200
Subject: [PATCH 0743/1681] fix: it looks like Py_True and Py_False are
 provided on PyPy so do not provide replacements for those

---
 src/_igraph/pyhelpers.c | 37 +++++++++++++++++++++++++++----------
 src/_igraph/pyhelpers.h | 18 ++++++++++++++----
 2 files changed, 41 insertions(+), 14 deletions(-)

diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 48134992f..af961c0c1 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -23,8 +23,11 @@
 
 #include "pyhelpers.h"
 
-#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+#ifdef PY_IGRAPH_PROVIDES_PY_NONE
 PyObject* Py_None;
+#endif
+
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
 PyObject* Py_True;
 PyObject* Py_False;
 #endif
@@ -237,33 +240,47 @@ long igraphmodule_Py_HashPointer(void *p) {
  */
 int igraphmodule_helpers_init() {
   static int called = 0;
+  int success = 0;
 
   if (called) {
     PyErr_SetString(PyExc_RuntimeError, "igraphmodule_helpers_init() called twice");
     return 1;
   }
 
-#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+#ifdef PY_IGRAPH_PROVIDES_PY_NONE
   Py_None = Py_BuildValue("");
   if (Py_None == NULL) {
-    return 1;
+    goto cleanup;
   }
+#endif
+  
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
+  Py_False = Py_True = NULL;
 
   Py_True = PyBool_FromLong(1);
   if (Py_True == NULL) {
-    Py_DECREF(Py_None);
-    return 1;
+    goto cleanup;
   }
 
   Py_False = PyBool_FromLong(0);
   if (Py_False == NULL) {
-    Py_DECREF(Py_None);
-    Py_DECREF(Py_True);
-    return 1;
+    goto cleanup;
   }
 #endif
-  
+
   called = 1;
+  success = 1;
+
+cleanup:
+  if (!success) {
+#ifdef PY_IGRAPH_PROVIDES_PY_NONE
+    Py_XDECREF(Py_None);
+#endif
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
+    Py_XDECREF(Py_True);
+    Py_XDECREF(Py_False);
+#endif
+  }
 
-  return 0;
+  return success ? 0 : 1;
 }
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index f7e5b7011..563765059 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -90,13 +90,23 @@ char* PyUnicode_CopyAsString(PyObject* string);
 }
 
 #ifndef Py_None
-/* This happens on PyPy where Py_None, Py_True and Py_False are not part of the
- * public API. Let's provide replacements ourselves. */
-#define PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+/* This happens on PyPy where Py_None is not part of the public API. Let's
+ * provide a replacement ourselves. */
+#define PY_IGRAPH_PROVIDES_PY_NONE
 #endif
 
-#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS_AND_NONE
+#ifndef Py_True
+/* It is unclear whether Py_True is part of the public API or not, so let's
+ * prepare for the case when it is not. If Py_True is not part of the public
+ * API, we assume that Py_False is not part of it either */
+#define PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
+#endif
+
+#ifdef PY_IGRAPH_PROVIDES_PY_NONE
 extern PyObject* Py_None;
+#endif
+
+#ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
 extern PyObject* Py_True;
 extern PyObject* Py_False;
 #endif

From 64a9df3f768ba62346e99d397ef9181a56317e27 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 19 Apr 2022 18:05:06 +0200
Subject: [PATCH 0744/1681] fix: common.c needs pyhelpers.h on PyPy 3.9 and
 above due to Py_None

---
 src/_igraph/common.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index 25299a34d..751af257c 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -21,6 +21,7 @@
 */
 
 #include "common.h"
+#include "pyhelpers.h"
 #include "structmember.h"
 
 /**

From a9ef4d8a43eacd73a1c2f2a54c92a50269e7cb18 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 19 Apr 2022 18:39:41 +0200
Subject: [PATCH 0745/1681] fix: fix const-correctness of ptr in
 igraphmodule_strvector_t_to_PyList

---
 src/_igraph/convert.c | 2 +-
 src/_igraph/random.c  | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 52ecbbb8e..957e5afc6 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2893,7 +2893,7 @@ int igraphmodule_PyObject_to_vector_int_list_t(PyObject* list, igraph_vector_int
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
   PyObject *list, *item;
   Py_ssize_t n, i;
-  char* ptr;
+  const char* ptr;
 
   n = igraph_strvector_size(v);
   if (n < 0) {
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index d4b887bdb..966acfb35 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -22,6 +22,7 @@
 */
 
 #include "random.h"
+#include "pyhelpers.h"
 #include <limits.h>
 #include <igraph_random.h>
 

From f129f18c182faebf7672c30824274e64c8ee3b1d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 20 Apr 2022 09:38:06 +0200
Subject: [PATCH 0746/1681] docs: fix capitalization of "igraph" in
 user-visible places

---
 src/igraph/__init__.py         | 2 +-
 src/igraph/drawing/__init__.py | 2 +-
 src/igraph/layout.py           | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 1c8a4c1ff..b61a6b71f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1,5 +1,5 @@
 """
-IGraph library.
+igraph library.
 """
 
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 288b66468..eea6d95ef 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,5 +1,5 @@
 """
-Drawing and plotting routines for IGraph.
+Drawing and plotting routines for igraph.
 
 Plotting is dependent on the C{pycairo} or C{cairocffi} libraries that provide
 Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 1472865e7..3b8db94d2 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -1,7 +1,7 @@
 # vim:ts=4:sw=4:sts=4:et
 # -*- coding: utf-8 -*-
 """
-Layout-related code in the IGraph library.
+Layout-related code in the igraph library.
 
 This package contains the implementation of the L{Layout} object.
 """

From 0234fd34a9527190c805c3c990908fdbaba2d31b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 25 Apr 2022 06:43:02 +1000
Subject: [PATCH 0747/1681] Address sanitizer ci (#533)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Add address sanitizers to CI to help finding leaks at the C-Python interface

This was almost entirely authored-by: Szabolcs Horvát <szhorvat@gmail.com>
---
 .github/workflows/build.yml | 63 +++++++++++++++++++++++++++++++++++++
 1 file changed, 63 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2b22fed40..260e36efe 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -222,3 +222,66 @@ jobs:
       - uses: actions/upload-artifact@v2
         with:
           path: dist/*.tar.gz
+
+  # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
+  # for the "Test" step below.
+  #
+  # The C core is temporarily compiled with -DCMAKE_C_FLAGS="-DNDEBUG" because the Python test suite
+  # triggers a bug/assertion in RNG_INTEGER(): https://github.com/igraph/igraph/issues/2031
+  # When this bug is fixed, remove NDEBUG and increment the cache version to v1.
+  build_with_sanitizer:
+    name: Build with sanitizers for debugging purposes
+    runs-on: ubuntu-20.04
+    env:
+      CC: "gcc -fsanitize=address -fsanitize=undefined"
+      CXX: "g++ -fsanitize=address -fsanitize=undefined"
+      CFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
+      CXXFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
+      IGRAPH_CMAKE_EXTRA_ARGS: -DUSE_SANITIZER="Address;Undefined" -DCMAKE_BUILD_TYPE=Debug -DFLEX_KEEP_LINE_NUMBERS=ON -DFORCE_COLORED_OUTPUT=ON -DCMAKE_C_FLAGS="-DNDEBUG"
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+          
+      - name: Cache installed C core
+        id: cache-c-core
+        uses: actions/cache@v2
+        with:
+          path: |
+            vendor/build
+            vendor/install
+          key: C-core-build-sanitizer-v0-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+
+      - name: Install OS dependencies
+        if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
+        run:
+          sudo apt install ninja-build cmake flex bison
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.10'
+
+      - name: Build C core
+        run: |
+          python setup.py build_c_core
+
+      - name: Build and install Python extension
+        run: |
+          # NOTE: install calls "build" first
+          python setup.py install
+
+      - name: Install test dependencies
+        run: |
+          pip install pytest numpy scipy pandas networkx
+
+      # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
+      # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
+      # Leak detection is disabled because of many false (?) positives in Python itself.
+      - name: Test
+        env:
+          LD_PRELOAD: "/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1"
+          ASAN_OPTIONS: "detect_leaks=0"
+        run: |
+          python -m pytest --capture=sys tests

From 716fa78cfaa0c70e2211690107c0acd88b3d3138 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 26 Apr 2022 08:37:55 +1000
Subject: [PATCH 0748/1681] Fix random_walk change in C-level API (#532)

Add flexibility to random walks as now supported by the C library

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/_igraph/convert.c     |   1 -
 src/_igraph/graphobject.c | 134 +++++++++++++++++++++++++++++++++-----
 tests/test_walks.py       |  54 +++++++++++++++
 vendor/source/igraph      |   2 +-
 4 files changed, 174 insertions(+), 17 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 957e5afc6..8c3ae98e8 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3825,4 +3825,3 @@ int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *re
 
   return igraphmodule_PyObject_to_enum_strict(o, random_tree_tt, (int*)result);
 }
-
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ae034f6fb..983066a8f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12155,16 +12155,26 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
  */
 PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   PyObject * args, PyObject * kwds) {
-  static char *kwlist[] = { "start", "steps", "mode", "stuck", NULL };
-  PyObject *start_o, *mode_o = Py_None, *stuck_o = Py_None, *res;
+
+  static char *kwlist[] = { "start", "steps", "mode", "stuck", "weights", "return_type", NULL };
+  PyObject *start_o, *mode_o = Py_None, *stuck_o = Py_None, *weights_o = Py_None, *return_type_o = Py_None;
   igraph_integer_t start;
   Py_ssize_t steps = 10;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_random_walk_stuck_t stuck = IGRAPH_RANDOM_WALK_STUCK_RETURN;
-  igraph_vector_int_t walk;
+  igraph_vector_t *weights=0;
+  int return_type = 1; /* the default is "vertices" */
+  igraph_vector_int_t vertices, edges;
+  PyObject *resv, *rese, *res;
+  static igraphmodule_enum_translation_table_entry_t return_type_tt[] = {
+        {"vertices", 1},
+        {"edges", 2},
+        {"both", 3},
+        {0,0}
+    };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOO", kwlist, &start_o,
-        &steps, &mode_o, &stuck_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOOOO", kwlist, &start_o,
+        &steps, &mode_o, &stuck_o, &weights_o, &return_type_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(steps, "number of steps");
@@ -12181,19 +12191,106 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_vector_int_init(&walk, steps)) {
-    return igraphmodule_handle_igraph_error();
+  /* Figure out return type */
+  if (return_type_o != Py_None) {
+    if (igraphmodule_PyObject_to_enum_strict(return_type_o, return_type_tt, &return_type)) {
+      return NULL;
+    }
+    if (return_type == 0){
+      PyErr_SetString(PyExc_ValueError,
+          "return_type must be \"vertices\", \"edges\", or \"both\".");
+      return NULL;
+    }
   }
 
-  if (igraph_random_walk(&self->g, &walk, start, mode, steps, stuck)) {
-    igraph_vector_int_destroy(&walk);
-    return igraphmodule_handle_igraph_error();
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+        ATTRIBUTE_TYPE_EDGE)) {
+      return NULL;
   }
 
-  res = igraphmodule_vector_int_t_to_PyList(&walk);
-  igraph_vector_int_destroy(&walk);
+  /* Only return vertices */
+  if (return_type == 1) {
+      if (igraph_vector_int_init(&vertices, 0)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        return igraphmodule_handle_igraph_error();
+      }
 
-  return res;
+      if (igraph_random_walk(&self->g,
+            weights,
+            &vertices, NULL,
+            start, mode, steps, stuck)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        igraph_vector_int_destroy(&vertices);
+        return igraphmodule_handle_igraph_error();
+      }
+
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      resv = igraphmodule_vector_int_t_to_PyList(&vertices);
+      igraph_vector_int_destroy(&vertices);
+      return resv;
+
+  /* only return edges */
+  } else if (return_type == 2) {
+      if (igraph_vector_int_init(&edges, 0)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        return igraphmodule_handle_igraph_error();
+      }
+
+      if (igraph_random_walk(&self->g,
+            weights,
+            NULL, &edges,
+            start, mode, steps, stuck)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        igraph_vector_int_destroy(&edges);
+        return igraphmodule_handle_igraph_error();
+      }
+
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      rese = igraphmodule_vector_int_t_to_PyList(&edges);
+      igraph_vector_int_destroy(&edges);
+      return rese;
+
+  /* return both vertices and edges, as a dict */
+  } else {
+      if (igraph_vector_int_init(&vertices, 0)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        return igraphmodule_handle_igraph_error();
+      }
+      if (igraph_vector_int_init(&edges, 0)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        igraph_vector_int_destroy(&vertices);
+        return igraphmodule_handle_igraph_error();
+      }
+
+      if (igraph_random_walk(&self->g,
+            weights,
+            &vertices, &edges,
+            start, mode, steps, stuck)) {
+        if (weights) { igraph_vector_destroy(weights); free(weights); }
+        igraph_vector_int_destroy(&vertices);
+        igraph_vector_int_destroy(&edges);
+        return igraphmodule_handle_igraph_error();
+      }
+
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+      resv = igraphmodule_vector_int_t_to_PyList(&vertices);
+      igraph_vector_int_destroy(&vertices);
+      if (resv == NULL) {
+        igraph_vector_int_destroy(&edges);
+        return resv;
+      }
+
+      rese = igraphmodule_vector_int_t_to_PyList(&edges);
+      igraph_vector_int_destroy(&edges);
+      if (rese == NULL) {
+        return rese;
+      }
+
+      return Py_BuildValue("{s:O,s:O}",
+          "vertices", resv,
+          "edges", rese); /* steals references */
+  }
 }
 
 /**********************************************************************
@@ -16375,7 +16472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /****************/
   {"random_walk", (PyCFunction)igraphmodule_Graph_random_walk,
    METH_VARARGS | METH_KEYWORDS,
-   "random_walk(start, steps, mode=\"out\", stuck=\"return\")\n--\n\n"
+   "random_walk(start, steps, mode=\"out\", stuck=\"return\", weights=None, return_type=\"vertices\")\n--\n\n"
    "Performs a random walk of a given length from a given node.\n\n"
    "@param start: the starting vertex of the walk\n"
    "@param steps: the number of steps that the random walk should take\n"
@@ -16384,8 +16481,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  graphs."
    "@param stuck: what to do when the random walk gets stuck. C{\"return\"}\n"
    "  returns a partial random walk; C{\"error\"} throws an exception.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
+   "@param return_type: what to return. It can be C{\"vertices\"} (default),\n"
+   "  then the function returns a list of the vertex ids visited; C{\"edges\"},\n"
+   "  then the function returns a list of edge ids visited; or C{\"both\"},\n"
+   "  then the function return a dictionary with keys C{\"vertices\"} and\n"
+   "  C{\"edges\"}.\n"
    "@return: a random walk that starts from the given vertex and has at most\n"
-   "  the given length (shorter if the random walk got stuck)\n"
+   "  the given length (shorter if the random walk got stuck).\n"
   },
 
   /**********************/
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 51a67de4e..ac887d507 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -1,10 +1,16 @@
 import random
 import unittest
+
 from igraph import Graph, InternalError
 
 
 class RandomWalkTests(unittest.TestCase):
+    def setUp(self):
+        random.seed(42)
+
     def validate_walk(self, g, walk, start, length, mode="out"):
+        self.assertEqual(len(walk), length + 1)
+
         prev = None
         for vertex in walk:
             if prev is not None:
@@ -13,6 +19,18 @@ def validate_walk(self, g, walk, start, length, mode="out"):
                 self.assertEqual(start, vertex)
             prev = vertex
 
+    def validate_edge_walk(self, g, walk, start, length, mode="out"):
+        self.assertEqual(len(walk), length)
+
+        prev_vertices = None
+        for edgeid in walk:
+            vertices = g.es[edgeid].tuple
+            if prev_vertices is not None:
+                self.assertTrue(vertices[0] in prev_vertices or vertices[1] in prev_vertices)
+            else:
+                self.assertTrue(start in vertices)
+            prev_vertices = vertices
+
     def testRandomWalkUndirected(self):
         g = Graph.GRG(100, 0.2)
         for i in range(100):
@@ -54,6 +72,42 @@ def testRandomWalkStuck(self):
         self.assertEqual([5, 6, 7, 8, 9], walk)
         self.assertRaises(InternalError, g.random_walk, 5, 20, stuck="error")
 
+    def testRandomWalkUndirectedVertices(self):
+        g = Graph.GRG(100, 0.2)
+        for i in range(10):
+            start = random.randint(0, g.vcount() - 1)
+            length = random.randint(0, 10)
+            walk = g.random_walk(start, length, return_type='vertices')
+            self.validate_walk(g, walk, start, length)
+
+    def testRandomWalkUndirectedEdges(self):
+        g = Graph.GRG(100, 0.2)
+        for i in range(10):
+            start = random.randint(0, g.vcount() - 1)
+            length = random.randint(0, 10)
+            walk = g.random_walk(start, length, return_type='edges')
+            self.validate_edge_walk(g, walk, start, length)
+
+    def testRandomWalkUndirectedBoth(self):
+        g = Graph.GRG(100, 0.2)
+        for i in range(10):
+            start = random.randint(0, g.vcount() - 1)
+            length = random.randint(0, 10)
+            walk_dic = g.random_walk(start, length, return_type='both')
+            self.assertTrue('vertices' in walk_dic)
+            self.assertTrue('edges' in walk_dic)
+            self.validate_edge_walk(g, walk_dic['edges'], start, length)
+            self.validate_walk(g, walk_dic['vertices'], start, length)
+
+    def testRandomWalkUndirectedWeighted(self):
+        g = Graph.GRG(100, 0.2)
+        g.es['weight'] = [1.0 for i in range(g.ecount())]
+        for i in range(100):
+            start = random.randint(0, g.vcount() - 1)
+            length = random.randint(0, 10)
+            walk = g.random_walk(start, length, weights='weight')
+            self.validate_walk(g, walk, start, length)
+
 
 def suite():
     random_walk_suite = unittest.makeSuite(RandomWalkTests)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index c9ed1c6b3..ad40512f4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c9ed1c6b39de62e31eead62adeb9e9a9648cadfe
+Subproject commit ad40512f4a860724b46b439b256a00967a33ccf7

From ba69c578fcd023b27b34caf5483f626612784ec2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Apr 2022 10:47:01 +0200
Subject: [PATCH 0749/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ad40512f4..b24a80874 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ad40512f4a860724b46b439b256a00967a33ccf7
+Subproject commit b24a8087412bd9a2e00fb8da02d2e218a7e183fa

From 764de380784ad1bb7fb40710d7de61646ddb5eff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Apr 2022 11:21:46 +0200
Subject: [PATCH 0750/1681] fix: fix memory leak in Graph.union() when edge
 maps are used

---
 src/_igraph/graphobject.c |  4 ++--
 src/_igraph/operators.c   | 16 ++++++++++------
 2 files changed, 12 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ccd2e0ed3..556429405 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -302,7 +302,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
 /** \ingroup python_interface_graph
  * \brief Creates an \c igraph.Graph subtype from an existing \c igraph_t
  *
- * The newly created instance (which will be a subtype of )\c igraph.Graph)
+ * The newly created instance (which will be a subtype of \c igraph.Graph)
  * will take ownership of the given \c igraph_t. This function is not
  * accessible from Python, however it is in the header file for other C API
  * functions to use.
@@ -10018,7 +10018,7 @@ PyObject *igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject * self)
 }
 
 /**********************************************************************
- * Graph operations                             *
+ * Graph operations                                                   *
  * Disjoint union, union and intersection are in operators.c          *
  **********************************************************************/
 
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 9a2145088..696f9638e 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -137,6 +137,7 @@ PyObject *igraphmodule__union(PyObject *self,
     igraph_vector_ptr_t edgemaps;
 
     if (igraph_vector_ptr_init(&edgemaps, 0)) {
+      igraph_vector_ptr_destroy(&gs);
       return igraphmodule_handle_igraph_error();
     }
 
@@ -144,8 +145,7 @@ PyObject *igraphmodule__union(PyObject *self,
     if (igraph_union_many(&g, &gs, &edgemaps)) {
       igraph_vector_ptr_destroy(&gs);
       igraph_vector_ptr_destroy(&edgemaps);
-      igraphmodule_handle_igraph_error();
-      return NULL;
+      return igraphmodule_handle_igraph_error();
     }
 
     /* extract edgemaps */
@@ -159,8 +159,10 @@ PyObject *igraphmodule__union(PyObject *self,
       for (j = 0; j < no_of_edges; j++) {
         PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+        /* reference to 'dest' stolen by PyList_SET_ITEM */
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      /* reference to 'emi' stolen by PyList_SET_ITEM */
       igraph_vector_destroy(map);
     }
     igraph_vector_ptr_destroy_all(&edgemaps);
@@ -169,8 +171,7 @@ PyObject *igraphmodule__union(PyObject *self,
     /* Create union */
     if (igraph_union_many(&g, &gs, /* edgemaps */ 0)) {
       igraph_vector_ptr_destroy(&gs);
-      igraphmodule_handle_igraph_error();
-      return NULL;
+      return igraphmodule_handle_igraph_error();
     }
   }
 
@@ -194,6 +195,7 @@ PyObject *igraphmodule__union(PyObject *self,
     PyDict_SetItemString(result, "graph", (PyObject *) o);
     Py_DECREF(o);
     PyDict_SetItemString(result, "edgemaps", em_list);
+    Py_DECREF(em_list);
   }
   else {
     result = (PyObject *) o;
@@ -249,6 +251,7 @@ PyObject *igraphmodule__intersection(PyObject *self,
     /* prepare edgemaps */
     igraph_vector_ptr_t edgemaps;
     if (igraph_vector_ptr_init(&edgemaps, 0)) {
+      igraph_vector_ptr_destroy(&gs);
       return igraphmodule_handle_igraph_error();
     }
 
@@ -256,8 +259,7 @@ PyObject *igraphmodule__intersection(PyObject *self,
     if (igraph_intersection_many(&g, &gs, &edgemaps)) {
       igraph_vector_ptr_destroy(&gs);
       igraph_vector_ptr_destroy(&edgemaps);
-      igraphmodule_handle_igraph_error();
-      return NULL;
+      return igraphmodule_handle_igraph_error();
     }
 
     long int i;
@@ -270,8 +272,10 @@ PyObject *igraphmodule__intersection(PyObject *self,
       for (j = 0; j < no_of_edges; j++) {
         PyObject *dest = PyLong_FromLong(VECTOR(*map)[j]);
         PyList_SET_ITEM(emi, (Py_ssize_t) j, dest);
+        /* reference to 'dest' stolen by PyList_SET_ITEM */
       }
       PyList_SET_ITEM(em_list, (Py_ssize_t) i, emi);
+      /* reference to 'emi' stolen by PyList_SET_ITEM */
       igraph_vector_destroy(map);
     }
     igraph_vector_ptr_destroy_all(&edgemaps);

From cab17d1eaa234771b8c7d3b3419bb9e0b7ad7fcf Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 26 Apr 2022 23:38:47 +1000
Subject: [PATCH 0751/1681] Add umap function (#529)

* Add umap function

* Skip C-level checks, update submodule hash

* Start writing tests

* Reinstate int size checks

* Update submodule hash (again)

* Various bugfixes

* Test copied from C, but fails (?)

* Test passes, it was a nonsensical default number of epochs (still open)

* Sampling probability > 1 is checked at C layer and tested in Python too

* address ntamas review

* Slightly better defaults

* Custom seed for UMAP

* Tests for seeded umap

* Update submodule

* chore: updated vendored igraph

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 doc/source/visualisation.rst |   2 +
 src/_igraph/graphobject.c    | 128 +++++++++++++++++++++++++++++++++++
 tests/test_layouts.py        |  81 +++++++++++++++++++++-
 3 files changed, 210 insertions(+), 1 deletion(-)

diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index b6010f6cc..de7e8de6f 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -74,6 +74,8 @@ The following algorithms produce nice layouts for general graphs:
 - `Graph.layout_kamada_kawai`: Kamada-Kawai layout (2D and 3D), a "spring" layout based on classical physics
 - `Graph.layout_lgl`: Large Graph Layout
 - `Graph.layout_mds`: multidimensional scaling layout
+- `Graph.layout_umap`: Uniform Manifold Approximation and Projection (2D and 3D). UMAP works especially well when the graph is composed
+  by "clusters" that are loosely connected to each other.
 
 The following algorithms are useful for *trees* (and for Sugiyama *directed acyclic graphs* or *DAGs*):
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c416cf382..085263b69 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7742,6 +7742,104 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   return (PyObject *) result_o;
 }
 
+  /** \ingroup python_interface_graph
+ * \brief Places the vertices of a graph using Uniform Manifold Approximation and Projection (UMAP)
+ * \return the calculated coordinates as a Python list of lists
+ * \sa igraph_layout_umap
+ */
+PyObject *igraphmodule_Graph_layout_umap(igraphmodule_GraphObject * self,
+                                        PyObject * args, PyObject * kwds)
+{
+  static char *kwlist[] =
+    { "dist", "dim", "seed", "min_dist", "epochs", "sampling_prob", NULL };
+  igraph_matrix_t m;
+  igraph_vector_t *dist = 0;
+  Py_ssize_t dim = 2;
+  double min_dist = 0.01;
+  double sampling_prob = 0.3;
+  Py_ssize_t epochs = 500;
+  PyObject *dist_o = Py_None;
+  PyObject *seed_o = Py_None;
+  PyObject *result_o;
+  igraph_bool_t use_seed = 0;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdnd", kwlist, &dist_o,
+                                   &dim, &seed_o, &min_dist, &epochs, &sampling_prob))
+    return NULL;
+
+  CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
+  if (dim != 2 && dim != 3) {
+    PyErr_SetString(PyExc_ValueError, "number of dimensions must be either 2 or 3");
+    return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE_POSITIVE(epochs, "number of epochs");
+
+  /* Precomputed starting layout */
+  if (seed_o == 0 || seed_o == Py_None) {
+    if (igraph_matrix_init(&m, 1, 1)) {
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  } else {
+    use_seed = 1;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
+  }
+
+  /* Initialize distances */
+  if (dist_o != Py_None) {
+    dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
+    if (!dist) {
+      igraph_matrix_destroy(&m);
+      PyErr_NoMemory();
+      return NULL;
+    }
+    if (igraphmodule_PyObject_to_vector_t(dist_o, dist, 0)) {
+      igraph_matrix_destroy(&m);
+      free(dist);
+      return NULL;
+    }
+  }
+
+  if (dim == 2) {
+    if (igraph_layout_umap(&self->g, &m,
+          use_seed,
+          dist,
+          (igraph_real_t)min_dist,
+          (igraph_integer_t)epochs,
+          (igraph_real_t)sampling_prob)) {
+      if (dist) {
+        igraph_vector_destroy(dist); free(dist);
+      }
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  } else {
+    if (igraph_layout_umap_3d(&self->g, &m,
+          use_seed,
+          dist,
+          (igraph_real_t)min_dist,
+          (igraph_integer_t)epochs,
+          (igraph_real_t)sampling_prob)) {
+      if (dist) {
+        igraph_vector_destroy(dist); free(dist);
+      }
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
+  if (dist) {
+    igraph_vector_destroy(dist); free(dist);
+  }
+
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_matrix_destroy(&m);
+  return (PyObject *) result_o;
+}
+
 /** \ingroup python_interface_graph
  * \brief Places the vertices of a bipartite graph according to a simple two-layer
  * Sugiyama layout.
@@ -15049,6 +15147,36 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Internal function, undocumented.\n\n"
    "@see: Graph.layout_sugiyama()\n\n"},
 
+  /* interface to igraph_layout_umap */
+  {"layout_umap",
+   (PyCFunction) igraphmodule_Graph_layout_umap,
+   METH_VARARGS | METH_KEYWORDS,
+   "layout_umap(dist=None, dim=2, seed=None, min_dist=0.01, epochs=500, sampling_prob=0.3)\n--\n\n"
+   "Uniform Manifold Approximation and Projection (UMAP).\n\n"
+   "This layout is a probabilistic algorithm that places vertices that are connected\n"
+   "and have a short distance close by in the embedded space.\n\n"
+   "@param dist: distances associated with the graph edges. If None, all edges will\n"
+   "  be assumed to convey the same distance between the vertices.\n"
+   "@param dim: the desired number of dimensions for the layout. dim=2\n"
+   "  means a 2D layout, dim=3 means a 3D layout.\n"
+   "@param seed: if C{None}, uses a random starting layout for the\n"
+   "  algorithm. If a matrix (list of lists), uses the given matrix\n"
+   "  as the starting position.\n"
+   "@param min_dist: the minimal distance in the embedded space beyond which the\n"
+   "  probability of being located closeby decreases.\n"
+   "@param epochs: the number of epochs (iterations) the algorithm will iterate\n"
+   "  over. Accuracy increases with more epochs, at the cost of longer\n "
+   "  runtimes. Values between 50 and 1000 are typical.\n"
+   "  Notice that UMAP does not technically converge for symmetry reasons, but a \n"
+   "  larger number of epochs should generally give an equivalent or better layout.\n"
+   "@param sampling_prob: the probability of sampling each vertex for repulsion at\n"
+   "  each epoch or iteration. A higher probability will give better results but\n"
+   "  also require more computations.\n"
+   "@return: the calculated layout.\n\n"
+   "@newfield ref: Reference\n"
+   "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation \n"
+   "  and Projection for Dimension Reduction. arXiv:1802.03426."},
+
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
   ////////////////////////////
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index d4982622f..cabdef5b6 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -1,5 +1,6 @@
 import unittest
-from igraph import Graph, Layout, BoundingBox
+from math import hypot
+from igraph import Graph, Layout, BoundingBox, InternalError
 
 
 class LayoutTests(unittest.TestCase):
@@ -250,6 +251,84 @@ def testMDS(self):
         lo = g.layout("mds")
         self.assertTrue(isinstance(lo, Layout))
 
+    def testUMAP(self):
+        g = Graph()
+
+        self.assertRaises(
+                InternalError, g.layout_umap,
+                min_dist=-0.01,
+            )
+
+        self.assertRaises(
+                ValueError, g.layout_umap,
+                epochs=-1,
+            )
+
+        self.assertRaises(
+                InternalError, g.layout_umap,
+                sampling_prob=-0.01,
+            )
+
+        self.assertRaises(
+                InternalError, g.layout_umap,
+                sampling_prob=1.01,
+            )
+
+        self.assertRaises(
+                ValueError, g.layout_umap,
+                dim=1,
+            )
+
+        # Empty graph
+        lo = g.layout_umap()
+        self.assertTrue(isinstance(lo, Layout))
+        self.assertEqual(lo.coords, [])
+
+        # Singleton graph
+        g = Graph(n=1)
+        lo = g.layout_umap()
+        self.assertEqual(lo.coords, [[0, 0]])
+
+        # Graph with two articulation points
+        edges = [
+            0, 1, 0, 2, 0, 3, 1, 2, 1, 3, 2, 3,
+            3, 4, 4, 5, 5, 6,
+            6, 7, 7, 8, 6, 8, 7, 9, 6, 9, 8, 9, 7, 10, 8, 10, 9, 10,
+            10, 11, 9, 11, 8, 11, 7, 11,
+            ]
+        edges = list(zip(edges[::2], edges[1::2]))
+        dist = [
+            0.1, 0.09, 0.12, 0.09, 0.1, 0.1,
+            0.9, 0.9, 0.9,
+            0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.08, 0.05, 0.1, 0.08, 0.12, 0.09, 0.11
+            ]
+        g = Graph(edges)
+        lo = g.layout_umap(dist=dist, epochs=500, sampling_prob=0.3)
+        self.assertTrue(isinstance(lo, Layout))
+
+        # One should get two clusters in this case
+        x, y = list(zip(*lo.coords))
+        xmax, ymax, xmin, ymin = max(x), max(y), min(x), min(y)
+        distmax = max(xmax - xmin, ymax - ymin)
+        for iclu in range(0, 8, 7):
+            xclu = sum(x[iclu:iclu + 4]) / 4
+            yclu = sum(y[iclu:iclu + 4]) / 4
+            for i in range(4):
+                dx = x[iclu + i] - xclu
+                dy = y[iclu + i] - yclu
+                dxy = hypot(dx, dy)
+                # Distance from each cluster's center should be relatively small
+                self.assertLess(dxy, 0.2 * distmax)
+
+        # Test single epoch with seed
+        lo_adj = g.layout_umap(dist=dist, epochs=1, sampling_prob=1, seed=lo)
+        self.assertTrue(isinstance(lo_adj, Layout))
+
+        # Same but inputting the coordinates
+        lo_adj = g.layout_umap(dist=dist, epochs=1, sampling_prob=1, seed=lo.coords)
+        self.assertTrue(isinstance(lo_adj, Layout))
+
+
     def testReingoldTilford(self):
         g = Graph.Barabasi(100)
         lo = g.layout("rt")

From 12cdfc689001c12fe06f8705ae744316bbbdb097 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 May 2022 22:26:53 +0200
Subject: [PATCH 0752/1681] fix: edge drawing with labels now works again,
 closes #535

---
 CHANGELOG.md                | 8 ++++++++
 src/igraph/drawing/graph.py | 2 +-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5eded25a0..c632f8de0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- Fixed a bug in the Cairo and Matplotlib backends that prevented edges with
+  labels from being drawn properly; see
+  [#535](https://github.com/igraph/python-igraph/issues/535) for details.
+
 ## [0.9.10]
 
 ### Changed
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 745ff85a7..809039ca3 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -487,7 +487,7 @@ def draw(self, graph, palette, *args, **kwds):
             src, dest = edge.tuple
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             (x, y), (halign, valign) = edge_drawer.get_label_position(
-                edge, src_vertex, dest_vertex
+                visual_edge, src_vertex, dest_vertex
             )
 
             # Measure the text

From b27872c573f036ce69e23cf4d114a7479abcfaba Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 5 May 2022 14:12:28 +0200
Subject: [PATCH 0753/1681] docs: mention that Pajek project files are not
 supported

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 085263b69..10aeaf917 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15414,7 +15414,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Read_Pajek", (PyCFunction) igraphmodule_Graph_Read_Pajek,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
    "Read_Pajek(f)\n--\n\n"
-   "Reads a Pajek format file and creates a graph based on it.\n\n"
+   "Reads a file in the Pajek format and creates a graph based on it.\n"
+   "Only Pajek network file (.net extension) are supported, not project file (.paj).\n\n"
    "@param f: the name of the file or a Python file handle\n"},
   /* interface to igraph_write_graph_dimacs */
   {"write_dimacs", (PyCFunction) igraphmodule_Graph_write_dimacs,

From 323a323d2e5f17617144db111fa5741ae7792fc3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 May 2022 14:22:06 +0200
Subject: [PATCH 0754/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2a7c798f5..23fa0e1d0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2a7c798f5a0c268c6a99237844a5e90ba2358328
+Subproject commit 23fa0e1d09ab64f14f343710a35c8f5832828ca8

From 2e40b81ab0d81fd9771b8765d2985872c875beb4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Mon, 9 May 2022 14:25:59 +0200
Subject: [PATCH 0755/1681] docs: fix typos in Pajek docs

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 10aeaf917..228a3ac30 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15415,7 +15415,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
    "Read_Pajek(f)\n--\n\n"
    "Reads a file in the Pajek format and creates a graph based on it.\n"
-   "Only Pajek network file (.net extension) are supported, not project file (.paj).\n\n"
+   "Only Pajek network files (.net extension) are supported, not project files (.paj).\n\n"
    "@param f: the name of the file or a Python file handle\n"},
   /* interface to igraph_write_graph_dimacs */
   {"write_dimacs", (PyCFunction) igraphmodule_Graph_write_dimacs,

From bd50adfd47c5e88ae384ba74bdd64b860ec249db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 May 2022 14:44:32 +0200
Subject: [PATCH 0756/1681] chore: updated vendored igraph

---
 src/_igraph/convert.c                         |   3 +--
 src/_igraph/edgeseqobject.c                   |   2 +-
 src/_igraph/graphobject.c                     |   2 +-
 src/_igraph/igraphmodule.c                    |   4 ++--
 .../baseline_images/clustering_directed.png   | Bin 30616 -> 31493 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 17231 -> 16701 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 17911 -> 17353 bytes
 .../graph_mark_groups_directed.png            | Bin 17911 -> 17353 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 15413 -> 14924 bytes
 vendor/source/igraph                          |   2 +-
 10 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 8c3ae98e8..5257db133 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2934,8 +2934,7 @@ PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v) {
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result) {
-  Py_ssize_t n, i;
-  PyObject *o;
+  Py_ssize_t n;
 
   if (!PyList_Check(v)) {
     PyErr_SetString(PyExc_TypeError, "expected list");
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index be2523b6f..5d6fdc50a 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -65,7 +65,7 @@ igraphmodule_EdgeSeq_copy(igraphmodule_EdgeSeqObject* o) {
 
   if (igraph_es_type(&o->es) == IGRAPH_ES_VECTOR) {
     igraph_vector_int_t v;
-    if (igraph_vector_int_copy(&v, o->es.data.vecptr)) {
+    if (igraph_vector_int_init_copy(&v, o->es.data.vecptr)) {
       igraphmodule_handle_igraph_error();
       return 0;
     }
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 228a3ac30..cf6587cce 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12263,7 +12263,7 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   igraph_vector_t *weights=0;
   int return_type = 1; /* the default is "vertices" */
   igraph_vector_int_t vertices, edges;
-  PyObject *resv, *rese, *res;
+  PyObject *resv, *rese;
   static igraphmodule_enum_translation_table_entry_t return_type_tt[] = {
         {"vertices", 1},
         {"edges", 2},
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 2b67c209b..028cfea79 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -584,8 +584,8 @@ PyObject* igraphmodule_power_law_fit(PyObject *self, PyObject *args, PyObject *k
 
   igraph_vector_destroy(&data);
 
-  return Py_BuildValue("Oddddd", result.continuous ? Py_True : Py_False,
-      result.alpha, result.xmin, result.L, result.D, result.p);
+  return Py_BuildValue("Odddd", result.continuous ? Py_True : Py_False,
+      result.alpha, result.xmin, result.L, result.D);
 }
 
 PyObject* igraphmodule_split_join_distance(PyObject *self,
diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 32baed2ca0a88cf68d3f8283a6b951b1fd0613b1..712f1b95f8fdc22b4eb1b2683143634a81146a14 100644
GIT binary patch
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diff --git a/vendor/source/igraph b/vendor/source/igraph
index b24a80874..136601826 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b24a8087412bd9a2e00fb8da02d2e218a7e183fa
+Subproject commit 136601826532906269dd5d09540d9f7f6c1fe682

From 534eb861c731f820a891e0409510118e37da4eeb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 May 2022 14:20:12 +0200
Subject: [PATCH 0757/1681] feat: added safe_locale() context manager

---
 src/_igraph/igraphmodule.c | 60 ++++++++++++++++++++++++++++++++++++++
 src/igraph/io/utils.py     | 23 +++++++++++++++
 vendor/source/igraph       |  2 +-
 3 files changed, 84 insertions(+), 1 deletion(-)
 create mode 100644 src/igraph/io/utils.py

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 028cfea79..2c67c5bd6 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -623,6 +623,54 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   return Py_BuildValue("nn", (Py_ssize_t)distance12, (Py_ssize_t)distance21);
 }
 
+#define LOCALE_CAPSULE_TYPE "igraph._igraph.locale_capsule"
+
+void igraphmodule__destroy_locale_capsule(PyObject *capsule) {
+  igraph_safelocale_t* loc = (igraph_safelocale_t*) PyCapsule_GetPointer(capsule, LOCALE_CAPSULE_TYPE);
+  if (loc) {
+    PyMem_Free(loc);
+  }
+}
+
+PyObject* igraphmodule__enter_safelocale(PyObject* self) {
+  igraph_safelocale_t* loc;
+  PyObject* capsule;
+
+  loc = PyMem_Malloc(sizeof(loc));
+  if (loc == NULL) {
+    PyErr_NoMemory();
+    return NULL;
+  }
+
+  capsule = PyCapsule_New(loc, LOCALE_CAPSULE_TYPE, igraphmodule__destroy_locale_capsule);
+  if (capsule == NULL) {
+    return NULL;
+  }
+
+  if (igraph_enter_safelocale(loc)) {
+    Py_DECREF(capsule);
+    igraphmodule_handle_igraph_error();
+  }
+
+  return capsule;
+}
+
+PyObject* igraphmodule__exit_safelocale(PyObject *self, PyObject *capsule) {
+  igraph_safelocale_t* loc;
+
+  if (!PyCapsule_IsValid(capsule, LOCALE_CAPSULE_TYPE)) {
+    PyErr_SetString(PyExc_TypeError, "expected locale capsule");
+    return NULL;
+  }
+
+  loc = (igraph_safelocale_t*) PyCapsule_GetPointer(capsule, LOCALE_CAPSULE_TYPE);
+  if (loc != NULL) {
+    igraph_exit_safelocale(loc);
+  }
+
+  Py_RETURN_NONE;
+}
+
 /** \ingroup python_interface
  * \brief Method table for the igraph Python module
  */
@@ -751,6 +799,18 @@ static PyMethodDef igraphmodule_methods[] =
     METH_VARARGS | METH_KEYWORDS,
     "_intersection(graphs, edgemaps)\n--\n\n"
   },
+  {"_enter_safelocale", (PyCFunction)igraphmodule__enter_safelocale,
+    METH_NOARGS,
+    "_enter_safelocale() -> object\n--\n\n"
+    "Helper function for the L{safe_locale()} context manager. Do not use\n"
+    "directly in your own code."
+  },
+  {"_exit_safelocale", (PyCFunction)igraphmodule__exit_safelocale,
+    METH_O,
+    "_exit_safelocale(locale: object) -> None\n--\n\n"
+    "Helper function for the L{safe_locale()} context manager. Do not use\n"
+    "directly in your own code."
+  },
   {NULL, NULL, 0, NULL}
 };
 
diff --git a/src/igraph/io/utils.py b/src/igraph/io/utils.py
new file mode 100644
index 000000000..ae56a1281
--- /dev/null
+++ b/src/igraph/io/utils.py
@@ -0,0 +1,23 @@
+from contextlib import contextmanager
+from typing import Iterator
+
+__all__ = ("safe_locale", )
+
+
+@contextmanager
+def safe_locale() -> Iterator[None]:
+    """Helper function that establishes a context that temporarily switches the
+    current locale to use decimal dots when printing numbers.
+
+    This can be used to establish an execution context within which it is safe
+    to call functions that read or write graphs from/to the disk and ensure that
+    they use decimal dots for interoperability with systems that are running
+    with another locale.
+    """
+    from igraph._igraph import _enter_safelocale, _exit_safelocale
+
+    locale = _enter_safelocale()
+    try:
+        yield
+    finally:
+        _exit_safelocale(locale)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 136601826..186ac9359 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 136601826532906269dd5d09540d9f7f6c1fe682
+Subproject commit 186ac935906ef23ff86cbf81f2909c2009afa588

From 1331d143ecf0dbd3aad30371ea382d5ef8a2d884 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 25 May 2022 11:41:19 +0200
Subject: [PATCH 0758/1681] test: extended community_label_propagation() unit
 test to decide whether #541 is a bug or not

---
 tests/test_decomposition.py | 22 +++++++++++++++++++---
 1 file changed, 19 insertions(+), 3 deletions(-)

diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 21e25e6f8..788fe08b2 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -266,11 +266,11 @@ def testInfomap(self):
         cl = g.community_infomap(edge_weights=e_weights, vertex_weights=v_weights)
 
     def testLabelPropagation(self):
-        # Nothing to test there really, since the algorithm
-        # is pretty nondeterministic. We just do a quick smoke
-        # test.
+        # Nothing to test there really, since the algorithm is pretty
+        # nondeterministic. We just do a few quick smoke tests.
         g = Graph.GRG(100, 0.2)
         cl = g.community_label_propagation()
+
         g = Graph([(0, 1), (1, 2), (2, 3)])
         g.es["weight"] = [2, 1, 2]
         g.vs["initial"] = [0, -1, -1, 1]
@@ -283,6 +283,22 @@ def testLabelPropagation(self):
             or cl.membership == [0, 0, 0, 1]
         )
 
+        g = Graph.GRG(100, 0.2)
+        g.vs["initial"] = [
+            0 if i == 0 else 1 if i == 99 else 2 if i == 49 else random.randint(0, 50)
+            for i in range(g.vcount())
+        ]
+        g.vs["dont_move"] = [i in (0, 49, 99) for i in range(g.vcount())]
+        cl = g.community_label_propagation(initial="initial", fixed="dont_move")
+
+        # igraph is free to reorder the clusters so only co-membership will be
+        # preserved, hence the next assertion
+        self.assertTrue(
+            cl.membership[0] != cl.membership[49] and
+            cl.membership[49] != cl.membership[99]
+        )
+        self.assertTrue(x >= 0 and x <= 5 for x in cl.membership)
+
     def testMultilevel(self):
         # Example graph from the paper
         g = Graph(16)

From 3595ff82e6f434458973dbd432b034cbe3c7031b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 25 May 2022 11:45:11 +0200
Subject: [PATCH 0759/1681] doc: document that community_label_propagation()
 preserves co-community membership constraints only

---
 src/igraph/__init__.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index b61a6b71f..0e1fe0c33 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1292,10 +1292,21 @@ def community_label_propagation(self, weights=None, initial=None, fixed=None):
         iteration. Ties are broken randomly and the order in which the
         vertices are updated is randomized before every iteration. The
         algorithm ends when vertices reach a consensus.
+
         Note that since ties are broken randomly, there is no guarantee that
         the algorithm returns the same community structure after each run.
         In fact, they frequently differ. See the paper of Raghavan et al
         on how to come up with an aggregated community structure.
+
+        Also note that the community _labels_ (numbers) have no semantic meaning
+        and igraph is free to re-number communities. If you use fixed labels,
+        igraph may still re-number the communities, but co-community membership
+        constraints will be respected: if you had two vertices with fixed labels
+        that belonged to the same community, they will still be in the same
+        community at the end. Similarly, if you had two vertices with fixed
+        labels that belonged to different communities, they will still be in
+        different communities at the end.
+
         @param weights: name of an edge attribute or a list containing
           edge weights
         @param initial: name of a vertex attribute or a list containing

From 53b03c59802e1fe59d4a555227ad555bc6a257e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 May 2022 22:26:53 +0200
Subject: [PATCH 0760/1681] fix: edge drawing with labels now works again,
 closes #535

---
 CHANGELOG.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7b47a6f91..4512056b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -32,6 +32,12 @@
 
 ## [Unreleased]
 
+### Fixed
+
+- Fixed a bug in the Cairo and Matplotlib backends that prevented edges with
+  labels from being drawn properly; see
+  [#535](https://github.com/igraph/python-igraph/issues/535) for details.
+
 ## [0.9.10]
 
 ### Changed

From b06fd851f37bee996d4de0cbc5d78aebee3971db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 25 May 2022 11:45:11 +0200
Subject: [PATCH 0761/1681] doc: document that community_label_propagation()
 preserves co-community membership constraints only

---
 src/igraph/community.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/src/igraph/community.py b/src/igraph/community.py
index aebce6142..84d52edf9 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -151,10 +151,21 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     iteration. Ties are broken randomly and the order in which the
     vertices are updated is randomized before every iteration. The
     algorithm ends when vertices reach a consensus.
+
     Note that since ties are broken randomly, there is no guarantee that
     the algorithm returns the same community structure after each run.
     In fact, they frequently differ. See the paper of Raghavan et al
     on how to come up with an aggregated community structure.
+
+    Also note that the community _labels_ (numbers) have no semantic meaning
+    and igraph is free to re-number communities. If you use fixed labels,
+    igraph may still re-number the communities, but co-community membership
+    constraints will be respected: if you had two vertices with fixed labels
+    that belonged to the same community, they will still be in the same
+    community at the end. Similarly, if you had two vertices with fixed
+    labels that belonged to different communities, they will still be in
+    different communities at the end.
+
     @param weights: name of an edge attribute or a list containing
       edge weights
     @param initial: name of a vertex attribute or a list containing

From 07275849265ae25f114ac7d42aa09fb8e7932f90 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 26 May 2022 12:46:06 +0200
Subject: [PATCH 0762/1681] fix: union and intersection by name now verifies
 that there are no duplicate names

---
 src/igraph/operators/functions.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index 8c54443b3..94cff35d8 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -9,6 +9,13 @@
 
 from warnings import warn
 
+def name_set(names):
+    """Convert a list of names to a set of name while checking for duplicates."""
+    nameset = set(names)
+    if (len(nameset) != len(names)):
+        raise AttributeError("Graph contains duplicate vertex names")
+    return nameset
+
 
 def disjoint_union(graphs):
     """Graph disjoint union.
@@ -135,7 +142,7 @@ def union(graphs, byname="auto"):
 
     if byname:
         allnames = [g.vs["name"] for g in graphs]
-        uninames = list(set.union(*(set(vns) for vns in allnames)))
+        uninames = list(set.union(*(name_set(vns) for vns in allnames)))
         permutation_map = {x: i for i, x in enumerate(uninames)}
         nve = len(uninames)
         newgraphs = []
@@ -319,9 +326,9 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         allnames = [g.vs["name"] for g in graphs]
 
         if keep_all_vertices:
-            uninames = list(set.union(*(set(vns) for vns in allnames)))
+            uninames = list(set.union(*(name_set(vns) for vns in allnames)))
         else:
-            uninames = list(set.intersection(*(set(vns) for vns in allnames)))
+            uninames = list(set.intersection(*(name_set(vns) for vns in allnames)))
         permutation_map = {x: i for i, x in enumerate(uninames)}
 
         nv = len(uninames)

From c3ce00209dc93e8dc2a394cf546f53f282b87df6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 26 May 2022 12:46:06 +0200
Subject: [PATCH 0763/1681] fix: union and intersection by name now verifies
 that there are no duplicate names

---
 src/igraph/operators.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 94c47fce4..7ffb7f3c6 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -9,6 +9,13 @@
 
 from warnings import warn
 
+def name_set(names):
+    """Convert a list of names to a set of name while checking for duplicates."""
+    nameset = set(names)
+    if (len(nameset) != len(names)):
+        raise AttributeError("Graph contains duplicate vertex names")
+    return nameset
+
 
 def disjoint_union(graphs):
     """Graph disjoint union.
@@ -135,7 +142,7 @@ def union(graphs, byname="auto"):
 
     if byname:
         allnames = [g.vs["name"] for g in graphs]
-        uninames = list(set.union(*(set(vns) for vns in allnames)))
+        uninames = list(set.union(*(name_set(vns) for vns in allnames)))
         permutation_map = {x: i for i, x in enumerate(uninames)}
         nve = len(uninames)
         newgraphs = []
@@ -319,9 +326,9 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         allnames = [g.vs["name"] for g in graphs]
 
         if keep_all_vertices:
-            uninames = list(set.union(*(set(vns) for vns in allnames)))
+            uninames = list(set.union(*(name_set(vns) for vns in allnames)))
         else:
-            uninames = list(set.intersection(*(set(vns) for vns in allnames)))
+            uninames = list(set.intersection(*(name_set(vns) for vns in allnames)))
         permutation_map = {x: i for i, x in enumerate(uninames)}
 
         nv = len(uninames)

From 2df9981e45a1140405c87e8b6c3a5a6f64ce1bfa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 May 2022 13:53:37 +0200
Subject: [PATCH 0764/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 23fa0e1d0..a40735082 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 23fa0e1d09ab64f14f343710a35c8f5832828ca8
+Subproject commit a4073508210db885e8e129bed628f6b091a52404

From b7e22dea20d0a5dd800b5abb01cab9e3f8544a84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Jun 2022 11:41:24 +0200
Subject: [PATCH 0765/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a40735082..b4fb32758 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a4073508210db885e8e129bed628f6b091a52404
+Subproject commit b4fb3275822ed7608712022bfaf41b301cb7636b

From c633aa2d2cd2c96b029d4b20d8887425b53c7db8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 11:58:51 +0200
Subject: [PATCH 0766/1681] chore: updated vendored igraph to 0.9.9

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b4fb32758..2f79050fc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b4fb3275822ed7608712022bfaf41b301cb7636b
+Subproject commit 2f79050fc219f045a23d2e42f72ebd18854a2e0e

From bc9164237a95f52c7adc0f1ffc91976139566c91 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 11:59:09 +0200
Subject: [PATCH 0767/1681] doc: fix quite a few broken cross-references in the
 docstrings

---
 src/igraph/__init__.py     | 67 +++++++++++++++++------------------
 src/igraph/app/shell.py    |  9 +++--
 src/igraph/drawing/text.py | 15 ++++----
 src/igraph/operators.py    | 71 ++++++++++++++++++++++++++------------
 src/igraph/remote/gephi.py | 28 ++++++++-------
 src/igraph/utils.py        | 31 ++++++++---------
 6 files changed, 127 insertions(+), 94 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0e1fe0c33..37030e87c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -447,7 +447,7 @@ def add_vertices(self, n, attributes=None):
 
     def as_directed(self, *args, **kwds):
         """Returns a directed copy of this graph. Arguments are passed on
-        to L{to_directed()} that is invoked on the copy.
+        to L{GraphBase.to_directed()} that is invoked on the copy.
         """
         copy = self.copy()
         copy.to_directed(*args, **kwds)
@@ -455,7 +455,7 @@ def as_directed(self, *args, **kwds):
 
     def as_undirected(self, *args, **kwds):
         """Returns an undirected copy of this graph. Arguments are passed on
-        to L{to_undirected()} that is invoked on the copy.
+        to L{GraphBase.to_undirected()} that is invoked on the copy.
         """
         copy = self.copy()
         copy.to_undirected(*args, **kwds)
@@ -494,7 +494,7 @@ def delete_edges(self, *args, **kwds):
     def indegree(self, *args, **kwds):
         """Returns the in-degrees in a list.
 
-        See L{degree} for possible arguments.
+        See L{GraphBase.degree()} for possible arguments.
         """
         kwds["mode"] = IN
         return self.degree(*args, **kwds)
@@ -502,7 +502,7 @@ def indegree(self, *args, **kwds):
     def outdegree(self, *args, **kwds):
         """Returns the out-degrees in a list.
 
-        See L{degree} for possible arguments.
+        See L{GraphBase.degree()} for possible arguments.
         """
         kwds["mode"] = OUT
         return self.degree(*args, **kwds)
@@ -586,7 +586,7 @@ def biconnected_components(self, return_articulation_points=False):
     def clear(self):
         """Clears the graph, deleting all vertices, edges, and attributes.
 
-        @see: L{delete_vertices} and L{delete_edges}.
+        @see: L{GraphBase.delete_vertices} and L{delete_edges}.
         """
         self.delete_vertices()
         for attr in self.attributes():
@@ -1065,8 +1065,8 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         to the formula of Barrat et al (see the references).
 
         Note that this measure is different from the global transitivity
-        measure (see L{transitivity_undirected()}) as it simply takes the
-        average local transitivity across the whole network.
+        measure (see L{GraphBase.transitivity_undirected()}) as it simply takes
+        the average local transitivity across the whole network.
 
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
@@ -1075,7 +1075,8 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         @param weights: edge weights to be used. Can be a sequence or iterable
           or even an edge attribute name.
 
-        @see: L{transitivity_undirected()}, L{transitivity_local_undirected()}
+        @see: L{GraphBase.transitivity_undirected()},
+          L{GraphBase.transitivity_local_undirected()}
         @newfield ref: Reference
         @ref: Watts DJ and Strogatz S: I{Collective dynamics of small-world
           networks}. Nature 393(6884):440-442, 1998.
@@ -1630,57 +1631,57 @@ def layout(self, layout=None, *args, **kwds):
           - C{auto}, C{automatic}: automatic layout
             (see L{layout_auto})
 
-          - C{bipartite}: bipartite layout (see L{layout_bipartite})
+          - C{bipartite}: bipartite layout (see L{GraphBase.layout_bipartite})
 
           - C{circle}, C{circular}: circular layout
-            (see L{layout_circle})
+            (see L{GraphBase.layout_circle})
 
           - C{dh}, C{davidson_harel}: Davidson-Harel layout (see
-            L{layout_davidson_harel})
+            L{GraphBase.layout_davidson_harel})
 
-          - C{drl}: DrL layout for large graphs (see L{layout_drl})
+          - C{drl}: DrL layout for large graphs (see L{GraphBase.layout_drl})
 
           - C{drl_3d}: 3D DrL layout for large graphs
-            (see L{layout_drl})
+            (see L{GraphBase.layout_drl})
 
           - C{fr}, C{fruchterman_reingold}: Fruchterman-Reingold layout
-            (see L{layout_fruchterman_reingold}).
+            (see L{GraphBase.layout_fruchterman_reingold}).
 
           - C{fr_3d}, C{fr3d}, C{fruchterman_reingold_3d}: 3D Fruchterman-
-            Reingold layout (see L{layout_fruchterman_reingold}).
+            Reingold layout (see L{GraphBase.layout_fruchterman_reingold}).
 
-          - C{grid}: regular grid layout in 2D (see L{layout_grid})
+          - C{grid}: regular grid layout in 2D (see L{GraphBase.layout_grid})
 
-          - C{grid_3d}: regular grid layout in 3D (see L{layout_grid_3d})
+          - C{grid_3d}: regular grid layout in 3D (see L{GraphBase.layout_grid_3d})
 
-          - C{graphopt}: the graphopt algorithm (see L{layout_graphopt})
+          - C{graphopt}: the graphopt algorithm (see L{GraphBase.layout_graphopt})
 
           - C{kk}, C{kamada_kawai}: Kamada-Kawai layout
-            (see L{layout_kamada_kawai})
+            (see L{GraphBase.layout_kamada_kawai})
 
           - C{kk_3d}, C{kk3d}, C{kamada_kawai_3d}: 3D Kamada-Kawai layout
-            (see L{layout_kamada_kawai})
+            (see L{GraphBase.layout_kamada_kawai})
 
           - C{lgl}, C{large}, C{large_graph}: Large Graph Layout
-            (see L{layout_lgl})
+            (see L{GraphBase.layout_lgl})
 
-          - C{mds}: multidimensional scaling layout (see L{layout_mds})
+          - C{mds}: multidimensional scaling layout (see L{GraphBase.layout_mds})
 
-          - C{random}: random layout (see L{layout_random})
+          - C{random}: random layout (see L{GraphBase.layout_random})
 
-          - C{random_3d}: random 3D layout (see L{layout_random})
+          - C{random_3d}: random 3D layout (see L{GraphBase.layout_random})
 
           - C{rt}, C{tree}, C{reingold_tilford}: Reingold-Tilford tree
-            layout (see L{layout_reingold_tilford})
+            layout (see L{GraphBase.layout_reingold_tilford})
 
           - C{rt_circular}, C{reingold_tilford_circular}: circular
             Reingold-Tilford tree layout
-            (see L{layout_reingold_tilford_circular})
+            (see L{GraphBase.layout_reingold_tilford_circular})
 
           - C{sphere}, C{spherical}, C{circle_3d}, C{circular_3d}: spherical
-            layout (see L{layout_circle})
+            layout (see L{GraphBase.layout_circle})
 
-          - C{star}: star layout (see L{layout_star})
+          - C{star}: star layout (see L{GraphBase.layout_star})
 
           - C{sugiyama}: Sugiyama layout (see L{layout_sugiyama})
 
@@ -1730,14 +1731,14 @@ def layout_auto(self, *args, **kwds):
 
           3. Otherwise, if the graph is connected and has at most 100
              vertices, the Kamada-Kawai layout will be used (see
-             L{layout_kamada_kawai()}).
+             L{GraphBase.layout_kamada_kawai()}).
 
           4. Otherwise, if the graph has at most 1000 vertices, the
              Fruchterman-Reingold layout will be used (see
-             L{layout_fruchterman_reingold()}).
+             L{GraphBase.layout_fruchterman_reingold()}).
 
           5. If everything else above failed, the DrL layout algorithm
-             will be used (see L{layout_drl()}).
+             will be used (see L{GraphBase.layout_drl()}).
 
         All the arguments of this function except C{dim} are passed on
         to the chosen layout function (in case we have to call some layout
@@ -3431,7 +3432,7 @@ def DataFrame(cls, edges, directed=True, vertices=None, use_vids=False):
           contain the vertex IDs as a sequence of intergers from 0 to
           C{len(vertices) - 1}. All other columns will be added as vertex
           attributes by column name.
-        @use_vids: whether to interpret the first two columns of the C{edges}
+        @param use_vids: whether to interpret the first two columns of the C{edges}
           argument as vertex ids (0-based integers) instead of vertex names.
           If this argument is set to True and the first two columns of C{edges}
           are not integers, an error is thrown.
@@ -4031,7 +4032,7 @@ def __plot__(self, context, bbox, palette, *args, **kwds):
             L{Layout}, it will be passed to L{layout} to calculate
             the layout. Note that if you want a deterministic layout that
             does not change with every plot, you must either use a
-            deterministic layout function (like L{layout_circle}) or
+            deterministic layout function (like L{GraphBase.layout_circle}) or
             calculate the layout in advance and pass a L{Layout} object here.
 
           - C{margin}: the top, right, bottom, left margins as a 4-tuple.
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 987507d4f..bc3b66272 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -202,7 +202,9 @@ def _render_sub(self, match):
 
 class ProgressBar:
     """
-    A 2-line progress bar, which looks like::
+    A 2-line progress bar.
+
+    The progress bar looks roughly like this in the console::
 
                                 Header
         20% [===========----------------------------------]
@@ -325,9 +327,10 @@ class IDLEShell(Shell):
     """IDLE embedded shell interface.
 
     This class allows igraph to be embedded in IDLE (the Tk Python IDE).
+    """
 
-    @todo: no progress bar support yet. Shell/Restart Shell command should
-      re-import igraph again."""
+    # TODO: no progress bar support yet. Shell/Restart Shell command should
+    # re-import igraph again.
 
     def __init__(self):
         """Constructor.
diff --git a/src/igraph/drawing/text.py b/src/igraph/drawing/text.py
index 2895d9061..ff55a7ea3 100644
--- a/src/igraph/drawing/text.py
+++ b/src/igraph/drawing/text.py
@@ -34,8 +34,9 @@ class TextDrawer(AbstractCairoDrawer):
     TOP, BOTTOM = "top", "bottom"
 
     def __init__(self, context, text="", halign="center", valign="center"):
-        """Constructs a new instance that will draw the given `text` on
-        the given Cairo `context`."""
+        """Constructs a new instance that will draw the given ``text`` on
+        the given Cairo ``context``.
+        """
         super().__init__(context, (0, 0))
         self.text = text
         self.halign = halign
@@ -78,7 +79,7 @@ def draw(self, wrap=False):
         ctx.new_path()
 
     def get_text_layout(self, x=None, y=None, width=None, wrap=False):
-        """Calculates the layout of the current text. `x` and `y` denote the
+        """Calculates the layout of the current text. ``x`` and ``y`` denote the
         coordinates where the drawing should start. If they are both ``None``,
         the current position of the context will be used.
 
@@ -92,7 +93,7 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
         @param width: The width of the box in which the text will be fitted. It
             matters only when the text is right-aligned or centered. The text
             will overflow the box if any of the lines is longer than the box
-            width and `wrap` is ``False``.
+            width and ``wrap`` is ``False``.
         @param wrap: whether to allow re-wrapping of the text if it does not
             fit within the given width.
 
@@ -144,7 +145,7 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
 
     def draw_at(self, x=None, y=None, width=None, wrap=False):
         """Draws the text by setting up an appropriate path on the Cairo
-        context and filling it. `x` and `y` denote the coordinates where the
+        context and filling it. ``x`` and ``y`` denote the coordinates where the
         drawing should start. If they are both ``None``, the current position
         of the context will be used.
 
@@ -158,7 +159,7 @@ def draw_at(self, x=None, y=None, width=None, wrap=False):
         @param width: The width of the box in which the text will be fitted. It
             matters only when the text is right-aligned or centered. The text
             will overflow the box if any of the lines is longer than the box
-            width and `wrap` is ``False``.
+            width and ``wrap`` is ``False``.
         @param wrap: whether to allow re-wrapping of the text if it does not
             fit within the given width.
         """
@@ -229,7 +230,7 @@ def text(self):
     def text(self, text):
         """Sets the text that will be drawn.
 
-        If `text` is ``None``, it will be mapped to an empty string; otherwise,
+        If ``text`` is ``None``, it will be mapped to an empty string; otherwise,
         it will be converted to a string."""
         if text is None:
             self._text = ""
diff --git a/src/igraph/operators.py b/src/igraph/operators.py
index 7ffb7f3c6..ea74c7c7e 100644
--- a/src/igraph/operators.py
+++ b/src/igraph/operators.py
@@ -3,17 +3,27 @@
 """Implementation of union, disjoint union and intersection operators."""
 
 __all__ = ("disjoint_union", "union", "intersection")
-__docformat__ = "restructuredtext en"
+__docformat__ = "google en"
 
 from igraph._igraph import GraphBase, _union, _intersection, _disjoint_union
 
 from warnings import warn
 
 def name_set(names):
-    """Convert a list of names to a set of name while checking for duplicates."""
+    """Converts a list of names to a set of names while checking for duplicates.
+
+    Parameters:
+        names: the list of names to convert
+
+    Returns:
+        the set of unique names appearing in the list
+
+    Raises:
+        RuntimeError: if the input name list has duplicates
+    """
     nameset = set(names)
     if (len(nameset) != len(names)):
-        raise AttributeError("Graph contains duplicate vertex names")
+        raise RuntimeError("Graph contains duplicate vertex names")
     return nameset
 
 
@@ -30,8 +40,11 @@ def disjoint_union(graphs):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @return: the disjoint union graph
+    Parameters:
+        graphs: list of graphs. A lazy sequence is not acceptable.
+
+    Returns:
+        the disjoint union graph
     """
     if any(not isinstance(g, GraphBase) for g in graphs):
         raise TypeError("Not all elements are graphs")
@@ -108,13 +121,20 @@ def union(graphs, byname="auto"):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @param byname: bool or 'auto' specifying the function behaviour with
-      respect to names vertices (i.e. vertices with the 'name' attribute). If
-      False, ignore vertex names. If True, merge vertices based on names. If
-      'auto', use True if all graphs have named vertices and False otherwise
-      (in the latter case, a warning is generated too).
-    @return: the union graph
+    Parameters:
+        graphs: list of graphs. A lazy sequence is not acceptable.
+        byname: bool or 'auto' specifying the function behaviour with
+            respect to names vertices (i.e. vertices with the 'name' attribute). If
+            False, ignore vertex names. If True, merge vertices based on names. If
+            'auto', use True if all graphs have named vertices and False otherwise
+            (in the latter case, a warning is generated too).
+    
+    Returns:
+        the union graph
+
+    Raises:
+        RuntimeError: if 'byname' is set to True and some graphs are not named or
+            the set of names is not unique in one of the graphs
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
@@ -130,7 +150,7 @@ def union(graphs, byname="auto"):
         if n_named not in (0, ngr):
             warn("Some, but not all graphs are named, not using vertex names")
     elif byname and (n_named != ngr):
-        raise AttributeError("Some graphs are not named")
+        raise RuntimeError("Some graphs are not named")
     # Now we know that byname is only used is all graphs are named
 
     # Trivial cases
@@ -288,15 +308,22 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     An error is generated if some input graphs are directed and others are
     undirected.
 
-    @param graphs: list of graphs. A lazy sequence is not acceptable.
-    @param byname: bool or 'auto' specifying the function behaviour with
-      respect to names vertices (i.e. vertices with the 'name' attribute). If
-      False, ignore vertex names. If True, merge vertices based on names. If
-      'auto', use True if all graphs have named vertices and False otherwise
-      (in the latter case, a warning is generated too).
-    @param keep_all_vertices: bool specifying if vertices that are not present
-      in all graphs should be kept in the intersection.
-    @return: the intersection graph
+    Parameters:
+        graphs: list of graphs. A lazy sequence is not acceptable.
+        byname: bool or 'auto' specifying the function behaviour with
+            respect to names vertices (i.e. vertices with the 'name' attribute). If
+            False, ignore vertex names. If True, merge vertices based on names. If
+            'auto', use True if all graphs have named vertices and False otherwise
+            (in the latter case, a warning is generated too).
+        keep_all_vertices: bool specifying if vertices that are not present
+            in all graphs should be kept in the intersection.
+
+    Returns:
+        the intersection graph
+
+    Raises:
+        RuntimeError: if 'byname' is set to True and some graphs are not named or
+            the set of names is not unique in one of the graphs
     """
 
     if any(not isinstance(g, GraphBase) for g in graphs):
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index aa3075cfb..e1338b92d 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -18,11 +18,11 @@ def __init__(self, url=None, host="127.0.0.1", port=8080, workspace=1):
         """Constructs a connection to a Gephi master server.
 
         The connection object can be constructed either by specifying the `url`
-        directly, or by specifying the `host`, `port` and `workspace` arguments.
-        The latter three are evaluated only if `url` is None; otherwise the
-        `url` will take precedence.
+        directly, or by specifying the ``host``, ``port`` and ``workspace``
+        arguments.  The latter three are evaluated only if `url` is None;
+        otherwise the ``url`` will take precedence.
 
-        The `url` argument does not have to include the operation (e.g.,
+        The ``url`` argument does not have to include the operation (e.g.,
         ``?operation=updateGraph``); the connection will take care of it.
         E.g., if you wish to connect to workspace 2 in a local Gephi instance on
         port 7341, the correct form to use for the `url` is as follows::
@@ -233,10 +233,11 @@ def iterjsonobj(self, graph):
 
     def post(self, graph, destination, encoder=None):
         """Posts the given graph to the destination of the streamer using the
-        given JSON encoder. When `encoder` is ``None``, it falls back to the default
-        JSON encoder of the streamer in the `encoder` property.
+        given JSON encoder. When ``encoder`` is ``None``, it falls back to the
+        default JSON encoder of the streamer in the `encoder` property.
 
-        `destination` must be a file-like object or an instance of `GephiConnection`.
+        ``destination`` must be a file-like object or an instance of
+        `GephiConnection`.
         """
         encoder = encoder or self.encoder
         for jsonobj in self.iterjsonobj(graph):
@@ -245,14 +246,15 @@ def post(self, graph, destination, encoder=None):
 
     def send_event(self, event, destination, encoder=None, flush=True):
         """Sends a single JSON event to the given destination using the given
-        JSON encoder.  When `encoder` is ``None``, it falls back to the default
-        JSON encoder of the streamer in the `encoder` property.
+        JSON encoder.  When ``encoder`` is ``None``, it falls back to the
+        default JSON encoder of the streamer in the `encoder` property.
 
-        `destination` must be a file-like object or an instance of `GephiConnection`.
+        ``destination`` must be a file-like object or an instance of
+        `GephiConnection`.
 
-        The method flushes the destination after sending the event. If you want to
-        avoid this (e.g., because you are sending many events), set `flush` to
-        ``False``.
+        The method flushes the destination after sending the event. If you want
+        to avoid this (e.g., because you are sending many events), set `flush`
+        to ``False``.
         """
         encoder = encoder or self.encoder
         destination.write(encoder.encode(event).encode("utf-8"))
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 4b86e5dd6..35469626b 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -75,27 +75,27 @@ def numpy_to_contiguous_memoryview(obj):
 def rescale(values, out_range=(0.0, 1.0), in_range=None, clamp=False, scale=None):
     """Rescales a list of numbers into a given range.
 
-    `out_range` gives the range of the output values; by default, the minimum
+    ``out_range`` gives the range of the output values; by default, the minimum
     of the original numbers in the list will be mapped to the first element
     in the output range and the maximum will be mapped to the second element.
     Elements between the minimum and maximum values in the input list will be
     interpolated linearly between the first and second values of the output
     range.
 
-    `in_range` may be used to override which numbers are mapped to the first
+    ``in_range`` may be used to override which numbers are mapped to the first
     and second values of the output range. This must also be a tuple, where
     the first element will be mapped to the first element of the output range
     and the second element to the second.
 
-    If `clamp` is ``True``, elements which are outside the given `out_range`
+    If ``clamp`` is ``True``, elements which are outside the given ``out_range``
     after rescaling are clamped to the output range to ensure that no number
-    will be outside `out_range` in the result.
+    will be outside ``out_range`` in the result.
 
-    If `scale` is not ``None``, it will be called for every element of `values`
+    If ``scale`` is not ``None``, it will be called for every element of ``values``
     and the rescaling will take place on the results instead. This can be used,
     for instance, to transform the logarithm of the original values instead of
     the actual values. A typical use-case is to map a range of values to color
-    identifiers on a logarithmic scale. Scaling also applies to the `in_range`
+    identifiers on a logarithmic scale. Scaling also applies to the ``in_range``
     parameter if present.
 
     Examples:
@@ -191,7 +191,7 @@ def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False
 def consecutive_pairs(iterable, circular=False):
     """Returns consecutive pairs of items from the given iterable.
 
-    When `circular` is ``True``, the pair consisting of the last
+    When ``circular`` is ``True``, the pair consisting of the last
     and first elements is also returned.
 
     Example:
@@ -251,15 +251,14 @@ def __init__(self, *args, **kwds):
         self.update(kwds)
 
     def __contains__(self, key):
-        """Returns whether there are any items associated to the given
-        `key`."""
+        """Returns whether there are any items associated to the given key."""
         try:
             return len(self._dict[key]) > 0
         except KeyError:
             return False
 
     def __delitem__(self, key):
-        """Removes all the items associated to the given `key`."""
+        """Removes all the items associated to the given key."""
         del self._dict[key]
 
     def __getitem__(self, key):
@@ -286,8 +285,8 @@ def __len__(self):
         return len(self._dict)
 
     def __setitem__(self, key, value):
-        """Sets the item associated to the given `key`. Any values associated to the
-        key will be erased and replaced by `value`.
+        """Sets the item associated to the given key. Any values associated to the
+        key will be erased and replaced by ``value``.
 
         Example:
 
@@ -299,7 +298,7 @@ def __setitem__(self, key, value):
         self._dict[key] = [value]
 
     def add(self, key, value):
-        """Adds `value` to the list of items associated to `key`.
+        """Adds ``value`` to the list of items associated to ``key``.
 
         Example:
 
@@ -321,8 +320,8 @@ def clear(self):
         self._dict.clear()
 
     def get(self, key, default=None):
-        """Returns an arbitrary item associated to the given `key`. If `key`
-        does not exist or has zero associated items, `default` will be
+        """Returns an arbitrary item associated to the given ``key``. If ``key``
+        does not exist or has zero associated items, ``default`` will be
         returned."""
         try:
             items = self._dict[key]
@@ -331,7 +330,7 @@ def get(self, key, default=None):
             return default
 
     def getlist(self, key):
-        """Returns the list of values for the given `key`. An empty list will
+        """Returns the list of values for the given ``key``. An empty list will
         be returned if there is no such key."""
         try:
             return self._dict[key]

From 2954aa6c1bb3244180d128e157b704b187168f82 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:02:17 +0200
Subject: [PATCH 0768/1681] chore: updated changelog

---
 CHANGELOG.md | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c632f8de0..7306a001e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,9 +1,19 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.9.11]
+
+### Changed
+
+- Vendored igraph was updated to version 0.9.9.
 
 ### Fixed
 
+- Graph union and intersection (by name) operators now verify that there are no
+  duplicate names within the individual graphs.
+
+- Fixed a memory leak in `Graph.union()` when edge maps were used; see
+  [#534](https://github.com/igraph/python-igraph/issues/534) for details.
+
 - Fixed a bug in the Cairo and Matplotlib backends that prevented edges with
   labels from being drawn properly; see
   [#535](https://github.com/igraph/python-igraph/issues/535) for details.
@@ -274,7 +284,9 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.9..master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.11..master
+[0.9.11]: https://github.com/igraph/python-igraph/compare/0.9.10...0.9.11
+[0.9.10]: https://github.com/igraph/python-igraph/compare/0.9.9...0.9.10
 [0.9.9]: https://github.com/igraph/python-igraph/compare/0.9.8...0.9.9
 [0.9.8]: https://github.com/igraph/python-igraph/compare/0.9.7...0.9.8
 [0.9.7]: https://github.com/igraph/python-igraph/compare/0.9.6...0.9.7

From 48e78b2f2c89057cc35b4cb95e86fee5bac988f1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:10:20 +0200
Subject: [PATCH 0769/1681] chore: bumped version to 0.9.11

---
 doc/source/conf.py    | 4 ++--
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 0a6a3ceee..927fa1f81 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -51,9 +51,9 @@
 # built documents.
 #
 # The short X.Y version.
-version = '0.9.10'
+version = '0.9.11'
 # The full version, including alpha/beta/rc tags.
-release = '0.9.10'
+release = '0.9.11'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/src/igraph/version.py b/src/igraph/version.py
index a93fdc77e..ca101d47f 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 10)
+__version_info__ = (0, 9, 11)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ca286bc47c5c4fc07765ced5160479685fc1337c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:10:33 +0200
Subject: [PATCH 0770/1681] ci: trying to build wheels for musllinux (i.e.
 Alpine)

---
 .github/workflows/build.yml | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f7d490e39..214f288b4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,6 @@ on: [push, pull_request]
 env:
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_SKIP: "*musllinux*"
   CIBW_MANYLINUX_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
@@ -31,10 +30,10 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.4.0
+        uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
-          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }} *-musllinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
           # wheel for Linux yet
           CIBW_TEST_SKIP: "cp310-manylinux_i686"
@@ -58,11 +57,11 @@ jobs:
         uses: docker/setup-qemu-action@v1
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.4.0
+        uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
-          CIBW_BUILD: "*-manylinux_aarch64"
+          CIBW_BUILD: "*-manylinux_aarch64 *-musllinux_aarch64"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -104,7 +103,7 @@ jobs:
           brew install ninja autoconf automake libtool cmake
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.4.0
+        uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -162,7 +161,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.4.0
+        uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 4f12d08991af4562f2f57c32d5b2d8cd52bd5aa4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:25:55 +0200
Subject: [PATCH 0771/1681] doc: fix one more broken link

---
 src/igraph/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 35469626b..100fb09f1 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -233,7 +233,7 @@ class multidict(MutableMapping):
     values for the same key.
 
     Each value in this dictionary will be a list. Methods which emulate
-    the methods of a standard Python `dict` object will return or manipulate
+    the methods of a standard Python ``dict`` object will return or manipulate
     the first items of the lists only. Special methods are provided to
     deal with keys having multiple values.
     """

From f9e44be7d6afffa011e0848a9dd9d4bc2de9fe46 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:33:09 +0200
Subject: [PATCH 0772/1681] ci: in musllinux images, use apk instead of yum

---
 .github/workflows/build.yml | 23 +++++++++++++++++++----
 setup.py                    | 15 ++++++++++++++-
 2 files changed, 33 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 214f288b4..0a3e8facc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,15 +29,22 @@ jobs:
         with:
           python-version: '3.8'
 
-      - name: Build wheels
+      - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
-          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }} *-musllinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
           # wheel for Linux yet
           CIBW_TEST_SKIP: "cp310-manylinux_i686"
 
+      - name: Build wheels (musllinux)
+        uses: joerick/cibuildwheel@v2.6.1
+        env:
+          CIBW_BEFORE_BUILD: "apk install -y flex bison libxml2-dev zlib-dev* && pip install cmake && python setup.py build_c_core"
+          CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
+          CIBW_TEST_EXTRAS: "test-musl"
+
       - uses: actions/upload-artifact@v2
         with:
           path: ./wheelhouse/*.whl
@@ -56,12 +63,20 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v1
 
-      - name: Build wheels
+      - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
-          CIBW_BUILD: "*-manylinux_aarch64 *-musllinux_aarch64"
+          CIBW_BUILD: "*-manylinux_aarch64"
+
+      - name: Build wheels (musllinux)
+        uses: joerick/cibuildwheel@v2.6.1
+        env:
+          CIBW_BEFORE_BUILD: "apk install -y flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
+          CIBW_ARCHS_LINUX: aarch64
+          CIBW_BUILD: "*-musllinux_aarch64"
+          CIBW_TEST_EXTRAS: "test-musl"
 
       - uses: actions/upload-artifact@v2
         with:
diff --git a/setup.py b/setup.py
index 3aef163d5..b5bc598e7 100644
--- a/setup.py
+++ b/setup.py
@@ -834,14 +834,27 @@ def use_educated_guess(self) -> None:
     scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
     extras_require={
+        # Dependencies needed for plotting with Cairo
         "plotting": ["cairocffi>=1.2.0"],
+
+        # Dependencies needed for testing only
         "test": [
             "networkx>=2.5",
-            "pytest>=6.2.5",
+            "pytest>=7.1.2",
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
         ],
+
+        # Dependencies needed for testing on musllinux; only those that are either
+        # pure Python or have musllinux wheels as we don't want to compile wheels
+        # in CI
+        "test-musl": [
+            "networkx>=2.5",
+            "pytest>=7.1.2",
+        ],
+
+        # Dependencies needed for building the documentation
         "doc": [
             "Sphinx>=4.2.0",
             "sphinxbootstrap4theme>=0.6.0"

From a05be743898ee8a7fede73673e31f20126695f59 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 12:38:35 +0200
Subject: [PATCH 0773/1681] ci: relax pytest version

---
 setup.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index b5bc598e7..594901e8e 100644
--- a/setup.py
+++ b/setup.py
@@ -840,7 +840,7 @@ def use_educated_guess(self) -> None:
         # Dependencies needed for testing only
         "test": [
             "networkx>=2.5",
-            "pytest>=7.1.2",
+            "pytest>=7.0.1",
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
@@ -851,7 +851,7 @@ def use_educated_guess(self) -> None:
         # in CI
         "test-musl": [
             "networkx>=2.5",
-            "pytest>=7.1.2",
+            "pytest>=7.0.1",
         ],
 
         # Dependencies needed for building the documentation

From 75bcf2218b6236b8689edc7be72569c246cf469f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 13:01:58 +0200
Subject: [PATCH 0774/1681] ci: fix APK invocation syntax

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0a3e8facc..f037ac434 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk install -y flex bison libxml2-dev zlib-dev* && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev* && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_EXTRAS: "test-musl"
 
@@ -73,7 +73,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk install -y flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_EXTRAS: "test-musl"

From 395b849a63ce96ec9436167f28d4808e0cb92470 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Jun 2022 13:57:37 +0200
Subject: [PATCH 0775/1681] ci: fix typo in zlib-dev package name

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f037ac434..cf8f492c8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev* && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_EXTRAS: "test-musl"
 

From 304aa852b0024744bcce2bcfb9792e178bf784da Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 8 Jun 2022 22:54:34 +0200
Subject: [PATCH 0776/1681] chore: final touches to changelog [ci skip]

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7306a001e..76a6ece03 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [0.9.11]
 
+### Added
+
+- We now publish `musllinux` wheels on PyPI.
+
 ### Changed
 
 - Vendored igraph was updated to version 0.9.9.

From 4866e4d4ab4343f217b4ce7b25124c6775ed2e6a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 9 Jun 2022 00:34:02 +0200
Subject: [PATCH 0777/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 186ac9359..9cfaafe2b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 186ac935906ef23ff86cbf81f2909c2009afa588
+Subproject commit 9cfaafe2b94f293bdaf10c46157db9dd31b465b9

From eb1931c4f5e840cd34e3478600efd1fd2dee173f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 15 Jun 2022 11:43:41 +0200
Subject: [PATCH 0778/1681] chore: sync up with development branch of igraph

---
 CHANGELOG.md                  |   9 ++
 src/_igraph/convert.c         |  47 ++++++++
 src/_igraph/convert.h         |   2 +
 src/_igraph/graphobject.c     | 211 ++++++++++++++++++++--------------
 src/_igraph/random.c          |  46 ++++----
 src/_igraph/vertexobject.c    |   1 +
 src/_igraph/vertexseqobject.c |   2 +-
 src/igraph/__init__.py        |   6 +-
 src/igraph/io/adjacency.py    |   4 +-
 src/igraph/io/files.py        |   4 +-
 src/igraph/seq.py             |   1 +
 src/igraph/structural.py      |   8 ++
 test.sh                       |   4 +-
 tests/test_attributes.py      |   2 +-
 tests/test_decomposition.py   |   8 +-
 tests/test_layouts.py         |   4 +-
 tests/test_spectral.py        |  30 +++++
 tests/test_structural.py      |   8 +-
 tests/test_vertexseq.py       |   7 +-
 vendor/source/igraph          |   2 +-
 20 files changed, 273 insertions(+), 133 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4512056b0..e26eca6c8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,11 @@
   data structures. See PR [#434](https://github.com/igraph/python-igraph/pull/434)
   for more details.
 
+- `Graph.get_adjacency()` now allows the user to specify whether loop edges
+  should be counted once or twice, or not at all.
+
+- `Graph.get_laplacian()` now supports left-, right- and symmetric normalization.
+
 ### Changed
 
 - Changed default value of the `use_vids=...` argument of `Graph.DataFrame()`
@@ -25,11 +30,15 @@
 - Removed deprecated `show()` method of `Plot` instances as well as the feature
   that automatically shows the plot when `plot()` is called with no target.
 
+- Removed the `eids` keyword argument of `get_adjacency()`.
+
 ### Deprecated
 
 - `Graph.clusters()` is now deprecated; use `Graph.connected_components()` or
   its already existing shorter alias, `Graph.components()`.
 
+- `Graph.shortest_paths()` is now deprecated; use `Graph.distances()` instead.
+
 ## [Unreleased]
 
 ### Fixed
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5257db133..937c74b9d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -570,6 +570,31 @@ int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o,
   return igraphmodule_PyObject_to_enum(o, get_adjacency_tt, (int*)result);
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_laplacian_normalization_t
+ */
+int igraphmodule_PyObject_to_laplacian_normalization_t(
+  PyObject *o, igraph_laplacian_normalization_t *result
+) {
+  static igraphmodule_enum_translation_table_entry_t laplacian_normalization_tt[] = {
+        {"unnormalized", IGRAPH_LAPLACIAN_UNNORMALIZED},
+        {"symmetric", IGRAPH_LAPLACIAN_SYMMETRIC},
+        {"left", IGRAPH_LAPLACIAN_LEFT},
+        {"right", IGRAPH_LAPLACIAN_RIGHT},
+        {0,0}
+    };
+
+  if (o == Py_True) {
+    *result = IGRAPH_LAPLACIAN_SYMMETRIC;
+    return 0;
+  } else if (o == Py_False) {
+    *result = IGRAPH_LAPLACIAN_UNNORMALIZED;
+    return 0;
+  } else {
+    return igraphmodule_PyObject_to_enum(o, laplacian_normalization_tt, (int*)result);
+  }
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_layout_grid_t
  */
@@ -592,6 +617,28 @@ int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *re
   }
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_loops_t
+ */
+int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
+  static igraphmodule_enum_translation_table_entry_t loops_tt[] = {
+    {"ignore", IGRAPH_NO_LOOPS},
+    {"once",   IGRAPH_LOOPS_ONCE},
+    {"twice",  IGRAPH_LOOPS_TWICE},
+    {0,0}
+  };
+
+  if (o == Py_True) {
+    *result = IGRAPH_LOOPS_TWICE;
+    return 0;
+  } else if (o == Py_False) {
+    *result = IGRAPH_NO_LOOPS;
+    return 0;
+  } else {
+    return igraphmodule_PyObject_to_enum(o, loops_tt, (int*)result);
+  }
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_random_walk_stuck_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 82f5875c3..a56e2e0df 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -64,7 +64,9 @@ int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
+int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
+int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index cf6587cce..292391628 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1944,15 +1944,21 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None;
+  PyObject *matrix, *mode_o = Py_None, *loops_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
+  igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
+
+  static char *kwlist[] = { "matrix", "mode", "loops", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
+                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+    return NULL;
 
-  static char *kwlist[] = { "matrix", "mode", NULL };
+  if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
+    return NULL;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
-                                   &PyList_Type, &matrix, &mode_o))
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
-  if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode)) return NULL;
 
   if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
     PyErr_SetString(PyExc_TypeError,
@@ -1960,7 +1966,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_adjacency(&g, &m, mode)) {
+  if (igraph_adjacency(&g, &m, mode, loops)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&m);
     return NULL;
@@ -3571,54 +3577,60 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None, *attr_o = Py_None, *s = 0;
-  PyObject *loops = Py_True;
-  char* attr = 0;
+  PyObject *matrix, *mode_o = Py_None;
+  PyObject *loops_o = Py_None, *weights_o;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
+  igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
+  igraph_vector_t weights;
 
-  static char *kwlist[] = { "matrix", "mode", "attr", "loops", NULL };
+  static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &attr_o,
-                                   &loops))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
+                                   &PyList_Type, &matrix, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
     return NULL;
 
-  if (attr_o != Py_None) {
-    s = PyObject_Str(attr_o);
-    if (s) {
-      attr = PyUnicode_CopyAsString(s);
-      if (attr == 0)
-        return NULL;
-    } else return NULL;
-  }
+  /* mapping of Py_True is different from what igraphmodule_PyObject_to_loops_t
+   * assumes so we handle it separately */
+  if (loops_o == Py_True) {
+    loops = IGRAPH_LOOPS_ONCE;
+  } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
+    return NULL;
 
   if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
-    if (attr != 0)
-      free(attr);
     PyErr_SetString(PyExc_TypeError,
                     "Error while converting adjacency matrix");
     return NULL;
   }
 
-  if (igraph_weighted_adjacency(&g, &m, mode, attr ? attr : "weight",
-        PyObject_IsTrue(loops))) {
+  if (igraph_vector_init(&weights, 0)) {
     igraphmodule_handle_igraph_error();
-    if (attr != 0)
-      free(attr);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
-  if (attr != 0)
-    free(attr);
+  if (igraph_weighted_adjacency(&g, &m, mode, &weights, loops)) {
+    igraphmodule_handle_igraph_error();
+    igraph_matrix_destroy(&m);
+    igraph_vector_destroy(&weights);
+    return NULL;
+  }
+
   igraph_matrix_destroy(&m);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  weights_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
+  if (!weights_o) {
+    Py_DECREF(self);
+    igraph_vector_destroy(&weights);
+    return NULL;
+  }
 
-  return (PyObject *) self;
+  igraph_vector_destroy(&weights);
+
+  return Py_BuildValue("NN", (PyObject *) self, weights_o);
 }
 
 /**********************************************************************
@@ -5696,14 +5708,15 @@ PyObject *igraphmodule_Graph_rewire_edges(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Calculates shortest paths in a graph.
+ * \brief Calculates shortest path lengths in a graph.
  * \return the shortest path lengths for the given vertices
  * \sa igraph_shortest_paths, igraph_shortest_paths_dijkstra,
  *     igraph_shortest_paths_bellman_ford, igraph_shortest_paths_johnson
  */
-PyObject *igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject * self,
-                                            PyObject * args, PyObject * kwds)
-{
+PyObject *igraphmodule_Graph_distances(
+  igraphmodule_GraphObject * self,
+  PyObject * args, PyObject * kwds
+) {
   static char *kwlist[] = { "source", "target", "weights", "mode", NULL };
   PyObject *from_o = NULL, *to_o = NULL, *mode_o = NULL, *weights_o = Py_None;
   PyObject *list = NULL;
@@ -5745,7 +5758,7 @@ PyObject *igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject * self,
   if (weights && igraph_vector_size(weights) > 0) {
     if (igraph_vector_min(weights) > 0) {
       /* Only positive weights, use Dijkstra's algorithm */
-      e = igraph_shortest_paths_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
+      e = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
     } else {
       /* There are negative weights. For a small number of sources, use Bellman-Ford.
        * Otherwise, use Johnson's algorithm */
@@ -5753,15 +5766,15 @@ PyObject *igraphmodule_Graph_shortest_paths(igraphmodule_GraphObject * self,
       e = igraph_vs_size(&self->g, &from_vs, &vs_size);
       if (!e) {
         if (vs_size <= 100 || mode != IGRAPH_OUT) {
-          e = igraph_shortest_paths_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
+          e = igraph_distances_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
         } else {
-          e = igraph_shortest_paths_johnson(&self->g, &res, from_vs, to_vs, weights);
+          e = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
         }
       }
     }
   } else {
     /* No weights or empty weight vector, use a simple BFS */
-    e = igraph_shortest_paths(&self->g, &res, from_vs, to_vs, mode);
+    e = igraph_distances(&self->g, &res, from_vs, to_vs, mode);
   }
 
   if (e) {
@@ -7908,23 +7921,26 @@ PyObject *igraphmodule_Graph_layout_bipartite(
 PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "type", NULL };
+  static char *kwlist[] = { "type", "loops", NULL };
   igraph_get_adjacency_t mode = IGRAPH_GET_ADJACENCY_BOTH;
   igraph_matrix_t m;
-  PyObject *result_o, *mode_o = Py_None;
+  igraph_loops_t loops = IGRAPH_LOOPS_TWICE;
+  PyObject *result_o, *mode_o = Py_None, *loops_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_get_adjacency_t(mode_o, &mode)) return NULL;
 
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops)) return NULL;
+
   if (igraph_matrix_init
       (&m, igraph_vcount(&self->g), igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_get_adjacency(&self->g, &m, mode)) {
+  if (igraph_get_adjacency(&self->g, &m, mode, /* weights = */ 0, loops)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&m);
     return NULL;
@@ -8004,20 +8020,29 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "weights", "normalized", NULL };
+  static char *kwlist[] = { "weights", "normalized", "mode", NULL };
   igraph_matrix_t m;
   PyObject *result_o;
   PyObject *weights_o = Py_None;
-  PyObject *normalized = Py_False;
+  PyObject *normalized_o = Py_False;
+  PyObject *mode_o = Py_None;
+  igraph_laplacian_normalization_t normalize = IGRAPH_LAPLACIAN_UNNORMALIZED;
+  igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist,
-        &weights_o, &normalized))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
+        &weights_o, &normalized_o, &mode_o))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
+  if (igraphmodule_PyObject_to_laplacian_normalization_t(normalized_o, &normalize))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
   if (igraph_matrix_init
       (&m, igraph_vcount(&self->g), igraph_vcount(&self->g))) {
     igraphmodule_handle_igraph_error();
@@ -8025,20 +8050,14 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_laplacian(&self->g, &m, /*sparseres=*/ 0,
-               PyObject_IsTrue(normalized), weights)) {
+  if (igraph_get_laplacian(&self->g, &m, mode, normalize, weights)) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
-  if (PyObject_IsTrue(normalized) || weights) {
-    result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
-  }
-  else {
-    result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_INT);
-  }
+  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
 
   if (weights) { igraph_vector_destroy(weights); free(weights); }
   igraph_matrix_destroy(&m);
@@ -8156,7 +8175,7 @@ PyObject *igraphmodule_Graph_to_directed(igraphmodule_GraphObject * self,
 /** \ingroup python_interface_graph
  * \brief Reads a DIMACS file and creates a graph from it.
  * \return the graph
- * \sa igraph_read_graph_dimacs
+ * \sa igraph_read_graph_dimacs_flow
  */
 PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
                                          PyObject * args, PyObject * kwds)
@@ -8183,9 +8202,10 @@ PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_read_graph_dimacs(&g, igraphmodule_filehandle_get(&fobj),
-                               0, 0, &source, &target,
-                               &capacity, PyObject_IsTrue(directed))) {
+  if (igraph_read_graph_dimacs_flow(
+    &g, igraphmodule_filehandle_get(&fobj), 0, 0, &source, &target,
+    &capacity, PyObject_IsTrue(directed)
+  )) {
     igraphmodule_handle_igraph_error();
     igraph_vector_destroy(&capacity);
     igraphmodule_filehandle_destroy(&fobj);
@@ -8503,7 +8523,7 @@ PyObject *igraphmodule_Graph_Read_GraphML(PyTypeObject * type,
 /** \ingroup python_interface_graph
  * \brief Writes the graph as a DIMACS file
  * \return none
- * \sa igraph_write_graph_dimacs
+ * \sa igraph_write_graph_dimacs_flow
  */
 PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
@@ -8547,7 +8567,7 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
 
   Py_DECREF(capacity_obj);
 
-  if (igraph_write_graph_dimacs(&self->g, igraphmodule_filehandle_get(&fobj),
+  if (igraph_write_graph_dimacs_flow(&self->g, igraphmodule_filehandle_get(&fobj),
         source, target, capacity)) {
     igraphmodule_handle_igraph_error();
     if (capacity) {
@@ -8673,7 +8693,7 @@ PyObject *igraphmodule_Graph_write_gml(igraphmodule_GraphObject * self,
   }
 
   if (igraph_write_graph_gml(&self->g, igraphmodule_filehandle_get(&fobj),
-        idvecptr, creator_str)) {
+        IGRAPH_WRITE_GML_DEFAULT_SW, idvecptr, creator_str)) {
     if (idvecptr) { igraph_vector_destroy(idvecptr); }
     if (creator_str)
       free(creator_str);
@@ -12729,7 +12749,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_adjacency */
   {"Adjacency", (PyCFunction) igraphmodule_Graph_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Adjacency(matrix, mode=\"directed\")\n--\n\n"
+   "Adjacency(matrix, mode=\"directed\", loops=\"once\")\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
@@ -12745,6 +12765,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    the matrix (including the diagonal)\n"
    "  - C{\"lower\"} - undirected graph with the lower left triangle of\n"
    "    the matrix (including the diagonal)\n"
+   "\n"
+   "@param loops: specifies how the diagonal of the matrix should be handled:\n"
+   "\n"
+   "  - C{\"ignore\"} - ignore loop edges in the diagonal\n"
+   "  - C{\"once\"} - treat the diagonal entries as loop edge counts\n"
+   "  - C{\"twice\"} - treat the diagonal entries as I{twice} the number\n"
+   "    of loop edges\n"
    },
 
   /* interface to igraph_asymmetric_preference_game */
@@ -13294,9 +13321,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  small world networks}, Nature 393, 440-442, 1998\n"},
 
   /* interface to igraph_weighted_adjacency */
-  {"Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
+  {"_Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
    METH_CLASS | METH_VARARGS | METH_KEYWORDS,
-   "Weighted_Adjacency(matrix, mode=\"directed\", attr=\"weight\", loops=True)\n--\n\n"
+   "_Weighted_Adjacency(matrix, mode=\"directed\", loops=\"once\")\n--\n\n"
    "Generates a graph from its adjacency matrix.\n\n"
    "@param matrix: the adjacency matrix\n"
    "@param mode: the mode to be used. Possible values are:\n"
@@ -13312,10 +13339,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    the matrix (including the diagonal)\n"
    "  - C{\"lower\"} - undirected graph with the lower left triangle of\n"
    "    the matrix (including the diagonal)\n"
-   "@param attr: the name of the edge attribute that stores the edge\n"
-   "  weights.\n"
-   "@param loops: whether to include loop edges. When C{False}, the diagonal\n"
-   "  of the adjacency matrix will be ignored.\n"
+   "@param loops: specifies how to handle loop edges. When C{False} or C{\"ignore\"},\n"
+   "    the diagonal of the adjacency matrix will be ignored. When C{True} or\n"
+   "    C{\"once\"}, the diagonal is assumed to contain the weight of the\n"
+   "    corresponding loop edge. When C{\"twice\"}, the diagonal is assumed to\n"
+   "    contain I{twice} the weight of the corresponding loop edge.\n"
+   "@return: a pair consisting of the graph itself and its edge weight vector\n"
   },
 
   /////////////////////////////////////
@@ -14305,10 +14334,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param multiple: whether the algorithm is allowed to create multiple\n"
    "  edges.\n"},
 
-  /* interface to igraph_shortest_paths */
-  {"shortest_paths", (PyCFunction) igraphmodule_Graph_shortest_paths,
+  /* interface to igraph_distances */
+  {"distances", (PyCFunction) igraphmodule_Graph_distances,
    METH_VARARGS | METH_KEYWORDS,
-   "shortest_paths(source=None, target=None, weights=None, mode=\"out\")\n--\n\n"
+   "distances(source=None, target=None, weights=None, mode=\"out\")\n--\n\n"
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
@@ -15221,16 +15250,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_get_adjacency
   {"get_adjacency", (PyCFunction) igraphmodule_Graph_get_adjacency,
    METH_VARARGS | METH_KEYWORDS,
-   "get_adjacency(type=\"both\", eids=False)\n--\n\n"
+   "get_adjacency(type=\"both\", loops=\"twice\")\n--\n\n"
    "Returns the adjacency matrix of a graph.\n\n"
    "@param type: one of C{\"lower\"} (uses the lower triangle of the matrix),\n"
    "  C{\"upper\"} (uses the upper triangle) or C{\"both\"} (uses both parts).\n"
    "  Ignored for directed graphs.\n"
-   "@param eids: if C{True}, the result matrix will contain\n"
-   "  zeros for non-edges and the ID of the edge plus one\n"
-   "  for edges in the appropriate cell. If C{False}, the\n"
-   "  result matrix will contain the number of edges for\n"
-   "  each vertex pair.\n"
+   "@param loops: specifies how loop edges should be handled. C{False} or\n"
+   "  C{\"ignore\"} ignores loop edges. C{\"once\"} counts each loop edge once\n"
+   "  in the diagonal. C{\"twice\"} counts each loop edge twice (i.e. it counts\n"
+   "  the I{endpoints} of the loop edges, not the edges themselves).\n"
    "@return: the adjacency matrix.\n"},
 
   // interface to igraph_get_edgelist
@@ -15278,27 +15306,36 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_laplacian */
   {"laplacian", (PyCFunction) igraphmodule_Graph_laplacian,
    METH_VARARGS | METH_KEYWORDS,
-   "laplacian(weights=None, normalized=False)\n--\n\n"
+   "laplacian(weights=None, normalized=\"unnormalized\", mode=\"out\")\n--\n\n"
    "Returns the Laplacian matrix of a graph.\n\n"
    "The Laplacian matrix is similar to the adjacency matrix, but the edges\n"
    "are denoted with -1 and the diagonal contains the node degrees.\n\n"
-   "Normalized Laplacian matrices have 1 or 0 in their diagonals (0 for vertices\n"
-   "with no edges), edges are denoted by 1 / sqrt(d_i * d_j) where d_i is the\n"
-   "degree of node i.\n\n"
-   "Multiple edges and self-loops are silently ignored. Although it is\n"
-   "possible to calculate the Laplacian matrix of a directed graph, it does\n"
-   "not make much sense.\n\n"
+   "Symmetric normalized Laplacian matrices have 1 or 0 in their diagonals\n"
+   "(0 for vertices with no edges), edges are denoted by 1 / sqrt(d_i * d_j)\n"
+   "where d_i is the degree of node i.\n\n"
+   "Left-normalized and right-normalized Laplacian matrices are derived from\n"
+   "the unnormalized Laplacian by scaling the row or the column sums to be\n"
+   "equal to 1.\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name. When edge weights are used, the degree\n"
-   "  of a node is considered to be the weight of its incident edges.\n"
+   "  of a node is considered to be the sum of the weights of its incident\n"
+   "  edges.\n"
    "@param normalized: whether to return the normalized Laplacian matrix.\n"
+   "  C{False} or C{\"unnormalized\"} returns the unnormalized Laplacian matrix.\n"
+   "  C{True} or C{\"symmetric\"} returns the symmetric normalization of the\n"
+   "  Laplacian matrix. C{\"left\"} returns the left-, C{\"right\"} returns the\n"
+   "  right-normalized Laplacian matrix.\n"
+   "@param mode: for directed graphs, specifies whether to use out- or in-degrees\n"
+   "  in the Laplacian matrix. C{\"all\"} means that the edge directions must be\n"
+   "  ignored, C{\"out\"} means that the out-degrees should be used, C{\"in\"}\n"
+   "  means that the in-degrees should be used. Ignored for undirected graphs.\n"
    "@return: the Laplacian matrix.\n"},
 
   ///////////////////////////////
   // LOADING AND SAVING GRAPHS //
   ///////////////////////////////
 
-  // interface to igraph_read_graph_dimacs
+  // interface to igraph_read_graph_dimacs_flow
   {"Read_DIMACS", (PyCFunction) igraphmodule_Graph_Read_DIMACS,
    METH_VARARGS | METH_KEYWORDS | METH_CLASS,
    "Read_DIMACS(f, directed=False)\n--\n\n"
@@ -15417,7 +15454,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Reads a file in the Pajek format and creates a graph based on it.\n"
    "Only Pajek network files (.net extension) are supported, not project files (.paj).\n\n"
    "@param f: the name of the file or a Python file handle\n"},
-  /* interface to igraph_write_graph_dimacs */
+  /* interface to igraph_write_graph_dimacs_flow */
   {"write_dimacs", (PyCFunction) igraphmodule_Graph_write_dimacs,
    METH_VARARGS | METH_KEYWORDS,
    "write_dimacs(f, source, target, capacity=None)\n--\n\n"
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 966acfb35..b059042d7 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -43,18 +43,14 @@ typedef struct {
   PyObject* rng_max_as_pyobject;
 } igraph_i_rng_Python_state_t;
 
-/* igraph_rng_get_int31() is potentially faster if the max value of the RNG
- * is 0x7FFFFFFF; however, in case of Python, it is actually _slower_ because
- * Python long integers are not terribly efficient. We are better off with using
- * any other value here */
-#define RNG_MAX 0xFFFFFFFF
-
-/* This must be consistent with the value of RNG_MAX above */
 #define RNG_BITS 32
+#define RNG_MAX ((((size_t) 1) << RNG_BITS) - 1)
 
-static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0, 0, 0};
-static igraph_rng_t igraph_rng_Python = {0, 0, 0};
-static igraph_rng_t igraph_rng_default_saved = {0, 0, 0};
+static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0};
+static igraph_rng_t igraph_rng_Python = {
+  /* type = */ 0, /* state = */ 0, /* is_seeded = */ 1
+};
+static igraph_rng_t igraph_rng_default_saved = {0};
 
 igraph_error_t igraph_rng_Python_init(void **state) {
   IGRAPH_ERROR("Python RNG error, unsupported function called",
@@ -111,7 +107,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
-  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, RNG_MAX)
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, 2 ^ RNG_BITS-1)
    * in advance */
   new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
   if (new_state.rng_bits_as_pyobject == 0) {
@@ -125,7 +121,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   if (new_state.one_as_pyobject == 0) {
     return 0;
   }
-  new_state.rng_max_as_pyobject = PyLong_FromUnsignedLong(RNG_MAX);
+  new_state.rng_max_as_pyobject = PyLong_FromSize_t(RNG_MAX);
   if (new_state.rng_max_as_pyobject == 0) {
     return 0;
   }
@@ -153,7 +149,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
  * \ingroup python_interface_rng
  * \brief Sets the seed of the random generator.
  */
-igraph_error_t igraph_rng_Python_seed(void *state, unsigned long int seed) {
+igraph_error_t igraph_rng_Python_seed(void *state, igraph_uint_t seed) {
   IGRAPH_ERROR("Python RNG error, unsupported function called",
       IGRAPH_EINTERNAL);
   return IGRAPH_SUCCESS;
@@ -163,10 +159,10 @@ igraph_error_t igraph_rng_Python_seed(void *state, unsigned long int seed) {
  * \ingroup python_interface_rng
  * \brief Generates an unsigned long integer using the Python random number generator.
  */
-unsigned long int igraph_rng_Python_get(void *state) {
+igraph_uint_t igraph_rng_Python_get(void *state) {
   PyObject* result;
   PyObject* exc_type;
-  unsigned long int retval;
+  igraph_uint_t retval;
 
   if (igraph_rng_Python_state.getrandbits_func) {
     /* This is the preferred code path if the random module given by the user
@@ -198,7 +194,7 @@ unsigned long int igraph_rng_Python_get(void *state) {
       PyErr_WriteUnraisable(exc_type);
       PyErr_Clear();
     }
-    /* Fallback to the C random generator */
+    /* Fallback to the C random generator -- this should not happen */
     return rand() * RNG_MAX;
   } else {
     retval = PyLong_AsUnsignedLong(result);
@@ -226,7 +222,7 @@ igraph_real_t igraph_rng_Python_get_real(void *state) {
       PyErr_WriteUnraisable(exc_type);
       PyErr_Clear();
     }
-    /* Fallback to the C random generator */
+    /* Fallback to the C random generator -- this should not happen */
     return rand();
   } else {
     retval = PyFloat_AsDouble(result);
@@ -260,7 +256,7 @@ igraph_real_t igraph_rng_Python_get_norm(void *state) {
       PyErr_WriteUnraisable(exc_type);
       PyErr_Clear();
     }
-    /* Fallback to the C random generator */
+    /* Fallback -- this should not happen */
     return 0;
   } else {
     retval = PyFloat_AsDouble(result);
@@ -276,16 +272,19 @@ igraph_real_t igraph_rng_Python_get_norm(void *state) {
  */
 igraph_rng_type_t igraph_rngtype_Python = {
   /* name= */      "Python random generator",
-  /* min=  */      0,
-  /* max=  */      RNG_MAX,
+  /* bits= */      RNG_BITS,
   /* init= */      igraph_rng_Python_init,
   /* destroy= */   igraph_rng_Python_destroy,
   /* seed= */      igraph_rng_Python_seed,
   /* get= */       igraph_rng_Python_get,
-  /* get_real */   igraph_rng_Python_get_real,
+  /* get_int= */   0,
+  /* get_real= */  igraph_rng_Python_get_real,
   /* get_norm= */  igraph_rng_Python_get_norm,
   /* get_geom= */  0,
-  /* get_binom= */ 0
+  /* get_binom= */ 0,
+  /* get_exp= */   0,
+  /* get_gamma= */ 0,
+  /* get_pois= */  0,
 };
 
 void igraphmodule_init_rng(PyObject* igraph_module) {
@@ -295,8 +294,9 @@ void igraphmodule_init_rng(PyObject* igraph_module) {
     igraph_rng_default_saved = *igraph_rng_default();
   }
 
-  if (igraph_rng_Python.state != 0)
+  if (igraph_rng_Python.state != 0) {
     return;
+  }
 
   random_module = PyImport_ImportModule("random");
   if (random_module == 0) {
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 2a7e14576..03c3dc0f0 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -738,6 +738,7 @@ GRAPH_PROXY_METHOD(constraint, "constraint");
 GRAPH_PROXY_METHOD(degree, "degree");
 GRAPH_PROXY_METHOD(delete, "delete_vertices");
 GRAPH_PROXY_METHOD(diversity, "diversity");
+GRAPH_PROXY_METHOD(distances, "distances");
 GRAPH_PROXY_METHOD(eccentricity, "eccentricity");
 GRAPH_PROXY_METHOD(get_shortest_paths, "get_shortest_paths");
 GRAPH_PROXY_METHOD_PP(incident, "incident", _convert_to_edge_list);
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 81073bb12..11d05403a 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -65,7 +65,7 @@ igraphmodule_VertexSeq_copy(igraphmodule_VertexSeqObject* o) {
 
   if (igraph_vs_type(&o->vs) == IGRAPH_VS_VECTOR) {
     igraph_vector_int_t v;
-    if (igraph_vector_int_copy(&v, o->vs.data.vecptr)) {
+    if (igraph_vector_int_init_copy(&v, o->vs.data.vecptr)) {
       igraphmodule_handle_igraph_error();
       return 0;
     }
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c9618a177..a4f2c0af4 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -129,6 +129,7 @@
     _biconnected_components,
     _cohesive_blocks,
     _connected_components,
+    _clusters,
 )
 from igraph.cut import (
     Cut,
@@ -255,6 +256,7 @@
     _outdegree,
     _degree_distribution,
     _pagerank,
+    _shortest_paths
 )
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
@@ -353,7 +355,8 @@ class Graph(GraphBase):
     adhesion = GraphBase.edge_connectivity
 
     # Compatibility aliases
-    shortest_paths_dijkstra = GraphBase.shortest_paths
+    shortest_paths = _shortest_paths
+    shortest_paths_dijkstra = shortest_paths
     subgraph = GraphBase.induced_subgraph
 
     def __init__(self, *args, **kwds):
@@ -650,6 +653,7 @@ def es(self):
     #############################################
     # Connected components
     biconnected_components = _biconnected_components
+    clusters = _clusters
     cohesive_blocks = _cohesive_blocks
     connected_components = _connected_components
     blocks = biconnected_components
diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 0cb81688e..940402869 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -132,12 +132,12 @@ def _construct_graph_from_weighted_adjacency(
     if (np is not None) and isinstance(matrix, np.ndarray):
         matrix = matrix.tolist()
 
-    graph = super(Graph, cls).Weighted_Adjacency(
+    graph, weights = super(Graph, cls)._Weighted_Adjacency(
         matrix,
         mode=mode,
-        attr=attr,
         loops=loops,
     )
+    graph.es[attr] = weights
 
     # Add vertex names if present
     if vertex_names is not None:
diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
index 1bf7542af..bea7bb076 100644
--- a/src/igraph/io/files.py
+++ b/src/igraph/io/files.py
@@ -134,8 +134,8 @@ def _construct_graph_from_adjacency_file(
     if attribute is None:
         graph = cls.Adjacency(matrix, *args, **kwds)
     else:
-        kwds["attr"] = attribute
-        graph = cls.Weighted_Adjacency(matrix, *args, **kwds)
+        graph, weights = cls._Weighted_Adjacency(matrix, *args, **kwds)
+        graph.es[attribute] = weights
 
     return graph
 
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 6530def6c..0f0dc2168 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -759,6 +759,7 @@ def _add_proxy_methods():
         "closeness",
         "cocitation",
         "constraint",
+        "distances",
         "diversity",
         "eccentricity",
         "get_shortest_paths",
diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index ef6b3b440..a55d9ba9d 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -93,3 +93,11 @@ def _pagerank(
         niter,
         eps,
     )
+
+
+def _shortest_paths(graph, *args, **kwds):
+    """Deprecated alias to L{Graph.distances()}."""
+    from igraph import deprecated
+
+    deprecated("Graph.shortest_paths() is deprecated; use Graph.distances() instead")
+    return graph.distances(*args, **kwds)
diff --git a/test.sh b/test.sh
index 2a41882b6..49fb2ad10 100755
--- a/test.sh
+++ b/test.sh
@@ -7,7 +7,6 @@ PYTHON=python3
 set -e
 
 CLEAN=0
-PYTEST_ARGS=
 VENV_DIR=.venv
 
 while getopts ":ce:k:" OPTION; do
@@ -39,6 +38,7 @@ if [ x$CLEAN = x1 ]; then
     rm -rf vendor/build vendor/install
 fi
 
-$VENV_DIR/bin/pip install .[plotting,test]
+# pip install is called in verbose mode so we can see the compiler warnings
+$VENV_DIR/bin/pip install -v .[plotting,test]
 $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index e7f0d6786..c7d3e6515 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -274,7 +274,7 @@ def suite():
         attribute_suite,
         attribute_combination_suite,
         unicode_attributes_suite,
-        ])
+    ])
 
 
 def test():
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 788fe08b2..fb130cd2b 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -294,8 +294,8 @@ def testLabelPropagation(self):
         # igraph is free to reorder the clusters so only co-membership will be
         # preserved, hence the next assertion
         self.assertTrue(
-            cl.membership[0] != cl.membership[49] and
-            cl.membership[49] != cl.membership[99]
+            cl.membership[0] != cl.membership[49]
+            and cl.membership[49] != cl.membership[99]
         )
         self.assertTrue(x >= 0 and x <= 5 for x in cl.membership)
 
@@ -473,7 +473,7 @@ def testLeiden(self):
 
         import random
 
-        random.seed(0)
+        random.seed(42)
         set_random_number_generator(random)
         # We don't find the optimal partition if we are greedy
         cl = G.community_leiden(
@@ -481,7 +481,7 @@ def testLeiden(self):
         )
         self.assertMembershipsEqual(cl, [0, 0, 1, 1, 1, 2, 2, 2])
 
-        random.seed(0)
+        random.seed(42)
         set_random_number_generator(random)
         # We can find the optimal partition if we allow for non-decreasing moves
         # (The randomness is only present in the refinement, which is why we
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index cabdef5b6..142a5de5d 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -243,7 +243,7 @@ def testMDS(self):
         lo = g.layout("mds")
         self.assertTrue(isinstance(lo, Layout))
 
-        dists = g.shortest_paths()
+        dists = g.distances()
         lo = g.layout("mds", dists)
         self.assertTrue(isinstance(lo, Layout))
 
@@ -334,7 +334,7 @@ def testReingoldTilford(self):
         lo = g.layout("rt")
         ys = [coord[1] for coord in lo]
         root = ys.index(0.0)
-        self.assertEqual(ys, g.shortest_paths(root)[0])
+        self.assertEqual(ys, g.distances(root)[0])
         g = Graph.Barabasi(100) + Graph.Barabasi(50)
         lo = g.layout("rt", root=[0, 100])
         self.assertEqual(lo[100][1] - lo[0][1], 0)
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index 6d879ccfb..14689a93e 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -18,6 +18,18 @@ def testLaplacian(self):
             g.laplacian(normalized=True),
             [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]],
         )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(normalized="symmetric"),
+            [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]],
+        )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(normalized="left"),
+            [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]],
+        )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(normalized="right"),
+            [[1, -0.5, -0.5], [-0.5, 1, -0.5], [-0.5, -0.5, 1]],
+        )
 
         mx0 = [
             [1.0, -1 / (12 ** 0.5), -2 / (15 ** 0.5)],
@@ -40,6 +52,24 @@ def testLaplacian(self):
             ]
         )
 
+        g = Graph.Formula("A --> B --> C --> D --> E --> A, A --> C")
+        self.assertAlmostEqualMatrix(
+            g.laplacian(mode="out"),
+            [[2, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+        )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(mode="in"),
+            [[1, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 2, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+        )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(mode="out", normalized="left"),
+            [[1, -0.5, -0.5, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+        )
+        self.assertAlmostEqualMatrix(
+            g.laplacian(mode="in", normalized="right"),
+            [[1, -1, -0.5, 0, 0], [0, 1, -0.5, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+        )
+
 
 def suite():
     spectral_suite = unittest.makeSuite(SpectralTests)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 62e134201..d6c665da6 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -734,7 +734,7 @@ def testMaximumCardinalitySearch(self):
 
 
 class PathTests(unittest.TestCase):
-    def testShortestPaths(self):
+    def testDistances(self):
         g = Graph(
             10,
             [
@@ -775,10 +775,10 @@ def testShortestPaths(self):
             [inf, inf, inf, inf, inf, inf, inf, inf, 0, 4],
             [inf, inf, inf, inf, inf, inf, inf, inf, inf, 0],
         ]
-        self.assertTrue(g.shortest_paths(weights=ws) == expected)
-        self.assertTrue(g.shortest_paths(weights="weight") == expected)
+        self.assertTrue(g.distances(weights=ws) == expected)
+        self.assertTrue(g.distances(weights="weight") == expected)
         self.assertTrue(
-            g.shortest_paths(weights="weight", target=[2, 3])
+            g.distances(weights="weight", target=[2, 3])
             == [row[2:4] for row in expected]
         )
 
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 08e92bc31..8cb612e66 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -102,7 +102,7 @@ def testNeighbors(self):
     @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
     def testProxyMethods(self):
         # We only test with connected graphs because disconnected graphs might
-        # print a warning when shortest_paths() is invoked on them and we want
+        # print a warning when distances() is invoked on them and we want
         # to avoid that in the test output.
         while True:
             g = Graph.GRG(10, 0.6)
@@ -119,15 +119,16 @@ def testProxyMethods(self):
         #   edge indices.
         # - pagerank() and personalized_pagerank() are ignored because of numerical
         #   inaccuracies
+        # - shortest_paths() is ignored because it's a deprecated alias
         # - delete() is ignored because it mutates the graph
         ignore = (
             "neighbors predecessors successors pagerank personalized_pagerank"
-            " delete incident all_edges in_edges out_edges"
+            " delete incident all_edges in_edges out_edges shortest_paths"
         )
         ignore = set(ignore.split())
 
         # Methods not listed here are expected to return an int or a float
-        return_types = {"get_shortest_paths": list, "shortest_paths": list}
+        return_types = {"distances": list, "get_shortest_paths": list}
 
         for name in Vertex.__dict__:
             if name in ignore:
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9cfaafe2b..0963e56ff 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9cfaafe2b94f293bdaf10c46157db9dd31b465b9
+Subproject commit 0963e56ff287725dc2297b96679be624352cf7f2

From 227e021324391f7e09f03ab01d9e8ffb16f35002 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Jun 2022 18:39:55 +0200
Subject: [PATCH 0779/1681] ci: set MACOSX_DEPLOYMENT_TARGET to 10.9 to make
 sure that wheels are usable on older versions of macOS

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cf8f492c8..eec7e5f19 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,6 +8,7 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
+  MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
   build_wheel_linux:

From 56d15c542a5e6aedc1c3518050a9a5356d51ee15 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 20 Jun 2022 10:21:53 +0200
Subject: [PATCH 0780/1681] fix: trying to fix cross-compilation in CI for
 macOS arm64

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0963e56ff..e4a0df242 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0963e56ff287725dc2297b96679be624352cf7f2
+Subproject commit e4a0df2421b94fcb0e3c294eab1ef2cbe0c61a16

From f60b6f62b831f33405f363607daee5bc025af4b4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 20 Jun 2022 12:31:38 +0200
Subject: [PATCH 0781/1681] ci: skip IEEE754 endianness check when
 cross-compiling for Apple Silicon

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 260e36efe..34ae2eafe 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -77,7 +77,7 @@ jobs:
           - cmake_arch: x86_64
             wheel_arch: x86_64
           - cmake_arch: arm64
-            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=../../../etc/arith_apple_m1.h
+            cmake_extra_args: -DF2C_EXTERNAL_ARITH_HEADER=../../../etc/arith_apple_m1.h -DIEEE754_DOUBLE_ENDIANNESS_MATCHES=ON
             wheel_arch: arm64
 
     steps:

From 2267304303df346d9ee7a1237bc40a022db1adf3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 20 Jun 2022 09:40:34 +0200
Subject: [PATCH 0782/1681] =?UTF-8?q?ci:=20build=20libomp=20instead=20of?=
 =?UTF-8?q?=20using=20Homebrew=E2=80=99s?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/build.yml | 28 +++++++++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eec7e5f19..cd77366b9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,6 +8,7 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
+  CIBW_BUILD_VERBOSITY: "3"
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
@@ -86,6 +87,8 @@ jobs:
   build_wheel_macos:
     name: Build wheels on macOS (${{ matrix.wheel_arch }})
     runs-on: macos-10.15
+    env:
+      LLVM_VERSION: "14.0.5"
     strategy:
       matrix:
         include:
@@ -106,7 +109,14 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+
+      - name: Cache C core dependencies
+        id: cache-openmp-lib
+        uses: actions/cache@v2
+        with:
+          path: ~/local
+          key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
       - uses: actions/setup-python@v2
         name: Install Python
@@ -114,16 +124,28 @@ jobs:
           python-version: '3.8'
 
       - name: Install OS dependencies
-        if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
+        if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-openmp-lib.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
           brew install ninja autoconf automake libtool cmake
 
+      - name: Install OpenMP library
+        if: steps.cache-openmp-lib.outputs.cache-hit != 'true'
+        run: |
+          wget https://github.com/llvm/llvm-project/releases/download/llvmorg-$LLVM_VERSION/openmp-$LLVM_VERSION.src.tar.xz
+          tar xf openmp-$LLVM_VERSION.src.tar.xz
+          cd openmp-$LLVM_VERSION.src
+          mkdir build && cd build
+          cmake .. -DCMAKE_INSTALL_PREFIX=$HOME/local -DLIBOMP_ENABLE_SHARED=OFF -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }}
+          cmake --build .
+          cmake --install .
+
       - name: Build wheels
         uses: joerick/cibuildwheel@v2.6.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
-          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }}
+          CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
+          IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v2
         with:

From 63a2210d84af090777847415b8c0e1e944cd16d5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 21 Jun 2022 17:31:17 +0200
Subject: [PATCH 0783/1681] fix: revert cibuildwheel verbosity, rename
 cache-openmp-lib to cache-deps

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cd77366b9..3f631fab3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,7 +8,6 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
-  CIBW_BUILD_VERBOSITY: "3"
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
@@ -112,7 +111,7 @@ jobs:
           key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - name: Cache C core dependencies
-        id: cache-openmp-lib
+        id: cache-c-deps
         uses: actions/cache@v2
         with:
           path: ~/local
@@ -124,12 +123,12 @@ jobs:
           python-version: '3.8'
 
       - name: Install OS dependencies
-        if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-openmp-lib.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
+        if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
           brew install ninja autoconf automake libtool cmake
 
       - name: Install OpenMP library
-        if: steps.cache-openmp-lib.outputs.cache-hit != 'true'
+        if: steps.cache-c-deps.outputs.cache-hit != 'true'
         run: |
           wget https://github.com/llvm/llvm-project/releases/download/llvmorg-$LLVM_VERSION/openmp-$LLVM_VERSION.src.tar.xz
           tar xf openmp-$LLVM_VERSION.src.tar.xz

From 367d915d8f290a2e7e86799708b9bbc09f7e1c21 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Jun 2022 15:45:13 +0200
Subject: [PATCH 0784/1681] fix: allow edge color and width to vary
 edge-by-edge for the Matplotlib backend

---
 CHANGELOG.md                |  7 +++++++
 src/igraph/drawing/graph.py | 18 +++++++++++++-----
 2 files changed, 20 insertions(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 76a6ece03..a683e29ba 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- The Matplotlib backend now allows `edge_color` and `edge_width` to be set
+  on an edge-by-edge basis.
+
 ## [0.9.11]
 
 ### Added
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 809039ca3..747a825d5 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -1194,11 +1194,11 @@ def callback_edge_offset(event):
 
         # Edge properties
         ne = graph.ecount()
-        ec = kwds.get("edge_color", "black")
+        edge_color = kwds.get("edge_color", "black")
         edge_width = kwds.get("edge_width", 1)
         arrow_width = kwds.get("edge_arrow_width", 2)
         arrow_length = kwds.get("edge_arrow_size", 4)
-        ealpha = kwds.get("edge_alpha", 1.0)
+        edge_alpha = kwds.get("edge_alpha", 1.0)
         ezorder = kwds.get("edge_order", 1.0)
         try:
             ezorder = float(ezorder)
@@ -1206,6 +1206,14 @@ def callback_edge_offset(event):
         except TypeError:
             pass
 
+        # Expand edge_width and edge_color to a list if needed
+        if isinstance(edge_width, (int, float)):
+            edge_width = [edge_width] * ne
+        if isinstance(edge_color, (str, int, float)):
+            edge_color = [edge_color] * ne
+        if isinstance(edge_alpha, (int, float)):
+            edge_alpha = [edge_alpha] * ne
+
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
         autocurve = kwds.get("autocurve", None)
@@ -1345,9 +1353,9 @@ def callback_edge_offset(event):
             arrow = FancyArrowPatch(
                 path=path,
                 arrowstyle=arrowstyle,
-                lw=edge_width,
-                color=ec,
-                alpha=ealpha,
+                lw=edge_width[ie],
+                color=edge_color[ie],
+                alpha=edge_alpha[ie],
                 zorder=ezorder[ie],
             )
             ax.add_artist(arrow)

From ce527fd3f540d53543da8cba92eff88af8a3f15f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 26 Jun 2022 12:51:19 +0200
Subject: [PATCH 0785/1681] refactor: deprecate Graph.clusters() in favour of
 Graph.components() and document blocks() alias for biconnected_components()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c |  4 ++--
 src/igraph/__init__.py    | 34 +++++++++++++++++++++++++++-------
 src/igraph/formula.py     |  2 +-
 tests/test_games.py       |  6 +++---
 tests/test_generators.py  |  2 +-
 tests/test_operators.py   | 36 ++++++++++++++++++------------------
 7 files changed, 56 insertions(+), 32 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a683e29ba..cf5cd4c83 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,10 @@
 - The Matplotlib backend now allows `edge_color` and `edge_width` to be set
   on an edge-by-edge basis.
 
+### Deprecated
+
+- `Graph.clusters()` is now deprecated, use `Graph.components()` instead.
+
 ## [0.9.11]
 
 ### Added
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 556429405..5baed3887 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13477,9 +13477,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the calculated harmonic centralities in a list\n"},
 
   /* interface to igraph_clusters */
-  {"clusters", (PyCFunction) igraphmodule_Graph_clusters,
+  {"_clusters", (PyCFunction) igraphmodule_Graph_clusters,
    METH_VARARGS | METH_KEYWORDS,
-   "clusters(mode=\"strong\")\n--\n\n"
+   "_clusters(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) clusters for a given graph.\n\n"
    "@attention: this function has a more convenient interface in class\n"
    "  L{Graph} which wraps the result in a L{VertexClustering} object.\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 37030e87c..549b7ae34 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -552,8 +552,9 @@ def all_st_mincuts(self, source, target, capacity=None):
         ]
 
     def biconnected_components(self, return_articulation_points=False):
-        """\
-        Calculates the biconnected components of the graph.
+        """Calculates the biconnected components of the graph.
+
+        This function is also aliased to ``blocks()``.
 
         @param return_articulation_points: whether to return the articulation
           points as well
@@ -611,15 +612,34 @@ def cohesive_blocks(self):
         return CohesiveBlocks(self, *GraphBase.cohesive_blocks(self))
 
     def clusters(self, mode="strong"):
-        """Calculates the (strong or weak) clusters (connected components) for
-        a given graph.
+        """Calculates the strongly or weakly connected components for a given
+        graph (deprecated name).
+
+        This function is deprecated; use `components()` instead as the original
+        name was misleading.
 
         @param mode: must be either C{"strong"} or C{"weak"}, depending on the
           clusters being sought. Optional, defaults to C{"strong"}.
-        @return: a L{VertexClustering} object"""
-        return VertexClustering(self, GraphBase.clusters(self, mode))
+        @return: a L{VertexClustering} object
+        """
+        deprecated(
+            "Graph.clusters() is deprecated since igraph 0.9.12, use "
+            "Graph.components() instead"
+        )
+        return self.components(mode=mode)
 
-    components = clusters
+    def components(self, mode="strong"):
+        """Calculates the strongly or weakly connected components for a given
+        graph.
+
+        This function is also aliased to ``clusters()`` for backwards
+        compatibility.
+
+        @param mode: must be either C{"strong"} or C{"weak"}, depending on the
+          clusters being sought. Optional, defaults to C{"strong"}.
+        @return: a L{VertexClustering} object
+        """
+        return VertexClustering(self, GraphBase._clusters(self, mode))
 
     def degree_distribution(self, bin_width=1, *args, **kwds):
         """Calculates the degree distribution of the graph.
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 65b7596d7..1213f8c73 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -160,7 +160,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
       >>> print(", ".join(g.vs["name"]))
       A, B, C, D, E, F, G, H, I, J, K
-      >>> g.clusters().membership
+      >>> g.components().membership
       [0, 0, 1, 1, 2, 2, 3, 3, 4, 5, 6]
 
     The colon (C{:}) operator can be used to specify vertex sets.
diff --git a/tests/test_games.py b/tests/test_games.py
index 486573298..8a29be5e7 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -25,7 +25,7 @@ def testRecentDegree(self):
 
     def testPreference(self):
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
+        self.assertTrue(isinstance(g, Graph) and len(g.components()) == 2)
 
         g = Graph.Preference(100, [1, 1], [[1, 0], [0, 1]], attribute="type")
         types = g.vs.get_attribute_values("type")
@@ -33,7 +33,7 @@ def testPreference(self):
 
     def testAsymmetricPreference(self):
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[0, 1], [1, 0]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 2)
+        self.assertTrue(isinstance(g, Graph) and len(g.components()) == 2)
 
         g = Graph.Asymmetric_Preference(
             100, [[0, 1], [1, 0]], [[1, 0], [0, 1]], attribute="type"
@@ -44,7 +44,7 @@ def testAsymmetricPreference(self):
         self.assertTrue(min(types1) == 0 and max(types1) == 1 and min(types2) == 0 and max(types2) == 1)
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
-        self.assertTrue(isinstance(g, Graph) and len(g.clusters()) == 1)
+        self.assertTrue(isinstance(g, Graph) and len(g.components()) == 1)
 
     def testTreeGame(self):
         # Prufer algorithm
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 576ca5b98..b3df8d64d 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -213,7 +213,7 @@ def testSBM(self):
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
         self.assertFalse(g.is_directed())
-        self.assertEqual([0] * 20 + [1] * 40, g.clusters().membership)
+        self.assertEqual([0] * 20 + [1] * 40, g.components().membership)
         g2 = g.subgraph(list(range(20, 60)))
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
diff --git a/tests/test_operators.py b/tests/test_operators.py
index f2ae015bc..449c62320 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -45,7 +45,7 @@ def testMultiplication(self):
         self.assertTrue(
             g.vcount() == 9
             and g.ecount() == 9
-            and g.clusters().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2]
+            and g.components().membership == [0, 0, 0, 1, 1, 1, 2, 2, 2]
         )
 
     def testDifference(self):
@@ -252,7 +252,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 5
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2]
+            and g.components().membership == [0, 0, 0, 1, 2]
         )
 
         # Adding a vertex by name
@@ -260,7 +260,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+            and g.components().membership == [0, 0, 0, 1, 2, 3]
         )
 
         # Adding a single edge
@@ -268,13 +268,13 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 4
-            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+            and g.components().membership == [0, 0, 0, 0, 1, 2]
         )
 
         # Adding two edges
         g += [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+            g.vcount() == 6 and g.ecount() == 7 and g.components().membership == [0] * 6
         )
 
         # Adding two more vertices
@@ -293,7 +293,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 11
             and g.ecount() == 10
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3]
+            and g.components().membership == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3]
         )
 
         # Adding two graphs
@@ -301,7 +301,7 @@ def testInPlaceAddition(self):
         self.assertTrue(
             g.vcount() == 16
             and g.ecount() == 14
-            and g.clusters().membership
+            and g.components().membership
             == [0, 0, 0, 0, 0, 0, 1, 2, 3, 3, 3, 4, 4, 4, 5, 5]
         )
 
@@ -313,7 +313,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 5
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2]
+            and g.components().membership == [0, 0, 0, 1, 2]
         )
         g0 = g
 
@@ -322,7 +322,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 3
-            and g.clusters().membership == [0, 0, 0, 1, 2, 3]
+            and g.components().membership == [0, 0, 0, 1, 2, 3]
         )
         g0 = g
 
@@ -331,14 +331,14 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 4
-            and g.clusters().membership == [0, 0, 0, 0, 1, 2]
+            and g.components().membership == [0, 0, 0, 0, 1, 2]
         )
         g0 = g
 
         # Adding two edges
         g = g0 + [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.clusters().membership == [0] * 6
+            g.vcount() == 6 and g.ecount() == 7 and g.components().membership == [0] * 6
         )
         g0 = g
 
@@ -347,7 +347,7 @@ def testAddition(self):
         self.assertTrue(
             g.vcount() == 9
             and g.ecount() == 10
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 1, 1, 1]
+            and g.components().membership == [0, 0, 0, 0, 0, 0, 1, 1, 1]
         )
 
     def testInPlaceSubtraction(self):
@@ -359,7 +359,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 7
             and g.ecount() == 21
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0, 0]
+            and g.components().membership == [0, 0, 0, 0, 0, 0, 0]
         )
 
         # Deleting a vertex
@@ -367,7 +367,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 6
             and g.ecount() == 15
-            and g.clusters().membership == [0, 0, 0, 0, 0, 0]
+            and g.components().membership == [0, 0, 0, 0, 0, 0]
         )
 
         # Deleting two vertices
@@ -375,7 +375,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 6
-            and g.clusters().membership == [0, 0, 0, 0]
+            and g.components().membership == [0, 0, 0, 0]
         )
 
         # Deleting an edge
@@ -383,7 +383,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 5
-            and g.clusters().membership == [0, 0, 0, 0]
+            and g.components().membership == [0, 0, 0, 0]
         )
 
         # Deleting three more edges
@@ -391,7 +391,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 2
-            and g.clusters().membership == [0, 0, 1, 1]
+            and g.components().membership == [0, 0, 1, 1]
         )
 
         # Did we really use the original graph so far?
@@ -403,7 +403,7 @@ def testInPlaceSubtraction(self):
         self.assertTrue(
             g.vcount() == 4
             and g.ecount() == 1
-            and g.clusters().membership == [0, 1, 2, 2]
+            and g.components().membership == [0, 1, 2, 2]
         )
 
     def testNonzero(self):

From da7484807f5152a2c18c55dd4154653de2c7f5f7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 26 Jun 2022 12:52:59 +0200
Subject: [PATCH 0786/1681] fix: removed return_alpha_only kwarg of
 power_law_fit() that was deprecated a long time ago

---
 src/igraph/statistics.py | 17 ++++-------------
 1 file changed, 4 insertions(+), 13 deletions(-)

diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 68350b86a..5d09c7cad 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -529,7 +529,7 @@ def percentile(xs, p=(25, 50, 75), sort=True):
     return quantile(xs, p / 100.0, sort)
 
 
-def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
+def power_law_fit(data, xmin=None, method="auto"):
     """Fitting a power-law distribution to empirical data
 
     @param data: the data to fit, a list containing integer values
@@ -566,7 +566,8 @@ def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
     @ref: MEJ Newman: Power laws, Pareto distributions and Zipf's law.
       Contemporary Physics 46, 323-351 (2005)
     @ref: A Clauset, CR Shalizi, MEJ Newman: Power-law distributions
-      in empirical data. E-print (2007). arXiv:0706.1062"""
+      in empirical data. E-print (2007). arXiv:0706.1062
+    """
     from igraph._igraph import _power_law_fit
 
     if xmin is None or xmin < 0:
@@ -577,17 +578,7 @@ def power_law_fit(data, xmin=None, method="auto", return_alpha_only=False):
         raise ValueError("unknown method: %s" % method)
 
     force_continuous = method in ("continuous", "hill")
-    fit = FittedPowerLaw(*_power_law_fit(data, xmin, force_continuous))
-    if return_alpha_only:
-        from igraph import deprecated
-
-        deprecated(
-            "The return_alpha_only keyword argument of power_law_fit is "
-            "deprecated from igraph 0.7 and will be removed in igraph 0.8"
-        )
-        return fit.alpha
-    else:
-        return fit
+    return FittedPowerLaw(*_power_law_fit(data, xmin, force_continuous))
 
 
 def quantile(xs, q=(0.25, 0.5, 0.75), sort=True):

From e86e58917fa04bd7594679b1bf0b609a433829c5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 4 Jul 2022 13:42:18 +0200
Subject: [PATCH 0787/1681] docs: better explain the characteristics of methods
 in Graph.Degree_Sequence

---
 src/_igraph/graphobject.c | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5baed3887..f00b569c8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13121,9 +13121,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  If omitted, the generated graph will be undirected.\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"simple\"} -- simple generator that sometimes generates\n"
-   "      loop edges and multiple edges. The generated graph is not\n"
-   "      guaranteed to be connected.\n"
+   "    - C{\"simple\"} -- simple generator that implements the stub-matching\n"
+   "      configuration model. It may generate self-loops and multiple edges.\n"
+   "      This method does not sample multigraphs uniformly, but it can be\n"
+   "      used to implement uniform sampling for simple graphs by rejecting\n"
+   "      any result that is non-simple (i.e. contains loops or multi-edges).\n"
    "    - C{\"no_multiple\"} -- similar to C{\"simple\"} but avoids the\n"
    "      generation of multiple and loop edges at the expense of increased\n"
    "      time complexity. The method will re-start the generation every time\n"
@@ -13132,9 +13134,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      is no upper bound on the number of iterations, but it will succeed\n"
    "      eventually if the input degree sequence is graphical and throw an\n"
    "      exception if the input degree sequence is not graphical.\n"
+   "      This method does not sample simple graphs uniformly.\n"
    "    - C{\"vl\"} -- a more sophisticated generator that can sample\n"
-   "      undirected, connected simple graphs uniformly. It uses\n"
-   "      Monte-Carlo methods to randomize the graphs.\n"
+   "      undirected, connected simple graphs approximately uniformly. It uses\n"
+   "      edge-switching Monte-Carlo methods to randomize the graphs.\n"
    "      This generator should be favoured if undirected and connected\n"
    "      graphs are to be generated and execution time is not a concern.\n"
    "      igraph uses the original implementation of Fabien Viger; see the\n"

From b8e0c2117fec32e72cf253653fc20987bf0a33a6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Jul 2022 14:01:58 +0200
Subject: [PATCH 0788/1681] feat: IGRAPH_DEGSEQ_SIMPLE_NO_MULTIPLE_UNIFORM now
 exposed

---
 CHANGELOG.md              | 11 +++++++++++
 src/_igraph/convert.c     |  1 +
 src/_igraph/graphobject.c |  9 +++++----
 3 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cf5cd4c83..ebc3fa378 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,17 @@
 
 ## [Unreleased]
 
+### Added
+
+- `Graph.Degree_Sequence()` now supports the `"no_multiple_uniform"` generation
+  method, which generates simple graphs, sampled uniformly, using rejection
+  sampling.
+
+### Changed
+
+- `Graph.Degree_Sequence()` now accepts all sorts of sequences as inputs, not
+  only lists.
+
 ### Fixed
 
 - The Matplotlib backend now allows `edge_color` and `edge_width` to be set
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 7710c9ed9..a314433df 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -514,6 +514,7 @@ int igraphmodule_PyObject_to_degseq_t(PyObject *o,
         {"no_multiple", IGRAPH_DEGSEQ_SIMPLE_NO_MULTIPLE},
         {"vl", IGRAPH_DEGSEQ_VL},
         {"viger-latapy", IGRAPH_DEGSEQ_VL},
+        {"no_multiple_uniform", IGRAPH_DEGSEQ_SIMPLE_NO_MULTIPLE_UNIFORM},
         {0,0}
     };
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f00b569c8..65cab4ffd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2205,10 +2205,8 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
 
   static char *kwlist[] = { "out", "in_", "method", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O!O", kwlist,
-                                   &PyList_Type, &outdeg,
-                                   &PyList_Type, &indeg,
-                                   &method))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &outdeg, &indeg, &method))
     return NULL;
 
   if (igraphmodule_PyObject_to_degseq_t(method, &meth)) return NULL;
@@ -13135,6 +13133,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      eventually if the input degree sequence is graphical and throw an\n"
    "      exception if the input degree sequence is not graphical.\n"
    "      This method does not sample simple graphs uniformly.\n"
+   "    - C{\"no_multiple_uniform\"} -- similar to C{\"simple\"} but rejects\n"
+   "      generated graphs if they are not simple. This method samples simple\n"
+   "      graphs uniformly.\n"
    "    - C{\"vl\"} -- a more sophisticated generator that can sample\n"
    "      undirected, connected simple graphs approximately uniformly. It uses\n"
    "      edge-switching Monte-Carlo methods to randomize the graphs.\n"

From 2bd774f622de7f23ba116bd4ce96b12606cebc35 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Jul 2022 15:28:33 +0200
Subject: [PATCH 0789/1681] feat: exposed IGRAPH_DEGSEQ_EDGE_SWITCHING_SIMPLE
 and updated documentation of Graph.Degree_Sequence() with the new names

---
 src/_igraph/convert.c     |  9 ++++++++-
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++------
 2 files changed, 31 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 937c74b9d..006468fdc 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -526,10 +526,17 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *o,
 int igraphmodule_PyObject_to_degseq_t(PyObject *o,
   igraph_degseq_t *result) {
   static igraphmodule_enum_translation_table_entry_t degseq_tt[] = {
+        /* legacy names before 0.10 */
         {"simple", IGRAPH_DEGSEQ_CONFIGURATION},
         {"no_multiple", IGRAPH_DEGSEQ_FAST_HEUR_SIMPLE},
-        {"vl", IGRAPH_DEGSEQ_VL},
         {"viger-latapy", IGRAPH_DEGSEQ_VL},
+        /* up-to-date names as of igraph 0.10 */
+        {"configuration", IGRAPH_DEGSEQ_CONFIGURATION},
+        {"vl", IGRAPH_DEGSEQ_VL},
+        {"viger_latapy", IGRAPH_DEGSEQ_VL},
+        {"fast_heur_simple", IGRAPH_DEGSEQ_FAST_HEUR_SIMPLE},
+        {"configuration_simple", IGRAPH_DEGSEQ_CONFIGURATION_SIMPLE},
+        {"edge_switching_simple", IGRAPH_DEGSEQ_EDGE_SWITCHING_SIMPLE},
         {0,0}
     };
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 292391628..37449f3aa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13242,7 +13242,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Degree_Sequence(out, in_=None, method=\"simple\")\n--\n\n"
+   "Degree_Sequence(out, in_=None, method=\"configuration\")\n--\n\n"
    "Generates a graph with a given degree sequence.\n\n"
    "@param out: the out-degree sequence for a directed graph. If the\n"
    "  in-degree sequence is omitted, the generated graph\n"
@@ -13252,17 +13252,27 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  If omitted, the generated graph will be undirected.\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"simple\"} -- simple generator that sometimes generates\n"
-   "      loop edges and multiple edges. The generated graph is not\n"
-   "      guaranteed to be connected.\n"
-   "    - C{\"no_multiple\"} -- similar to C{\"simple\"} but avoids the\n"
-   "      generation of multiple and loop edges at the expense of increased\n"
+   "    - C{\"configuration\"} -- simple generator that implements the stub-matching\n"
+   "      configuration model. It may generate self-loops and multiple edges.\n"
+   "      This method does not sample multigraphs uniformly, but it can be\n"
+   "      used to implement uniform sampling for simple graphs by rejecting\n"
+   "      any result that is non-simple (i.e. contains loops or multi-edges).\n"
+   "    - C{\"fast_heur_simple\"} -- similar to C{\"configuration\"} but avoids\n"
+   "      the generation of multiple and loop edges at the expense of increased\n"
    "      time complexity. The method will re-start the generation every time\n"
    "      it gets stuck in a configuration where it is not possible to insert\n"
    "      any more edges without creating loops or multiple edges, and there\n"
    "      is no upper bound on the number of iterations, but it will succeed\n"
    "      eventually if the input degree sequence is graphical and throw an\n"
    "      exception if the input degree sequence is not graphical.\n"
+   "      This method does not sample simple graphs uniformly.\n"
+   "    - C{\"configuration_simple\"} -- similar to C{\"configuration\"} but\n"
+   "      rejects generated graphs if they are not simple. This method samples\n"
+   "      simple graphs uniformly.\n"
+   "    - C{\"edge_switching_simple\"} -- an MCMC sampler based on degree-preserving\n"
+   "      edge switches. It generates simple undirected or directed graphs. The\n"
+   "      algorithm uses L{Graph.Realize_Degree_Sequence()} to construct an\n"
+   "      initial graph, then rewires it using L{Graph.rewire()}.\n"
    "    - C{\"vl\"} -- a more sophisticated generator that can sample\n"
    "      undirected, connected simple graphs uniformly. It uses\n"
    "      Monte-Carlo methods to randomize the graphs.\n"
@@ -13271,6 +13281,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      igraph uses the original implementation of Fabien Viger; see the\n"
    "      following URL and the paper cited on it for the details of the\n"
    "      algorithm: U{https://www-complexnetworks.lip6.fr/~latapy/FV/generation.html}.\n"
+   "  \n"
+   "  Legacy names that were valid before igraph 0.10 are also supported, but\n"
+   "  these may be removed without further notice:\n"
+   "  \n"
+   "    - C{\"simple\"} -- equivalent to C{\"configuration\"}"
+   "    - C{\"no_multiple\"} -- equivalent to C{\"fast_heur_simple\"}"
+   "    - C{\"no_multiple_uniform\"} -- equivalent to C{\"configuration_simple\"}\n"
   },
 
   /* interface to igraph_isoclass_create */

From 78a41975b70b4a69b8fbbdd78d515d8fda8c6368 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Jul 2022 00:00:02 +0200
Subject: [PATCH 0790/1681] feat: added Graph.reverse_edges()

---
 CHANGELOG.md              |  2 ++
 src/_igraph/graphobject.c | 55 +++++++++++++++++++++++++++++++++++++--
 tests/test_operators.py   | 22 ++++++++++++++++
 vendor/source/igraph      |  2 +-
 4 files changed, 78 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ebc3fa378..35bee4a8e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,8 @@
   method, which generates simple graphs, sampled uniformly, using rejection
   sampling.
 
+- `Graph.reverse_edges()` reverses some or all edges of a graph.
+
 ### Changed
 
 - `Graph.Degree_Sequence()` now accepts all sorts of sequences as inputs, not
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 65cab4ffd..833cf72ec 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -716,14 +716,14 @@ PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
 
   /* no arguments means delete all. */
 
-  /*Py_None also means all for now, but it is deprecated */
+  /* Py_None also means all for now, but it is deprecated */
   if (list == Py_None) {
         PyErr_Warn(PyExc_DeprecationWarning, "Graph.delete_vertices(None) is "
                    "deprecated since igraph 0.8.3, please use "
                    "Graph.delete_vertices() instead");
   }
 
-  /* this already converts no arguments and Py_None to all vertices */
+  /* this already converts no arguments and Py_None to all edges */
   if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
     /* something bad happened during conversion, return immediately */
     return NULL;
@@ -10124,6 +10124,43 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   return (PyObject *) result;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Reverses some edges in an \c igraph.Graph
+ * \return the modified \c igraph.Graph object
+ * \sa igraph_reverse_edges
+ */
+PyObject *igraphmodule_Graph_reverse_edges(igraphmodule_GraphObject * self,
+                                           PyObject * args, PyObject * kwds)
+{
+  PyObject *list = 0;
+  igraph_es_t es;
+  static char *kwlist[] = { "edges", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list))
+    return NULL;
+
+  /* no arguments means reverse all; Py_None means reverse _nothing_ */
+  if (list == Py_None) {
+    Py_RETURN_NONE;
+  }
+
+  /* this one converts no arguments to all edges */
+  if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
+    /* something bad happened during conversion, return immediately */
+    return NULL;
+  }
+
+  if (igraph_reverse_edges(&self->g, es)) {
+    igraphmodule_handle_igraph_error();
+    igraph_es_destroy(&es);
+    return NULL;
+  }
+
+  igraph_es_destroy(&es);
+  Py_RETURN_NONE;
+}
+
 /**********************************************************************
  * Graph traversal algorithms                                         *
  **********************************************************************/
@@ -15799,21 +15836,35 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ///////////////
   // OPERATORS //
   ///////////////
+
   {"complementer", (PyCFunction) igraphmodule_Graph_complementer,
    METH_VARARGS | METH_KEYWORDS,
    "complementer(loops=False)\n--\n\n"
    "Returns the complementer of the graph\n\n"
    "@param loops: whether to include loop edges in the complementer.\n"
    "@return: the complementer of the graph\n"},
+
   {"compose", (PyCFunction) igraphmodule_Graph_compose,
    METH_O, "compose(other)\n--\n\nReturns the composition of two graphs."},
+
   {"difference", (PyCFunction) igraphmodule_Graph_difference,
    METH_O,
    "difference(other)\n--\n\nSubtracts the given graph from the original"},
 
+  /* interface to igraph_delete_edges */
+  {"reverse_edges", (PyCFunction) igraphmodule_Graph_reverse_edges,
+   METH_VARARGS | METH_KEYWORDS,
+   "reverse_edges(es)\n--\n\n"
+   "Reverses the direction of some edges in the graph.\n\n"
+   "This function is a no-op for undirected graphs.\n\n"
+   "@param es: the list of edges to be reversed. Edges are identifed by\n"
+   "  edge IDs. L{EdgeSeq} objects are also accepted here. When omitted,\n"
+   "  all edges will be reversed.\n"},
+
   /**********************/
   /* DOMINATORS         */
   /**********************/
+
   {"dominator", (PyCFunction) igraphmodule_Graph_dominator,
    METH_VARARGS | METH_KEYWORDS,
    "dominator(vid, mode=\"out\")\n--\n\n"
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 449c62320..283aff151 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -518,6 +518,28 @@ def testContractVerticesWithNumPyIntegers(self):
             ],
         )
 
+    def testReverseEdges(self):
+        g = Graph.Tree(10, 3, mode="out")
+        g.reverse_edges([0, 1, 2])
+        self.assertEqual(
+            g.get_edgelist(),
+            [
+                (1, 0),
+                (2, 0),
+                (3, 0),
+                (1, 4),
+                (1, 5),
+                (1, 6),
+                (2, 7),
+                (2, 8),
+                (2, 9)
+            ]
+        )
+
+        g = Graph.Tree(13, 3, mode="in")
+        g.reverse_edges()
+        self.assertTrue(g.isomorphic(Graph.Tree(13, 3, mode="out")))
+
 
 def suite():
     operator_suite = unittest.makeSuite(OperatorTests)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2f79050fc..fbb4ff098 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2f79050fc219f045a23d2e42f72ebd18854a2e0e
+Subproject commit fbb4ff098960aeee6180277dad8bf1979f026ce5

From bfedb1e02c8c8ec7329783747784ab0e5e66fccc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Jul 2022 00:00:02 +0200
Subject: [PATCH 0791/1681] feat: added Graph.reverse_edges()

---
 CHANGELOG.md              |  4 +++
 src/_igraph/graphobject.c | 53 ++++++++++++++++++++++++++++++++++++++-
 tests/test_operators.py   | 22 ++++++++++++++++
 vendor/source/igraph      |  2 +-
 4 files changed, 79 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e26eca6c8..8d8889614 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -41,6 +41,10 @@
 
 ## [Unreleased]
 
+### Added
+
+- `Graph.reverse_edges()` reverses some or all edges of a graph.
+
 ### Fixed
 
 - Fixed a bug in the Cairo and Matplotlib backends that prevented edges with
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 37449f3aa..797e6be58 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -719,7 +719,7 @@ PyObject *igraphmodule_Graph_delete_edges(igraphmodule_GraphObject * self,
     Py_RETURN_NONE;
   }
 
-  /* this already converts no arguments and Py_None to all vertices */
+  /* this already converts no arguments and Py_None to all edges */
   if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
     /* something bad happened during conversion, return immediately */
     return NULL;
@@ -10215,6 +10215,43 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   return (PyObject *) result_o;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Reverses some edges in an \c igraph.Graph
+ * \return the modified \c igraph.Graph object
+ * \sa igraph_reverse_edges
+ */
+PyObject *igraphmodule_Graph_reverse_edges(igraphmodule_GraphObject * self,
+                                           PyObject * args, PyObject * kwds)
+{
+  PyObject *list = 0;
+  igraph_es_t es;
+  static char *kwlist[] = { "edges", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list))
+    return NULL;
+
+  /* no arguments means reverse all; Py_None means reverse _nothing_ */
+  if (list == Py_None) {
+    Py_RETURN_NONE;
+  }
+
+  /* this one converts no arguments to all edges */
+  if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
+    /* something bad happened during conversion, return immediately */
+    return NULL;
+  }
+
+  if (igraph_reverse_edges(&self->g, es)) {
+    igraphmodule_handle_igraph_error();
+    igraph_es_destroy(&es);
+    return NULL;
+  }
+
+  igraph_es_destroy(&es);
+  Py_RETURN_NONE;
+}
+
 /**********************************************************************
  * Graph traversal algorithms                                         *
  **********************************************************************/
@@ -15990,21 +16027,35 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   ///////////////
   // OPERATORS //
   ///////////////
+
   {"complementer", (PyCFunction) igraphmodule_Graph_complementer,
    METH_VARARGS | METH_KEYWORDS,
    "complementer(loops=False)\n--\n\n"
    "Returns the complementer of the graph\n\n"
    "@param loops: whether to include loop edges in the complementer.\n"
    "@return: the complementer of the graph\n"},
+
   {"compose", (PyCFunction) igraphmodule_Graph_compose,
    METH_O, "compose(other)\n--\n\nReturns the composition of two graphs."},
+
   {"difference", (PyCFunction) igraphmodule_Graph_difference,
    METH_O,
    "difference(other)\n--\n\nSubtracts the given graph from the original"},
 
+  /* interface to igraph_delete_edges */
+  {"reverse_edges", (PyCFunction) igraphmodule_Graph_reverse_edges,
+   METH_VARARGS | METH_KEYWORDS,
+   "reverse_edges(es)\n--\n\n"
+   "Reverses the direction of some edges in the graph.\n\n"
+   "This function is a no-op for undirected graphs.\n\n"
+   "@param es: the list of edges to be reversed. Edges are identifed by\n"
+   "  edge IDs. L{EdgeSeq} objects are also accepted here. When omitted,\n"
+   "  all edges will be reversed.\n"},
+
   /**********************/
   /* DOMINATORS         */
   /**********************/
+
   {"dominator", (PyCFunction) igraphmodule_Graph_dominator,
    METH_VARARGS | METH_KEYWORDS,
    "dominator(vid, mode=\"out\")\n--\n\n"
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 85bc97598..a87c585ab 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -518,6 +518,28 @@ def testContractVerticesWithNumPyIntegers(self):
             ],
         )
 
+    def testReverseEdges(self):
+        g = Graph.Tree(10, 3, mode="out")
+        g.reverse_edges([0, 1, 2])
+        self.assertEqual(
+            g.get_edgelist(),
+            [
+                (1, 0),
+                (2, 0),
+                (3, 0),
+                (1, 4),
+                (1, 5),
+                (1, 6),
+                (2, 7),
+                (2, 8),
+                (2, 9)
+            ]
+        )
+
+        g = Graph.Tree(13, 3, mode="in")
+        g.reverse_edges()
+        self.assertTrue(g.isomorphic(Graph.Tree(13, 3, mode="out")))
+
 
 def suite():
     operator_suite = unittest.makeSuite(OperatorTests)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index e4a0df242..3aa446401 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e4a0df2421b94fcb0e3c294eab1ef2cbe0c61a16
+Subproject commit 3aa446401881f9455af0c89ad7e02d8ed12654f1

From 91080a4fab0863a1f21a85e2eecf2bc110f57d87 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Jul 2022 21:02:47 +0200
Subject: [PATCH 0792/1681] ci: cache based on the hashes of
 .git/modules/**/HEAD instead of .gitmodules

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3f631fab3..c84c5a893 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -108,7 +108,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
@@ -179,7 +179,7 @@ jobs:
         uses: actions/cache@v2
         with:
           path: vendor/install
-          key: C-core-build-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.gitmodules') }}-
+          key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
         uses: actions/cache@v2
@@ -230,9 +230,8 @@ jobs:
         uses: actions/cache@v2
         with:
           path: |
-            vendor/build
             vendor/install
-          key: C-core-${{ runner.os }}-${{ hashFiles('.gitmodules') }}-4
+          key: C-core-cache-${{ runner.os }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core

From 5bd535de3758f2aebc67e8cadb3435955a8be90f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 10 Jul 2022 13:02:27 +0200
Subject: [PATCH 0793/1681] fix: fix a duplicate function introduced during the
 merge

---
 src/_igraph/graphobject.c | 38 --------------------------------------
 tests/test_iterators.py   |  2 +-
 2 files changed, 1 insertion(+), 39 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ad0f46d52..b8f9e8639 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -10213,44 +10213,6 @@ PyObject *igraphmodule_Graph_compose(igraphmodule_GraphObject * self,
   return (PyObject *) result_o;
 }
 
-
-/** \ingroup python_interface_graph
- * \brief Reverses some edges in an \c igraph.Graph
- * \return the modified \c igraph.Graph object
- * \sa igraph_reverse_edges
- */
-PyObject *igraphmodule_Graph_reverse_edges(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
-{
-  PyObject *list = 0;
-  igraph_es_t es;
-  static char *kwlist[] = { "edges", NULL };
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list))
-    return NULL;
-
-  /* no arguments means reverse all; Py_None means reverse _nothing_ */
-  if (list == Py_None) {
-    Py_RETURN_NONE;
-  }
-
-  /* this one converts no arguments to all edges */
-  if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0)) {
-    /* something bad happened during conversion, return immediately */
-    return NULL;
-  }
-
-  if (igraph_reverse_edges(&self->g, es)) {
-    igraphmodule_handle_igraph_error();
-    igraph_es_destroy(&es);
-    return NULL;
-  }
-
-  igraph_es_destroy(&es);
-  Py_RETURN_NONE;
-}
-
-
 /** \ingroup python_interface_graph
  * \brief Reverses some edges in an \c igraph.Graph
  * \return the modified \c igraph.Graph object
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index ddf5e44f0..e1ab34984 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -8,7 +8,7 @@ def testBFS(self):
         g = Graph.Tree(10, 2)
         vs, layers, ps = g.bfs(0)
         self.assertEqual(vs, [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
-        self.assertEqual(ps, [0, 0, 0, 1, 1, 2, 2, 3, 3, 4])
+        self.assertEqual(ps, [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4])
 
     def testBFSIter(self):
         g = Graph.Tree(10, 2)

From 8f56a48071e4aea4df4ac519eb9f4664dbaff15e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 10 Jul 2022 13:13:45 +0200
Subject: [PATCH 0794/1681] fix: changed Graph.dfs() to be consistent with
 Graph.bfs() when returning the parent of the root

---
 src/igraph/__init__.py  | 2 +-
 tests/test_iterators.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a4f2c0af4..3c130baa4 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -772,7 +772,7 @@ def dfs(self, vid, mode=OUT):
         # ok start from vid
         stack.append((vid, self.neighbors(vid, mode=mode)))
         vids.append(vid)
-        parents.append(vid)
+        parents.append(-1)
         added[vid] = True
 
         # go down the rabbit hole
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index e1ab34984..9ce63aabb 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -35,7 +35,7 @@ def testDFS(self):
         g = Graph.Tree(10, 2)
         vs, ps = g.dfs(0)
         self.assertEqual(vs, [0, 2, 6, 5, 1, 4, 9, 3, 8, 7])
-        self.assertEqual(ps, [0, 0, 2, 2, 0, 1, 4, 1, 3, 3])
+        self.assertEqual(ps, [-1, 0, 2, 2, 0, 1, 4, 1, 3, 3])
 
     def testDFSIter(self):
         g = Graph.Tree(10, 2)

From e522e243a56fa7faee6155786f0b43c4943b1f9c Mon Sep 17 00:00:00 2001
From: tristanlatr <19967168+tristanlatr@users.noreply.github.com>
Date: Tue, 12 Jul 2022 16:19:33 -0400
Subject: [PATCH 0795/1681] Don't generate the pydoctor sidebar

The API documentation is currently not optimal, the sidebar is shown inline the main contents because the CSS is customized and integrated in a smaller div.
Skipping the sidebar generation is probably the best
---
 scripts/mkdoc.sh | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 5bbab7145..fb4d9ab33 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -44,11 +44,16 @@ rm -f dist/*.whl && .venv/bin/pip install .
 IGRAPHDIR=`.venv/bin/python3 -c 'import igraph, os; print(os.path.dirname(igraph.__file__))'`
 
 echo "Generating HTML documentation..."
+
+# Using --no-sidebar option to skip the sidebar whole together not to generate noise in the HTML.
+# Because the pydoctor output is integrated in a smaller div with a custom CSS it's not optimal to include the sidebar.
+
 "$PYDOCTOR" \
     --project-name "igraph" \
     --project-url "https://igraph.org/python" \
     --introspect-c-modules \
     --make-html \
+    --no-sidebar \
     --html-output "${DOC_API_FOLDER}/html" \
 	${IGRAPHDIR}
 

From 5c1aa56f52a18e1f469c4856b1be74d5c0ef60d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 28 Jul 2022 14:06:17 +0200
Subject: [PATCH 0796/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 25849d584..aeb9ecba4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 25849d58453884676b2221778951c23f08bd8cd5
+Subproject commit aeb9ecba4e707ad146588daeefc7e5848a7a1828

From f5006bbef640897b6a9112bc3dde61b83aac66b7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 29 Jul 2022 12:05:21 +0200
Subject: [PATCH 0797/1681] fix: fix code for newer igraph develop branch

---
 src/_igraph/edgeseqobject.c   | 14 +++++++-------
 src/_igraph/graphobject.c     | 11 +++++++----
 src/_igraph/vertexseqobject.c | 14 +++++++-------
 tests/test_edgeseq.py         |  5 ++++-
 4 files changed, 25 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 5d6fdc50a..7c8702a67 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -226,12 +226,12 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
       }
       break;
 
-    case IGRAPH_ES_SEQ:
+    case IGRAPH_ES_RANGE:
       if (i < 0) {
-        i = self->es.data.seq.to - self->es.data.seq.from + i;
+        i = self->es.data.range.end - self->es.data.range.start + i;
       }
-      if (i >= 0 && i < self->es.data.seq.to - self->es.data.seq.from) {
-        idx = self->es.data.seq.from + i;
+      if (i >= 0 && i < self->es.data.range.end - self->es.data.range.start) {
+        idx = self->es.data.range.start + i;
       }
       break;
 
@@ -342,15 +342,15 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
       }
       break;
 
-    case IGRAPH_ES_SEQ:
-      n = self->es.data.seq.to - self->es.data.seq.from;
+    case IGRAPH_ES_RANGE:
+      n = self->es.data.range.end - self->es.data.range.start;
       result = PyList_New(n);
       if (!result) {
         return 0;
       }
 
       for (i = 0; i < n; i++) {
-        item = PyList_GetItem(values, self->es.data.seq.from + i);
+        item = PyList_GetItem(values, self->es.data.range.start + i);
         if (!item) {
           Py_DECREF(result);
           return 0;
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b8f9e8639..3b16533fa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1107,10 +1107,11 @@ PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
   igraph_vector_bool_t res;
   igraph_es_t es;
   igraph_bool_t return_single = 0;
+  PyObject* loops_o = Py_True;
 
-  static char *kwlist[] = { "edges", NULL };
+  static char *kwlist[] = { "edges", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &list, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, &return_single)) {
@@ -1124,7 +1125,7 @@ PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
     return NULL;
   }
 
-  if (igraph_is_mutual(&self->g, &res, es)) {
+  if (igraph_is_mutual(&self->g, &res, es, PyObject_IsTrue(loops_o))) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
     igraph_vector_bool_destroy(&res);
@@ -12676,7 +12677,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_is_mutual */
   {"is_mutual", (PyCFunction) igraphmodule_Graph_is_mutual,
    METH_VARARGS | METH_KEYWORDS,
-   "is_mutual(edges=None)\n--\n\n"
+   "is_mutual(edges=None, loops=True)\n--\n\n"
    "Checks whether an edge has an opposite pair.\n\n"
    "Also works for a set of edges -- in this case, every edge is checked\n"
    "one by one. The result will be a list of booleans (or a single boolean\n"
@@ -12690,6 +12691,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "of edges do not matter.\n\n"
    "@param edges: edge indices which we want to check. If C{None}, all\n"
    "  edges are checked.\n"
+   "@param loops: specifies whether loop edges should be treated as mutual\n"
+   "  in a directed graph.\n"
    "@return: a list of booleans, one for every edge given\n"},
 
   /* interface to igraph_count_multiple */
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 11d05403a..643077076 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -223,12 +223,12 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
       break;
     case IGRAPH_VS_NONE:
       break;
-    case IGRAPH_VS_SEQ:
+    case IGRAPH_VS_RANGE:
       if (i < 0) {
-        i = self->vs.data.seq.to - self->vs.data.seq.from + i;
+        i = self->vs.data.range.end - self->vs.data.range.start + i;
       }
-      if (i >= 0 && i < self->vs.data.seq.to - self->vs.data.seq.from) {
-        idx = self->vs.data.seq.from + i;
+      if (i >= 0 && i < self->vs.data.range.end - self->vs.data.range.start) {
+        idx = self->vs.data.range.start + i;
       }
       break;
     /* TODO: IGRAPH_VS_ADJ, IGRAPH_VS_NONADJ - someday :) They are unused
@@ -328,13 +328,13 @@ PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObje
 
       break;
 
-    case IGRAPH_VS_SEQ:
-      n = self->vs.data.seq.to - self->vs.data.seq.from;
+    case IGRAPH_VS_RANGE:
+      n = self->vs.data.range.end - self->vs.data.range.start;
       result = PyList_New(n);
       if (!result) return 0;
 
       for (i = 0; i < n; i++) {
-        item = PyList_GetItem(values, self->vs.data.seq.from + i);
+        item = PyList_GetItem(values, self->vs.data.range.start + i);
         if (!item) {
           Py_DECREF(result);
           return 0;
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index bf8fd51e3..ae5e40ae8 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -401,13 +401,16 @@ def testGraphMethodProxying(self):
         self.assertEqual([ebs[i] for i in idxs], es.edge_betweenness())
 
         idxs = [1, 3]
-        g = Graph([(0, 1), (1, 2), (2, 0), (1, 0)], directed=True)
+        g = Graph([(0, 1), (1, 2), (2, 0), (1, 0), (2, 2)], directed=True)
         es = g.es(*idxs)
         mutual = g.is_mutual(es)
         self.assertEqual(mutual, es.is_mutual())
         for e, m in zip(es, mutual):
             self.assertEqual(e.is_mutual(), m)
 
+        self.assertTrue(g.es[4].is_mutual())
+        self.assertFalse(g.es[4].is_mutual(loops=False))
+
     def testIsAll(self):
         g = Graph.Full(5)
         self.assertTrue(g.es.is_all())

From 3018b0d038cb77d78f2ff85232818e83f209e887 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 2 Aug 2022 13:04:45 +0200
Subject: [PATCH 0798/1681] chore: updated vendored igraph

---
 src/_igraph/graphobject.c | 17 +++++++++--------
 vendor/source/igraph      |  2 +-
 2 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3b16533fa..7ae3d748d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4280,7 +4280,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
            *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
   igraph_vector_t res, *weights = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  int return_single = 0;
+  igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist, &vobj,
@@ -4360,7 +4360,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
            *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
   igraph_vector_t res, *weights = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  int return_single = 0;
+  igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist, &vobj,
@@ -4539,7 +4539,7 @@ PyObject *igraphmodule_Graph_cocitation(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
   PyObject *vobj = NULL, *list = NULL;
   igraph_matrix_t res;
-  int return_single = 0;
+  igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &vobj))
@@ -4678,7 +4678,7 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
   PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None;
   igraph_vector_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  int return_single = 0;
+  igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
@@ -5722,7 +5722,8 @@ PyObject *igraphmodule_Graph_distances(
   igraph_matrix_t res;
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  int return_single_from = 0, return_single_to = 0, e = 0;
+  igraph_bool_t return_single_from = 0, return_single_to = 0;
+  igraph_error_t e = 0;
   igraph_vs_t from_vs, to_vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
@@ -5830,7 +5831,7 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
     igraph_vs_t vs;
-    int return_single = 0;
+    igraph_bool_t return_single = 0;
 
     if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
       return NULL;
@@ -5916,7 +5917,7 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
     igraph_vs_t vs;
-    int return_single = 0;
+    igraph_bool_t return_single = 0;
 
     if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
       return NULL;
@@ -5987,7 +5988,7 @@ PyObject *igraphmodule_Graph_similarity_inverse_log_weighted(
   PyObject *vobj = NULL, *list = NULL, *mode_o = Py_None;
   igraph_matrix_t res;
   igraph_neimode_t mode = IGRAPH_ALL;
-  int return_single = 0;
+  igraph_bool_t return_single = 0;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index aeb9ecba4..4d2a03c30 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit aeb9ecba4e707ad146588daeefc7e5848a7a1828
+Subproject commit 4d2a03c30d303f6e6b9a64c7bf0c334b856c3c8c

From 950d61a1c4dec3d0793c3b5327f154d64009f536 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Aug 2022 11:11:39 +0200
Subject: [PATCH 0799/1681] doc: remove occurrences of the now-removed 'power'
 implementation of PageRank, fixes #558

---
 src/igraph/__init__.py | 16 ++++++----------
 1 file changed, 6 insertions(+), 10 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 549b7ae34..43f67f5d6 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1023,16 +1023,12 @@ def pagerank(
               implementation in igraph 0.7
             - C{"arpack"}: use the ARPACK library. This implementation
               was used from version 0.5, until version 0.7.
-            - C{"power"}: use a simple power method. This is the
-              implementation that was used before igraph version 0.5.
-        @param niter: The number of iterations to use in the power method
-          implementation. It is ignored in the other implementations
-        @param eps: The power method implementation will consider the
-          calculation as complete if the difference of PageRank values between
-          iterations change less than this value for every node. It is
-          ignored by the other implementations.
-        @return: a list with the Google PageRank values of the specified
-          vertices."""
+        @param niter: unused, kept for sake of backwards compatibility. It will
+          be removed in igraph 0.10.
+        @param eps: unused, kept for sake of backwards compatibility. It will
+          be removed in igraph 0.10.
+        @return: a list with the PageRank values of the specified vertices.
+        """
         if arpack_options is None:
             arpack_options = default_arpack_options
         return self.personalized_pagerank(

From bb58b4db67a8ff386ca3061e599bd14bfcc1e135 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Aug 2022 11:37:11 +0200
Subject: [PATCH 0800/1681] fix: remove unused niter and eps arguments

---
 src/igraph/structural.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index 0fe4da239..2aa0283ab 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -80,8 +80,6 @@ def _pagerank(
         weights,
         arpack_options,
         implementation,
-        niter,
-        eps,
     )
 
 

From ff0ea6ab2d80a6205f69a87988d128508f97ef8d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Aug 2022 14:06:38 +0200
Subject: [PATCH 0801/1681] chore: updated vendored igraph

---
 src/_igraph/convert.c     | 2 +-
 src/_igraph/graphobject.c | 4 ++--
 vendor/source/igraph      | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 006468fdc..1b6120806 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1382,7 +1382,7 @@ PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv
   } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
     return PyFloat_FromDouble(value);
   } else if (type == IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT) {
-    if (ceil(value) != value) {
+    if (!isfinite(value) || isnan(value) || ceil(value) != value) {
       return PyFloat_FromDouble(value);
     } else {
       return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7ae3d748d..bad0057d1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1724,7 +1724,7 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
 {
   PyObject *sc = Py_False;
   static char *kwlist[] = { "return_shortest_circle", NULL };
-  igraph_integer_t girth;
+  igraph_real_t girth;
   igraph_vector_int_t vids;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &sc)) {
@@ -1749,7 +1749,7 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
     return o;
   }
 
-  return igraphmodule_integer_t_to_PyObject(girth);
+  return igraphmodule_real_t_to_PyObject(girth, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /**
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4d2a03c30..0f0db77be 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4d2a03c30d303f6e6b9a64c7bf0c334b856c3c8c
+Subproject commit 0f0db77be002ab6ce5e6aa993a075e4e9398ceed

From ed2be69d1d948c78982ea00358a047e28584d475 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Aug 2022 14:40:15 +0200
Subject: [PATCH 0802/1681] fix: rmeove occurrence of power method from C glue
 code as well, refs #558

---
 src/_igraph/graphobject.c | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 833cf72ec..0c15de70d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14131,14 +14131,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      implementation in igraph 0.7\n\n"
    "    - C{\"arpack\"}: use the ARPACK library. This implementation\n"
    "      was used from version 0.5, until version 0.7.\n\n"
-   "    - C{\"power\"}: use a simple power method. This is the\n"
-   "      implementation that was used before igraph version 0.5.\n\n"
-   "@param niter: The number of iterations to use in the power method\n"
-   "  implementation. It is ignored in the other implementations.\n"
-   "@param eps: The power method implementation will consider the\n"
-   "  calculation as complete if the difference of PageRank values between\n"
-   "  iterations change less than this value for every node. It is \n"
-   "  ignored by the other implementations.\n"
+   "@param niter: unused, kept for sake of backwards compatibility. It will\n"
+   "  be removed in igraph 0.10.\n"
+   "@param eps: unused, kept for sake of backwards compatibility. It will\n"
+   "  be removed in igraph 0.10.\n"
    "@return: a list with the personalized PageRank values of the specified\n"
    "  vertices.\n"},
 

From b4fb8accb008155b513543290e41a25acc1dce76 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 Aug 2022 17:17:55 +0200
Subject: [PATCH 0803/1681] fix: remove niter and eps arguments from
 Graph.personalized_pagerank()

---
 src/_igraph/graphobject.c | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ddd547551..caa5d0d36 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5480,7 +5480,7 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
 {
   static char *kwlist[] =
     { "vertices", "directed", "damping", "reset", "reset_vertices", "weights",
-      "arpack_options", "implementation", "niter", "eps", NULL };
+      "arpack_options", "implementation", NULL };
   PyObject *directed = Py_True;
   PyObject *vobj = Py_None, *wobj = Py_None, *robj = Py_None, *rvsobj = Py_None;
   PyObject *list;
@@ -5494,22 +5494,18 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   igraph_vs_t vs, reset_vs;
   igraph_pagerank_algo_t algo=IGRAPH_PAGERANK_ALGO_PRPACK;
   PyObject *algo_o = Py_None;
-  Py_ssize_t niter = 1000;
-  float eps=0.001f;
   void *opts;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!Onf", kwlist, &vobj,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOOOO!O", kwlist, &vobj,
                                    &directed, &damping, &robj,
                                    &rvsobj, &wobj,
                                    igraphmodule_ARPACKOptionsType,
-                                   &arpack_options_o, &algo_o, &niter, &eps))
+                                   &arpack_options_o, &algo_o))
 
 
     return NULL;
 
-  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
-
   if (robj != Py_None && rvsobj != Py_None) {
     PyErr_SetString(PyExc_ValueError, "only reset or reset_vs can be defined, not both");
     return NULL;

From eb2b49c23cc1935e9d20578e91f6ae705b83cdec Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 13 Aug 2022 11:58:00 +0200
Subject: [PATCH 0804/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0f0db77be..8d84c9f3a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0f0db77be002ab6ce5e6aa993a075e4e9398ceed
+Subproject commit 8d84c9f3a9f7526adc46520215b67a219a008f1e

From 4f5cad4646bbdfcfceafc053fd7fa5b934dd6f4e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 13 Aug 2022 19:14:10 +0200
Subject: [PATCH 0805/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fbb4ff098..d15e21eda 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fbb4ff098960aeee6180277dad8bf1979f026ce5
+Subproject commit d15e21eda4decdbd43a4c01c19b28d0188c8ad7f

From dc805a7f2444b6a6ba84f063aa9654fb08b26c03 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 14 Aug 2022 14:45:50 +0200
Subject: [PATCH 0806/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index d15e21eda..04b9fd82f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit d15e21eda4decdbd43a4c01c19b28d0188c8ad7f
+Subproject commit 04b9fd82f56960c3c2760f10ab292dd8db86f89b

From fb46ae36fa7a978c4c6ac1fbf1cb95f566147ab6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 14 Aug 2022 14:52:06 +0200
Subject: [PATCH 0807/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8d84c9f3a..9bb1eaa78 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8d84c9f3a9f7526adc46520215b67a219a008f1e
+Subproject commit 9bb1eaa78c6151c5a74cdcbfcd91a7d35df2dcf0

From 0cc31e9809933212698f9fb6e503585c069a04ad Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 14 Aug 2022 16:39:49 +0200
Subject: [PATCH 0808/1681] fix: fix conversion from igraph_real_t to PyObject
 when integers are needed but igraph_integer_t is 32-bit

---
 src/_igraph/convert.c | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 1b6120806..405060de0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1373,19 +1373,19 @@ PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
  * error occurred
  */
 PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type) {
-  if (!igraph_finite(value)) {
+  if (!igraph_finite(value) || igraph_is_nan(value)) {
     return PyFloat_FromDouble(value);
   }
 
   if (type == IGRAPHMODULE_TYPE_INT) {
-    return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
+    return PyLong_FromDouble(value);
   } else if (type == IGRAPHMODULE_TYPE_FLOAT) {
     return PyFloat_FromDouble(value);
   } else if (type == IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT) {
-    if (!isfinite(value) || isnan(value) || ceil(value) != value) {
+    if (ceil(value) != value) {
       return PyFloat_FromDouble(value);
     } else {
-      return igraphmodule_integer_t_to_PyObject((igraph_integer_t)value);
+      return PyLong_FromDouble(value);
     }
   } else {
     Py_RETURN_NONE;

From 7f028d68b11341d1936bb51df297a8613189d9ed Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 14 Aug 2022 16:40:09 +0200
Subject: [PATCH 0809/1681] fix: follow up changed types in
 igraph_dyad_census()

---
 src/_igraph/graphobject.c | 23 +++++++++++++++++++++--
 1 file changed, 21 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index caa5d0d36..17afba88e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6480,13 +6480,32 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
  * \sa igraph_dyad_census
  */
 PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
-  igraph_integer_t mut, asym, nul;
+  igraph_real_t mut, asym, nul;
+  PyObject *mut_o, *asym_o, *nul_o;
 
   if (igraph_dyad_census(&self->g, &mut, &asym, &nul)) {
     return igraphmodule_handle_igraph_error();
   }
 
-  return Py_BuildValue("nnn", (Py_ssize_t)mut, (Py_ssize_t)asym, (Py_ssize_t)nul);
+  mut_o = igraphmodule_real_t_to_PyObject(mut, IGRAPHMODULE_TYPE_INT);
+  if (!mut_o) {
+    return NULL;
+  }
+
+  asym_o = igraphmodule_real_t_to_PyObject(asym, IGRAPHMODULE_TYPE_INT);
+  if (!asym_o) {
+    Py_DECREF(mut_o);
+    return NULL;
+  }
+
+  nul_o = igraphmodule_real_t_to_PyObject(nul, IGRAPHMODULE_TYPE_INT);
+  if (!nul_o) {
+    Py_DECREF(mut_o);
+    Py_DECREF(asym_o);
+    return NULL;
+  }
+
+  return Py_BuildValue("NNN", mut_o, asym_o, nul_o);
 }
 
 typedef struct {

From 4b4c3fea633fb2958a531c95836e388fb5fe41df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Aug 2022 13:40:47 +0200
Subject: [PATCH 0810/1681] chore: bumped vendored igraph to 0.10.0-rc.2

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9bb1eaa78..2b1ad04b0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9bb1eaa78c6151c5a74cdcbfcd91a7d35df2dcf0
+Subproject commit 2b1ad04b0a5982a22bde933183b8a485b7083a06

From 29aea1b5fab850f76b826b61041cdd0acc962815 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Aug 2022 15:47:45 +0200
Subject: [PATCH 0811/1681] feat: added Graph.list_triangles()

---
 src/_igraph/convert.c     | 67 +++++++++++++++++++-------------------
 src/_igraph/convert.h     |  3 +-
 src/_igraph/graphobject.c | 39 ++++++++++++++++++----
 test.sh                   |  4 +--
 tests/test_cliques.py     | 38 ++--------------------
 tests/test_motifs.py      | 68 +++++++++++++++++++++++++++++++++++++++
 6 files changed, 142 insertions(+), 77 deletions(-)
 create mode 100644 tests/test_motifs.py

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 405060de0..5bc77a65d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1602,55 +1602,56 @@ PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v) {
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_vector_int_t to a Python list of integer pairs
+ * \brief Converts an igraph \c igraph_vector_int_t to a Python list of fixed-length tuples
  *
  * \param v the \c igraph_vector_t containing the vector to be converted
  * \return the Python integer pair list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v) {
-   PyObject *list, *pair, *first, *second;
-  Py_ssize_t n, i, j;
+PyObject* igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(
+  const igraph_vector_int_t *v, Py_ssize_t tuple_len
+) {
+  PyObject *list, *tuple, *item;
+  Py_ssize_t n, i, j, k;
+
+  if (tuple_len < 1) {
+    PyErr_SetString(PyExc_SystemError,
+      "invalid invocation of igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(), "
+      "tuple length must be positive"
+    );
+  }
 
   n = igraph_vector_int_size(v);
-  if (n < 0 || n % 2 != 0) {
-    return igraphmodule_handle_igraph_error();
+  if (n < 0) {
+    PyErr_SetString(PyExc_ValueError, "igraph vector has negative length");
+    return NULL;
+  }
+  if (n % tuple_len != 0) {
+    PyErr_Format(PyExc_ValueError, "igraph vector length must be divisible by %zd", tuple_len);
+    return NULL;
   }
 
   /* create a new Python list */
-  n >>= 1;
+  n /= tuple_len;
   list = PyList_New(n);
   if (!list) {
     return NULL;
   }
 
   /* populate the list with data */
-  for (i = 0, j = 0; i < n; i++, j += 2) {
-    first = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[j]);
-    if (!first) {
-      Py_DECREF(list);
-      return NULL;
-    }
-
-    second = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[j + 1]);
-    if (!second) {
-      Py_DECREF(first);
-      Py_DECREF(list);
-      return NULL;
-    }
-
-    pair = PyTuple_Pack(2, first, second);
-    if (pair == NULL) {
-      Py_DECREF(second);
-      Py_DECREF(first);
-      Py_DECREF(list);
-      return NULL;
+  for (i = 0, k = 0; i < n; i++) {
+    tuple = PyTuple_New(tuple_len);
+    for (j = 0; j < tuple_len; k++, j++) {
+      item = igraphmodule_integer_t_to_PyObject(VECTOR(*v)[k]);
+      if (!item) {
+        Py_DECREF(tuple);
+        Py_DECREF(list);
+        return NULL;
+      }
+      PyTuple_SetItem(tuple, j, item); /* will not fail */
+      /* reference to 'item' is now owned by 'tuple' */
     }
-
-    Py_DECREF(first);
-    Py_DECREF(second);
-    first = second = 0;
-
-    PyList_SetItem(list, i, pair);  /* will not fail */
+    PyList_SetItem(list, i, tuple);   /* will not fail */
+    /* reference to 'tuple' is now owned by 'list' */
   }
 
   return list;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index a56e2e0df..f24eaf517 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -159,7 +159,8 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v,  igraphmodu
 PyObject* igraphmodule_vector_int_t_to_PyTuple(const igraph_vector_int_t *v);
 PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1,
         const igraph_vector_int_t *v2);
-PyObject* igraphmodule_vector_int_t_to_PyList_pairs(const igraph_vector_int_t *v);
+PyObject* igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(
+        const igraph_vector_int_t *v, Py_ssize_t tuple_len);
 PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 17afba88e..e1ba260ca 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4260,7 +4260,7 @@ PyObject *igraphmodule_Graph_chordal_completion(
     igraph_vector_int_destroy(alpham1_ptr);
   }
 
-  res_o = igraphmodule_vector_int_t_to_PyList_pairs(&edges);
+  res_o = igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(&edges, 2);
   igraph_vector_int_destroy(&edges);
 
   return res_o;
@@ -6471,7 +6471,7 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
 }
 
 /**********************************************************************
- * Motifs, dyad and triad census                                      *
+ * Motifs, triangles, dyad and triad census                           *
  **********************************************************************/
 
 /** \ingroup python_interface_graph
@@ -6508,6 +6508,26 @@ PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
   return Py_BuildValue("NNN", mut_o, asym_o, nul_o);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Lists the triangles of the graph
+ * \return the triangles of the graph as a list of triplets with vertex IDs
+ * \sa igraph_list_triangles
+ */
+PyObject *igraphmodule_Graph_list_triangles(igraphmodule_GraphObject *self) {
+  igraph_vector_int_t res;
+
+  if (igraph_vector_int_init(&res, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_list_triangles(&self->g, &res)) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  return igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(&res, 3);
+}
+
 typedef struct {
   PyObject* func;
   PyObject* graph;
@@ -8098,7 +8118,7 @@ PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  result_o = igraphmodule_vector_int_t_to_PyList_pairs(&edgelist);
+  result_o = igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(&edgelist, 2);
   igraph_vector_int_destroy(&edgelist);
 
   return (PyObject *) result_o;
@@ -14752,9 +14772,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  if C{pairs} is not C{None}.\n"
   },
 
-  /******************/
-  /* MOTIF COUNTING */
-  /******************/
+  /*****************************/
+  /* MOTIF COUNTING, TRIANGLES */
+  /*****************************/
   {"motifs_randesu", (PyCFunction) igraphmodule_Graph_motifs_randesu,
    METH_VARARGS | METH_KEYWORDS,
    "motifs_randesu(size=3, cut_prob=None, callback=None)\n--\n\n"
@@ -14853,6 +14873,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  It is advised to use that. The name of the triplet classes are\n"
    "  also documented there.\n\n"
   },
+  {"list_triangles", (PyCFunction) igraphmodule_Graph_list_triangles,
+   METH_NOARGS,
+   "list_triangles()\n--\n\n"
+   "Lists the triangles of the graph\n\n"
+   "@return: the list of triangles in the graph; each triangle is represented\n"
+   "  by a tuple of length 3, containing the corresponding vertex IDs."
+  },
 
   /********************/
   /* LAYOUT FUNCTIONS */
diff --git a/test.sh b/test.sh
index 49fb2ad10..215dd5e97 100755
--- a/test.sh
+++ b/test.sh
@@ -10,7 +10,6 @@ CLEAN=0
 VENV_DIR=.venv
 
 while getopts ":ce:k:" OPTION; do
-    echo "$OPTION"
     case $OPTION in
         c)
             CLEAN=1
@@ -22,7 +21,8 @@ while getopts ":ce:k:" OPTION; do
             PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
             ;;
         \?)
-            echo "Usage: $0 [-c]"
+            echo "Usage: $0 [-c] [-e VIRTUALENV]"
+			exit 1
             ;;
     esac
 done
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index bb36832de..573bd6181 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -158,37 +158,6 @@ def testIndependenceNumber(self):
         self.assertEqual(self.g2.alpha(), 6)
 
 
-class MotifTests(unittest.TestCase):
-    def setUp(self):
-        self.g = Graph.Erdos_Renyi(100, 0.2, directed=True)
-
-    def testDyads(self):
-        # @note: this test is not exhaustive, it only checks whether the
-        # L{DyadCensus} objects "understand" attribute and item accessors
-        dc = self.g.dyad_census()
-        accessors = ["mut", "mutual", "asym", "asymm", "asymmetric", "null"]
-        for a in accessors:
-            self.assertTrue(isinstance(getattr(dc, a), int))
-            self.assertTrue(isinstance(dc[a], int))
-        self.assertTrue(isinstance(list(dc), list))
-        self.assertTrue(isinstance(tuple(dc), tuple))
-        self.assertTrue(len(list(dc)) == 3)
-        self.assertTrue(len(tuple(dc)) == 3)
-
-    def testTriads(self):
-        # @note: this test is not exhaustive, it only checks whether the
-        # L{TriadCensus} objects "understand" attribute and item accessors
-        tc = self.g.triad_census()
-        accessors = ["003", "012", "021d", "030C"]
-        for a in accessors:
-            self.assertTrue(isinstance(getattr(tc, "t" + a), int))
-            self.assertTrue(isinstance(tc[a], int))
-        self.assertTrue(isinstance(list(tc), list))
-        self.assertTrue(isinstance(tuple(tc), tuple))
-        self.assertTrue(len(list(tc)) == 16)
-        self.assertTrue(len(tuple(tc)) == 16)
-
-
 class CliqueBenchmark:
     """This is a benchmark, not a real test case. You can run it
     using:
@@ -219,7 +188,7 @@ def printIntro(self):
 
     def timeit(self, g):
         start = self.time()
-        omega = g.clique_number()
+        g.clique_number()
         mid = self.time()
         cl = g.maximal_cliques()
         end = self.time()
@@ -252,7 +221,7 @@ def testMoonMoser(self):
         print("Moon-Moser graphs")
         print("       n exp_clqs #cliques        t1        t2")
         for n in ns:
-            n3 = n / 3
+            n3 = n // 3
             types = list(range(n3)) * 3
             el = [
                 (i, j)
@@ -282,8 +251,7 @@ def testGRG(self):
 def suite():
     clique_suite = unittest.makeSuite(CliqueTests)
     indvset_suite = unittest.makeSuite(IndependentVertexSetTests)
-    motif_suite = unittest.makeSuite(MotifTests)
-    return unittest.TestSuite([clique_suite, indvset_suite, motif_suite])
+    return unittest.TestSuite([clique_suite, indvset_suite])
 
 
 def test():
diff --git a/tests/test_motifs.py b/tests/test_motifs.py
new file mode 100644
index 000000000..f19e96b4c
--- /dev/null
+++ b/tests/test_motifs.py
@@ -0,0 +1,68 @@
+import unittest
+
+from igraph import Graph
+
+
+class MotifTests(unittest.TestCase):
+    def setUp(self):
+        self.g = Graph.Erdos_Renyi(100, 0.2, directed=True)
+
+    def testDyads(self):
+        # @note: this test is not exhaustive, it only checks whether the
+        # L{DyadCensus} objects "understand" attribute and item accessors
+        dc = self.g.dyad_census()
+        accessors = ["mut", "mutual", "asym", "asymm", "asymmetric", "null"]
+        for a in accessors:
+            self.assertTrue(isinstance(getattr(dc, a), int))
+            self.assertTrue(isinstance(dc[a], int))
+        self.assertTrue(isinstance(list(dc), list))
+        self.assertTrue(isinstance(tuple(dc), tuple))
+        self.assertTrue(len(list(dc)) == 3)
+        self.assertTrue(len(tuple(dc)) == 3)
+
+    def testTriads(self):
+        # @note: this test is not exhaustive, it only checks whether the
+        # L{TriadCensus} objects "understand" attribute and item accessors
+        tc = self.g.triad_census()
+        accessors = ["003", "012", "021d", "030C"]
+        for a in accessors:
+            self.assertTrue(isinstance(getattr(tc, "t" + a), int))
+            self.assertTrue(isinstance(tc[a], int))
+        self.assertTrue(isinstance(list(tc), list))
+        self.assertTrue(isinstance(tuple(tc), tuple))
+        self.assertTrue(len(list(tc)) == 16)
+        self.assertTrue(len(tuple(tc)) == 16)
+
+
+class TrianglesTests(unittest.TestCase):
+    def testListTriangles(self):
+        g = Graph.Famous("petersen")
+        self.assertEqual([], g.list_triangles())
+
+        g = Graph([(0, 1), (1, 2), (2, 0), (1, 3), (3, 2), (4, 2), (4, 3)])
+        observed = g.list_triangles()
+        self.assertTrue(all(isinstance(x, tuple) for x in observed))
+        observed = sorted(sorted(tri) for tri in observed)
+        expected = [[0, 1, 2], [1, 2, 3], [2, 3, 4]]
+        self.assertEqual(observed, expected)
+
+        g = Graph.GRG(100, 0.2)
+        tri = Graph.Full(3)
+        observed = sorted(sorted(tri) for tri in g.list_triangles())
+        expected = sorted(x for x in g.get_subisomorphisms_vf2(tri) if x == sorted(x))
+        self.assertEqual(observed, expected)
+
+
+def suite():
+    motif_suite = unittest.makeSuite(MotifTests)
+    triangles_suite = unittest.makeSuite(TrianglesTests)
+    return unittest.TestSuite([motif_suite, triangles_suite])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()

From f9a718c80c8c871259ab78d026a47112027e3c54 Mon Sep 17 00:00:00 2001
From: flange-ipb <34936695+flange-ipb@users.noreply.github.com>
Date: Wed, 17 Aug 2022 15:49:03 +0200
Subject: [PATCH 0812/1681] invoke Emscripten's emcmake when cross-compiling to
 wasm

---
 setup.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/setup.py b/setup.py
index 7cfe397c0..e34bfa72b 100644
--- a/setup.py
+++ b/setup.py
@@ -51,6 +51,11 @@ def building_on_windows_msvc() -> bool:
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
+def building_to_wasm() -> bool:
+    """Returns True when building to WebAssembly"""
+    return "PYODIDE" in os.environ
+
+
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
@@ -229,6 +234,18 @@ def _compile_in(
         print("Configuring build...")
         args = [cmake]
 
+        # Build to wasm requires invocation of the Emscripten SDK
+        if building_to_wasm():
+            emcmake = which("emcmake")
+            if not emcmake:
+                print(
+                    "You need to install emcmake from the Emscripten SDK before "
+                    "compiling igraph."
+                )
+                return False
+            args.insert(0, emcmake)
+            args.append("-DIGRAPH_WARNINGS_AS_ERRORS:BOOL=OFF")
+
         # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")

From 6267d2e1359f1bd8a3da9d225440c47c5740ab1c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Aug 2022 16:31:07 +0200
Subject: [PATCH 0813/1681] feat: Graph.Lattice() now supports per-dimension
 periodicity control

---
 src/_igraph/graphobject.c |  33 +++++++--
 tests/test_generators.py  | 148 +++++++++++++++++++++++++++++++++-----
 2 files changed, 157 insertions(+), 24 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e1ba260ca..79d926c02 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2745,10 +2745,10 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
                                      PyObject * args, PyObject * kwds)
 {
   igraph_vector_int_t dimvector;
+  igraph_vector_bool_t circular;
   Py_ssize_t nei = 1;
   igraph_bool_t directed;
   igraph_bool_t mutual;
-  igraph_bool_t circular;
   PyObject *o_directed = Py_False, *o_mutual = Py_True, *o_circular = Py_True;
   PyObject *o_dimvector = Py_None;
   igraphmodule_GraphObject *self;
@@ -2763,19 +2763,35 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
 
   directed = PyObject_IsTrue(o_directed);
   mutual = PyObject_IsTrue(o_mutual);
-  circular = PyObject_IsTrue(o_circular);
 
   if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
     return NULL;
 
+  if (PyBool_Check(o_circular) || PyNumber_Check(o_circular) || PyBaseString_Check(o_circular)) {
+    if (igraph_vector_bool_init(&circular, igraph_vector_int_size(&dimvector))) {
+      igraph_vector_int_destroy(&dimvector);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+
+    igraph_vector_bool_fill(&circular, PyObject_IsTrue(o_circular));
+  } else {
+    if (igraphmodule_PyObject_to_vector_bool_t(o_circular, &circular)) {
+      igraph_vector_int_destroy(&dimvector);
+      return NULL;
+    }
+  }
+
   CHECK_SSIZE_T_RANGE_POSITIVE(nei, "number of neighbors");
 
-  if (igraph_lattice(&g, &dimvector, nei, directed, mutual, circular)) {
+  if (igraph_square_lattice(&g, &dimvector, nei, directed, mutual, &circular)) {
     igraphmodule_handle_igraph_error();
+    igraph_vector_bool_destroy(&circular);
     igraph_vector_int_destroy(&dimvector);
     return NULL;
   }
 
+  igraph_vector_bool_destroy(&circular);
   igraph_vector_int_destroy(&dimvector);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
@@ -6515,6 +6531,7 @@ PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
  */
 PyObject *igraphmodule_Graph_list_triangles(igraphmodule_GraphObject *self) {
   igraph_vector_int_t res;
+  PyObject *res_o;
 
   if (igraph_vector_int_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
@@ -6525,7 +6542,11 @@ PyObject *igraphmodule_Graph_list_triangles(igraphmodule_GraphObject *self) {
     return igraphmodule_handle_igraph_error();
   }
 
-  return igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(&res, 3);
+  res_o = igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(&res, 3);
+
+  igraph_vector_int_destroy(&res);
+
+  return res_o;
 }
 
 typedef struct {
@@ -13183,7 +13204,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether to create a directed graph.\n"
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"
-   "@param circular: whether the generated lattice is periodic.\n"},
+   "@param circular: whether the generated lattice is periodic. May also be an\n"
+   "    iterable; in this case, the iterator is assumed to yield booleans that\n"
+   "    specify whether the lattice is periodic along each dimension.\n"},
 
   /* interface to igraph_lcf */
   {"LCF", (PyCFunction) igraphmodule_Graph_LCF,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 5583e5031..fe79b738f 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -138,31 +138,47 @@ def testLCF(self):
     def testRealizeDegreeSequence(self):
         # Test case insensitivity of options too
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "simPLE", "smallest",
+            [1, 1],
+            None,
+            "simPLE",
+            "smallest",
         )
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == [1, 1])
 
         # Not implemented, should fail
         self.assertRaises(
-            NotImplementedError, Graph.Realize_Degree_Sequence,
-            [1, 1], None, "loops", "largest"
+            NotImplementedError,
+            Graph.Realize_Degree_Sequence,
+            [1, 1],
+            None,
+            "loops",
+            "largest",
         )
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "all", "largest",
+            [1, 1],
+            None,
+            "all",
+            "largest",
         )
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == [1, 1])
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], None, "multi", "index",
+            [1, 1],
+            None,
+            "multi",
+            "index",
         )
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == [1, 1])
 
         g = Graph.Realize_Degree_Sequence(
-            [1, 1], [1, 1], "simple", "largest",
+            [1, 1],
+            [1, 1],
+            "simple",
+            "largest",
         )
         self.assertTrue(g.is_directed())
         self.assertTrue(g.indegree() == [1, 1])
@@ -170,17 +186,29 @@ def testRealizeDegreeSequence(self):
 
         # Not implemented, should fail
         self.assertRaises(
-            NotImplementedError, Graph.Realize_Degree_Sequence,
-            [1, 1], [1, 1], "multi", "largest"
+            NotImplementedError,
+            Graph.Realize_Degree_Sequence,
+            [1, 1],
+            [1, 1],
+            "multi",
+            "largest",
         )
 
         self.assertRaises(
-            ValueError, Graph.Realize_Degree_Sequence,
-            [1, 1], [1, 1], "should_fail", "index"
+            ValueError,
+            Graph.Realize_Degree_Sequence,
+            [1, 1],
+            [1, 1],
+            "should_fail",
+            "index",
         )
         self.assertRaises(
-            ValueError, Graph.Realize_Degree_Sequence,
-            [1, 1], [1, 1], "multi", "should_fail"
+            ValueError,
+            Graph.Realize_Degree_Sequence,
+            [1, 1],
+            [1, 1],
+            "multi",
+            "should_fail",
         )
 
         # Degree sequence of Zachary karate club, using optional arguments
@@ -204,6 +232,90 @@ def testDeBruijn(self):
         # This is not a proper test, but should spot most errors
         self.assertTrue(g.is_directed() and deg_in == [2] * 8 and deg_out == [2] * 8)
 
+    def testLattice(self):
+        g = Graph.Lattice([4, 3], circular=False)
+        self.assertEqual(
+            sorted(sorted(x) for x in g.get_edgelist()),
+            [
+                [0, 1],
+                [0, 4],
+                [1, 2],
+                [1, 5],
+                [2, 3],
+                [2, 6],
+                [3, 7],
+                [4, 5],
+                [4, 8],
+                [5, 6],
+                [5, 9],
+                [6, 7],
+                [6, 10],
+                [7, 11],
+                [8, 9],
+                [9, 10],
+                [10, 11],
+            ],
+        )
+
+        g = Graph.Lattice([4, 3], circular=True)
+        self.assertEqual(
+            sorted(sorted(x) for x in g.get_edgelist()),
+            [
+                [0, 1],
+                [0, 3],
+                [0, 4],
+                [0, 8],
+                [1, 2],
+                [1, 5],
+                [1, 9],
+                [2, 3],
+                [2, 6],
+                [2, 10],
+                [3, 7],
+                [3, 11],
+                [4, 5],
+                [4, 7],
+                [4, 8],
+                [5, 6],
+                [5, 9],
+                [6, 7],
+                [6, 10],
+                [7, 11],
+                [8, 9],
+                [8, 11],
+                [9, 10],
+                [10, 11],
+            ],
+        )
+
+        g = Graph.Lattice([4, 3], circular=(False, 1))
+        self.assertEqual(
+            sorted(sorted(x) for x in g.get_edgelist()),
+            [
+                [0, 1],
+                [0, 4],
+                [0, 8],
+                [1, 2],
+                [1, 5],
+                [1, 9],
+                [2, 3],
+                [2, 6],
+                [2, 10],
+                [3, 7],
+                [3, 11],
+                [4, 5],
+                [4, 8],
+                [5, 6],
+                [5, 9],
+                [6, 7],
+                [6, 10],
+                [7, 11],
+                [8, 9],
+                [9, 10],
+                [10, 11],
+            ],
+        )
+
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
         n = 60
@@ -380,12 +492,7 @@ def testDataFrame(self):
         vertices = pd.DataFrame(
             {"node": [1, 2, 3, 4, 5, 6], "label": ["1", "2", "3", "4", "5", "6"]}
         )[["node", "label"]]
-        g = Graph.DataFrame(
-            edges,
-            directed=True,
-            vertices=vertices,
-            use_vids=False
-        )
+        g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
         self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
         self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
 
@@ -437,7 +544,10 @@ def testDataFrame(self):
             Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(TypeError, "integers"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
-            vertices = pd.DataFrame({0: [1, 2, 3]}, index=pd.MultiIndex.from_tuples([(1, 1), (2, 2), (3, 3)]))
+            vertices = pd.DataFrame(
+                {0: [1, 2, 3]},
+                index=pd.MultiIndex.from_tuples([(1, 1), (2, 2), (3, 3)]),
+            )
             Graph.DataFrame(edges, vertices=vertices)
         with self.assertRaisesRegex(ValueError, "unique"):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})

From e6536766e7a8b0dbaa8eff9f3dab907f7d1599b0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 18 Aug 2022 20:53:31 +0200
Subject: [PATCH 0814/1681] fix: make tests work again when matplotlib is not
 installed

---
 src/igraph/drawing/shapes.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 79a274043..d4ca9fc49 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -94,7 +94,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         or filling it.
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        if isinstance(ctx, plt.Axes):
+        if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
                 (center_x - width / 2, center_y - height / 2), width, height, **kwargs
             )
@@ -162,7 +162,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         Height is ignored, it is the width that determines the diameter of the circle.
 
         @see: ShapeDrawer.draw_path"""
-        if isinstance(ctx, plt.Axes):
+        if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Circle((center_x, center_y), width / 2, **kwargs)
         else:
             ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
@@ -191,7 +191,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        if isinstance(ctx, plt.Axes):
+        if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
                 [center_x - 0.5 * width, center_y - 0.333 * height],
                 [center_x + 0.5 * width, center_y - 0.333 * height],
@@ -228,7 +228,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        if isinstance(ctx, plt.Axes):
+        if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
                 [center_x - 0.5 * width, center_y + 0.333 * height],
                 [center_x + 0.5 * width, center_y + 0.333 * height],
@@ -266,7 +266,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
 
         @see: ShapeDrawer.draw_path"""
         height = height or width
-        if isinstance(ctx, plt.Axes):
+        if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
                 [center_x - 0.5 * width, center_y],
                 [center_x, center_y - 0.5 * height],

From 9dd5fceb453c3476858daaa685ae7d03398f3ec1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Aug 2022 15:58:46 +0200
Subject: [PATCH 0815/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 04b9fd82f..7107c2f3d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 04b9fd82f56960c3c2760f10ab292dd8db86f89b
+Subproject commit 7107c2f3d89d550d332f4b550d953b9546be3256

From ec42454bdf40d88237c0b5f338d1dcb2c8899837 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Aug 2022 16:00:51 +0200
Subject: [PATCH 0816/1681] chore: bumped vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2b1ad04b0..67f4f1514 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2b1ad04b0a5982a22bde933183b8a485b7083a06
+Subproject commit 67f4f15143992e6736a3ee317dfc773460a08caf

From e3275c4f9ce78bab08bc66b7614e47318ce56a2a Mon Sep 17 00:00:00 2001
From: flange-ipb <34936695+flange-ipb@users.noreply.github.com>
Date: Mon, 29 Aug 2022 13:02:37 +0200
Subject: [PATCH 0817/1681] add workflow to build a WASM wheel

---
 .github/workflows/build.yml | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c56fa0085..48aa932fa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -150,6 +150,34 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
+  build_wheel_wasm:
+    name: Build wheels for WebAssembly
+    runs-on: ubuntu-20.04
+    
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.10.2'
+
+      - uses: mymindstorm/setup-emsdk@v11
+        with:
+          version: '3.1.14'
+
+      - name: Build wheel
+        run: |
+          pip install pyodide-build==0.21.0
+          pyodide build
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./dist/*.whl
+
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
     runs-on: windows-2019

From a28f7dc8696e7fd272035f7d44491e2b97808e33 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 1 Sep 2022 12:16:43 +0200
Subject: [PATCH 0818/1681] chore: updated vendored igraph, added ierative
 scheme to community_leiden

---
 src/_igraph/graphobject.c | 5 ++++-
 vendor/source/igraph      | 2 +-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 79d926c02..9ea452fae 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16718,7 +16718,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  will try to improve this provided membership. If no argument is\n"
    "  provided, the aglorithm simply starts from the singleton partition.\n"
    "@param n_iterations: the number of iterations to iterate the Leiden\n"
-   "  algorithm. Each iteration may improve the partition further.\n"
+   "  algorithm. Each iteration may improve the partition further. You can\n"
+   "  also set this parameter to a negative number, which means that the\n"
+   "  algorithm will be iterated until an iteration does not change the\n"
+   "  current membership vector any more.\n"
    "@return: the community membership vector.\n"
   },
   {"community_walktrap",
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 67f4f1514..540d5009e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 67f4f15143992e6736a3ee317dfc773460a08caf
+Subproject commit 540d5009ed2e0341f95c678c98947df2d8e7144a

From 4df9a09c8dcffb4a8712d0c8dd0637351af4aaaa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 1 Sep 2022 13:21:40 +0200
Subject: [PATCH 0819/1681] fix: iterative scheme of the Leiden algorithm is
 now handled in igraph_community_leiden()

---
 src/_igraph/graphobject.c   | 25 +++++--------------------
 tests/test_decomposition.py |  1 +
 2 files changed, 6 insertions(+), 20 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9ea452fae..5d71ab3fc 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12313,26 +12313,11 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
 
   /* Run actual Leiden algorithm for several iterations. */
   if (!error) {
-    if (n_iterations >= 0) {
-      for (i = 0; !error && i < n_iterations; i++) {
-        error = igraph_community_leiden(&self->g,
-                                        edge_weights, node_weights,
-                                        resolution_parameter, beta,
-                                        start, membership,
-                                        &nb_clusters, &quality);
-        start = 1;
-      }
-    } else {
-      while (!error && prev_quality < quality) {
-        prev_quality = quality;
-        error = igraph_community_leiden(&self->g,
-                                        edge_weights, node_weights,
-                                        resolution_parameter, beta,
-                                        start, membership,
-                                        &nb_clusters, &quality);
-        start = 1;
-      }
-    }
+    error = igraph_community_leiden(&self->g,
+                                    edge_weights, node_weights,
+                                    resolution_parameter, beta,
+                                    start, n_iterations, membership,
+                                    &nb_clusters, &quality);
   }
 
   if (edge_weights != 0) {
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index fb130cd2b..f2b37dfc4 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -301,6 +301,7 @@ def testLabelPropagation(self):
 
     def testMultilevel(self):
         # Example graph from the paper
+        random.seed(42)
         g = Graph(16)
         g += [
             (0, 2),

From 33bde29fc92d8710802aa618e732a0a8b26dc52a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 14:44:54 +0200
Subject: [PATCH 0820/1681] chore: updated vendored igraph to 0.10.0

---
 src/_igraph/graphobject.c | 4 ++--
 src/_igraph/pyhelpers.c   | 2 ++
 vendor/source/igraph      | 2 +-
 3 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5d71ab3fc..8119f6e68 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12238,7 +12238,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   PyObject *normalize_resolution = Py_False;
   PyObject *res = Py_None;
 
-  int error = 0, i;
+  int error = 0;
   Py_ssize_t n_iterations = 2;
   double resolution_parameter = 1.0;
   double beta = 0.01;
@@ -12246,7 +12246,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = 1;
   igraph_integer_t nb_clusters = 0;
-  igraph_real_t quality = 0.0, prev_quality = -IGRAPH_INFINITY;
+  igraph_real_t quality = 0.0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOdOn", kwlist,
         &edge_weights_o, &node_weights_o, &resolution_parameter, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index af961c0c1..98bd09e40 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -271,7 +271,9 @@ int igraphmodule_helpers_init() {
   called = 1;
   success = 1;
 
+#if defined(PY_IGRAPH_PROVIDES_PY_NONE) || defined(PY_IGRAPH_PROVIDES_BOOL_CONSTANTS)
 cleanup:
+#endif
   if (!success) {
 #ifdef PY_IGRAPH_PROVIDES_PY_NONE
     Py_XDECREF(Py_None);
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 540d5009e..83714d331 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 540d5009ed2e0341f95c678c98947df2d8e7144a
+Subproject commit 83714d331f5f279eb4a5aa11be054a1710e220c4

From d54ae8f8d2b2e8fe6bdee7f1133a43591d86c52d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 17:00:22 +0200
Subject: [PATCH 0821/1681] chore: consolidated changelog [ci skip]

---
 CHANGELOG.md | 49 +++++++++++++++++++++----------------------------
 1 file changed, 21 insertions(+), 28 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0a956ce49..bae718dcb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Development branch]
+## [Unreleased]
 
 ### Added
 
@@ -13,6 +13,16 @@
   data structures. See PR [#434](https://github.com/igraph/python-igraph/pull/434)
   for more details.
 
+- `Graph.list_triangles()` lists all triangles in a graph.
+
+- `Graph.reverse_edges()` reverses some or all edges of a graph.
+
+- `Graph.Degree_Sequence()` now supports the `"no_multiple_uniform"` generation
+  method, which generates simple graphs, sampled uniformly, using rejection
+  sampling.
+
+- `Graph.Lattice()` now supports per-dimension periodicity control.
+
 - `Graph.get_adjacency()` now allows the user to specify whether loop edges
   should be counted once or twice, or not at all.
 
@@ -20,9 +30,19 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.0.
+
 - Changed default value of the `use_vids=...` argument of `Graph.DataFrame()`
   to `True`, thanks to [@fwitter](https://github.com/user/fwitter).
 
+- `Graph.Degree_Sequence()` now accepts all sorts of sequences as inputs, not
+  only lists.
+
+### Fixed
+
+- The Matplotlib backend now allows `edge_color` and `edge_width` to be set
+  on an edge-by-edge basis.
+
 ### Removed
 
 - Removed deprecated `UbiGraphDrawer`.
@@ -39,32 +59,6 @@
 
 - `Graph.shortest_paths()` is now deprecated; use `Graph.distances()` instead.
 
-## [Unreleased]
-
-### Added
-
-- `Graph.reverse_edges()` reverses some or all edges of a graph.
-
-- `Graph.Degree_Sequence()` now supports the `"no_multiple_uniform"` generation
-  method, which generates simple graphs, sampled uniformly, using rejection
-  sampling.
-
-- `Graph.reverse_edges()` reverses some or all edges of a graph.
-
-### Changed
-
-- `Graph.Degree_Sequence()` now accepts all sorts of sequences as inputs, not
-  only lists.
-
-### Fixed
-
-- The Matplotlib backend now allows `edge_color` and `edge_width` to be set
-  on an edge-by-edge basis.
-
-### Deprecated
-
-- `Graph.clusters()` is now deprecated, use `Graph.components()` instead.
-
 ## [0.9.11]
 
 ### Added
@@ -351,7 +345,6 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Development branch]: https://github.com/igraph/python-igraph/compare/0.9.11..develop
 [Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.11..master
 [0.9.11]: https://github.com/igraph/python-igraph/compare/0.9.10...0.9.11
 [0.9.10]: https://github.com/igraph/python-igraph/compare/0.9.9...0.9.10

From 6c5811cee0182ec0393a7afabb11c91355c8a8d1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 18:00:03 +0200
Subject: [PATCH 0822/1681] build: dropping support for Python 3.6, setting up
 proper tags for abi3 wheels

---
 .github/workflows/build.yml |  3 ++-
 CHANGELOG.md                | 11 +++++++++--
 README.md                   |  8 ++++----
 pyproject.toml              |  3 +++
 setup.py                    | 21 +++++++++++++++++----
 src/igraph/version.py       |  2 +-
 tox.ini                     |  4 ++--
 7 files changed, 38 insertions(+), 14 deletions(-)
 create mode 100644 pyproject.toml

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c56fa0085..9b4707c27 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,6 +8,7 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
+  CIBW_SKIP: "cp36-*"
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
@@ -85,7 +86,7 @@ jobs:
 
   build_wheel_macos:
     name: Build wheels on macOS (${{ matrix.wheel_arch }})
-    runs-on: macos-10.15
+    runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
     strategy:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index bae718dcb..c0060fa2b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.0] - 2022-09-05
 
 ### Added
 
@@ -32,6 +32,10 @@
 
 - The C core of igraph was updated to version 0.10.0.
 
+- We now publish `abi3` wheels on PyPI, making it possible to use an
+  already-built Python wheel with newer minor Python releases (and also
+  reducing the number of wheels we actually need to publish).
+
 - Changed default value of the `use_vids=...` argument of `Graph.DataFrame()`
   to `True`, thanks to [@fwitter](https://github.com/user/fwitter).
 
@@ -45,6 +49,8 @@
 
 ### Removed
 
+- Dropped support for Python 3.6.
+
 - Removed deprecated `UbiGraphDrawer`.
 
 - Removed deprecated `show()` method of `Plot` instances as well as the feature
@@ -345,7 +351,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.9.11..master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.0...master
+[0.10.0]: https://github.com/igraph/python-igraph/compare/0.9.11...0.10.0
 [0.9.11]: https://github.com/igraph/python-igraph/compare/0.9.10...0.9.11
 [0.9.10]: https://github.com/igraph/python-igraph/compare/0.9.9...0.9.10
 [0.9.9]: https://github.com/igraph/python-igraph/compare/0.9.8...0.9.9
diff --git a/README.md b/README.md
index 1f2643bfb..cc1ac190e 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
-[![PyPI pyversions](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/igraph)
+[![PyPI pyversions](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
 
 Python interface for the igraph library
@@ -49,8 +49,8 @@ automatically.
 ### Installation from source on Windows
 
 It is now also possible to compile `igraph` from source under Windows for
-Python 3.6 and later. Make sure that you have Microsoft Visual Studio 2015 or
-later installed, and of course Python 3.6 or later. First extract the source to
+Python 3.7 and later. Make sure that you have Microsoft Visual Studio 2015 or
+later installed, and of course Python 3.7 or later. First extract the source to
 a suitable directory. If you launch the Developer command prompt and navigate to
 the directory where you extracted the source code, you should be able to build
 and install igraph using `python setup.py install`
@@ -235,7 +235,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.6 to 3.9, inclusive. Please refer to [this
+means that we support Python 3.7 to 3.10, inclusive. Please refer to [this
 page](https://devguide.python.org/#branchstatus) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..9787c3bdf
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,3 @@
+[build-system]
+requires = ["setuptools", "wheel"]
+build-backend = "setuptools.build_meta"
diff --git a/setup.py b/setup.py
index 7cfe397c0..5e0ad85cc 100644
--- a/setup.py
+++ b/setup.py
@@ -7,13 +7,14 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 6):
-    print("This module requires Python >= 3.6")
+if sys.version_info < (3, 7):
+    print("This module requires Python >= 3.7")
     sys.exit(0)
 
 ###########################################################################
 
 from setuptools import find_packages, setup, Command, Extension
+from wheel.bdist_wheel import bdist_wheel
 
 import glob
 import shlex
@@ -777,6 +778,18 @@ def use_educated_guess(self) -> None:
         self.library_dirs = LIBIGRAPH_FALLBACK_LIBRARY_DIRS[:]
 
 
+###########################################################################
+
+class bdist_wheel_abi3(bdist_wheel):
+    def get_tag(self):
+        python, abi, plat = super().get_tag()
+        if python.startswith("cp"):
+            # on CPython, our wheels are abi3 and compatible back to 3.7
+            return "cp37", "abi3", plat
+
+        return python, abi, plat
+
+
 ###########################################################################
 
 # Import version number from version.py so we only need to change it in
@@ -876,7 +889,7 @@ def use_educated_guess(self) -> None:
             "sphinxbootstrap4theme>=0.6.0"
         ]
     },
-    python_requires=">=3.6",
+    python_requires=">=3.7",
     headers=headers,
     platforms="ALL",
     keywords=[
@@ -894,7 +907,6 @@ def use_educated_guess(self) -> None:
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
@@ -911,6 +923,7 @@ def use_educated_guess(self) -> None:
         "build_c_core": buildcfg.build_c_core,  # used by CI
         "build_ext": buildcfg.build_ext,
         "sdist": buildcfg.sdist,
+        "bdist_wheel": bdist_wheel_abi3,
     },
 )
 
diff --git a/src/igraph/version.py b/src/igraph/version.py
index ca101d47f..e51845b97 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 9, 11)
+__version_info__ = (0, 10, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)
diff --git a/tox.ini b/tox.ini
index 1ec3997ed..e23856d30 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,14 +4,14 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py36, py37, py38, py39, pypy3
+envlist = py37, py38, py39, py310, pypy3
 
 [gh-actions]
 python =
-    3.6: py36
     3.7: py37
     3.8: py38
     3.9: py39
+	3.10: py310
     pypy-3.7: pypy3
 
 [testenv]

From ec4ee3cfc7451ef59e2d40aea125dcc648a3a668 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 18:09:31 +0200
Subject: [PATCH 0823/1681] fix: make sure that setup.py still works without
 the 'wheel' module

---
 .github/workflows/build.yml |  8 ++++----
 setup.py                    | 39 ++++++++++++++++++++++++-------------
 2 files changed, 29 insertions(+), 18 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9b4707c27..7a5220ce7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
           # wheel for Linux yet
@@ -43,7 +43,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_EXTRAS: "test-musl"
 
@@ -68,14 +68,14 @@ jobs:
       - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_EXTRAS: "test-musl"
diff --git a/setup.py b/setup.py
index 5e0ad85cc..1a3c2fcc2 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,11 @@
 ###########################################################################
 
 from setuptools import find_packages, setup, Command, Extension
-from wheel.bdist_wheel import bdist_wheel
+
+try:
+    from wheel.bdist_wheel import bdist_wheel
+except ImportError:
+    bdist_wheel = None
 
 import glob
 import shlex
@@ -780,14 +784,17 @@ def use_educated_guess(self) -> None:
 
 ###########################################################################
 
-class bdist_wheel_abi3(bdist_wheel):
-    def get_tag(self):
-        python, abi, plat = super().get_tag()
-        if python.startswith("cp"):
-            # on CPython, our wheels are abi3 and compatible back to 3.7
-            return "cp37", "abi3", plat
+if bdist_wheel is not None:
+    class bdist_wheel_abi3(bdist_wheel):
+        def get_tag(self):
+            python, abi, plat = super().get_tag()
+            if python.startswith("cp"):
+                # on CPython, our wheels are abi3 and compatible back to 3.7
+                return "cp37", "abi3", plat
 
-        return python, abi, plat
+            return python, abi, plat
+else:
+    bdist_wheel_abi3 = None
 
 
 ###########################################################################
@@ -820,6 +827,15 @@ def get_tag(self):
 
 headers = ["src/_igraph/igraphmodule_api.h"] if not SKIP_HEADER_INSTALL else []
 
+cmdclass = {
+    "build_c_core": buildcfg.build_c_core,  # used by CI
+    "build_ext": buildcfg.build_ext,
+    "sdist": buildcfg.sdist,
+}
+
+if bdist_wheel_abi3 is not None:
+    cmdclass["bdist_wheel"] = bdist_wheel_abi3
+
 options = dict(
     name="igraph",
     version=__version__,
@@ -919,12 +935,7 @@ def get_tag(self):
         "Topic :: Scientific/Engineering :: Bio-Informatics",
         "Topic :: Software Development :: Libraries :: Python Modules",
     ],
-    cmdclass={
-        "build_c_core": buildcfg.build_c_core,  # used by CI
-        "build_ext": buildcfg.build_ext,
-        "sdist": buildcfg.sdist,
-        "bdist_wheel": bdist_wheel_abi3,
-    },
+    cmdclass=cmdclass,
 )
 
 setup(**options)

From da476e473528279008d0fa7eb3d417567ec63685 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 18:50:30 +0200
Subject: [PATCH 0824/1681] ci: try building abi3 wheels on Python 3.8 to see
 if the leak problem persists

---
 .github/workflows/build.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7a5220ce7..22b2577e9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,7 +8,9 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
-  CIBW_SKIP: "cp36-*"
+  # Build wheels on Python 3.8 because apparently abi3 wheels built on Python
+  # 3.7 have a strange memory leak problem when loaded in 3.8 or later
+  CIBW_SKIP: "cp36-* cp37-*"
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:

From 4b0b745da76163081bf593eeb02ca10faf1569fd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 20:37:10 +0200
Subject: [PATCH 0825/1681] ci: build abi3 wheels only for CPython >= 3.9, use
 version-specific wheels for the rest

---
 .github/workflows/build.yml |  4 +---
 CHANGELOG.md                |  9 ++++++---
 setup.py                    | 21 +++++++++++++++++++--
 src/_igraph/preamble.h      |  4 +++-
 4 files changed, 29 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22b2577e9..7a5220ce7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -8,9 +8,7 @@ env:
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
-  # Build wheels on Python 3.8 because apparently abi3 wheels built on Python
-  # 3.7 have a strange memory leak problem when loaded in 3.8 or later
-  CIBW_SKIP: "cp36-* cp37-*"
+  CIBW_SKIP: "cp36-*"
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index c0060fa2b..6744db8fe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -32,9 +32,12 @@
 
 - The C core of igraph was updated to version 0.10.0.
 
-- We now publish `abi3` wheels on PyPI, making it possible to use an
-  already-built Python wheel with newer minor Python releases (and also
-  reducing the number of wheels we actually need to publish).
+- We now publish `abi3` wheels on PyPI from CPython 3.9 onwards, making it
+  possible to use an already-built Python wheel with newer minor Python
+  releases (and also reducing the number of wheels we actually need to
+  publish). Releases for CPython 3.7 and 3.8 still use version-specific wheels
+  because the code of the C part of the extension contains conditional macros
+  for CPython 3.7 and 3.8.
 
 - Changed default value of the `use_vids=...` argument of `Graph.DataFrame()`
   to `True`, thanks to [@fwitter](https://github.com/user/fwitter).
diff --git a/setup.py b/setup.py
index 1a3c2fcc2..732599a80 100644
--- a/setup.py
+++ b/setup.py
@@ -796,6 +796,15 @@ def get_tag(self):
 else:
     bdist_wheel_abi3 = None
 
+# We are going to build an abi3 wheel if we are at least on CPython 3.9.
+# This is because the C code contains conditionals for CPython 3.7 and
+# 3.8 so we cannot use an abi3 wheel built with CPython 3.7 or 3.8 on
+# CPython 3.9
+should_build_abi3_wheel = (
+    bdist_wheel_abi3 and
+    platform.python_implementation() == "CPython" and
+    sys.version_info >= (3, 9)
+)
 
 ###########################################################################
 
@@ -811,7 +820,15 @@ def get_tag(self):
 # Define the extension
 sources = glob.glob(os.path.join("src", "_igraph", "*.c"))
 sources.append(os.path.join("src", "_igraph", "force_cpp_linker.cpp"))
-igraph_extension = Extension("igraph._igraph", sources, py_limited_api=True)
+macros = []
+if should_build_abi3_wheel:
+    macros.append(("Py_LIMITED_API", "0x03090000"))
+igraph_extension = Extension(
+    "igraph._igraph",
+    sources=sources,
+    py_limited_api=should_build_abi3_wheel,
+    define_macros=macros,
+)
 
 description = """Python interface to the igraph high performance graph
 library, primarily aimed at complex network research and analysis.
@@ -833,7 +850,7 @@ def get_tag(self):
     "sdist": buildcfg.sdist,
 }
 
-if bdist_wheel_abi3 is not None:
+if should_build_abi3_wheel:
     cmdclass["bdist_wheel"] = bdist_wheel_abi3
 
 options = dict(
diff --git a/src/_igraph/preamble.h b/src/_igraph/preamble.h
index fa427ccac..b1c9596b9 100644
--- a/src/_igraph/preamble.h
+++ b/src/_igraph/preamble.h
@@ -24,7 +24,9 @@
 #define PYTHON_IGRAPH_PREAMBLE_H
 
 #ifndef PY_IGRAPH_ALLOW_ENTIRE_PYTHON_API
-#  define Py_LIMITED_API 0x03060100
+#  ifndef Py_LIMITED_API
+#    define Py_LIMITED_API 0x03090000
+#  endif
 #endif
 
 #define PY_SSIZE_T_CLEAN

From 20ead614a5a6404d611b746dd36c7f53ae8b7d40 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 Sep 2022 20:38:34 +0200
Subject: [PATCH 0826/1681] fix: fix version tag of abi3 wheels

---
 setup.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 732599a80..7a27c0525 100644
--- a/setup.py
+++ b/setup.py
@@ -789,8 +789,8 @@ class bdist_wheel_abi3(bdist_wheel):
         def get_tag(self):
             python, abi, plat = super().get_tag()
             if python.startswith("cp"):
-                # on CPython, our wheels are abi3 and compatible back to 3.7
-                return "cp37", "abi3", plat
+                # on CPython, our wheels are abi3 and compatible back to 3.9
+                return "cp39", "abi3", plat
 
             return python, abi, plat
 else:

From ef8a5be5fe3deee73e465442c93bc5a31510e1ba Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Sep 2022 08:50:20 +0200
Subject: [PATCH 0827/1681] fix: Layout class can now be constructed from numpy
 arrays, fixes #564

---
 src/igraph/layout.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 09efcaffc..211f162b0 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -69,7 +69,7 @@ def __init__(self, coords=None, dim=None):
         length of the coordinate list is zero, otherwise it should be left as
         is.
         """
-        if coords:
+        if coords is not None:
             self._coords = [list(coord) for coord in coords]
         else:
             self._coords = []

From e99e084030df18b5668b7a984350cc31a05f116e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Sep 2022 10:06:29 +0200
Subject: [PATCH 0828/1681] fix: make sure that everything is exported from
 __all__ that used to be exported intentionally in 0.9, refs #565

---
 src/igraph/__init__.py | 78 ++++++++++++++++++++++++++++++++----------
 1 file changed, 60 insertions(+), 18 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 3c130baa4..026f9a149 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -41,7 +41,6 @@
     BLISS_FSM,
     DFSIter,
     Edge,
-    EdgeSeq as _EdgeSeq,
     GET_ADJACENCY_BOTH,
     GET_ADJACENCY_LOWER,
     GET_ADJACENCY_UPPER,
@@ -62,7 +61,6 @@
     TREE_OUT,
     TREE_UNDIRECTED,
     Vertex,
-    VertexSeq as _VertexSeq,
     WEAK,
     arpack_options as default_arpack_options,
     community_to_membership,
@@ -260,13 +258,8 @@
 )
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
-    dbl_epsilon,
-    multidict,
-    named_temporary_file,
     numpy_to_contiguous_memoryview,
     rescale,
-    safemin,
-    safemax,
 )
 from igraph.version import __version__, __version_info__
 
@@ -1126,37 +1119,86 @@ def write(graph, filename, *args, **kwds):
 # except for the objects mentioned down here.
 __all__ = (
     'config',
+    'AdvancedGradientPalette',
+    'BoundingBox',
+    'CairoGraphDrawer',
+    'ClusterColoringPalette',
+    'Clustering',
+    'CohesiveBlocks',
+    'Configuration',
+    'Cover',
     'Cut',
-    'Graph',
-    'GraphBase',
+    'DefaultGraphDrawer',
+    'Dendrogram',
+    'DyadCensus',
     'Edge',
-    'Vertex',
     'EdgeSeq',
-    'VertexSeq',
-    'Matching',
-    'AdvancedGradientPalette',
+    'FittedPowerLaw',
+    'Flow',
     'GradientPalette',
+    'Graph',
+    'GraphBase',
+    'GraphSummary',
+    'Histogram',
     'InternalError',
     'Layout',
-    'default_arpack_options',
+    'Matching',
+    'MatplotlibGraphDrawer',
+    'Matrix',
+    'Palette',
+    'Plot',
+    'Point',
+    'PrecalculatedPalette',
+    'RainbowPalette',
+    'Rectangle',
+    'RunningMean',
+    'TriadCensus',
+    'UniqueIdGenerator',
+    'Vertex',
+    'VertexClustering',
+    'VertexCover',
+    'VertexDendrogram',
+    'VertexSeq',
+    'autocurve',
+    'color_name_to_rgb',
+    'color_name_to_rgba',
     'community_to_membership',
+    'compare_communities',
     'convex_hull',
-    'is_degree_sequence',
-    'is_graphical_degree_sequence',
+    'default_arpack_options',
+    'disjoint_union',
+    'get_include',
     'hsla_to_rgba',
     'hsl_to_rgb',
     'hsva_to_rgba',
     'hsv_to_rgb',
+    'is_degree_sequence',
+    'is_graphical',
+    'is_graphical_degree_sequence',
+    'intersection',
+    'known_colors',
+    'load',
+    'mean',
+    'median',
+    'palettes',
+    'percentile',
+    'plot',
+    'power_law_fit',
+    'quantile',
+    'read',
+    'rescale',
     'rgba_to_hsla',
     'rgb_to_hsl',
     'rgba_to_hsva',
     'rgb_to_hsv',
+    'save',
     'set_progress_handler',
     'set_random_number_generator',
     'set_status_handler',
+    'split_join_distance',
+    'summary',
     'union',
-    'intersection',
-    'disjoint_union',
+    'write',
 
     # enums and stuff
     'ADJ_DIRECTED',

From 749503dccab99618678e2deb65f8c4b11f958a43 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Sep 2022 10:53:54 +0200
Subject: [PATCH 0829/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 83714d331..96c2cc751 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 83714d331f5f279eb4a5aa11be054a1710e220c4
+Subproject commit 96c2cc751063bf3ba7e920e99793956013cef6b5

From cbd5341e166ca20071726872b134b8dec13973af Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Sep 2022 16:56:56 +0200
Subject: [PATCH 0830/1681] chore: updated vendored igraph to 0.10.1

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 96c2cc751..b5ebda267 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 96c2cc751063bf3ba7e920e99793956013cef6b5
+Subproject commit b5ebda26702efbd510d91d7ccc1b38deea1e8ed1

From 47501ad4ac229f99455950bff6ede69b10c474cd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 8 Sep 2022 17:34:50 +0200
Subject: [PATCH 0831/1681] fix: remove unneeded unrolling of dict.items() in
 several parts of the code

---
 src/igraph/basic.py        | 8 ++++----
 src/igraph/io/libraries.py | 8 ++++----
 src/igraph/utils.py        | 2 +-
 tests/test_basic.py        | 2 +-
 tests/test_cliques.py      | 4 ++--
 tests/test_vertexseq.py    | 2 +-
 6 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 5e443a26c..416a9949a 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -41,7 +41,7 @@ def _add_edges(graph, es, attributes=None):
     res = GraphBase.add_edges(graph, es)
     n = graph.ecount() - eid
     if (attributes is not None) and (n > 0):
-        for key, val in list(attributes.items()):
+        for key, val in attributes.items():
             graph.es[eid:][key] = val
     return res
 
@@ -90,7 +90,7 @@ def _add_vertices(graph, n, attributes=None):
         result = GraphBase.add_vertices(graph, 1)
         graph.vs[m]["name"] = n
         if attributes is not None:
-            for key, val in list(attributes.items()):
+            for key, val in attributes.items():
                 graph.vs[m][key] = val
     elif hasattr(n, "__iter__"):
         m = graph.vcount()
@@ -102,13 +102,13 @@ def _add_vertices(graph, n, attributes=None):
         if len(names) > 0:
             graph.vs[m:]["name"] = names
             if attributes is not None:
-                for key, val in list(attributes.items()):
+                for key, val in attributes.items():
                     graph.vs[m:][key] = val
     else:
         result = GraphBase.add_vertices(graph, n)
         if (attributes is not None) and (n > 0):
             m = graph.vcount() - n
-            for key, val in list(attributes.items()):
+            for key, val in attributes.items():
                 graph.vs[m:][key] = val
     return result
 
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index d4b02115b..1269a6d28 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -201,7 +201,7 @@ def _export_graph_to_graph_tool(
 
     # Graph attributes
     if graph_attributes is not None:
-        for x, dtype in list(graph_attributes.items()):
+        for x, dtype in graph_attributes.items():
             # Strange syntax for setting internal properties
             gprop = g.new_graph_property(str(dtype))
             g.graph_properties[x] = gprop
@@ -209,7 +209,7 @@ def _export_graph_to_graph_tool(
 
     # Vertex attributes
     if vertex_attributes is not None:
-        for x, dtype in list(vertex_attributes.items()):
+        for x, dtype in vertex_attributes.items():
             # Create a new vertex property
             g.vertex_properties[x] = g.new_vertex_property(str(dtype))
             # Fill the values from the igraph.Graph
@@ -218,12 +218,12 @@ def _export_graph_to_graph_tool(
 
     # Edges and edge attributes
     if edge_attributes is not None:
-        for x, dtype in list(edge_attributes.items()):
+        for x, dtype in edge_attributes.items():
             g.edge_properties[x] = g.new_edge_property(str(dtype))
     for edge in graph.es:
         e = g.add_edge(edge.source, edge.target)
         if edge_attributes is not None:
-            for x, dtype in list(edge_attributes.items()):
+            for x, dtype in edge_attributes.items():
                 prop = edge.attributes().get(x, None)
                 g.edge_properties[x][e] = prop
 
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index d8a52516e..48f226774 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -313,7 +313,7 @@ def lists(self):
 
     def update(self, arg, **kwds):
         if hasattr(arg, "keys") and callable(arg.keys):
-            for key in list(arg.keys()):
+            for key in arg.keys():
                 self.add(key, arg[key])
         else:
             for key, value in arg:
diff --git a/tests/test_basic.py b/tests/test_basic.py
index b21342f2f..bf4710e07 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -321,7 +321,7 @@ def testGraphGetEid(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")
         edges_to_ids = dict((v, k) for k, v in enumerate(g.get_edgelist()))
-        for (source, target), edge_id in list(edges_to_ids.items()):
+        for (source, target), edge_id in edges_to_ids.items():
             source_name, target_name = g.vs[(source, target)]["name"]
             self.assertEqual(edge_id, g.get_eid(source, target))
             self.assertEqual(edge_id, g.get_eid(source_name, target_name))
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 573bd6181..cb952d220 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -59,7 +59,7 @@ def testCliques(self):
                 [1, 2, 4, 5],
             ],
         }
-        for (lo, hi), exp in list(tests.items()):
+        for (lo, hi), exp in tests.items():
             self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi))))
 
     def testLargestCliques(self):
@@ -129,7 +129,7 @@ def testIndependentVertexSets(self):
                 (2, 3, 4),
             ],
         }
-        for (lo, hi), exp in list(tests.items()):
+        for (lo, hi), exp in tests.items():
             self.assertEqual(exp, self.g1.independent_vertex_sets(lo, hi))
 
     def testLargestIndependentVertexSets(self):
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index 8cb612e66..a2587ebfd 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -77,7 +77,7 @@ def testIncident(self):
 
         for i in range(g.vcount()):
             vertex = g.vs[i]
-            for mode, method_name in list(method_table.items()):
+            for mode, method_name in method_table.items():
                 method = getattr(vertex, method_name)
                 self.assertEqual(
                     g.incident(i, mode=mode),

From 3db29fcefadaa8687286f08c3c80e80b25aa9bdc Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 9 Sep 2022 09:38:57 +0200
Subject: [PATCH 0832/1681] networkx g.nodes is not a list but is iterable
 (#567)

* networkx g.nodes is not a list but is iterable

* Add test

* fix: fix check for _igraph_index in NetworkX nodes

* fix: remove an unneeded unrolling of dict.items() in the nx converter

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/igraph/io/libraries.py |  4 ++--
 tests/test_foreign.py      | 13 +++++++++++++
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 1269a6d28..7331d9d25 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -98,7 +98,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
     vcount = len(vnames)
 
     # Dictionary connecting networkx hashables with igraph indices
-    if len(g) and "_igraph_index" in g.nodes[0]:
+    if len(g) and "_igraph_index" in next(iter(g.nodes.values())):
         # Collect _igraph_index and fill gaps
         idx = [x["_igraph_index"] for v, x in g.nodes.data()]
         idx.sort()
@@ -118,7 +118,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
 
     # Vertex attributes
     for v, datum in g.nodes.data():
-        for key, val in list(datum.items()):
+        for key, val in datum.items():
             # Get rid of _igraph_index (we used it already)
             if key == "_igraph_index":
                 continue
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 5e117179a..a6890927d 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -690,6 +690,19 @@ def testGraphNetworkx(self):
         self.assertEqual(g.vcount(), g2.vcount())
         self.assertEqual(sorted(g.get_edgelist()), sorted(g2.get_edgelist()))
 
+        # Test networkx with custom node hashables
+        # In this case each node is a tuple of ints
+        g_nx = nx.DiGraph()
+        inf = float("inf")
+        g_nx.add_edges_from((
+            ((0, 0), (1, 1), {"weight": 3.0}),
+            ((0, 0), (1, 0), {"weight": inf}),
+        ))
+        g = Graph.from_networkx(g_nx)
+        self.assertTrue(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertTrue(g.es["weight"] == [3.0, inf] or g.es["weight"] == [inf, 3.0])
+
     @unittest.skipIf(nx is None, "test case depends on networkx")
     def testMultigraphNetworkx(self):
         # Undirected

From d0e90788d532a95e2f49788b2f540677ee5a9425 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 Sep 2022 12:33:54 +0200
Subject: [PATCH 0833/1681] feat: added Graph.minimum_cycle_basis() and
 Graph.fundamental_cycles()

---
 src/_igraph/graphobject.c | 197 ++++++++++++++++++++++++++++++++------
 tests/test_cycles.py      | 183 +++++++++++++++++++++++++++++++++++
 tests/test_structural.py  |  12 ---
 3 files changed, 349 insertions(+), 43 deletions(-)
 create mode 100644 tests/test_cycles.py

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8119f6e68..eb34b7178 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -429,25 +429,6 @@ PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject * self)
   return igraphmodule_integer_t_to_PyObject(igraph_ecount(&self->g));
 }
 
-/** \ingroup python_interface_graph
- * \brief Checks whether an \c igraph.Graph object is a DAG.
- * \return \c True if the graph is directed, \c False otherwise.
- * \sa igraph_is_dag
- */
-PyObject *igraphmodule_Graph_is_dag(igraphmodule_GraphObject * self)
-{
-  igraph_bool_t res;
-
-  if (igraph_is_dag(&self->g, &res)) {
-    igraphmodule_handle_igraph_error();
-    return NULL;
-  }
-
-  if (res)
-    Py_RETURN_TRUE;
-  Py_RETURN_FALSE;
-}
-
 /** \ingroup python_interface_graph
  * \brief Checks whether an \c igraph.Graph object is directed.
  * \return \c True if the graph is directed, \c False otherwise.
@@ -2756,9 +2737,8 @@ PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
 
   static char *kwlist[] = { "dim", "nei", "directed", "mutual", "circular", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|nOOO", kwlist,
-                                   &PyList_Type, &o_dimvector,
-                                   &nei, &o_directed, &o_mutual, &o_circular))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|nOOO", kwlist,
+                                   &o_dimvector, &nei, &o_directed, &o_mutual, &o_circular))
     return NULL;
 
   directed = PyObject_IsTrue(o_directed);
@@ -6781,6 +6761,115 @@ PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
   return list;
 }
 
+/**********************************************************************
+ * Cycles and cycle bases                                             *
+ **********************************************************************/
+
+PyObject *igraphmodule_Graph_is_acyclic(igraphmodule_GraphObject *self) {
+  igraph_bool_t res;
+
+  if (igraph_is_acyclic(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
+PyObject *igraphmodule_Graph_is_dag(igraphmodule_GraphObject * self) {
+  igraph_bool_t res;
+
+  if (igraph_is_dag(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
+PyObject *igraphmodule_Graph_fundamental_cycles(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *cutoff_o = Py_None;
+  PyObject *start_vid_o = Py_None;
+  PyObject *result_o;
+  igraph_integer_t cutoff = -1, start_vid = -1;
+  igraph_vector_int_list_t result;
+
+  static char *kwlist[] = { "start_vid", "cutoff", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &start_vid_o, &cutoff_o))
+    return NULL;
+
+  if (start_vid_o != Py_None && igraphmodule_PyObject_to_vid(start_vid_o, &start_vid, &self->g))
+    return NULL;
+
+  if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
+    return NULL;
+
+  if (igraph_vector_int_list_init(&result, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_fundamental_cycles(&self->g, &result, start_vid, cutoff, /* weights = */ NULL)) {
+    igraph_vector_int_list_destroy(&result);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
+  igraph_vector_int_list_destroy(&result);
+
+  return result_o;
+}
+
+PyObject *igraphmodule_Graph_minimum_cycle_basis(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *cutoff_o = Py_None;
+  PyObject *complete_o = Py_True;
+  PyObject *use_cycle_order_o = Py_True;
+  PyObject *result_o;
+  igraph_integer_t cutoff = -1;
+  igraph_vector_int_list_t result;
+
+  static char *kwlist[] = { "cutoff", "complete", "use_cycle_order", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &cutoff_o, &complete_o, &use_cycle_order_o))
+    return NULL;
+
+  if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
+    return NULL;
+
+  if (igraph_vector_int_list_init(&result, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_minimum_cycle_basis(
+    &self->g, &result, cutoff, PyObject_IsTrue(complete_o),
+    PyObject_IsTrue(use_cycle_order_o), /* weights = */ NULL
+  )) {
+    igraph_vector_int_list_destroy(&result);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
+  igraph_vector_int_list_destroy(&result);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Graph layout algorithms                                            *
  **********************************************************************/
@@ -12570,15 +12659,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the number of edges in the graph.\n"
    "@rtype: integer\n"},
 
-  // interface to igraph_is_dag
-  {"is_dag", (PyCFunction) igraphmodule_Graph_is_dag,
-   METH_NOARGS,
-   "is_dag()\n--\n\n"
-   "Checks whether the graph is a DAG (directed acyclic graph).\n\n"
-   "A DAG is a directed graph with no directed cycles.\n\n"
-   "@return: C{True} if it is a DAG, C{False} otherwise.\n"
-   "@rtype: boolean"},
-
   // interface to igraph_is_directed
   {"is_directed", (PyCFunction) igraphmodule_Graph_is_directed,
    METH_NOARGS,
@@ -14889,6 +14969,61 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  by a tuple of length 3, containing the corresponding vertex IDs."
   },
 
+  /***********************/
+  /* CYCLES, CYCLE BASES */
+  /***********************/
+
+  {"is_acyclic", (PyCFunction) igraphmodule_Graph_is_acyclic,
+   METH_NOARGS,
+   "is_acyclic()\n--\n\n"
+   "Returns whether the graph is acyclic (i.e. contains no cycles).\n\n"
+   "@return: C{True} if the graph is acyclic, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
+  {"is_dag", (PyCFunction) igraphmodule_Graph_is_dag,
+   METH_NOARGS,
+   "is_dag()\n--\n\n"
+   "Checks whether the graph is a DAG (directed acyclic graph).\n\n"
+   "A DAG is a directed graph with no directed cycles.\n\n"
+   "@return: C{True} if it is a DAG, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
+  {"fundamental_cycles", (PyCFunction) igraphmodule_Graph_fundamental_cycles,
+   METH_VARARGS | METH_KEYWORDS,
+   "fundamental_cycles(start_vid=None, cutoff=None)\n--\n\n"
+   "Finds a single fundamental cycle basis of the graph\n\n"
+   "@param start_vid: when C{None} or negative, a complete fundamental cycle basis is\n"
+   "  returned. When it is a vertex or a vertex ID, the fundamental cycles\n"
+   "  associated with the BFS tree rooted in that vertex will be returned,\n"
+   "  only for the weakly connected component containing that vertex\n"
+   "@param cutoff: when C{None} or negative, a complete cycle basis is returned. Otherwise\n"
+   "  the BFS is stopped after this many steps, so the result will effectively\n"
+   "  include cycles of length M{2 * cutoff + 1} or shorter only.\n"
+   "@return: the cycle basis as a list of tuples containing edge IDs"
+  },
+  {"minimum_cycle_basis", (PyCFunction) igraphmodule_Graph_minimum_cycle_basis,
+   METH_VARARGS | METH_KEYWORDS,
+   "minimum_cycle_basis(cutoff=None, complete=True, use_cycle_order=True)\n--\n\n"
+   "Computes a minimum cycle basis of the graph\n\n"
+   "@param cutoff: when C{None} or negative, a complete minimum cycle basis is returned.\n"
+   "  Otherwise only those cycles in the result will be part of some minimum\n"
+   "  cycle basis that are of length M{2 * cutoff + 1} or shorter. Cycles\n"
+   "  longer than this limit may not be of the smallest possible size. This\n"
+   "  parameter effectively limits the depth of the BFS tree when computing\n"
+   "  candidate cycles and may speed up the computation substantially.\n"
+   "@param complete: used only when a cutoff is specified, and in this case it\n"
+   "  specifies whether a complete basis is returned (C{True}) or the result\n"
+   "  will be limited to cycles of length M{2 * cutoff + 1} or shorter only.\n"
+   "  This limits computation time, but the result may not span the entire\n"
+   "  cycle space.\n"
+   "@param use_cycle_order: if C{True}, every cycle is returned in natural\n"
+   "  order: the edge IDs will appear ordered along the cycle. If C{False},\n"
+   "  no guarantees are given about the ordering of edge IDs within cycles.\n"
+   "@return: the cycle basis as a list of tuples containing edge IDs"
+  },
+
   /********************/
   /* LAYOUT FUNCTIONS */
   /********************/
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
new file mode 100644
index 000000000..8d8260a41
--- /dev/null
+++ b/tests/test_cycles.py
@@ -0,0 +1,183 @@
+import random
+import unittest
+
+from igraph import Graph
+
+
+class CycleTests(unittest.TestCase):
+    def setUp(self):
+        random.seed(42)
+
+    def test_is_acyclic(self):
+        g = Graph.Tree(121, 3, mode="out")
+        self.assertTrue(g.is_acyclic())
+
+        g = Graph()
+        self.assertTrue(g.is_acyclic())
+
+        g = Graph.Ring(5)
+        self.assertFalse(g.is_acyclic())
+
+    def test_is_dag(self):
+        g = Graph(5, [(0, 1), (0, 2), (1, 2), (1, 3), (2, 3)], directed=True)
+        self.assertTrue(g.is_dag())
+        g.to_undirected()
+        self.assertFalse(g.is_dag())
+        g = Graph.Barabasi(1000, 2, directed=True)
+        self.assertTrue(g.is_dag())
+        g = Graph.GRG(100, 0.2)
+        self.assertFalse(g.is_dag())
+        g = Graph.Ring(10, directed=True, mutual=False)
+        self.assertFalse(g.is_dag())
+
+    def test_fundamental_cycles(self):
+        g = Graph(
+            [
+                (1, 2),
+                (2, 3),
+                (3, 1),
+                (4, 5),
+                (5, 4),
+                (4, 5),
+                (6, 7),
+                (7, 8),
+                (8, 9),
+                (9, 6),
+                (6, 8),
+                (10, 10),
+                (10, 11),
+                (12, 12),
+            ]
+        )
+        cycles = [sorted(cycle) for cycle in g.fundamental_cycles()]
+        assert cycles == [[0, 1, 2], [4, 5], [3, 5], [6, 7, 10], [8, 9, 10], [11], [13]]
+
+        cycles = [sorted(cycle) for cycle in g.fundamental_cycles(start_vid=6)]
+        assert cycles == [[6, 7, 10], [8, 9, 10]]
+
+        cycles = [
+            sorted(cycle) for cycle in g.fundamental_cycles(start_vid=6, cutoff=1)
+        ]
+        assert cycles == [[6, 7, 10], [8, 9, 10]]
+
+    def test_minimum_cycle_basis(self):
+        g = Graph(
+            [
+                (1, 2),
+                (2, 3),
+                (3, 1),
+                (4, 5),
+                (5, 4),
+                (4, 5),
+                (6, 7),
+                (7, 8),
+                (8, 9),
+                (9, 6),
+                (6, 8),
+                (10, 10),
+                (10, 11),
+                (12, 12),
+            ]
+        )
+        cycles = g.minimum_cycle_basis()
+        assert cycles == [
+            (11,),
+            (13,),
+            (3, 5),
+            (4, 5),
+            (0, 1, 2),
+            (6, 7, 10),
+            (8, 9, 10),
+        ]
+
+        g = Graph.Lattice((5, 6), circular=True)
+        cycles = g.minimum_cycle_basis()
+        expected = [
+            (0, 1, 10, 3),
+            (0, 51, 50, 53),
+            (1, 8, 9, 18),
+            (2, 3, 12, 5),
+            (2, 53, 52, 55),
+            (4, 5, 14, 7),
+            (4, 55, 54, 57),
+            (6, 7, 16, 9),
+            (6, 57, 56, 59),
+            (8, 59, 58, 51),
+            (10, 11, 20, 13),
+            (11, 18, 19, 28),
+            (12, 13, 22, 15),
+            (14, 15, 24, 17),
+            (16, 17, 26, 19),
+            (20, 21, 30, 23),
+            (21, 28, 29, 38),
+            (22, 23, 32, 25),
+            (24, 25, 34, 27),
+            (26, 27, 36, 29),
+            (30, 31, 40, 33),
+            (31, 38, 39, 48),
+            (32, 33, 42, 35),
+            (34, 35, 44, 37),
+            (36, 37, 46, 39),
+            (40, 41, 50, 43),
+            (41, 48, 49, 58),
+            (42, 43, 52, 45),
+            (44, 45, 54, 47),
+            (0, 8, 6, 4, 2),
+            (1, 51, 41, 31, 21, 11),
+        ]
+        assert len(cycles) == len(expected)
+        for expected_cycle, observed_cycle in zip(expected, cycles):
+            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+
+        g = Graph.Lattice((5, 6), circular=True)
+        cycles = g.minimum_cycle_basis(cutoff=2, complete=False)
+        expected = [
+            (0, 1, 10, 3),
+            (0, 51, 50, 53),
+            (1, 8, 9, 18),
+            (2, 3, 12, 5),
+            (2, 53, 52, 55),
+            (4, 5, 14, 7),
+            (4, 55, 54, 57),
+            (6, 7, 16, 9),
+            (6, 57, 56, 59),
+            (8, 59, 58, 51),
+            (10, 11, 20, 13),
+            (11, 18, 19, 28),
+            (12, 13, 22, 15),
+            (14, 15, 24, 17),
+            (16, 17, 26, 19),
+            (20, 21, 30, 23),
+            (21, 28, 29, 38),
+            (22, 23, 32, 25),
+            (24, 25, 34, 27),
+            (26, 27, 36, 29),
+            (30, 31, 40, 33),
+            (31, 38, 39, 48),
+            (32, 33, 42, 35),
+            (34, 35, 44, 37),
+            (36, 37, 46, 39),
+            (40, 41, 50, 43),
+            (41, 48, 49, 58),
+            (42, 43, 52, 45),
+            (44, 45, 54, 47),
+            (0, 8, 6, 4, 2),
+            (1, 51, 41, 31, 21, 11),
+        ]
+        assert len(cycles) == len(expected) - 1
+        for expected_cycle, observed_cycle in zip(expected[:-1], cycles):
+            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+
+
+def suite():
+    cycle_suite = unittest.makeSuite(CycleTests)
+    return unittest.TestSuite([cycle_suite])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/test_structural.py b/tests/test_structural.py
index d6c665da6..b39f948a7 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -614,18 +614,6 @@ def testTopologicalSorting(self):
         g.to_undirected()
         self.assertRaises(InternalError, g.topological_sorting)
 
-    def testIsDAG(self):
-        g = Graph(5, [(0, 1), (0, 2), (1, 2), (1, 3), (2, 3)], directed=True)
-        self.assertTrue(g.is_dag())
-        g.to_undirected()
-        self.assertFalse(g.is_dag())
-        g = Graph.Barabasi(1000, 2, directed=True)
-        self.assertTrue(g.is_dag())
-        g = Graph.GRG(100, 0.2)
-        self.assertFalse(g.is_dag())
-        g = Graph.Ring(10, directed=True, mutual=False)
-        self.assertFalse(g.is_dag())
-
     def testIsTree(self):
         g = Graph()
         self.assertFalse(g.is_tree())

From 742d3b58d6d29beb45a946ce97cf82aa7dc7bc9b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 Sep 2022 12:34:49 +0200
Subject: [PATCH 0834/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6744db8fe..af3641458 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,16 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Added
+
+- Added `Graph.minimum_cycle_basis()` and `Graph.fundamental_cycles()`
+
+### Fixed
+
+- Restored missing exports from `igraph.__all__` that used to be in the main
+  `igraph` package before 0.10.0.
+
 ## [0.10.0] - 2022-09-05
 
 ### Added

From 562c05fb4462c5bb1b2d1dd965002fad481ba89c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 Sep 2022 15:24:16 +0200
Subject: [PATCH 0835/1681] feat: Graph.average_path_length() now supports
 weights

---
 CHANGELOG.md              |  5 +++++
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++------
 2 files changed, 28 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index af3641458..c10c1e249 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Added `Graph.minimum_cycle_basis()` and `Graph.fundamental_cycles()`
 
+- `Graph.average_path_length()` now supports edge weights.
+
 ### Fixed
 
 - Restored missing exports from `igraph.__all__` that used to be in the main
@@ -39,6 +41,9 @@
 
 - `Graph.get_laplacian()` now supports left-, right- and symmetric normalization.
 
+- `Graph.modularity()` now supports setting the resolution with the
+  `resolution=...` parameter.
+
 ### Changed
 
 - The C core of igraph was updated to version 0.10.0.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index eb34b7178..e95da47d9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3809,16 +3809,31 @@ PyObject *igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *
                                                  self, PyObject * args,
                                                  PyObject * kwds)
 {
-  static char *kwlist[] = { "directed", "unconn", NULL };
+  static char *kwlist[] = { "directed", "unconn", "weights", NULL };
+  PyObject *weights_o = Py_None;
   PyObject *directed = Py_True, *unconn = Py_True;
   igraph_real_t res;
+  igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed,  &unconn))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &directed, &unconn, &weights_o))
     return NULL;
 
-  if (igraph_average_path_length(&self->g, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
-    igraphmodule_handle_igraph_error();
-    return NULL;
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
+
+  if (weights) {
+    if (igraph_average_path_length_dijkstra(&self->g, &res, 0, weights, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+      igraph_vector_destroy(weights); free(weights);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+
+    igraph_vector_destroy(weights); free(weights);
+  } else {
+    if (igraph_average_path_length(&self->g, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
   }
 
   return PyFloat_FromDouble(res);
@@ -13623,7 +13638,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"average_path_length",
    (PyCFunction) igraphmodule_Graph_average_path_length,
    METH_VARARGS | METH_KEYWORDS,
-   "average_path_length(directed=True, unconn=True)\n--\n\n"
+   "average_path_length(directed=True, unconn=True, weights=None)\n--\n\n"
    "Calculates the average path length in a graph.\n\n"
    "@param directed: whether to consider directed paths in case of a\n"
    "  directed graph. Ignored for undirected graphs.\n"
@@ -13631,6 +13646,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the average of the geodesic lengths in the components is\n"
    "  calculated. Otherwise for all unconnected vertex pairs,\n"
    "  a path length equal to the number of vertices is used.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the average path length in the graph\n"},
 
   /* interface to igraph_authority_score */

From 1d5a31017920b51dbd7c73edd8e3e12b4b1de36f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 Sep 2022 17:45:39 +0200
Subject: [PATCH 0836/1681] refactor: simplifying attribute handler code and
 improving resilience to errors [WIP]

---
 src/_igraph/attributes.c | 329 ++++++++++++++++++++++++---------------
 src/_igraph/attributes.h |   2 -
 2 files changed, 201 insertions(+), 130 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 9fe211822..0fafbe573 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -38,26 +38,43 @@ static INLINE int PyObject_allowed_in_string_attribute(PyObject* o) {
   return o == Py_None || (o != 0 && PyBaseString_Check(o));
 }
 
+static INLINE void igraphmodule_i_attribute_struct_invalidate_vertex_name_index(
+    igraphmodule_i_attribute_struct *attrs
+);
+
 int igraphmodule_i_attribute_struct_init(igraphmodule_i_attribute_struct *attrs) {
-  int i;
-  for (i=0; i<3; i++) {
+  int i, j;
+  
+  for (i = 0; i < 3; i++) {
     attrs->attrs[i] = PyDict_New();
-    if (PyErr_Occurred())
+    if (PyErr_Occurred()) {
+      for (j = 0; j < i; j++) {
+        RC_DEALLOC("dict", attrs->attrs[j]);
+        Py_DECREF(attrs->attrs[j]);
+        attrs->attrs[j] = NULL;
+      }
       return 1;
+    }
+
     RC_ALLOC("dict", attrs->attrs[i]);
   }
-  attrs->vertex_name_index = 0;
+
+  attrs->vertex_name_index = NULL;
+
   return 0;
 }
 
 void igraphmodule_i_attribute_struct_destroy(igraphmodule_i_attribute_struct *attrs) {
   int i;
-  for (i=0; i<3; i++) {
+
+  for (i = 0; i < 3; i++) {
     if (attrs->attrs[i]) {
       RC_DEALLOC("dict", attrs->attrs[i]);
       Py_DECREF(attrs->attrs[i]);
+      attrs->attrs[i] = NULL;
     }
   }
+
   if (attrs->vertex_name_index) {
     RC_DEALLOC("dict", attrs->vertex_name_index);
     Py_DECREF(attrs->vertex_name_index);
@@ -68,32 +85,37 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
     igraphmodule_i_attribute_struct *attrs, igraph_bool_t force) {
   Py_ssize_t n = 0;
   PyObject *name_list, *key, *value;
+  igraph_bool_t success = 0;
 
-  if (attrs->vertex_name_index && !force)
+  if (attrs->vertex_name_index && !force) {
     return 0;
+  }
 
   if (attrs->vertex_name_index == 0) {
     attrs->vertex_name_index = PyDict_New();
     if (attrs->vertex_name_index == 0) {
-      return 1;
+      goto cleanup;
     }
-  } else
-    PyDict_Clear(attrs->vertex_name_index);
+  }
 
-  name_list = PyDict_GetItemString(attrs->attrs[1], "name");
-  if (name_list == 0)
-    return 0;    /* no name attribute */
+  PyDict_Clear(attrs->vertex_name_index);
+
+  name_list = PyDict_GetItemString(attrs->attrs[ATTRHASH_IDX_VERTEX], "name");
+  if (name_list == 0) {
+    success = 1;
+    goto cleanup;
+  }
 
   n = PyList_Size(name_list) - 1;
   while (n >= 0) {
     key = PyList_GetItem(name_list, n);      /* we don't own a reference to key */
     if (key == 0) {
-      return 1;
+      goto cleanup;
     }
 
     value = PyLong_FromLong(n);              /* we do own a reference to value */
     if (value == 0) {
-      return 1;
+      goto cleanup;
     }
 
     if (PyDict_SetItem(attrs->vertex_name_index, key, value)) {
@@ -108,7 +130,10 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
         );
       }
 
-      return 1;
+      /* Drop reference to value because we still own it */
+      Py_DECREF(value);
+
+      goto cleanup;
     }
 
     /* PyDict_SetItem did an INCREF for both the key and a value, therefore we
@@ -118,16 +143,24 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
     n--;
   }
 
-  return 0;
-}
+  success = 1;
 
-void igraphmodule_i_attribute_struct_invalidate_vertex_name_index(
-    igraphmodule_i_attribute_struct *attrs) {
-  if (attrs->vertex_name_index == 0)
-    return;
+cleanup:
+  if (!success) {
+    igraphmodule_i_attribute_struct_invalidate_vertex_name_index(attrs);
+  }
 
-  Py_DECREF(attrs->vertex_name_index);
-  attrs->vertex_name_index = 0;
+  return success ? 0 : 1;
+}
+
+static void igraphmodule_i_attribute_struct_invalidate_vertex_name_index(
+    igraphmodule_i_attribute_struct *attrs
+) {
+  if (attrs->vertex_name_index) {
+    RC_DEALLOC("dict", attrs->vertex_name_index);
+    Py_DECREF(attrs->vertex_name_index);
+    attrs->vertex_name_index = NULL;
+  }
 }
 
 void igraphmodule_invalidate_vertex_name_index(igraph_t *graph) {
@@ -224,15 +257,19 @@ igraph_bool_t igraphmodule_has_edge_attribute(const igraph_t *graph, const char*
  *           attribute exists already (no exception set). The returned
  *           reference is borrowed.
  */
-PyObject* igraphmodule_create_edge_attribute(const igraph_t* graph,
+PyObject* igraphmodule_i_create_edge_attribute(const igraph_t* graph,
     const char* name) {
   PyObject *dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   PyObject *values;
   Py_ssize_t i, n;
 
-  if (dict == 0) {
+  if (dict == NULL) {
     dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE] = PyDict_New();
+    if (dict == NULL) {
+      return NULL;
+    }
   }
+
   if (PyDict_GetItemString(dict, name))
     return 0;
 
@@ -295,12 +332,16 @@ PyObject* igraphmodule_get_edge_attribute_values(const igraph_t* graph,
 PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph,
     const char* name) {
   PyObject *dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE], *result;
-  if (dict == 0)
+  if (dict == NULL) {
     return 0;
+  }
+
   result = PyDict_GetItemString(dict, name);
-  if (result != 0)
+  if (result != NULL) {
     return result;
-  return igraphmodule_create_edge_attribute(graph, name);
+  }
+  
+  return igraphmodule_i_create_edge_attribute(graph, name);
 }
 
 /* Attribute handlers for the Python interface */
@@ -314,28 +355,37 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
   if (!attrs) {
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
   }
+  IGRAPH_FINALLY(free, attrs);
+
   if (igraphmodule_i_attribute_struct_init(attrs)) {
     PyErr_PrintEx(0);
-    free(attrs);
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
   }
-  graph->attr = (void*)attrs;
+  IGRAPH_FINALLY(igraphmodule_i_attribute_struct_destroy, attrs);
 
   /* See if we have graph attributes */
   if (attr) {
     PyObject *dict = attrs->attrs[0], *value;
     const char *s;
+  
     n = igraph_vector_ptr_size(attr);
     for (i = 0; i < n; i++) {
       igraph_attribute_record_t *attr_rec;
       attr_rec = VECTOR(*attr)[i];
+
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
         value = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
+        if (!value) {
+          PyErr_PrintEx(0);
+        }
         break;
       case IGRAPH_ATTRIBUTE_STRING:
         s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0);
         value = PyUnicode_FromString(s ? s : "");
+        if (!value) {
+          PyErr_PrintEx(0);
+        }
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
         value = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
@@ -343,23 +393,29 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
         break;
       default:
         IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-        value = 0;
+        value = NULL;
         break;
       }
+
       if (value) {
         if (PyDict_SetItemString(dict, attr_rec->name, value)) {
           Py_DECREF(value);
-          igraphmodule_i_attribute_struct_destroy(attrs);
-          free(graph->attr); graph->attr = 0;
-          IGRAPH_ERROR("failed to add attributes to graph attribute hash",
-                       IGRAPH_FAILURE);
+          value = NULL;  /* set value to NULL to indicate an error */
+        } else {
+          Py_DECREF(value);
         }
-        Py_DECREF(value);
-        value = 0;
+      }
+      
+      if (!value) {
+        /* there was an error above, bail out */
+        IGRAPH_ERROR("failed to add attributes to graph attribute hash", IGRAPH_FAILURE);
       }
     }
   }
 
+  graph->attr = (void*)attrs;
+  IGRAPH_FINALLY_CLEAN(2);
+
   return IGRAPH_SUCCESS;
 }
 
@@ -370,6 +426,7 @@ static void igraphmodule_i_attribute_destroy(igraph_t *graph) {
   /* printf("Destroying attribute table\n"); */
   if (graph->attr) {
     attrs = (igraphmodule_i_attribute_struct*)graph->attr;
+    graph->attr = NULL;
     igraphmodule_i_attribute_struct_destroy(attrs);
     free(attrs);
   }
@@ -382,50 +439,78 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
   PyObject *key, *value, *newval, *o=NULL;
   igraph_bool_t copy_attrs[3] = { ga, va, ea };
   int i;
-  Py_ssize_t j, pos = 0;
+  Py_ssize_t j, pos = 0, list_len;
  
   if (from->attr) {
-    fromattrs=ATTR_STRUCT(from);
-    /* what to do with the original value of toattrs? */
-    toattrs=(igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
-    if (!toattrs)
+    fromattrs = ATTR_STRUCT(from);
+
+    toattrs = (igraphmodule_i_attribute_struct*) calloc(1, sizeof(igraphmodule_i_attribute_struct));
+    if (!toattrs) {
       IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
+    }
+    IGRAPH_FINALLY(free, toattrs);
+
     if (igraphmodule_i_attribute_struct_init(toattrs)) {
       PyErr_PrintEx(0);
-      free(toattrs);
       IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
     }
-    to->attr=toattrs;
+    IGRAPH_FINALLY(igraphmodule_i_attribute_struct_destroy, toattrs);
 
     for (i = 0; i < 3; i++) {
-      if (!copy_attrs[i])
+      if (!copy_attrs[i]) {
         continue;
+      }
 
       if (!PyDict_Check(fromattrs->attrs[i])) {
-        toattrs->attrs[i]=fromattrs->attrs[i];
-        Py_XINCREF(fromattrs->attrs[i]);
-        continue;
+        IGRAPH_ERRORF("expected dict in attribute hash at index %d", IGRAPH_EINVAL, i);
       }
-      
-      pos = 0;
-      while (PyDict_Next(fromattrs->attrs[i], &pos, &key, &value)) {
-        /* value is only borrowed, so copy it */
-        if (i > 0) {
-          newval = PyList_New(PyList_Size(value));
-          for (j = 0; j < PyList_Size(value); j++) {
+
+      /* graph attributes are easy to copy because the dict is a key-value map */
+      if (i == ATTRHASH_IDX_GRAPH) {
+        Py_XDECREF(toattrs->attrs[i]); /* we already had a pre-constructed dict there */
+        toattrs->attrs[i] = PyDict_Copy(fromattrs->attrs[i]);
+        if (!toattrs->attrs[i]) {
+          PyErr_PrintEx(0);
+          IGRAPH_ERROR("cannot copy attribute hashes", IGRAPH_FAILURE);
+        }
+      } else {
+        /* vertex and edge attributes have to be copied in a way that values
+         * are also copied */
+        pos = 0;
+        while (PyDict_Next(fromattrs->attrs[i], &pos, &key, &value)) {
+          /* value is only borrowed, so copy it */
+          if (!PyList_Check(value)) {
+            IGRAPH_ERRORF("expected list in attribute hash at index %d", IGRAPH_EINVAL, i);
+          }
+
+          list_len = PyList_Size(value);
+          newval = PyList_New(list_len);
+          for (j = 0; j < list_len; j++) {
             o = PyList_GetItem(value, j);
             Py_INCREF(o);
             PyList_SetItem(newval, j, o);
           }
-        } else {
-          newval = value;
-          Py_INCREF(newval);
+
+          if (!newval) {
+            PyErr_PrintEx(0);
+            IGRAPH_ERROR("cannot copy attribute hashes", IGRAPH_FAILURE);
+          }
+
+          if (PyDict_SetItem(toattrs->attrs[i], key, newval)) {
+            PyErr_PrintEx(0);
+            Py_DECREF(newval);
+            IGRAPH_ERROR("cannot copy attribute hashes", IGRAPH_FAILURE);
+          }
+
+          Py_DECREF(newval); /* compensate for PyDict_SetItem */
         }
-        PyDict_SetItem(toattrs->attrs[i], key, newval);
-        Py_DECREF(newval); /* compensate for PyDict_SetItem */
       }
     }
+
+    to->attr = toattrs;
+    IGRAPH_FINALLY_CLEAN(2);
   }
+
   return IGRAPH_SUCCESS;
 }
 
@@ -433,9 +518,9 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
 static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
-  igraph_integer_t i, j, k, l;
+  igraph_integer_t i, j, k, num_attr_entries;
   igraph_attribute_record_t *attr_rec;
-  igraph_bool_t *added_attrs=0;
+  igraph_vector_bool_t added_attrs;
   Py_ssize_t pos = 0;
 
   if (!graph->attr) {
@@ -446,14 +531,8 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     return IGRAPH_SUCCESS;
   }
 
-  if (attr) {
-    added_attrs = (igraph_bool_t*)calloc((size_t)igraph_vector_ptr_size(attr),
-                                         sizeof(igraph_bool_t));
-    if (!added_attrs) {
-      IGRAPH_ERROR("can't add vertex attributes", IGRAPH_ENOMEM);
-    }
-    IGRAPH_FINALLY(free, added_attrs);
-  }
+  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   if (!PyDict_Check(dict)) {
@@ -467,16 +546,13 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
 
     /* Check if we have specific values for the given attribute */
     attr_rec = 0;
-    if (attr) {
-      j = igraph_vector_ptr_size(attr);
-      for (i = 0; i < j; i++) {
-        attr_rec = VECTOR(*attr)[i];
-        if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
-          added_attrs[i] = 1;
-          break;
-        }
-        attr_rec = 0;
+    for (i = 0; i < num_attr_entries; i++) {
+      attr_rec = VECTOR(*attr)[i];
+      if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
+        VECTOR(added_attrs)[i] = 1;
+        break;
       }
+      attr_rec = 0;
     }
 
     /* If we have specific values for the given attribute, attr_rec contains
@@ -526,64 +602,61 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
 
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
-  if (attr) {
-    l = igraph_vector_ptr_size(attr);
-    j = igraph_vcount(graph) - nv;
-    /* j contains the number of vertices EXCLUDING the new ones! */
-    for (k = 0; k < l; k++) {
-      if (added_attrs[k]) {
-        continue;
-      }
-      attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
+  j = igraph_vcount(graph) - nv;
+  /* j contains the number of vertices EXCLUDING the new ones! */
+  for (k = 0; k < num_attr_entries; k++) {
+    if (VECTOR(added_attrs)[k]) {
+      continue;
+    }
+    attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
 
-      value = PyList_New(j + nv);
-      if (!value) {
-        IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
-      }
+    value = PyList_New(j + nv);
+    if (!value) {
+      IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
+    }
 
-      for (i = 0; i < j; i++) {
-        Py_INCREF(Py_None);
-        PyList_SetItem(value, i, Py_None);
-      }
+    for (i = 0; i < j; i++) {
+      Py_INCREF(Py_None);
+      PyList_SetItem(value, i, Py_None);
+    }
 
-      for (i = 0; i < nv; i++) {
-        const char *s;
-        PyObject *o;
-        switch (attr_rec->type) {
-        case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
-          break;
-        case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
-          o = PyUnicode_FromString(s);
-          break;
-        case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
-          Py_INCREF(o);
-          break;
-        default:
-          IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o = 0;
-          break;
-        }
-        if (o) {
-          PyList_SetItem(value, i + j, o);
-        }
+    for (i = 0; i < nv; i++) {
+      const char *s;
+      PyObject *o;
+      switch (attr_rec->type) {
+      case IGRAPH_ATTRIBUTE_NUMERIC:
+        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        break;
+      case IGRAPH_ATTRIBUTE_STRING:
+        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        o = PyUnicode_FromString(s);
+        break;
+      case IGRAPH_ATTRIBUTE_BOOLEAN:
+        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        Py_INCREF(o);
+        break;
+      default:
+        IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
+        o = 0;
+        break;
       }
-
-      /* Invalidate the vertex name index if needed */
-      if (!strcmp(attr_rec->name, "name")) {
-        igraphmodule_i_attribute_struct_invalidate_vertex_name_index(ATTR_STRUCT(graph));
+      if (o) {
+        PyList_SetItem(value, i + j, o);
       }
+    }
 
-      PyDict_SetItemString(dict, attr_rec->name, value);
-      Py_DECREF(value);   /* compensate for PyDict_SetItemString */
+    /* Invalidate the vertex name index if needed */
+    if (!strcmp(attr_rec->name, "name")) {
+      igraphmodule_i_attribute_struct_invalidate_vertex_name_index(ATTR_STRUCT(graph));
     }
 
-    free(added_attrs);
-    IGRAPH_FINALLY_CLEAN(1);
+    PyDict_SetItemString(dict, attr_rec->name, value);
+    Py_DECREF(value);   /* compensate for PyDict_SetItemString */
   }
 
+  igraph_vector_bool_destroy(&added_attrs);
+  IGRAPH_FINALLY_CLEAN(1);
+
   return IGRAPH_SUCCESS;
 }
 
@@ -1594,7 +1667,7 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   }
 
   /* Basic type check */
-  if (!PyList_Check(o)) {
+  if (attrnum != ATTRHASH_IDX_GRAPH && !PyList_Check(o)) {
     IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
   }
 
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index e24a90c74..010ca4b63 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -85,8 +85,6 @@ void igraphmodule_index_vertex_names(igraph_t *graph, igraph_bool_t force);
 void igraphmodule_invalidate_vertex_name_index(igraph_t *graph);
 int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* id);
 
-PyObject* igraphmodule_create_edge_attribute(const igraph_t* graph,
-    const char* name);
 PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph,
     const char* name);
 PyObject* igraphmodule_get_edge_attribute_values(const igraph_t* graph,

From ecfebc0179894ac3aaf0ef2536b33ef56fb91ed7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 09:14:52 +0200
Subject: [PATCH 0837/1681] refactor: more cleanup in attribute handling code
 [WIP]

---
 src/_igraph/attributes.c | 223 ++++++++++++++++++++++-----------------
 1 file changed, 128 insertions(+), 95 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 0fafbe573..cbbdca690 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -545,14 +545,14 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     }
 
     /* Check if we have specific values for the given attribute */
-    attr_rec = 0;
+    attr_rec = NULL;
     for (i = 0; i < num_attr_entries; i++) {
       attr_rec = VECTOR(*attr)[i];
       if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
         VECTOR(added_attrs)[i] = 1;
         break;
       }
-      attr_rec = 0;
+      attr_rec = NULL;
     }
 
     /* If we have specific values for the given attribute, attr_rec contains
@@ -560,7 +560,8 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     if (attr_rec) {
       for (i = 0; i < nv; i++) {
         const char *s;
-        PyObject *o;
+        PyObject *o = NULL;
+
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
           o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
@@ -575,16 +576,24 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o = 0;
+          o = Py_None;
+          Py_INCREF(o);
           break;
         }
+
         if (o) {
-          if (PyList_Append(value, o) == -1) {
-            IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
+          if (PyList_Append(value, o)) {
+            Py_DECREF(o); /* append failed */
+            o = NULL; /* indicate error */
           } else {
-            Py_DECREF(o);
+            Py_DECREF(o); /* drop reference, the list has it now */
           }
         }
+
+        if (!o) {
+          PyErr_PrintEx(0);
+          IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
+        }
       }
 
       /* Invalidate the vertex name index if needed */
@@ -593,7 +602,8 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       }
     } else {
       for (i = 0; i < nv; i++) {
-        if (PyList_Append(value, Py_None) == -1) {
+        if (PyList_Append(value, Py_None)) {
+          PyErr_PrintEx(0);
           IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
         }
       }
@@ -603,11 +613,13 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
   j = igraph_vcount(graph) - nv;
+
   /* j contains the number of vertices EXCLUDING the new ones! */
   for (k = 0; k < num_attr_entries; k++) {
     if (VECTOR(added_attrs)[k]) {
       continue;
     }
+
     attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
 
     value = PyList_New(j + nv);
@@ -622,7 +634,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
 
     for (i = 0; i < nv; i++) {
       const char *s;
-      PyObject *o;
+      PyObject *o = NULL;
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
         o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
@@ -637,11 +649,23 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
         break;
       default:
         IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-        o = 0;
+        o = Py_None;
+        Py_INCREF(o);
         break;
       }
+
       if (o) {
-        PyList_SetItem(value, i + j, o);
+        if (PyList_SetItem(value, i + j, o)) {  
+          Py_DECREF(o); /* append failed */
+          o = NULL; /* indicate error */
+        } else {
+          /* reference stolen by the list */
+        }
+      }
+
+      if (!o) {
+        PyErr_PrintEx(0);
+        IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
       }
     }
 
@@ -669,12 +693,12 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
   
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   if (!PyDict_Check(dict)) {
-    return 1;
+    IGRAPH_ERROR("vertex attribute hash type mismatch", IGRAPH_EINVAL);
   }
 
   newdict = PyDict_New();
   if (!newdict) {
-    return 1;
+    IGRAPH_ERROR("cannot allocate new dict for vertex permutation", IGRAPH_ENOMEM);
   }
 
   n = igraph_vector_int_size(idx);
@@ -685,17 +709,19 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
     for (i = 0; i < n; i++) {
       o = PyList_GetItem(value, VECTOR(*idx)[i]);
       if (!o) {
+        PyErr_PrintEx(0);
         Py_DECREF(newlist);
         Py_DECREF(newdict);
         PyErr_Clear();
-        return 1;
+        IGRAPH_ERROR("", IGRAPH_FAILURE);
       }
       Py_INCREF(o);
       if (PyList_SetItem(newlist, i, o)) {
+        PyErr_PrintEx(0);
         Py_DECREF(o);
         Py_DECREF(newlist);
         Py_DECREF(newdict);
-        return 1;
+        IGRAPH_ERROR("", IGRAPH_FAILURE);
       }
     }
     PyDict_SetItem(newdict, key, newlist);
@@ -709,7 +735,7 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
   /* Invalidate the vertex name index */
   igraphmodule_i_attribute_struct_invalidate_vertex_name_index(ATTR_STRUCT(newgraph));
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Adding edges */
@@ -717,8 +743,8 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
-  igraph_integer_t i, j, k, l, ne;
-  igraph_bool_t *added_attrs=0;
+  igraph_integer_t i, j, k, ne, num_attr_entries;
+  igraph_vector_bool_t added_attrs;
   igraph_attribute_record_t *attr_rec;
 
   if (!graph->attr) {
@@ -730,14 +756,8 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     return IGRAPH_SUCCESS;
   }
 
-  if (attr) {
-    added_attrs = (igraph_bool_t*)calloc((size_t)igraph_vector_ptr_size(attr),
-                                         sizeof(igraph_bool_t));
-    if (!added_attrs) {
-      IGRAPH_ERROR("can't add vertex attributes", IGRAPH_ENOMEM);
-    }
-    IGRAPH_FINALLY(free, added_attrs);
-  }
+  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   if (!PyDict_Check(dict)) {
@@ -750,18 +770,16 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     }
 
     /* Check if we have specific values for the given attribute */
-    attr_rec = 0;
-    if (attr) {
-      j = igraph_vector_ptr_size(attr);
-      for (i = 0; i < j; i++) {
-        attr_rec = VECTOR(*attr)[i];
-        if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
-          added_attrs[i] = 1;
-          break;
-        }
-        attr_rec = 0;
+    attr_rec = NULL;
+    for (i = 0; i < num_attr_entries; i++) {
+      attr_rec = VECTOR(*attr)[i];
+      if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
+        VECTOR(added_attrs)[i] = 1;
+        break;
       }
+      attr_rec = NULL;
     }
+
     /* If we have specific values for the given attribute, attr_rec contains
      * the appropriate vector. If not, it is null. */
     if (attr_rec) {
@@ -782,86 +800,99 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
           break;
         default:
           IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o = 0;
+          o = Py_None;
+          Py_INCREF(o);
           break;
         }
+
         if (o) {
-          if (PyList_Append(value, o) == -1) {
-            IGRAPH_ERROR("can't extend an edge attribute hash member", IGRAPH_FAILURE);
+          if (PyList_Append(value, o)) {
+            Py_DECREF(o); /* append failed */
+            o = NULL; /* indicate error */
           } else {
-            Py_DECREF(o);
+            Py_DECREF(o); /* drop reference, the list has it now */
           }
         }
+
+        if (!o) {
+          PyErr_PrintEx(0);
+          IGRAPH_ERROR("can't extend an edge attribute hash member", IGRAPH_FAILURE);
+        }
       }
     } else {
       for (i = 0; i < ne; i++) {
-        if (PyList_Append(value, Py_None) == -1) {
+        if (PyList_Append(value, Py_None)) {
+          PyErr_PrintEx(0);
           IGRAPH_ERROR("can't extend an edge attribute hash member", IGRAPH_FAILURE);
         }
       }
     }
   }
   
-  /*pos=0;
-  while (PyDict_Next(dict, &pos, &key, &value)) {
-    printf("key: "); PyObject_Print(key, stdout, Py_PRINT_RAW); printf("\n");
-    printf("value: "); PyObject_Print(value, stdout, Py_PRINT_RAW); printf("\n");
-  }*/
-  
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
-  if (attr) {
-    l = igraph_vector_ptr_size(attr);
-    j = igraph_ecount(graph) - ne;
-    /* j contains the number of edges EXCLUDING the new ones! */
-    for (k = 0; k < l; k++) {
-      if (added_attrs[k]) {
-        continue;
-      }
-      attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
+  j = igraph_ecount(graph) - ne;
+  /* j contains the number of edges EXCLUDING the new ones! */
+  for (k = 0; k < num_attr_entries; k++) {
+    if (VECTOR(added_attrs)[k]) {
+      continue;
+    }
+    attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
 
-      value = PyList_New(j + ne);
-      if (!value) {
-        IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
-      }
+    value = PyList_New(j + ne);
+    if (!value) {
+      IGRAPH_ERROR("can't add attributes", IGRAPH_ENOMEM);
+    }
 
-      for (i = 0; i < j; i++) {
-        Py_INCREF(Py_None);
-        PyList_SetItem(value, i, Py_None);
+    for (i = 0; i < j; i++) {
+      Py_INCREF(Py_None);
+      PyList_SetItem(value, i, Py_None);
+    }
+
+    for (i = 0; i < ne; i++) {
+      const char *s;
+      PyObject *o;
+      switch (attr_rec->type) {
+      case IGRAPH_ATTRIBUTE_NUMERIC:
+        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        break;
+      case IGRAPH_ATTRIBUTE_STRING:
+        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        o = PyUnicode_FromString(s);
+        break;
+      case IGRAPH_ATTRIBUTE_BOOLEAN:
+        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        Py_INCREF(o);
+        break;
+      default:
+        IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
+        o = Py_None;
+        Py_INCREF(o);
+        break;
       }
 
-      for (i = 0; i < ne; i++) {
-        const char *s;
-        PyObject *o;
-        switch (attr_rec->type) {
-        case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
-          break;
-        case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
-          o = PyUnicode_FromString(s);
-          break;
-        case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
-          Py_INCREF(o);
-          break;
-        default:
-          IGRAPH_WARNING("unsupported attribute type (not string, numeric or Boolean)");
-          o = 0;
-          break;
-        }
-        if (o) {
-          PyList_SetItem(value, i + j, o);
+      if (o) {
+        if (PyList_SetItem(value, i + j, o)) {  
+          Py_DECREF(o); /* append failed */
+          o = NULL; /* indicate error */
+        } else {
+          /* reference stolen by the list */
         }
       }
 
-      PyDict_SetItemString(dict, attr_rec->name, value);
-      Py_DECREF(value);   /* compensate for PyDict_SetItemString */
+      if (!o) {
+        PyErr_PrintEx(0);
+        IGRAPH_ERROR("can't extend a vertex attribute hash member", IGRAPH_FAILURE);
+      }
     }
-    free(added_attrs);
-    IGRAPH_FINALLY_CLEAN(1);
+
+    PyDict_SetItemString(dict, attr_rec->name, value);
+    Py_DECREF(value);   /* compensate for PyDict_SetItemString */
   }
 
+  igraph_vector_bool_destroy(&added_attrs);
+  IGRAPH_FINALLY_CLEAN(1);
+
   return IGRAPH_SUCCESS;
 }
 
@@ -874,12 +905,12 @@ static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *gra
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   if (!PyDict_Check(dict)) {
-    return 1;
+    IGRAPH_ERROR("edge attribute hash type mismatch", IGRAPH_EINVAL);
   }
 
   newdict = PyDict_New();
   if (!newdict) {
-    return 1;
+    IGRAPH_ERROR("cannot allocate new dict for edge permutation", IGRAPH_ENOMEM);
   }
 
   n = igraph_vector_int_size(idx);
@@ -888,19 +919,21 @@ static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *gra
   while (PyDict_Next(dict, &pos, &key, &value)) {
     newlist = PyList_New(n);
     for (i = 0; i < n; i++) {
-      o=PyList_GetItem(value, VECTOR(*idx)[i]);
+      o = PyList_GetItem(value, VECTOR(*idx)[i]);
       if (!o) {
+        PyErr_PrintEx(0);
         Py_DECREF(newlist);
         Py_DECREF(newdict);
         PyErr_Clear();
-        return 1;
+        IGRAPH_ERROR("", IGRAPH_FAILURE);
       }
       Py_INCREF(o);
       if (PyList_SetItem(newlist, i, o)) {
+        PyErr_PrintEx(0);
         Py_DECREF(o);
         Py_DECREF(newlist);
         Py_DECREF(newdict);
-        return 1;
+        IGRAPH_ERROR("", IGRAPH_FAILURE);
       }
     }
     PyDict_SetItem(newdict, key, newlist);
@@ -911,7 +944,7 @@ static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *gra
   ATTR_STRUCT_DICT(newgraph)[ATTRHASH_IDX_EDGE]=newdict;
   Py_DECREF(dict);
 
-  return 0;
+  return IGRAPH_SUCCESS;
 }
 
 /* Auxiliary function for combining vertices/edges. Given a merge list

From a30ca7c19f38da2d995016d3c5d61e13c9955d33 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 15:42:41 +0200
Subject: [PATCH 0838/1681] refactor: finalized error checking improviements in
 attributes.c

---
 src/_igraph/attributes.c | 32 +++++++++++++++++++-------------
 1 file changed, 19 insertions(+), 13 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index cbbdca690..b5ba31af8 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1417,23 +1417,24 @@ static igraph_error_t igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   /* Allocate memory for the attribute_combination_records */
   n = PyDict_Size(dict);
   todo = (igraph_attribute_combination_record_t*)calloc(
-    n+1, sizeof(igraph_attribute_combination_record_t)
+    n + 1, sizeof(igraph_attribute_combination_record_t)
   );
   if (todo == 0) {
     IGRAPH_ERROR("cannot allocate memory for attribute combination", IGRAPH_ENOMEM);
   }
-  for (i = 0; i < n+1; i++)
+  for (i = 0; i < n + 1; i++) {
     todo[i].name = 0;       /* sentinel elements */
+  }
   IGRAPH_FINALLY(igraphmodule_i_free_attribute_combination_records, todo);
 
   /* Collect what to do for each attribute in the source dict */
   pos = 0; i = 0;
   while (PyDict_Next(dict, &pos, &key, &value)) {
     todo[i].name = PyUnicode_CopyAsString(key);
-    if (todo[i].name == 0)
+    if (todo[i].name == 0) {
       IGRAPH_ERROR("PyUnicode_CopyAsString failed", IGRAPH_FAILURE);
-    igraph_attribute_combination_query(comb, todo[i].name,
-        &todo[i].type, &todo[i].func);
+    }
+    IGRAPH_CHECK(igraph_attribute_combination_query(comb, todo[i].name, &todo[i].type, &todo[i].func));
     i++;
   }
 
@@ -1564,8 +1565,8 @@ static igraph_error_t igraphmodule_i_attribute_combine_edges(const igraph_t *gra
   PyObject *dict, *newdict;
 
   /* Get the attribute dicts */
-  dict=ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
-  newdict=ATTR_STRUCT_DICT(newgraph)[ATTRHASH_IDX_EDGE];
+  dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
+  newdict = ATTR_STRUCT_DICT(newgraph)[ATTRHASH_IDX_EDGE];
 
   return igraphmodule_i_attribute_combine_dicts(dict, newdict,
       merges, comb);
@@ -1599,13 +1600,13 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
     if (n) {
       retval = igraphmodule_PyList_to_existing_strvector_t(keys, n);
       if (retval) {
-        return retval ? IGRAPH_FAILURE : IGRAPH_SUCCESS;
+        IGRAPH_ERROR("Cannot convert Python list to existing igraph_strvector_t", IGRAPH_FAILURE);
       }
     }
 
     if (t) {
       k = PyList_Size(keys);
-      igraph_vector_int_resize(t, k);
+      IGRAPH_CHECK(igraph_vector_int_resize(t, k));
       for (j = 0; j < k; j++) {
         int is_numeric = 1;
         int is_string = 1;
@@ -1763,8 +1764,9 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
   /* No error checking, if we get here, the type has already been checked by previous
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
-  if (!o)
+  if (!o) {
     IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  }
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
   return IGRAPH_SUCCESS;
@@ -1778,7 +1780,9 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   /* No error checking, if we get here, the type has already been checked by previous
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
-  if (!o) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!o) {
+    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  }
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
     VECTOR(*value)[0] = IGRAPH_NAN;
@@ -1801,8 +1805,9 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   o = PyDict_GetItemString(dict, name);
-  if (!o)
+  if (!o) {
     IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  }
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
   /* For Python 3.x, we simply call PyObject_Str, which produces a
@@ -1815,8 +1820,9 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     Py_INCREF(str);
   } else {
     PyObject* unicode = PyObject_Str(o);
-    if (unicode == 0)
+    if (unicode == 0) {
       IGRAPH_ERROR("Internal error in PyObject_Str", IGRAPH_EINVAL);
+    }
     str = PyUnicode_AsEncodedString(unicode, "utf-8", "xmlcharrefreplace");
     Py_DECREF(unicode);
   }

From 70d66c41eddab5cee614a0a2cc6f681c8a5f12bb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 15:46:29 +0200
Subject: [PATCH 0839/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md          | 2 +-
 src/igraph/version.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c10c1e249..a840c3526 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.1] - 2022-09-12
 
 ### Added
 
diff --git a/src/igraph/version.py b/src/igraph/version.py
index e51845b97..619ee99bb 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 0)
+__version_info__ = (0, 10, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From c3df47ef9e0908975c1d8a401786f15f7cdbe8f3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 16:37:07 +0200
Subject: [PATCH 0840/1681] chore: trigger build


From 7d05b17e0fa7f0ca6d81142a5f3b77bd6eb5e111 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 19:52:59 +0200
Subject: [PATCH 0841/1681] fix: make sure that Clustering.sizes() handles None
 items in membership vector gracefully, closes #550

---
 src/igraph/clustering.py    | 3 ++-
 tests/test_decomposition.py | 4 ++++
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index fe438f22e..33a4a7bd0 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -140,7 +140,8 @@ def sizes(self, *args):
         """
         counts = [0] * len(self)
         for x in self._membership:
-            counts[x] += 1
+            if x is not None:
+                counts[x] += 1
 
         if args:
             return [counts[idx] for idx in args]
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index f2b37dfc4..8a217c99c 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -140,6 +140,10 @@ def testClusterGraph(self):
         self.assertTrue(clg.vs["string"] == ["aaa", "bbc", "ccab"])
         self.assertTrue(clg.vs["int"] == [41, 64, 47])
 
+    def testSizesWithNone(self):
+        cl = VertexClustering(self.graph, [0, 0, 0, None, 1, 1, 2, None, 2, None])
+        self.assertTrue(cl.sizes() == [3, 2, 2])
+
 
 class CoverTests(unittest.TestCase):
     def setUp(self):

From 5283d4cd240b01019f63d9926ce17276557f6c34 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 19:56:18 +0200
Subject: [PATCH 0842/1681] refactor: get rid of old Python 2.x-style calling
 convention for superclass constructors

---
 src/igraph/__init__.py                 |  4 ++--
 src/igraph/app/shell.py                |  2 +-
 src/igraph/clustering.py               | 10 +++++-----
 src/igraph/cut.py                      |  2 +-
 src/igraph/drawing/cairo/dendrogram.py |  2 +-
 src/igraph/drawing/cairo/graph.py      |  2 +-
 src/igraph/drawing/colors.py           | 10 +++++-----
 7 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 026f9a149..9c545f8ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -436,9 +436,9 @@ def __init__(self, *args, **kwds):
 
         # Initialize the graph
         if ptr:
-            GraphBase.__init__(self, __ptr=ptr)
+            super().__init__(__ptr=ptr)
         else:
-            GraphBase.__init__(self, nverts, edges, directed)
+            super().__init__(nverts, edges, directed)
 
         # Set the graph attributes
         for key, value in graph_attrs.items():
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 40c41f74c..866eb7800 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -336,7 +336,7 @@ def __init__(self):
         Imports IDLE's embedded shell. The implementation of this method is
         ripped from idlelib.PyShell.main() after removing the unnecessary
         parts."""
-        Shell.__init__(self)
+        super().__init__()
 
         import idlelib.PyShell
 
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 33a4a7bd0..b9859ae29 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -234,11 +234,11 @@ def __init__(
           containing a C{weight} key with the appropriate value here.
         """
         if membership is None:
-            Clustering.__init__(self, [0] * graph.vcount(), params)
+            super().__init__([0] * graph.vcount(), params)
         else:
             if len(membership) != graph.vcount():
                 raise ValueError("membership list has invalid length")
-            Clustering.__init__(self, membership, params)
+            super().__init__(membership, params)
 
         self._graph = graph
         self._modularity = modularity
@@ -805,7 +805,7 @@ def __init__(
           original graph was weighted, you should pass a dictionary
           containing a C{weight} key with the appropriate value here.
         """
-        Dendrogram.__init__(self, merges)
+        super().__init__(merges)
         self._graph = graph
         self._optimal_count = optimal_count
         if modularity_params is None:
@@ -1082,7 +1082,7 @@ def __init__(self, graph, clusters=None):
         if clusters is None:
             clusters = [range(graph.vcount())]
 
-        Cover.__init__(self, clusters, n=graph.vcount())
+        super().__init__(clusters, n=graph.vcount())
         if self._n > graph.vcount():
             raise ValueError(
                 "cluster list contains vertex ID larger than the "
@@ -1247,7 +1247,7 @@ def __init__(self, graph, blocks=None, cohesion=None, parent=None):
         if blocks is None or cohesion is None or parent is None:
             blocks, cohesion, parent = graph.cohesive_blocks()
 
-        VertexCover.__init__(self, graph, blocks)
+        super().__init__(graph, blocks)
 
         self._cohesion = cohesion
         self._parent = parent
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index 4cf62d937..cca6e6093 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -63,7 +63,7 @@ def __init__(self, graph, value=None, cut=None, partition=None, partition2=None)
         membership = [1] * graph.vcount()
         for vid in partition:
             membership[vid] = 0
-        VertexClustering.__init__(self, graph, membership)
+        super().__init__(graph, membership)
 
         if value is None:
             # Value of the cut not given, count the number of edges
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index 27c225ea9..c1dc06db8 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -23,7 +23,7 @@ def __init__(self, context, bbox, palette):
         @param palette: the palette that can be used to map integer
                         color indices to colors when drawing vertices
         """
-        AbstractCairoDrawer.__init__(self, context, bbox)
+        super().__init__(context, bbox)
         self.palette = palette
 
     @staticmethod
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index 123aee230..3605bbda2 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -108,7 +108,7 @@ def __init__(
                         Cairo context. The default label drawer is
                         L{CairoTextDrawer}.
         """
-        AbstractCairoGraphDrawer.__init__(self, context, bbox)
+        super().__init__(context, bbox)
         self.vertex_drawer_factory = vertex_drawer_factory
         self.edge_drawer_factory = edge_drawer_factory
         self.label_drawer_factory = label_drawer_factory
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 72813dc4b..67d226d97 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -195,7 +195,7 @@ def __init__(self, color1, color2, n=256):
         @param color2: the color where the gradient ends.
         @param n: the number of colors in the palette.
         """
-        Palette.__init__(self, n)
+        super().__init__(n)
         self._color1 = color_name_to_rgba(color1)
         self._color2 = color_name_to_rgba(color2)
 
@@ -230,7 +230,7 @@ def __init__(self, colors, indices=None, n=256):
           C{None}, the colors are distributed equidistantly
         @param n: the total number of colors in the palette
         """
-        Palette.__init__(self, n)
+        super().__init__(n)
 
         if indices is None:
             diff = float(n - 1) / (len(colors) - 1)
@@ -306,7 +306,7 @@ def __init__(self, n=256, s=1, v=1, start=0, end=1, alpha=1):
         @param end: the hue at which the rainbow ends (between 0 and 1).
         @param alpha: the alpha component of the colors in the palette.
         """
-        Palette.__init__(self, n)
+        super().__init__(n)
         self._s = float(clamp(s, 0, 1))
         self._v = float(clamp(v, 0, 1))
         self._alpha = float(clamp(alpha, 0, 1))
@@ -331,7 +331,7 @@ def __init__(self, items):
         RGBA quadruplets or color names, which will be resolved first by
         L{color_name_to_rgba()}. Anything that is understood by
         L{color_name_to_rgba()} is OK here."""
-        Palette.__init__(self, len(items))
+        super().__init__(len(items))
         for idx, color in enumerate(items):
             if isinstance(color, str):
                 color = color_name_to_rgba(color)
@@ -381,7 +381,7 @@ def __init__(self, n):
             adding_darker = not adding_darker
 
         colors = colors[0:n]
-        PrecalculatedPalette.__init__(self, colors)
+        super().__init__(colors)
 
 
 def clamp(value, min_value, max_value):

From 1b7649896ed9c34503a99b2b211337e0145f53e6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Sep 2022 19:56:59 +0200
Subject: [PATCH 0843/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a840c3526..7c4199d88 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- `Clustering.sizes()` now works correctly even if the membership vector
+  contains `None` items.
+
 ## [0.10.1] - 2022-09-12
 
 ### Added
@@ -370,7 +377,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.0...master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.1...master
+[0.10.1]: https://github.com/igraph/python-igraph/compare/0.10.0...0.10.1
 [0.10.0]: https://github.com/igraph/python-igraph/compare/0.9.11...0.10.0
 [0.9.11]: https://github.com/igraph/python-igraph/compare/0.9.10...0.9.11
 [0.9.10]: https://github.com/igraph/python-igraph/compare/0.9.9...0.9.10

From c6dbbd95bb75e45c3f709bb7dd2b00b27d4daa67 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Sep 2022 15:00:57 +0200
Subject: [PATCH 0844/1681] doc: update docstring of personalized_pagerank() so
 it no longer mentions niter and eps, fixes #568

---
 src/_igraph/graphobject.c | 14 +-------------
 1 file changed, 1 insertion(+), 13 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e95da47d9..f937f5267 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13457,13 +13457,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      igraph uses the original implementation of Fabien Viger; see the\n"
    "      following URL and the paper cited on it for the details of the\n"
    "      algorithm: U{https://www-complexnetworks.lip6.fr/~latapy/FV/generation.html}.\n"
-   "  \n"
-   "  Legacy names that were valid before igraph 0.10 are also supported, but\n"
-   "  these may be removed without further notice:\n"
-   "  \n"
-   "    - C{\"simple\"} -- equivalent to C{\"configuration\"}"
-   "    - C{\"no_multiple\"} -- equivalent to C{\"fast_heur_simple\"}"
-   "    - C{\"no_multiple_uniform\"} -- equivalent to C{\"configuration_simple\"}\n"
   },
 
   /* interface to igraph_isoclass_create */
@@ -14388,8 +14381,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "personalized_pagerank(vertices=None, directed=True, damping=0.85,\n"
    "        reset=None, reset_vertices=None, weights=None, \n"
-   "        arpack_options=None, implementation=\"prpack\", niter=1000,\n"
-   "        eps=0.001)\n--\n\n"
+   "        arpack_options=None, implementation=\"prpack\")\n--\n\n"
    "Calculates the personalized PageRank values of a graph.\n\n"
    "The personalized PageRank calculation is similar to the PageRank\n"
    "calculation, but the random walk is reset to a non-uniform distribution\n"
@@ -14424,10 +14416,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      implementation in igraph 0.7\n\n"
    "    - C{\"arpack\"}: use the ARPACK library. This implementation\n"
    "      was used from version 0.5, until version 0.7.\n\n"
-   "@param niter: unused, kept for sake of backwards compatibility. It will\n"
-   "  be removed in igraph 0.10.\n"
-   "@param eps: unused, kept for sake of backwards compatibility. It will\n"
-   "  be removed in igraph 0.10.\n"
    "@return: a list with the personalized PageRank values of the specified\n"
    "  vertices.\n"},
 

From 73676b3f19c26e993c78ed36e0fd8d0bce424993 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 15 Sep 2022 15:01:53 +0200
Subject: [PATCH 0845/1681] docs: fix redirect URL for Dash docset

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 9ef7e52ee..878f81192 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -117,7 +117,7 @@ if [ "x$DOC2DASH" = "x1" ]; then
   if [ "x$DOC2DASH" != x ]; then
       echo "Generating Dash docset..."
       "$DOC2DASH" \
-          --online-redirect-url "https://igraph.org/python/api" \
+          --online-redirect-url "https://igraph.org/python/api/latest" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
           -f \

From 408e4c3a6306d1ac5cf2995cba18982a5d199e58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 15 Sep 2022 20:41:15 +0200
Subject: [PATCH 0846/1681] feat: scripts/mkdoc.sh now installs doc2dash if
 needed [ci skip]

---
 scripts/mkdoc.sh | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 878f81192..0636e9de7 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -46,12 +46,16 @@ cd ${ROOT_FOLDER}
 if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
-  # Install sphinx, matplotlib, wheel, and pydoctor into the venv
+  # Install sphinx, matplotlib, wheel and pydoctor into the venv.
+  # doc2dash is optional; it will be installed when -d is given
   .venv/bin/pip install -U pip sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
 fi
 
-# Make sure that Sphinx and PyDoctor are up-to-date in the virtualenv
+# Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
 .venv/bin/pip install -U sphinx pydoctor
+if [ x$DOC2DASH = x1 ]; then
+    .venv/bin/pip install -U doc2dash
+fi
 
 #echo "Set PyDoctor theme"
 #$SCRIPTS_FOLDER/set-pydoctor-theme.sh ${ROOT_FOLDER} ${STANDALONE}

From d300379aa92894b3a90840532e3eaab87051b9ad Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 15 Sep 2022 20:41:26 +0200
Subject: [PATCH 0847/1681] chore: added doc/dash/ to .gitignore [ci skip]

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index ef7ad00fd..af835ecb6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,5 +19,6 @@ vendor/install/
 
 doc/source/gallery.rst
 doc/api/
+doc/dash/
 doc/html/
 doc/jekyll_tools/vendor

From 6e770af67d290482c2e48cacd7c36eeaad316625 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 18 Sep 2022 19:19:00 +0200
Subject: [PATCH 0848/1681] fix: fix ownership transfer in
 igraphmodule_graph_list_t_to_PyList(), closes #570

---
 src/_igraph/convert.c       | 42 ++++++++++++++++++++++---------------
 src/_igraph/convert.h       |  2 +-
 tests/test_decomposition.py | 23 ++++++++++++++++++++
 3 files changed, 49 insertions(+), 18 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5bc77a65d..90f76275a 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2495,41 +2495,49 @@ PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector
  * will destroy each graph inside, which in turns destroys the vertices and edges
  * data structures that are now supposedly managed by Python.
  *
- * \param v the \c igraph_graph_list_t containing the list to be converted
+ * \param v the \c igraph_graph_list_t containing the list to be converted; the
+ *     list will become empty after executing this function
  * \param type the GraphBase subclass you want your graphs to use. When called from
  *   a GraphBase method, this is typically Py_TYPE(self)
  * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_graph_list_t_to_PyList(const igraph_graph_list_t *v, PyTypeObject* type) {
+PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObject* type) {
   PyObject *list;
   Py_ssize_t n, i;
-  igraph_t *g;
+  igraph_t g;
   igraphmodule_GraphObject *o;
 
   /* We have to create a Python igraph object for every graph returned */
   n = igraph_graph_list_size(v);
   list = PyList_New(n);
-  for (i = 0; i < n; i++) {
-    /* Python takes ownership of vertices and nodes here */
-    g = igraph_graph_list_get_ptr(v, i);
-    o = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t(type, g);
+  for (i = n - 1; i >= 0; i--) {
+    /* Remove the last graph from the list and take ownership of it temporarily */
+    if (igraph_graph_list_remove(v, i, &g)) {
+      igraphmodule_handle_igraph_error();
+      Py_DECREF(list);
+      return NULL;
+    }
+
+    /* Transfer ownership of the graph to Python */
+    o = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t(type, &g);
+    if (o == NULL) {
+      igraph_destroy(&g);
+      Py_DECREF(list);
+      return NULL;
+    }
 
+    /* Put the graph into the result list; the list will take ownership */
     if (PyList_SetItem(list, i, (PyObject *) o)) {
       Py_DECREF(o);
       Py_DECREF(list);
-      return 0;
+      return NULL;
     }
   }
 
-  /* Now we know the function went fine, so we can free pointers without worrying
-   * that we won't be able to find them again */
-
-  /* reference has been transferred by PyList_SetItem, no need to DECREF.
-   *
-   * we mustn't call igraph_destroy here, because it would free the vertices
-   * and the edges as well, but we need them in o->g. So just call free */
-  for (i = 0; i < n; i++) {
-    free(igraph_graph_list_get_ptr(v, i));
+  if (!igraph_graph_list_empty(v)) {
+    PyErr_SetString(PyExc_RuntimeError, "expected empty graph list after conversion");
+    Py_DECREF(list);
+    return NULL;
   }
 
   return list;
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index f24eaf517..7f240e0e7 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -168,7 +168,7 @@ PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
 PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v); 
 PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v); 
 PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v); 
-PyObject* igraphmodule_graph_list_t_to_PyList(const igraph_graph_list_t *v, PyTypeObject *type);
+PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObject *type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 8a217c99c..b3e864699 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -44,6 +44,29 @@ def testSubgraphEdges(self):
 
 
 class DecompositionTests(unittest.TestCase):
+    def testDecomposeUndirected(self):
+        g = Graph([(0, 1), (1, 2), (2, 3)], n=4, directed=False)
+        components = g.decompose()
+
+        assert len(components) == 1
+        assert components[0].isomorphic(g)
+
+        g = Graph.Full(5) + Graph.Full(3)
+        components = g.decompose()
+
+        assert len(components) == 2
+        assert components[0].isomorphic(Graph.Full(5))
+        assert components[1].isomorphic(Graph.Full(3))
+
+    def testDecomposeDirected(self):
+        g = Graph([(0, 1), (1, 2), (2, 3)], n=4, directed=True)
+        components = g.decompose()
+
+        g1 = Graph(1, directed=True)
+        assert len(components) == 4
+        for component in components:
+            assert component.isomorphic(g1)
+
     def testKCores(self):
         g = Graph(
             11,

From c085cec54bfcebb4f8725521984f0c64f2333ccd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 18 Sep 2022 19:19:49 +0200
Subject: [PATCH 0849/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7c4199d88..c370ac90d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,9 @@
 
 ### Fixed
 
+- Fixed a crash in `Graph.decompose()` that was accidentally introduced in
+  0.10.0 during the transition to `igraph_graph_list_t` in the C core.
+
 - `Clustering.sizes()` now works correctly even if the membership vector
   contains `None` items.
 

From 17d28aa2fc4ad09cdf5f8e9f0c21bfebc41f3729 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Sep 2022 08:51:14 +0200
Subject: [PATCH 0850/1681] ci: pinning Matplotlib temporarily to 3.5 to see if
 it resolves CI failures

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 7a27c0525..792f47a6a 100644
--- a/setup.py
+++ b/setup.py
@@ -899,7 +899,7 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            "matplotlib>=3.3.4; platform_python_implementation != 'PyPy'",
+            "matplotlib>=3.3.4,<3.6; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
             # matplotlib requires Pillow; however, Pillow >= 8.4 does not
             # provide manylinux2010 wheels any more, but we need those in

From 749cebeacc6288d294efbdf6bf31a13b57e8c9a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 20 Sep 2022 23:12:03 +0200
Subject: [PATCH 0851/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b5ebda267..53f79ce3f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b5ebda26702efbd510d91d7ccc1b38deea1e8ed1
+Subproject commit 53f79ce3fd3cca903eb6d4402f26cd9357576f9a

From a2460c1b16348d9590a7961bb6fea5a637076fca Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 21 Sep 2022 10:25:56 +0200
Subject: [PATCH 0852/1681] fix: fix linking to libxml2 with new igraph.pc
 format

---
 setup.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 792f47a6a..3699ecef2 100644
--- a/setup.py
+++ b/setup.py
@@ -306,7 +306,12 @@ def _parse_pkgconfig_file(self, filename: Path) -> List[str]:
                         libraries.extend(
                             word[2:] for word in words if word.startswith("-l")
                         )
-
+                    # Remap known library names in Requires and Requires.private with
+                    # prior knowledge -- we don't want to rebuild pkg-config in Python
+                    if line.startswith("Requires: ") or line.startswith("Requires.private: "):
+                        for word in line.strip().split():
+                            if word.startswith("libxml-"):
+                                libraries.append("xml2")
             if not libraries:
                 # Educated guess
                 libraries = ["igraph"]

From d98fb7dd25cfe4fddb7e05661ff726e52a5ad792 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 24 Sep 2022 19:57:11 +0200
Subject: [PATCH 0853/1681] doc: fix broken API referenc link from tutorial to
 API on the homepage

---
 doc/source/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/index.rst b/doc/source/index.rst
index 20edc1e1c..0b1226cb1 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -82,7 +82,7 @@ Documentation
 
        **Reference**
  
-       - :doc:`api/index`
+       - :doc:`../../api/latest/index`
        - `Source code <https://github.com/igraph/python-igraph>`_
 
     .. container::

From e2c0b264a867fb59e9b3bd15d2eb79b138cc85e7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 24 Sep 2022 19:57:29 +0200
Subject: [PATCH 0854/1681] fix: looks like the tests work again with
 Matplotlib 3.6

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 3699ecef2..ca516ecd5 100644
--- a/setup.py
+++ b/setup.py
@@ -904,7 +904,7 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            "matplotlib>=3.3.4,<3.6; platform_python_implementation != 'PyPy'",
+            "matplotlib>=3.3.4; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
             # matplotlib requires Pillow; however, Pillow >= 8.4 does not
             # provide manylinux2010 wheels any more, but we need those in

From c3aaafd89dd0b8a6639a5be6f9fab17360969970 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 24 Sep 2022 20:01:27 +0200
Subject: [PATCH 0855/1681] doc: fix more broken links [ci skip]

---
 doc/source/analysis.rst      | 2 +-
 doc/source/generation.rst    | 2 +-
 doc/source/visualisation.rst | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 2782fb663..d9e23869e 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -443,4 +443,4 @@ Flow and cuts are closely related, therefore you might find the following functi
 - :meth:`Graph.edge_connectivity` or :meth:`Graph.edge_disjoint_paths` or :meth:`Graph.adhesion`
 - :meth:`Graph.vertex_connectivity` or :meth:`Graph.cohesion`
 
-.. _API documentation: https://igraph.org/python/doc/igraph-module.html
+.. _API documentation: https://igraph.org/python/api/latest/
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 3fdef2d5d..34cb8d64e 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -209,4 +209,4 @@ Finally, there are some ways of generating graphs that are not covered by the pr
  - small graphs of any "isomorphism class" :meth:`Graph.Isoclass`
  - graphs with a specified degree sequence :meth:`Graph.Realize_Degree_Sequence`
                      
-.. _API documentation: https://igraph.org/python/doc/igraph-module.html
+.. _API documentation: https://igraph.org/python/api/latest/
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index de7e8de6f..e766a1cd3 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -223,7 +223,7 @@ You can also specify vertex and edge color, size, and labels - and more - via ad
 
 See the `tutorial`_ for examples and a full list of options.
 
-.. _API documentation: https://igraph.org/python/doc/igraph-module.html
+.. _API documentation: https://igraph.org/python/api/latest/
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
 .. _tutorial: https://igraph.org/python/doc/tutorial/tutorial.html#layouts-and-plotting

From 6b3113fdbe6dcb2dc4963877f4a817ab7d53eea3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 25 Sep 2022 11:10:42 +0200
Subject: [PATCH 0856/1681] test: update Matplotlib testing utils for
 Matplotlib 3.6.0

---
 setup.py                          |  4 ++--
 tests/drawing/matplotlib/utils.py | 13 +++++++------
 2 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/setup.py b/setup.py
index ca516ecd5..5767e6e82 100644
--- a/setup.py
+++ b/setup.py
@@ -889,7 +889,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
 
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": ["matplotlib>=3.3.0; platform_python_implementation != 'PyPy'"],
+        "matplotlib": ["matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"],
 
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
@@ -904,7 +904,7 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            "matplotlib>=3.3.4; platform_python_implementation != 'PyPy'",
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
             # matplotlib requires Pillow; however, Pillow >= 8.4 does not
             # provide manylinux2010 wheels any more, but we need those in
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index c9872a2fd..f9f195940 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -7,7 +7,7 @@
 
 try:
     import matplotlib
-    from matplotlib.testing.decorators import _ImageComparisonBase
+    from matplotlib.testing.decorators import _collect_new_figures, _ImageComparisonBase
     from matplotlib.testing.compare import comparable_formats
     import matplotlib.pyplot as plt
 except ImportError:
@@ -53,15 +53,16 @@ def wrapper(*args, **kwargs):
             )
             matplotlib.testing.set_font_settings_for_testing()
 
-            func(*args, **kwargs)
+            with _collect_new_figures() as figs:
+                func(*args, **kwargs)
 
-            assert len(plt.get_fignums()) == len(
+            assert len(figs) == len(
                 baseline_images
             ), "Test generated {} images but there are {} baseline images".format(
-                len(plt.get_fignums()), len(baseline_images)
+                len(figs), len(baseline_images)
             )
-            for idx, baseline in enumerate(baseline_images):
-                img.compare(idx, baseline, _default_extension, _lock=False)
+            for fig, baseline in zip(figs, baseline_images):
+                img.compare(fig, baseline, _default_extension, _lock=False)
 
         parameters = list(old_sig.parameters.values())
         new_sig = old_sig.replace(parameters=parameters)

From df6f08450dc895ecb46b2d74d74ad4446211e490 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 25 Sep 2022 11:11:04 +0200
Subject: [PATCH 0857/1681] test: update expected images for Matplotlib 3.6.0

---
 .../test_graph/clustering_directed.png        | Bin 35633 -> 36425 bytes
 .../test_graph/clustering_directed_large.png  | Bin 60787 -> 60676 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index c2dd4cc65ced7ca3d0e2eedd132c68521ab32fab..bd2235aa56e1f2decda6b0d4907ddc8817eaed1f 100644
GIT binary patch
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From c371d14a8a3ac0fd8738e3cb514ea96fda862d79 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 25 Sep 2022 11:24:08 +0200
Subject: [PATCH 0858/1681] test: don't install Matplotlib in test environment
 for Python 3.7 as it does not have wheels for that version

---
 setup.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 5767e6e82..d0cfe399d 100644
--- a/setup.py
+++ b/setup.py
@@ -904,7 +904,8 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'",
+            # Matplotlib 3.6.0 does not support Python 3.7 any more
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
             "plotly>=5.3.0",
             # matplotlib requires Pillow; however, Pillow >= 8.4 does not
             # provide manylinux2010 wheels any more, but we need those in

From a926562e2e8b415b9c72940a898ebb53128acdc3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Sun, 25 Sep 2022 21:08:06 +0200
Subject: [PATCH 0859/1681] chore: fix typo in README

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index cc1ac190e..42225e01b 100644
--- a/README.md
+++ b/README.md
@@ -137,7 +137,7 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
-Due to the lack of support of `pkg-config` on Window, it is currently not
+Due to the lack of support of `pkg-config` on Windows, it is currently not
 possible to build against an external library on Windows.
 
 ## Compiling the development version

From 3de81122d75ca5439fa233de417eaccdcb90f267 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 26 Sep 2022 14:37:29 +0200
Subject: [PATCH 0860/1681] test: add pytest-timeout and try to track down the
 failure in i686

---
 .github/workflows/build.yml | 5 +++--
 setup.py                    | 2 ++
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7a5220ce7..4276da505 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -9,6 +9,7 @@ env:
   CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
   CIBW_SKIP: "cp36-*"
+  PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
@@ -252,7 +253,7 @@ jobs:
 
       - name: Test
         run: |
-          pip install numpy scipy pandas networkx pytest
+          pip install numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest tests
 
       - uses: actions/upload-artifact@v2
@@ -310,7 +311,7 @@ jobs:
 
       - name: Install test dependencies
         run: |
-          pip install pytest numpy scipy pandas networkx
+          pip install pytest pytest-timeout numpy scipy pandas networkx
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
diff --git a/setup.py b/setup.py
index d0cfe399d..384c0bd0d 100644
--- a/setup.py
+++ b/setup.py
@@ -901,6 +901,7 @@ def get_tag(self):
         "test": [
             "networkx>=2.5",
             "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
@@ -920,6 +921,7 @@ def get_tag(self):
         "test-musl": [
             "networkx>=2.5",
             "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
         ],
 
         # Dependencies needed for building the documentation

From dd28a89e02fe17e5b0b957fce5510d306a4c2923 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 26 Sep 2022 22:46:40 +0200
Subject: [PATCH 0861/1681] ci: force Matplotlib to use the Agg backend in an
 attempt to get rid of the hang in the CI environment

---
 tests/drawing/matplotlib/test_graph.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index e3f125aff..eefb92033 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -13,6 +13,7 @@
 
 try:
     import matplotlib as mpl
+    mpl.use("agg")
     import matplotlib.pyplot as plt
 except ImportError:
     mpl = None

From 5e5d74bc81a7f716d8f0327108ee1c1893b19fa0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 08:59:55 +0200
Subject: [PATCH 0862/1681] ci: prefer binary packages in CI, run pytest in
 more verbose mode

---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4276da505..ebdda20e9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,7 +35,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
           # wheel for Linux yet
@@ -44,7 +44,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_EXTRAS: "test-musl"
 
@@ -69,14 +69,14 @@ jobs:
       - name: Build wheels (manylinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install cmake wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
         uses: joerick/cibuildwheel@v2.6.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install cmake wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_EXTRAS: "test-musl"
@@ -253,8 +253,8 @@ jobs:
 
       - name: Test
         run: |
-          pip install numpy scipy pandas networkx pytest pytest-timeout
-          python -m pytest tests
+          pip install --prefer-binary numpy scipy pandas networkx pytest pytest-timeout
+          python -m pytest -v tests
 
       - uses: actions/upload-artifact@v2
         with:
@@ -311,7 +311,7 @@ jobs:
 
       - name: Install test dependencies
         run: |
-          pip install pytest pytest-timeout numpy scipy pandas networkx
+          pip install --prefer-binary pytest pytest-timeout numpy scipy pandas networkx
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 1554293b726da88530d9563a60d943a116ab4bbb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 09:28:00 +0200
Subject: [PATCH 0863/1681] ci: also run pytest in verbose mode within
 cibuildwheel

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ebdda20e9..4f3e1513a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,7 +2,7 @@ name: Build and test, upload to PyPI on release
 
 on: [push, pull_request]
 env:
-  CIBW_TEST_COMMAND: "cd {project} && python -m pytest tests"
+  CIBW_TEST_COMMAND: "cd {project} && python -m pytest -v tests"
   CIBW_TEST_EXTRAS: "test"
   CIBW_MANYLINUX_X86_64_IMAGE: "manylinux2014"
   CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"

From a7da66ecbf524604e3c8c116f4263dced0d3e87d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 10:55:36 +0200
Subject: [PATCH 0864/1681] ci: temporarily disable a test that seems to cause
 the CI to hang

---
 tests/test_vertexseq.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index a2587ebfd..d7b2ee41d 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -277,6 +277,7 @@ def testIntegerFilteringFind(self):
         self.assertEqual(self.g.vs.select(2, 3, 4, 2).find(3).index, 2)
         self.assertRaises(IndexError, self.g.vs.find, 17)
 
+    """
     def testIntegerFilteringSelect(self):
         subset = self.g.vs.select(2, 3, 4, 2)
         self.assertEqual(len(subset), 4)
@@ -286,6 +287,7 @@ def testIntegerFilteringSelect(self):
         subset = self.g.vs[2, 3, 4, 2]
         self.assertTrue(len(subset) == 4)
         self.assertTrue(subset["test"] == [2, 3, 4, 2])
+    """
 
     def testStringFilteringFind(self):
         self.assertEqual(self.g.vs.find("D").index, 3)

From 600d4a03b0c3aadb4c6a316f9793417fe578d504 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 14:49:20 +0200
Subject: [PATCH 0865/1681] ci: pass PYTEST_TIMEOUT envvar to the cibuildwheel
 container

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4f3e1513a..935d8617c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,6 +2,7 @@ name: Build and test, upload to PyPI on release
 
 on: [push, pull_request]
 env:
+  CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest -v tests"
   CIBW_TEST_EXTRAS: "test"
   CIBW_MANYLINUX_X86_64_IMAGE: "manylinux2014"

From c1e4c1098b7120b1469c845cb3a6fad79829e898 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 16:14:53 +0200
Subject: [PATCH 0866/1681] Revert "ci: temporarily disable a test that seems
 to cause the CI to hang"

This reverts commit a7da66ecbf524604e3c8c116f4263dced0d3e87d.
---
 tests/test_vertexseq.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index d7b2ee41d..a2587ebfd 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -277,7 +277,6 @@ def testIntegerFilteringFind(self):
         self.assertEqual(self.g.vs.select(2, 3, 4, 2).find(3).index, 2)
         self.assertRaises(IndexError, self.g.vs.find, 17)
 
-    """
     def testIntegerFilteringSelect(self):
         subset = self.g.vs.select(2, 3, 4, 2)
         self.assertEqual(len(subset), 4)
@@ -287,7 +286,6 @@ def testIntegerFilteringSelect(self):
         subset = self.g.vs[2, 3, 4, 2]
         self.assertTrue(len(subset) == 4)
         self.assertTrue(subset["test"] == [2, 3, 4, 2])
-    """
 
     def testStringFilteringFind(self):
         self.assertEqual(self.g.vs.find("D").index, 3)

From 55be30b648b789d86e7b05be4e7372b037a0fdf8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 27 Sep 2022 16:27:40 +0200
Subject: [PATCH 0867/1681] ci: temporarily revert to Matplotlib 3.5 to see if
 it resolves the infinite loop

---
 setup.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 384c0bd0d..a92bf5897 100644
--- a/setup.py
+++ b/setup.py
@@ -889,7 +889,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
 
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": ["matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"],
+        "matplotlib": ["matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"],
 
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
@@ -906,7 +906,7 @@ def get_tag(self):
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
             # Matplotlib 3.6.0 does not support Python 3.7 any more
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
+            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
             "plotly>=5.3.0",
             # matplotlib requires Pillow; however, Pillow >= 8.4 does not
             # provide manylinux2010 wheels any more, but we need those in

From a3d8f48f925c92eb402cf9b66628d029abd3d0ab Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Fri, 30 Sep 2022 14:37:48 +0200
Subject: [PATCH 0868/1681] doc: Corrected name of argument. (#578)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f937f5267..2c84edf5f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13411,7 +13411,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Generates a tree in which almost all vertices have the same number of children.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param children: the number of children of a vertex in the graph\n"
-   "@param type: determines whether the tree should be directed, and if\n"
+   "@param mode: determines whether the tree should be directed, and if\n"
    "  this is the case, also its orientation. Must be one of\n"
    "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 

From 08b33723322412860a7f5b4759e8bf43b47e84cf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Sep 2022 21:04:05 +0200
Subject: [PATCH 0869/1681] fix: replace deprecated unittest.makeSuite()

---
 tests/drawing/cairo/test_graph.py      |  4 ++--
 tests/drawing/matplotlib/test_graph.py |  4 ++--
 tests/drawing/plotly/test_graph.py     |  4 ++--
 tests/test_atlas.py                    |  4 ++--
 tests/test_attributes.py               |  6 +++---
 tests/test_basic.py                    | 18 +++++++++---------
 tests/test_bipartite.py                |  2 +-
 tests/test_cliques.py                  |  4 ++--
 tests/test_colortests.py               |  4 ++--
 tests/test_conversion.py               |  4 ++--
 tests/test_cycles.py                   |  2 +-
 tests/test_decomposition.py            | 14 +++++++-------
 tests/test_edgeseq.py                  |  4 ++--
 tests/test_flow.py                     |  6 +++---
 tests/test_foreign.py                  |  2 +-
 tests/test_games.py                    |  2 +-
 tests/test_generators.py               |  2 +-
 tests/test_homepage.py                 |  2 +-
 tests/test_indexing.py                 |  2 +-
 tests/test_isomorphism.py              |  6 +++---
 tests/test_iterators.py                |  2 +-
 tests/test_layouts.py                  |  4 ++--
 tests/test_matching.py                 |  4 ++--
 tests/test_motifs.py                   |  4 ++--
 tests/test_operators.py                |  2 +-
 tests/test_rng.py                      |  2 +-
 tests/test_separators.py               |  2 +-
 tests/test_spectral.py                 |  2 +-
 tests/test_structural.py               | 18 +++++++++---------
 tests/test_unicode_issues.py           |  2 +-
 tests/test_vertexseq.py                |  4 ++--
 tests/test_walks.py                    |  2 +-
 32 files changed, 72 insertions(+), 72 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 7ffdea110..eacec226d 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -89,8 +89,8 @@ def test_clustering_directed_large(self):
 
 
 def suite():
-    graph = unittest.makeSuite(GraphTestRunner)
-    clustering = unittest.makeSuite(ClusteringTestRunner)
+    graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
+    clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
     return unittest.TestSuite([
         graph,
         clustering,
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index eefb92033..1bfda8e1f 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -172,8 +172,8 @@ def test_clustering_directed_large(self):
 
 
 def suite():
-    graph = unittest.makeSuite(GraphTestRunner)
-    clustering = unittest.makeSuite(ClusteringTestRunner)
+    graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
+    clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
     return unittest.TestSuite([graph, clustering])
 
 
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 6f628380c..22ca84b9b 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -177,8 +177,8 @@ def test_clustering_directed_large(self):
 
 
 def suite():
-    graph = unittest.makeSuite(GraphTestRunner)
-    clustering = unittest.makeSuite(ClusteringTestRunner)
+    graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
+    clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
     return unittest.TestSuite([
         graph,
         clustering,
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index d1b96b7c5..6e040f727 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -173,8 +173,8 @@ class IsoclassTests(unittest.TestCase, AtlasTestBase):
 
 
 def suite():
-    atlas_suite = unittest.makeSuite(GraphAtlasTests)
-    isoclass_suite = unittest.makeSuite(IsoclassTests)
+    atlas_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphAtlasTests)
+    isoclass_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsoclassTests)
     return unittest.TestSuite([atlas_suite, isoclass_suite])
 
 
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index c7d3e6515..a1af53ce1 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -267,9 +267,9 @@ def testUnicodeAttributeNameCombination(self):
 
 
 def suite():
-    attribute_suite = unittest.makeSuite(AttributeTests)
-    attribute_combination_suite = unittest.makeSuite(AttributeCombinationTests)
-    unicode_attributes_suite = unittest.makeSuite(UnicodeAttributeTests)
+    attribute_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeTests)
+    attribute_combination_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeCombinationTests)
+    unicode_attributes_suite = unittest.defaultTestLoader.loadTestsFromTestCase(UnicodeAttributeTests)
     return unittest.TestSuite([
         attribute_suite,
         attribute_combination_suite,
diff --git a/tests/test_basic.py b/tests/test_basic.py
index bf4710e07..a342d84fa 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -943,15 +943,15 @@ def testVertexSeqReferenceCounting(self):
 
 
 def suite():
-    basic_suite = unittest.makeSuite(BasicTests)
-    datatype_suite = unittest.makeSuite(DatatypeTests)
-    graph_dict_list_suite = unittest.makeSuite(GraphDictListTests)
-    graph_tuple_list_suite = unittest.makeSuite(GraphTupleListTests)
-    graph_list_dict_suite = unittest.makeSuite(GraphListDictTests)
-    graph_dict_dict_suite = unittest.makeSuite(GraphDictDictTests)
-    degree_sequence_suite = unittest.makeSuite(DegreeSequenceTests)
-    inheritance_suite = unittest.makeSuite(InheritanceTests)
-    refcount_suite = unittest.makeSuite(ReferenceCountTests)
+    basic_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BasicTests)
+    datatype_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DatatypeTests)
+    graph_dict_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictListTests)
+    graph_tuple_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTupleListTests)
+    graph_list_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphListDictTests)
+    graph_dict_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictDictTests)
+    degree_sequence_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeSequenceTests)
+    inheritance_suite = unittest.defaultTestLoader.loadTestsFromTestCase(InheritanceTests)
+    refcount_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ReferenceCountTests)
     return unittest.TestSuite(
         [
             basic_suite,
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index a5ed90029..23ec6554f 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -216,7 +216,7 @@ def testIsBipartite(self):
 
 
 def suite():
-    bipartite_suite = unittest.makeSuite(BipartiteTests)
+    bipartite_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BipartiteTests)
     return unittest.TestSuite([bipartite_suite])
 
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index cb952d220..2b7e6692a 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -249,8 +249,8 @@ def testGRG(self):
 
 
 def suite():
-    clique_suite = unittest.makeSuite(CliqueTests)
-    indvset_suite = unittest.makeSuite(IndependentVertexSetTests)
+    clique_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CliqueTests)
+    indvset_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IndependentVertexSetTests)
     return unittest.TestSuite([clique_suite, indvset_suite])
 
 
diff --git a/tests/test_colortests.py b/tests/test_colortests.py
index e254e4656..ffedf5a33 100644
--- a/tests/test_colortests.py
+++ b/tests/test_colortests.py
@@ -104,8 +104,8 @@ def testAdvancedGradientPalette(self):
 
 
 def suite():
-    color_suite = unittest.makeSuite(ColorTests)
-    palette_suite = unittest.makeSuite(PaletteTests)
+    color_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ColorTests)
+    palette_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PaletteTests)
     return unittest.TestSuite([color_suite, palette_suite])
 
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 5bfd443bb..55817a02e 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -174,8 +174,8 @@ def testGetSparseAdjacency(self):
 
 
 def suite():
-    direction_suite = unittest.makeSuite(DirectedUndirectedTests)
-    representation_suite = unittest.makeSuite(GraphRepresentationTests)
+    direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DirectedUndirectedTests)
+    representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphRepresentationTests)
     return unittest.TestSuite([direction_suite, representation_suite])
 
 
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 8d8260a41..325a9ca9d 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -170,7 +170,7 @@ def test_minimum_cycle_basis(self):
 
 
 def suite():
-    cycle_suite = unittest.makeSuite(CycleTests)
+    cycle_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CycleTests)
     return unittest.TestSuite([cycle_suite])
 
 
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index b3e864699..19be7ecf9 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -649,13 +649,13 @@ def testRemoveNone(self):
 
 
 def suite():
-    decomposition_suite = unittest.makeSuite(DecompositionTests)
-    clustering_suite = unittest.makeSuite(ClusteringTests)
-    vertex_clustering_suite = unittest.makeSuite(VertexClusteringTests)
-    cover_suite = unittest.makeSuite(CoverTests)
-    community_suite = unittest.makeSuite(CommunityTests)
-    cohesive_blocks_suite = unittest.makeSuite(CohesiveBlocksTests)
-    comparison_suite = unittest.makeSuite(ComparisonTests)
+    decomposition_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DecompositionTests)
+    clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTests)
+    vertex_clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexClusteringTests)
+    cover_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CoverTests)
+    community_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CommunityTests)
+    cohesive_blocks_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CohesiveBlocksTests)
+    comparison_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ComparisonTests)
     return unittest.TestSuite(
         [
             decomposition_suite,
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index ae5e40ae8..df14bd490 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -419,8 +419,8 @@ def testIsAll(self):
 
 
 def suite():
-    edge_suite = unittest.makeSuite(EdgeTests)
-    es_suite = unittest.makeSuite(EdgeSeqTests)
+    edge_suite = unittest.defaultTestLoader.loadTestsFromTestCase(EdgeTests)
+    es_suite = unittest.defaultTestLoader.loadTestsFromTestCase(EdgeSeqTests)
     return unittest.TestSuite([edge_suite, es_suite])
 
 
diff --git a/tests/test_flow.py b/tests/test_flow.py
index 188b8b188..239046ac7 100644
--- a/tests/test_flow.py
+++ b/tests/test_flow.py
@@ -249,9 +249,9 @@ def validate_gomory_hu_tree(self, g, t):
 
 
 def suite():
-    flow_suite = unittest.makeSuite(MaxFlowTests)
-    cut_suite = unittest.makeSuite(CutTests)
-    gomory_hu_suite = unittest.makeSuite(GomoryHuTests)
+    flow_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MaxFlowTests)
+    cut_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CutTests)
+    gomory_hu_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GomoryHuTests)
     return unittest.TestSuite([flow_suite, cut_suite, gomory_hu_suite])
 
 
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index a6890927d..192ee8959 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -884,7 +884,7 @@ def testMultigraphGraphTool(self):
 
 
 def suite():
-    foreign_suite = unittest.makeSuite(ForeignTests)
+    foreign_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ForeignTests)
     return unittest.TestSuite([foreign_suite])
 
 
diff --git a/tests/test_games.py b/tests/test_games.py
index 447196dde..c93a00742 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -187,7 +187,7 @@ def testRewire(self):
 
 
 def suite():
-    game_suite = unittest.makeSuite(GameTests)
+    game_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GameTests)
     return unittest.TestSuite([game_suite])
 
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index fe79b738f..88b319610 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -564,7 +564,7 @@ def testDataFrame(self):
 
 
 def suite():
-    generator_suite = unittest.makeSuite(GeneratorTests)
+    generator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GeneratorTests)
     return unittest.TestSuite([generator_suite])
 
 
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index b8a61eb5b..84eed6581 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -38,7 +38,7 @@ def distance(p1, p2):
 
 
 def suite():
-    homepage_example_suite = unittest.makeSuite(HomepageExampleTests)
+    homepage_example_suite = unittest.defaultTestLoader.loadTestsFromTestCase(HomepageExampleTests)
     return unittest.TestSuite([homepage_example_suite])
 
 
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 97f5897fa..2a6423550 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -41,7 +41,7 @@ def testSingleEdgeRetrievalAttrName(self):
 
 
 def suite():
-    adjacency_suite = unittest.makeSuite(GraphAdjacencyMatrixLikeIndexingTests)
+    adjacency_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphAdjacencyMatrixLikeIndexingTests)
     return unittest.TestSuite([adjacency_suite])
 
 
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 48efff370..a0ecb509e 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -407,9 +407,9 @@ def testPermuteVertices(self):
 
 
 def suite():
-    isomorphism_suite = unittest.makeSuite(IsomorphismTests)
-    subisomorphism_suite = unittest.makeSuite(SubisomorphismTests)
-    permutation_suite = unittest.makeSuite(PermutationTests)
+    isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)
+    subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SubisomorphismTests)
+    permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PermutationTests)
     return unittest.TestSuite([
         isomorphism_suite,
         subisomorphism_suite,
diff --git a/tests/test_iterators.py b/tests/test_iterators.py
index 9ce63aabb..cc9e5e2a6 100644
--- a/tests/test_iterators.py
+++ b/tests/test_iterators.py
@@ -60,7 +60,7 @@ def testDFSIter(self):
 
 
 def suite():
-    iterator_suite = unittest.makeSuite(IteratorTests)
+    iterator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IteratorTests)
     return unittest.TestSuite([iterator_suite])
 
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 142a5de5d..e97f397f6 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -368,8 +368,8 @@ def testDRL(self):
 
 
 def suite():
-    layout_suite = unittest.makeSuite(LayoutTests)
-    layout_algorithm_suite = unittest.makeSuite(LayoutAlgorithmTests)
+    layout_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutTests)
+    layout_algorithm_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutAlgorithmTests)
     return unittest.TestSuite([layout_suite, layout_algorithm_suite])
 
 
diff --git a/tests/test_matching.py b/tests/test_matching.py
index 3ef3a1e92..384df76e4 100644
--- a/tests/test_matching.py
+++ b/tests/test_matching.py
@@ -89,8 +89,8 @@ def testBipartiteMatchingErrors(self):
 
 
 def suite():
-    matching_suite = unittest.makeSuite(MatchingTests)
-    bipartite_unweighted_suite = unittest.makeSuite(MaximumBipartiteMatchingTests)
+    matching_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MatchingTests)
+    bipartite_unweighted_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MaximumBipartiteMatchingTests)
     return unittest.TestSuite([matching_suite, bipartite_unweighted_suite])
 
 
diff --git a/tests/test_motifs.py b/tests/test_motifs.py
index f19e96b4c..d0f9131fa 100644
--- a/tests/test_motifs.py
+++ b/tests/test_motifs.py
@@ -54,8 +54,8 @@ def testListTriangles(self):
 
 
 def suite():
-    motif_suite = unittest.makeSuite(MotifTests)
-    triangles_suite = unittest.makeSuite(TrianglesTests)
+    motif_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MotifTests)
+    triangles_suite = unittest.defaultTestLoader.loadTestsFromTestCase(TrianglesTests)
     return unittest.TestSuite([motif_suite, triangles_suite])
 
 
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 2f75560ab..ecc9f73c5 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -543,7 +543,7 @@ def testReverseEdges(self):
 
 
 def suite():
-    operator_suite = unittest.makeSuite(OperatorTests)
+    operator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(OperatorTests)
     return unittest.TestSuite([operator_suite])
 
 
diff --git a/tests/test_rng.py b/tests/test_rng.py
index 5e078eada..e32490214 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -43,7 +43,7 @@ def testSeeding(self):
 
 
 def suite():
-    random_suite = unittest.makeSuite(RandomNumberGeneratorTests)
+    random_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomNumberGeneratorTests)
     return unittest.TestSuite([random_suite])
 
 
diff --git a/tests/test_separators.py b/tests/test_separators.py
index c5d144b9c..29a63ebb8 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -60,7 +60,7 @@ def testMinimumSizeSeparators(self):
 
 
 def suite():
-    is_separator_suite = unittest.makeSuite(IsSeparatorTests)
+    is_separator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsSeparatorTests)
     return unittest.TestSuite([is_separator_suite])
 
 
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index 14689a93e..5a959bf79 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -72,7 +72,7 @@ def testLaplacian(self):
 
 
 def suite():
-    spectral_suite = unittest.makeSuite(SpectralTests)
+    spectral_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SpectralTests)
     return unittest.TestSuite([spectral_suite])
 
 
diff --git a/tests/test_structural.py b/tests/test_structural.py
index b39f948a7..610319139 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -1034,15 +1034,15 @@ def testDominators(self):
 
 
 def suite():
-    simple_suite = unittest.makeSuite(SimplePropertiesTests)
-    degree_suite = unittest.makeSuite(DegreeTests)
-    local_transitivity_suite = unittest.makeSuite(LocalTransitivityTests)
-    biconnected_suite = unittest.makeSuite(BiconnectedComponentTests)
-    centrality_suite = unittest.makeSuite(CentralityTests)
-    neighborhood_suite = unittest.makeSuite(NeighborhoodTests)
-    path_suite = unittest.makeSuite(PathTests)
-    misc_suite = unittest.makeSuite(MiscTests)
-    dominator_suite = unittest.makeSuite(DominatorTests)
+    simple_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SimplePropertiesTests)
+    degree_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeTests)
+    local_transitivity_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LocalTransitivityTests)
+    biconnected_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BiconnectedComponentTests)
+    centrality_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CentralityTests)
+    neighborhood_suite = unittest.defaultTestLoader.loadTestsFromTestCase(NeighborhoodTests)
+    path_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PathTests)
+    misc_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MiscTests)
+    dominator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DominatorTests)
     return unittest.TestSuite(
         [
             simple_suite,
diff --git a/tests/test_unicode_issues.py b/tests/test_unicode_issues.py
index 543f871e5..1c782adbd 100644
--- a/tests/test_unicode_issues.py
+++ b/tests/test_unicode_issues.py
@@ -14,7 +14,7 @@ def testBug128(self):
 
 
 def suite():
-    generator_suite = unittest.makeSuite(UnicodeTests)
+    generator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(UnicodeTests)
     return unittest.TestSuite([generator_suite])
 
 
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index a2587ebfd..fb804cc6a 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -361,8 +361,8 @@ def testBug367(self):
 
 
 def suite():
-    vertex_suite = unittest.makeSuite(VertexTests)
-    vs_suite = unittest.makeSuite(VertexSeqTests)
+    vertex_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexTests)
+    vs_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexSeqTests)
     return unittest.TestSuite([vertex_suite, vs_suite])
 
 
diff --git a/tests/test_walks.py b/tests/test_walks.py
index ac887d507..760a3937c 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -110,7 +110,7 @@ def testRandomWalkUndirectedWeighted(self):
 
 
 def suite():
-    random_walk_suite = unittest.makeSuite(RandomWalkTests)
+    random_walk_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomWalkTests)
     return unittest.TestSuite([random_walk_suite])
 
 

From ed5fdd4865d2cc5af558ddb2e9c4b81f07a6c7f2 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vtraag@users.noreply.github.com>
Date: Mon, 3 Oct 2022 15:06:02 +0200
Subject: [PATCH 0870/1681] Update cibuildwheel, add dependabot. (#579)

* doc: Corrected name of argument.

* CI: Update cibuildwheel, add dependabot.

* ci: skip tests for Python 3.11 because SciPy does not have wheels yet

* ci: also skip tests of Python 3.11 on macOS

* CI: Use Python 3.11 for ASan tests.

* CI: Update to 3.11.0-rc.2 for ASan tests.

* CI: Remove extra test dependencies for Python 3.11

* Accidentally reverted submodule.

* Simplify build setup.

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .github/dependabot.yml      |  6 ++++++
 .github/workflows/build.yml | 32 ++++++++++++++++----------------
 2 files changed, 22 insertions(+), 16 deletions(-)
 create mode 100644 .github/dependabot.yml

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..5ace4600a
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,6 @@
+version: 2
+updates:
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "weekly"
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 935d8617c..5e1aad3f6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,10 +5,6 @@ env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && python -m pytest -v tests"
   CIBW_TEST_EXTRAS: "test"
-  CIBW_MANYLINUX_X86_64_IMAGE: "manylinux2014"
-  CIBW_MANYLINUX_I686_IMAGE: "manylinux2014"
-  CIBW_MANYLINUX_PYPY_X86_64_IMAGE: "manylinux2014"
-  CIBW_MANYLINUX_PYPY_I686_IMAGE: "manylinux2014"
   CIBW_SKIP: "cp36-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
@@ -34,16 +30,17 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
-          # wheel for Linux yet
-          CIBW_TEST_SKIP: "cp310-manylinux_i686"
+          # wheel for Linux yet, and for Python 3.11 because SciPy does not
+          # have wheels for 3.11 at all
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-*"
 
       - name: Build wheels (musllinux)
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -68,14 +65,14 @@ jobs:
         uses: docker/setup-qemu-action@v1
 
       - name: Build wheels (manylinux)
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -142,12 +139,14 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
+          # Skip tests for Python 3.11 because SciPy does not have wheels for 3.11 at all
+          CIBW_TEST_SKIP: "cp311-*"
 
       - uses: actions/upload-artifact@v2
         with:
@@ -201,13 +200,14 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: joerick/cibuildwheel@v2.6.1
+        uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 because SciPy does not have a 32-bit
-          # wheel for Python 3.10 yet
-          CIBW_TEST_SKIP: "cp310-win32"
+          # wheel for Python 3.10 yet, and for Python 3.11 because SciPy does
+          # not have wheels for Python 3.11 at all yet
+          CIBW_TEST_SKIP: "cp310-win32 cp311-*"
           CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
@@ -299,7 +299,7 @@ jobs:
       - uses: actions/setup-python@v2
         name: Install Python
         with:
-          python-version: '3.10'
+          python-version: '3.11.0-rc.2'
 
       - name: Build C core
         run: |
@@ -312,7 +312,7 @@ jobs:
 
       - name: Install test dependencies
         run: |
-          pip install --prefer-binary pytest pytest-timeout numpy scipy pandas networkx
+          pip install --prefer-binary pytest pytest-timeout
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From c048d99642f8f04b51a705f51d900833d7d0894f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Oct 2022 15:28:07 +0200
Subject: [PATCH 0871/1681] fix: eliminate unit test warnings in Python 3.11

---
 src/igraph/io/objects.py      | 4 ++--
 tests/drawing/cairo/utils.py  | 2 --
 tests/drawing/plotly/utils.py | 2 --
 3 files changed, 2 insertions(+), 6 deletions(-)

diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 181fcaaff..bc22c9559 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -476,8 +476,8 @@ def _construct_graph_from_dataframe(
         # Map source and target names in 'edges' to IDs
         vid_map = pd.Series(vertices.index, index=vertices.iloc[:, 0])
         edges = edges.copy()
-        edges.iloc[:, 0] = edges.iloc[:, 0].map(vid_map)
-        edges.iloc[:, 1] = edges.iloc[:, 1].map(vid_map)
+        edges[edges.columns[0]] = edges.iloc[:, 0].map(vid_map)
+        edges[edges.columns[1]] = edges.iloc[:, 1].map(vid_map)
 
     # Create graph
     if vertices is None:
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 382253051..443aa1e2d 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -130,8 +130,6 @@ def wrapper(*args, **kwargs):
                 res = compare_image(baseline, fig, tol)
                 self.assertLessEqual(res, tol)
 
-            return figs
-
         parameters = list(old_sig.parameters.values())
         new_sig = old_sig.replace(parameters=parameters)
         wrapper.__signature__ = new_sig
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index eaf54dca9..76d96e346 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -220,8 +220,6 @@ def wrapper(*args, **kwargs):
                 res = compare_image(baseline, fig, tol)
                 assert res, f"Image {i} does not match the corresponding baseline"
 
-            return figs
-
         parameters = list(old_sig.parameters.values())
         new_sig = old_sig.replace(parameters=parameters)
         wrapper.__signature__ = new_sig

From 67eab78397c8e44d714d18455bf78c411cf83895 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Oct 2022 17:58:18 +0200
Subject: [PATCH 0872/1681] fix: Graph.is_chordal() is not dropping a reference
 to True/False any more

---
 src/_igraph/graphobject.c | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2c84edf5f..ec7f4bb13 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5302,7 +5302,11 @@ PyObject *igraphmodule_Graph_is_chordal(
     igraph_vector_int_destroy(alpham1_ptr);
   }
 
-  return res ? Py_True : Py_False;
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
 }
 
 /** \ingroup python_interface_graph

From 04950e50604a6a923253a4e85aad8ccd6ee5d763 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 3 Oct 2022 21:12:08 +0200
Subject: [PATCH 0873/1681] build(deps): bump actions/setup-python from 2 to 4
 (#586)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 2 to 4.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v2...v4)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5e1aad3f6..240e4a1df 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -24,7 +24,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
@@ -117,7 +117,7 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
@@ -171,7 +171,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
@@ -241,7 +241,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
@@ -296,7 +296,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.11.0-rc.2'

From d3e4d6aa98a3f6e3309b0fa2fe9845b4eb5e49b6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 3 Oct 2022 21:12:26 +0200
Subject: [PATCH 0874/1681] build(deps): bump actions/upload-artifact from 2 to
 3 (#585)

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 2 to 3.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 240e4a1df..f761db9d0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -46,7 +46,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_EXTRAS: "test-musl"
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./wheelhouse/*.whl
 
@@ -79,7 +79,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_EXTRAS: "test-musl"
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./wheelhouse/*.whl
 
@@ -148,7 +148,7 @@ jobs:
           # Skip tests for Python 3.11 because SciPy does not have wheels for 3.11 at all
           CIBW_TEST_SKIP: "cp311-*"
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./wheelhouse/*.whl
 
@@ -215,7 +215,7 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./wheelhouse/*.whl
 
@@ -257,7 +257,7 @@ jobs:
           pip install --prefer-binary numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: dist/*.tar.gz
 

From f232cf1ae3a010de7a5dc3edd17507b198f3fc63 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 3 Oct 2022 21:12:42 +0200
Subject: [PATCH 0875/1681] build(deps): bump actions/checkout from 2 to 3
 (#584)

Bumps [actions/checkout](https://github.com/actions/checkout) from 2 to 3.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f761db9d0..c9b257b74 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -19,7 +19,7 @@ jobs:
         wheel_arch: [x86_64, i686]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0
@@ -55,7 +55,7 @@ jobs:
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0
@@ -98,7 +98,7 @@ jobs:
             wheel_arch: arm64
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0
@@ -166,7 +166,7 @@ jobs:
             vcpkg_arch: x64
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0
@@ -223,7 +223,7 @@ jobs:
     name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0
@@ -277,7 +277,7 @@ jobs:
       CXXFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
       IGRAPH_CMAKE_EXTRA_ARGS: -DUSE_SANITIZER="Address;Undefined" -DCMAKE_BUILD_TYPE=Debug -DFLEX_KEEP_LINE_NUMBERS=ON -DFORCE_COLORED_OUTPUT=ON -DCMAKE_C_FLAGS="-DNDEBUG"
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0

From 8275fc830451c6dca7ccbc216b44fb4358fba48b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 3 Oct 2022 21:12:52 +0200
Subject: [PATCH 0876/1681] build(deps): bump actions/cache from 2 to 3 (#583)

Bumps [actions/cache](https://github.com/actions/cache) from 2 to 3.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c9b257b74..8abaa7d3a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -105,14 +105,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -178,13 +178,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -230,7 +230,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: |
             vendor/install
@@ -284,7 +284,7 @@ jobs:
           
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: |
             vendor/build

From 810629cbb2e3f5fc2954f55542b2a7ae0f91cf89 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 3 Oct 2022 21:13:01 +0200
Subject: [PATCH 0877/1681] build(deps): bump docker/setup-qemu-action from 1
 to 2 (#582)

Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 1 to 2.
- [Release notes](https://github.com/docker/setup-qemu-action/releases)
- [Commits](https://github.com/docker/setup-qemu-action/compare/v1...v2)

---
updated-dependencies:
- dependency-name: docker/setup-qemu-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8abaa7d3a..2873fb875 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -62,7 +62,7 @@ jobs:
 
       - name: Set up QEMU
         id: qemu
-        uses: docker/setup-qemu-action@v1
+        uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.10.2

From 63b287a86639feb253d5eeddab7202408204ef8a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Oct 2022 23:22:41 +0200
Subject: [PATCH 0878/1681] doc: fix documentation of Graph.get_eids() as the
 path=... argument was removed from the C core, fixes #581

---
 src/_igraph/graphobject.c | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index ec7f4bb13..b2c0d7966 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12885,23 +12885,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_eids */
   {"get_eids", (PyCFunction) igraphmodule_Graph_get_eids,
    METH_VARARGS | METH_KEYWORDS,
-   "get_eids(pairs=None, path=None, directed=True, error=True)\n--\n\n"
+   "get_eids(pairs=None, directed=True, error=True)\n--\n\n"
    "Returns the edge IDs of some edges between some vertices.\n\n"
-   "This method can operate in two different modes, depending on which\n"
-   "of the keyword arguments C{pairs} and C{path} are given.\n\n"
    "The method does not consider multiple edges; if there are multiple\n"
    "edges between a pair of vertices, only the ID of one of the edges\n"
    "is returned.\n\n"
    "@param pairs: a list of integer pairs. Each integer pair is considered\n"
    "  as a source-target vertex pair; the corresponding edge is looked up\n"
    "  in the graph and the edge ID is returned for each pair.\n"
-   "@param path: a list of vertex IDs. The list is considered as a\n"
-   "  continuous path from the first vertex to the last, passing\n"
-   "  through the intermediate vertices. The corresponding edge IDs\n"
-   "  between the first and the second, the second and the third and\n"
-   "  so on are looked up in the graph and the edge IDs are returned.\n"
-   "  If both C{path} and C{pairs} are given, the two lists are\n"
-   "  concatenated.\n"
    "@param directed: whether edge directions should be considered in\n"
    "  directed graphs. The default is C{True}. Ignored for undirected\n"
    "  graphs.\n"

From 885662dd623ef1362f9e0ca43208a5cf81d40a93 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Oct 2022 23:57:53 +0200
Subject: [PATCH 0879/1681] fix: Graph.modularity() and
 Graph.community_multilevel() now correctly exposes the resolution parameter,
 fixes #553

---
 src/_igraph/graphobject.c   |  5 ++---
 src/igraph/community.py     | 38 +++++++++++++++++++++++++++----------
 tests/conftest.py           | 22 +++++++++++++++++++++
 tests/test_decomposition.py |  8 ++++++++
 4 files changed, 60 insertions(+), 13 deletions(-)
 create mode 100644 tests/conftest.py

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b2c0d7966..395e22ab4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16575,8 +16575,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  C{True} will use the directed variant of the modularity measure where the\n"
    "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
    "  directed graphs as undirected.\n"
-   "@return: the modularity score. Score larger than 0.3 usually indicates\n"
-   "  strong community structure.\n"
+   "@return: the modularity score.\n"
    "@newfield ref: Reference\n"
    "@ref: MEJ Newman and M Girvan: Finding and evaluating community structure\n"
    "  in networks. Phys Rev E 69 026113, 2004.\n"
@@ -16702,7 +16701,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_multilevel",
    (PyCFunction) igraphmodule_Graph_community_multilevel,
    METH_VARARGS | METH_KEYWORDS,
-   "community_multilevel(weights=None, return_levels=True, resolution=1)\n--\n\n"
+   "community_multilevel(weights=None, return_levels=False, resolution=1)\n--\n\n"
    "Finds the community structure of the graph according to the multilevel\n"
    "algorithm of Blondel et al. This is a bottom-up algorithm: initially\n"
    "every vertex belongs to a separate community, and vertices are moved\n"
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 84d52edf9..a7628a358 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -192,7 +192,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     return VertexClustering(graph, cl, modularity_params=dict(weights=weights))
 
 
-def _community_multilevel(graph, weights=None, return_levels=False):
+def _community_multilevel(graph, weights=None, return_levels=False, resolution=1):
     """Community structure based on the multilevel algorithm of
     Blondel et al.
 
@@ -202,7 +202,7 @@ def _community_multilevel(graph, weights=None, return_levels=False):
     to the overall modularity score. When a consensus is reached (i.e. no
     single move would increase the modularity score), every community in
     the original graph is shrank to a single vertex (while keeping the
-    total weight of the adjacent edges) and the process continues on the
+    total weight of the incident edges) and the process continues on the
     next level. The algorithm stops when it is not possible to increase
     the modularity any more after shrinking the communities to vertices.
 
@@ -213,6 +213,10 @@ def _community_multilevel(graph, weights=None, return_levels=False):
     @param return_levels: if C{True}, the communities at each level are
       returned in a list. If C{False}, only the community structure with
       the best modularity is returned.
+    @param resolution: the resolution parameter to use in the modularity
+      measure. Smaller values result in a smaller number of larger clusters,
+      while higher values yield a large number of small clusters. The classical
+      modularity measure assumes a resolution parameter of 1.
     @return: a list of L{VertexClustering} objects, one corresponding to
       each level (if C{return_levels} is C{True}), or a L{VertexClustering}
       corresponding to the best modularity.
@@ -225,20 +229,26 @@ def _community_multilevel(graph, weights=None, return_levels=False):
     if graph.is_directed():
         raise ValueError("input graph must be undirected")
 
+    modularity_params = dict(weights=weights, resolution=resolution)
     if return_levels:
-        levels, qs = GraphBase.community_multilevel(graph, weights, True)
+        levels, qs = GraphBase.community_multilevel(
+            graph, weights, return_levels=True, resolution=resolution
+        )
         result = []
         for level, q in zip(levels, qs):
             result.append(
                 VertexClustering(
-                    graph, level, q, modularity_params=dict(weights=weights)
+                    graph, level, q, modularity_params=modularity_params
                 )
             )
     else:
-        membership = GraphBase.community_multilevel(graph, weights, False)
+        membership = GraphBase.community_multilevel(
+            graph, weights, return_levels=False, resolution=resolution
+        )
         result = VertexClustering(
-            graph, membership, modularity_params=dict(weights=weights)
+            graph, membership, modularity_params=modularity_params
         )
+
     return result
 
 
@@ -485,18 +495,19 @@ def _community_leiden(
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
-def _modularity(self, membership, weights=None):
+def _modularity(self, membership, weights=None, resolution=1, directed=True):
     """Calculates the modularity score of the graph with respect to a given
     clustering.
 
     The modularity of a graph w.r.t. some division measures how good the
     division is, or how separated are the different vertex types from each
-    other. It's defined as M{Q=1/(2m)*sum(Aij-ki*kj/(2m)delta(ci,cj),i,j)}.
+    other. It's defined as M{Q=1/(2m)*sum(Aij-gamma*ki*kj/(2m)delta(ci,cj),i,j)}.
     M{m} is the number of edges, M{Aij} is the element of the M{A}
     adjacency matrix in row M{i} and column M{j}, M{ki} is the degree of
     node M{i}, M{kj} is the degree of node M{j}, and M{Ci} and C{cj} are
-    the types of the two vertices (M{i} and M{j}). M{delta(x,y)} is one iff
-    M{x=y}, 0 otherwise.
+    the types of the two vertices (M{i} and M{j}), and M{gamma} is a resolution
+    parameter that defaults to 1 for the classical definition of modularity.
+    M{delta(x,y)} is one iff M{x=y}, 0 otherwise.
 
     If edge weights are given, the definition of modularity is modified as
     follows: M{Aij} becomes the weight of the corresponding edge, M{ki}
@@ -507,6 +518,13 @@ def _modularity(self, membership, weights=None):
     @param membership: a membership list or a L{VertexClustering} object
     @param weights: optional edge weights or C{None} if all edges are
       weighed equally. Attribute names are also allowed.
+    @param resolution: the resolution parameter I{gamma} in the formula above.
+      The classical definition of modularity is retrieved when the resolution
+      parameter is set to 1.
+    @param directed: whether to consider edge directions if the graph is directed.
+      C{True} will use the directed variant of the modularity measure where the
+      in- and out-degrees of nodes are treated separately; C{False} will treat
+      directed graphs as undirected.
     @return: the modularity score
 
     @newfield ref: Reference
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 000000000..9d0f7c610
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,22 @@
+import gc
+import sys
+
+from pytest import fixture
+
+
+@fixture(autouse=True)
+def check_refcounts():
+    objs = [True, False]
+    gc.collect()
+    refs = {}
+    for obj in objs:
+        refs[obj] = sys.getrefcount(obj)
+    gc.collect()
+
+    yield
+
+    gc.collect()
+    for obj in objs:
+        current = sys.getrefcount(obj)
+        if refs[obj] - current > 7:
+            raise RuntimeError(f"reference count of {obj} decreased from {refs[obj]} to {current}")
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 19be7ecf9..43be061a4 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -360,6 +360,7 @@ def testMultilevel(self):
             (10, 14),
             (11, 13),
         ]
+
         cls = g.community_multilevel(return_levels=True)
         self.assertTrue(len(cls) == 2)
         self.assertMembershipsEqual(
@@ -371,6 +372,13 @@ def testMultilevel(self):
         self.assertAlmostEqual(cls[0].q, 0.346301, places=5)
         self.assertAlmostEqual(cls[1].q, 0.392219, places=5)
 
+        cls = g.community_multilevel()
+        self.assertTrue(len(cls.membership) == g.vcount())
+        self.assertMembershipsEqual(
+            cls, [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1]
+        )
+        self.assertAlmostEqual(cls.q, 0.392219, places=5)
+
     def testOptimalModularity(self):
         try:
             g = Graph.Famous("bull")

From 49931e0c5cb9370e5fe30c5d05b956a3c31b50d8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Oct 2022 00:40:51 +0200
Subject: [PATCH 0880/1681] fix: restored proper behaviour of power_law_fit(),
 p-values are now calculated again, fixes #580

---
 src/_igraph/igraphmodule.c | 19 +++++++++++++------
 tests/conftest.py          | 22 ----------------------
 2 files changed, 13 insertions(+), 28 deletions(-)
 delete mode 100644 tests/conftest.py

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 2c67c5bd6..834a499fc 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -563,14 +563,15 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
 
 
 PyObject* igraphmodule_power_law_fit(PyObject *self, PyObject *args, PyObject *kwds) {
-  static char* kwlist[] = { "data", "xmin", "force_continuous", NULL };
+  static char* kwlist[] = { "data", "xmin", "force_continuous", "p_precision", NULL };
   PyObject *data_o, *force_continuous_o = Py_False;
   igraph_vector_t data;
   igraph_plfit_result_t result;
-  double xmin = -1;
+  double xmin = -1, p_precision = 0.01;
+  igraph_real_t p;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|dO", kwlist, &data_o,
-        &xmin, &force_continuous_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|dOd", kwlist, &data_o,
+        &xmin, &force_continuous_o, &p_precision))
     return NULL;
 
   if (igraphmodule_PyObject_float_to_vector_t(data_o, &data))
@@ -582,10 +583,16 @@ PyObject* igraphmodule_power_law_fit(PyObject *self, PyObject *args, PyObject *k
     return NULL;
   }
 
+  if (igraph_plfit_result_calculate_p_value(&result, &p, p_precision)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&data);
+    return NULL;
+  }
+
   igraph_vector_destroy(&data);
 
-  return Py_BuildValue("Odddd", result.continuous ? Py_True : Py_False,
-      result.alpha, result.xmin, result.L, result.D);
+  return Py_BuildValue("Oddddd", result.continuous ? Py_True : Py_False,
+      result.alpha, result.xmin, result.L, result.D, (double) p);
 }
 
 PyObject* igraphmodule_split_join_distance(PyObject *self,
diff --git a/tests/conftest.py b/tests/conftest.py
deleted file mode 100644
index 9d0f7c610..000000000
--- a/tests/conftest.py
+++ /dev/null
@@ -1,22 +0,0 @@
-import gc
-import sys
-
-from pytest import fixture
-
-
-@fixture(autouse=True)
-def check_refcounts():
-    objs = [True, False]
-    gc.collect()
-    refs = {}
-    for obj in objs:
-        refs[obj] = sys.getrefcount(obj)
-    gc.collect()
-
-    yield
-
-    gc.collect()
-    for obj in objs:
-        current = sys.getrefcount(obj)
-        if refs[obj] - current > 7:
-            raise RuntimeError(f"reference count of {obj} decreased from {refs[obj]} to {current}")

From 383d43ba4efaf46b341ae79cdf58f0c900d9aa18 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Oct 2022 00:45:02 +0200
Subject: [PATCH 0881/1681] doc: documented p_precision parameter of
 power_law_fit()

---
 src/_igraph/igraphmodule.c | 2 +-
 src/igraph/statistics.py   | 9 +++++++--
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 834a499fc..06455e323 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -693,7 +693,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"_power_law_fit", (PyCFunction)igraphmodule_power_law_fit,
     METH_VARARGS | METH_KEYWORDS,
-    "_power_law_fit(data, xmin=-1, force_continuous=False)\n--\n\n"
+    "_power_law_fit(data, xmin=-1, force_continuous=False, p_precision=0.01)\n--\n\n"
   },
   {"convex_hull", (PyCFunction)igraphmodule_convex_hull,
     METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 700e8d848..ca655eb54 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -502,7 +502,7 @@ def percentile(xs, p=(25, 50, 75), sort=True):
     return quantile(xs, p / 100.0, sort)
 
 
-def power_law_fit(data, xmin=None, method="auto"):
+def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
     """Fitting a power-law distribution to empirical data
 
     @param data: the data to fit, a list containing integer values
@@ -530,6 +530,11 @@ def power_law_fit(data, xmin=None, method="auto"):
           method is used if the input vector contains at least one fractional
           value and the discrete method is used if the input vector contains
           integers only.
+    @param p_precision: desired precision of the p-value calculation. The
+      precision ultimately depends on the number of resampling attempts. The
+      number of resampling trials is determined by 0.25 divided by the square
+      of the required precision. For instance, a required precision of 0.01
+      means that 2500 samples will be drawn.
 
     @return: a L{FittedPowerLaw} object. The fitted C{xmin} value and the
       power-law exponent can be queried from the C{xmin} and C{alpha}
@@ -551,7 +556,7 @@ def power_law_fit(data, xmin=None, method="auto"):
         raise ValueError("unknown method: %s" % method)
 
     force_continuous = method in ("continuous", "hill")
-    return FittedPowerLaw(*_power_law_fit(data, xmin, force_continuous))
+    return FittedPowerLaw(*_power_law_fit(data, xmin, force_continuous, p_precision))
 
 
 def quantile(xs, q=(0.25, 0.5, 0.75), sort=True):

From becc5884ee901655ca09f4e1856037787c3e353e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Oct 2022 08:53:37 +0200
Subject: [PATCH 0882/1681] doc: document that --use-pkg-config needed for both
 setup.py build and install, refs #574 [ci skip]

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index 42225e01b..e3f08d811 100644
--- a/README.md
+++ b/README.md
@@ -127,9 +127,14 @@ Alternatively, if you have already downloaded and extracted the source code
 of igraph, you can run `setup.py` directly:
 
 ```bash
+python setup.py build --use-pkg-config
 python setup.py install --use-pkg-config
 ```
 
+(Note that you need `--use-pkg-config` for both invocations, otherwise the call
+to `setup.py install` would still build the vendored C core instead of linking
+to an existing installation).
+
 This option is primarily intended for package maintainers in Linux
 distributions so they can ensure that the packaged Python interface links to
 the packaged igraph library instead of bringing its own copy.

From a452cd2e7674f79b7e06ad24a5983b11b54a5295 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 4 Oct 2022 08:57:02 +0200
Subject: [PATCH 0883/1681] doc: document that one needs
 SETUPTOOLS_USE_DISTUTILS=stdlib for MSYS2 [ci skip]

---
 README.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/README.md b/README.md
index e3f08d811..7f5cb06be 100644
--- a/README.md
+++ b/README.md
@@ -62,6 +62,9 @@ set IGRAPH_CMAKE_EXTRA_ARGS=-A [arch]
 ```
 
 where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
+Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
+environment variable to `stdlib`; this is because MSYS2 uses a patched version
+of `distutils` that conflicts with `setuptools >= 60.0`.
 
 #### Enabling GraphML
 

From 62a2501805454af4ed80de83915f1df620e2e80f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 6 Oct 2022 11:38:14 +0200
Subject: [PATCH 0884/1681] docs: add references for Realize_Degree_Sequence

---
 src/_igraph/graphobject.c | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 395e22ab4..88bb5d08e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13331,6 +13331,26 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "    - C{smallest}: The vertex with smallest remaining degree first.\n"
     "    - C{largest}: The vertex with the largest remaining degree first.\n"
     "    - C{index}: The vertices are selected in order of their index.\n"
+    "\n"
+    "In the undirected case, C{smallest} is guaranteed to produce a connected graph.\n"
+    "See Horvát and Modes (2021) for details.\n"
+    "\n"
+    "@newfield ref: Reference\n"
+    "@ref: V. Havel,\n"
+    "Poznámka o existenci konečných grafů (A remark on the existence of finite graphs),\n"
+    "Časopis pro pěstování matematiky 80, 477-480 (1955).\n"
+    "http://eudml.org/doc/19050\n"
+    "@ref: S. L. Hakimi,\n"
+    "On Realizability of a Set of Integers as Degrees of the Vertices of a Linear Graph,\n"
+    "Journal of the SIAM 10, 3 (1962).\n"
+    "https://www.jstor.org/stable/2098770\n"
+    "@ref: D. J. Kleitman and D. L. Wang,\n"
+    "Algorithms for Constructing Graphs and Digraphs with Given Valences and Factors,\n"
+    "Discrete Mathematics 6, 1 (1973).\n"
+    "https://doi.org/10.1016/0012-365X%2873%2990037-X\n"
+    "@ref: Sz. Horvát and C. D. Modes,\n"
+    "Connectedness matters: construction and exact random sampling of connected networks (2021).\n"
+    "https://doi.org/10.1088/2632-072X/abced5\n"
   },
 
   // interface to igraph_ring

From 2a2f7a5354ce5655b13b51ac5257730826f47836 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 6 Oct 2022 15:01:00 +0200
Subject: [PATCH 0885/1681] doc: fix a few PyDoctor warnings while building the
 documentation

---
 src/_igraph/graphobject.c                   | 114 ++++++++++----------
 src/_igraph/igraphmodule.c                  |   4 +-
 src/igraph/basic.py                         |   6 +-
 src/igraph/drawing/matplotlib/dendrogram.py |   4 +-
 src/igraph/io/objects.py                    |  12 +--
 5 files changed, 70 insertions(+), 70 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 88bb5d08e..f3881e802 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13332,25 +13332,25 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "    - C{largest}: The vertex with the largest remaining degree first.\n"
     "    - C{index}: The vertices are selected in order of their index.\n"
     "\n"
-    "In the undirected case, C{smallest} is guaranteed to produce a connected graph.\n"
-    "See Horvát and Modes (2021) for details.\n"
+    "  In the undirected case, C{smallest} is guaranteed to produce a connected graph.\n"
+    "  See Horvát and Modes (2021) for details.\n"
     "\n"
     "@newfield ref: Reference\n"
     "@ref: V. Havel,\n"
-    "Poznámka o existenci konečných grafů (A remark on the existence of finite graphs),\n"
-    "Časopis pro pěstování matematiky 80, 477-480 (1955).\n"
-    "http://eudml.org/doc/19050\n"
+    "  Poznámka o existenci konečných grafů (A remark on the existence of finite graphs),\n"
+    "  Časopis pro pěstování matematiky 80, 477-480 (1955).\n"
+    "  U{http://eudml.org/doc/19050}\n"
     "@ref: S. L. Hakimi,\n"
-    "On Realizability of a Set of Integers as Degrees of the Vertices of a Linear Graph,\n"
-    "Journal of the SIAM 10, 3 (1962).\n"
-    "https://www.jstor.org/stable/2098770\n"
+    "  On Realizability of a Set of Integers as Degrees of the Vertices of a Linear Graph,\n"
+    "  Journal of the SIAM 10, 3 (1962).\n"
+    "  U{https://www.jstor.org/stable/2098770}\n"
     "@ref: D. J. Kleitman and D. L. Wang,\n"
-    "Algorithms for Constructing Graphs and Digraphs with Given Valences and Factors,\n"
-    "Discrete Mathematics 6, 1 (1973).\n"
-    "https://doi.org/10.1016/0012-365X%2873%2990037-X\n"
+    "  Algorithms for Constructing Graphs and Digraphs with Given Valences and Factors,\n"
+    "  Discrete Mathematics 6, 1 (1973).\n"
+    "  U{https://doi.org/10.1016/0012-365X%2873%2990037-X}\n"
     "@ref: Sz. Horvát and C. D. Modes,\n"
-    "Connectedness matters: construction and exact random sampling of connected networks (2021).\n"
-    "https://doi.org/10.1088/2632-072X/abced5\n"
+    "  Connectedness matters: construction and exact random sampling of connected networks (2021).\n"
+    "  U{https://doi.org/10.1088/2632-072X/abced5}\n"
   },
 
   // interface to igraph_ring
@@ -13574,7 +13574,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity */
   {"assortativity", (PyCFunction)igraphmodule_Graph_assortativity,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity(types1, types2=None, directed=True)\n--\n\n"
+   "assortativity(types1, types2=None, directed=True, normalized=True)\n--\n\n"
    "Returns the assortativity of the graph based on numeric properties\n"
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
@@ -13823,9 +13823,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "connected_components(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) connected components for a given graph.\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{VertexClustering} object.\n"
-   "  It is advised to use that.\n"
+   "Atttention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{VertexClustering} object.\n"
+   "It is advised to use that.\n"
    "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
    "  the clusters being sought. Optional, defaults to C{\"strong\"}.\n"
    "@return: the component index for every node in the graph.\n"},
@@ -14439,8 +14439,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "path_length_hist(directed=True)\n--\n\n"
    "Calculates the path length histogram of the graph\n"
-   "@attention: this function is wrapped in a more convenient syntax in the\n"
-   "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "Attention: this function is wrapped in a more convenient syntax in the\n"
+   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param directed: whether to consider directed paths\n"
    "@return: a tuple. The first item of the tuple is a list of path lengths,\n"
    "  the M{i}th element of the list contains the number of paths with length\n"
@@ -14962,9 +14962,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "I{b} and also from I{b} to I{a}; asymmetric, there is an edge\n"
    "either from I{a} to I{b} or from I{b} to I{a} but not the other way\n"
    "and null, no edges between I{a} and I{b}.\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{DyadCensus} object.\n"
-   "  It is advised to use that.\n\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{DyadCensus} object.\n"
+   "It is advised to use that.\n\n"
    "@return: the number of mutual, asymmetric and null connections in a\n"
    "  3-tuple."
   },
@@ -14976,10 +14976,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "vertices in a directed graph. A triplet can be in one of 16 states,\n"
    "these are listed in the documentation of the C interface of igraph.\n"
    "\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{TriadCensus} object.\n"
-   "  It is advised to use that. The name of the triplet classes are\n"
-   "  also documented there.\n\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{TriadCensus} object.\n"
+   "It is advised to use that. The name of the triplet classes are\n"
+   "also documented there.\n\n"
   },
   {"list_triangles", (PyCFunction) igraphmodule_Graph_list_triangles,
    METH_NOARGS,
@@ -16285,9 +16285,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "maxflow(source, target, capacity=None)\n--\n\n"
    "Returns the maximum flow between the source and target vertices.\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{Flow} object. It is advised\n"
-   "  to use that.\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{Flow} object. It is advised\n"
+   "to use that.\n"
    "@param source: the source vertex ID\n"
    "@param target: the target vertex ID\n"
    "@param capacity: the capacity of the edges. It must be a list or a valid\n"
@@ -16312,11 +16312,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "directed graph.\n\n"
    "This function lists all edge-cuts between a source and a target vertex.\n"
    "Every cut is listed exactly once.\n\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a list of L{Cut} objects. It is\n"
+   "advised to use that.\n"
    "@param source: the source vertex ID\n"
    "@param target: the target vertex ID\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a list of L{Cut} objects. It is\n"
-   "  advised to use that.\n"
    "@return: a tuple where the first element is a list of lists of edge IDs\n"
    "  representing a cut and the second element is a list of lists of vertex\n"
    "  IDs representing the sets of vertices that were separated by the cuts.\n"
@@ -16326,11 +16326,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "all_st_mincuts(source, target)\n--\n\n"
    "Returns all minimum cuts between the source and target vertices in a\n"
    "directed graph.\n\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a list of L{Cut} objects. It is\n"
+   "advised to use that.\n\n"
    "@param source: the source vertex ID\n"
    "@param target: the target vertex ID\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a list of L{Cut} objects. It is\n"
-   "  advised to use that.\n"
   },
   {"mincut_value", (PyCFunction) igraphmodule_Graph_mincut_value,
    METH_VARARGS | METH_KEYWORDS,
@@ -16359,9 +16359,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "For undirected graphs and no source and target, the method uses the Stoer-Wagner\n"
    "algorithm. For a given source and target, the method uses the push-relabel\n"
    "algorithm; see the references below.\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{Cut} object. It is advised\n"
-   "  to use that.\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{Cut} object. It is advised\n"
+   "to use that.\n\n"
    "@param source: the source vertex ID. If C{None}, target must also be\n"
    "  {None} and the calculation will be done for the entire graph (i.e. all\n"
    "  possible vertex pairs).\n"
@@ -16386,6 +16386,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "st_mincut(source, target, capacity=None)\n--\n\n"
    "Calculates the minimum cut between the source and target vertices in a\n"
    "graph.\n\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a list of L{Cut} objects. It is\n"
+   "advised to use that.\n\n"
    "@param source: the source vertex ID\n"
    "@param target: the target vertex ID\n"
    "@param capacity: the capacity of the edges. It must be a list or a valid\n"
@@ -16394,9 +16397,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the value of the minimum cut, the IDs of vertices in the\n"
    "  first and second partition, and the IDs of edges in the cut,\n"
    "  packed in a 4-tuple\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a list of L{Cut} objects. It is\n"
-   "  advised to use that.\n"
   },
 
   {"gomory_hu_tree", (PyCFunction) igraphmodule_Graph_gomory_hu_tree,
@@ -16460,9 +16460,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_NOARGS,
    "cohesive_blocks()\n--\n\n"
    "Calculates the cohesive block structure of the graph.\n\n"
-   "@attention: this function has a more convenient interface in class\n"
-   "  L{Graph} which wraps the result in a L{CohesiveBlocks} object.\n"
-   "  It is advised to use that.\n"
+   "Attention: this function has a more convenient interface in class\n"
+   "L{Graph}, which wraps the result in a L{CohesiveBlocks} object.\n"
+   "It is advised to use that.\n"
   },
 
   /********************************/
@@ -16581,9 +16581,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "is the total weight of edges incident on vertex M{i}, M{kj} is the\n"
    "total weight of edges incident on vertex M{j} and M{m} is the total\n"
    "edge weight in the graph.\n\n"
-   "@attention: method overridden in L{Graph} to allow L{VertexClustering}\n"
-   "  objects as a parameter. This method is not strictly necessary, since\n"
-   "  the L{VertexClustering} class provides a variable called C{modularity}.\n"
+   "Attention: method overridden in L{Graph} to allow L{VertexClustering}\n"
+   "objects as a parameter. This method is not strictly necessary, since\n"
+   "the L{VertexClustering} class provides a variable called C{modularity}.\n\n"
    "@param membership: the membership vector, e.g. the vertex type index for\n"
    "  each vertex.\n"
    "@param weights: optional edge weights or C{None} if all edges are weighed\n"
@@ -16625,8 +16625,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community, and communities are merged one by one. In every step, the two\n"
    "communities being merged are the ones which result in the maximal increase\n"
    "in modularity.\n\n"
-   "@attention: this function is wrapped in a more convenient syntax in the\n"
-   "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "Attention: this function is wrapped in a more convenient syntax in the\n"
+   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the following elements:\n"
@@ -16701,8 +16701,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "A proper implementation of Newman's eigenvector community structure\n"
    "detection. Each split is done by maximizing the modularity regarding\n"
    "the original network. See the reference for details.\n\n"
-   "@attention: this function is wrapped in a more convenient syntax in the\n"
-   "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "Attention: this function is wrapped in a more convenient syntax in the\n"
+   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param n: the desired number of communities. If negative, the algorithm\n"
    "  tries to do as many splits as possible. Note that the algorithm\n"
    "  won't split a community further if the signs of the leading eigenvector\n"
@@ -16732,8 +16732,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "keeping the total weight of the incident edges) and the process continues\n"
    "on the next level. The algorithm stops when it is not possible to increase\n"
    "the modularity any more after shrinking the communities to vertices.\n\n"
-   "@attention: this function is wrapped in a more convenient syntax in the\n"
-   "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "Attention: this function is wrapped in a more convenient syntax in the\n"
+   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@param return_levels: if C{True}, returns the multilevel result. If\n"
@@ -16766,8 +16766,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   "is typically high. So we gradually remove the edge with the highest\n"
   "betweenness from the network and recalculate edge betweenness after every\n"
   "removal, as long as all edges are removed.\n\n"
-  "@attention: this function is wrapped in a more convenient syntax in the\n"
-  "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+  "Attention: this function is wrapped in a more convenient syntax in the\n"
+  "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
   "@param directed: whether to take into account the directedness of the edges\n"
   "  when we calculate the betweenness values.\n"
   "@param weights: name of an edge attribute or a list containing\n"
@@ -16871,8 +16871,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "method of Latapy & Pons.\n\n"
    "The basic idea of the algorithm is that short random walks tend to stay\n"
    "in the same community. The method provides a dendrogram.\n\n"
-   "@attention: this function is wrapped in a more convenient syntax in the\n"
-   "  derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "Attention: this function is wrapped in a more convenient syntax in the\n"
+   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 06455e323..c9133546d 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -808,13 +808,13 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"_enter_safelocale", (PyCFunction)igraphmodule__enter_safelocale,
     METH_NOARGS,
-    "_enter_safelocale() -> object\n--\n\n"
+    "_enter_safelocale()\n--\n\n"
     "Helper function for the L{safe_locale()} context manager. Do not use\n"
     "directly in your own code."
   },
   {"_exit_safelocale", (PyCFunction)igraphmodule__exit_safelocale,
     METH_O,
-    "_exit_safelocale(locale: object) -> None\n--\n\n"
+    "_exit_safelocale(locale)\n--\n\n"
     "Helper function for the L{safe_locale()} context manager. Do not use\n"
     "directly in your own code."
   },
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 416a9949a..0f35f89bf 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -124,15 +124,15 @@ def _delete_edges(graph, *args, **kwds):
     arguments. Edges in the derived edge sequence will be removed.
     Otherwise the first positional argument is considered as follows:
 
+    Deprecation notice: C{delete_edges(None)} has been replaced by
+    C{delete_edges()} - with no arguments - since igraph 0.8.3.
+
       - C{None} - deletes all edges (deprecated since 0.8.3)
       - a single integer - deletes the edge with the given ID
       - a list of integers - deletes the edges denoted by the given IDs
       - a list of 2-tuples - deletes the edges denoted by the given
         source-target vertex pairs. When multiple edges are present
         between a given source-target vertex pair, only one is removed.
-
-    @deprecated: C{delete_edges(None)} has been replaced by
-    C{delete_edges()} - with no arguments - since igraph 0.8.3.
     """
     if len(args) == 0 and len(kwds) == 0:
         return GraphBase.delete_edges(graph)
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index 4f4a22e8d..9e87b835b 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -63,8 +63,8 @@ def draw(self, dendro, orientation="lr", **kwds):
         Other keyword arguments are passed to mpl.patches.Polygon.
 
         @param dendro: the igraph.Dendrogram to plot.
-        @orientation: the direction of the plot. Accepted values are "lr" (root
-          on the right), "rl" (root on the left), "tb" (root at the bottom),
+        @param orientation: the direction of the plot. Accepted values are "lr"
+          (root on the right), "rl" (root on the left), "tb" (root at the bottom),
           and "bt" (root at the top). A few aliases are available (see
           L{utils.str_to_orientation}).
         """
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index bc22c9559..0646263de 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -258,7 +258,7 @@ def _construct_graph_from_list_dict(
 
     @param edges: the dict of sequences describing the edges
     @param directed: whether to create a directed graph
-    @vertex_name_attr: vertex attribute that will store the names
+    @param vertex_name_attr: vertex attribute that will store the names
 
     @returns: a Graph object
 
@@ -325,7 +325,7 @@ def _construct_graph_from_dict_dict(
     @param edges: the dict of dict of dicts specifying the edges and their
       attributes
     @param directed: whether to create a directed graph
-    @vertex_name_attr: vertex attribute that will store the names
+    @param vertex_name_attr: vertex attribute that will store the names
 
     @returns: a Graph object
     """
@@ -535,7 +535,7 @@ def _export_graph_to_dict_list(
     @param skip_none: whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr: only used with use_vids=False to choose what
+    @param vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -607,7 +607,7 @@ def _export_graph_to_tuple_list(
       elements of each tuple. None (default) is equivalent to an empty list. A
       string is acceptable to signify a single attribute and will be wrapped in
       a list internally.
-    @vertex_name_attr: only used with use_vids=False to choose what
+    @param vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -669,7 +669,7 @@ def _export_graph_to_list_dict(
       to be used as values of the dictionary. The default (list) makes a dict
       of lists, with each list representing the neighbors of the vertex
       specified in the respective dictionary key.
-    @vertex_name_attr: only used with use_vids=False to choose what
+    @param vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 
@@ -726,7 +726,7 @@ def _export_graph_to_dict_dict(
     @param skip_none: whether to skip, for each edge, attributes that
       have a value of None. This is useful if only some edges are expected to
       possess an attribute.
-    @vertex_name_attr: only used with use_vids=False to choose what
+    @param vertex_name_attr: only used with use_vids=False to choose what
       vertex attribute to use to name your vertices in the output data
       structure.
 

From a058f957005cfa61ac7ed0b04683383898234cf3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Oct 2022 00:24:45 +1100
Subject: [PATCH 0886/1681] Fix #587 via better docs and logic and add test
 (#589)

---
 src/igraph/drawing/__init__.py         | 38 ++++++++++++++++++++------
 tests/drawing/matplotlib/test_graph.py | 11 +++++++-
 tests/utils.py                         | 12 ++++++++
 3 files changed, 51 insertions(+), 10 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 7764bacde..eab1907eb 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -138,17 +138,24 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
           backend, and you can use interactive backends and matplotlib
           functions to save to file as well.
 
-        - C{string} -- a file with the given name will be created and an
-          appropriate Cairo surface will be attached to it. The supported image
-          formats are: PNG, PDF, SVG and PostScript.
+        - C{string} -- a file with the given name will be created and the plot
+          will be stored there. If you are using the Cairo backend, an
+          appropriate Cairo surface will be attached to the file. If you are
+          using the matplotlib backend, the Figure will be saved to that file
+          using Figure.savefig with default parameters. The supported image
+          formats for Cairo are: PNG, PDF, SVG and PostScript; matplotlib might
+          support additional formats.
 
         - C{cairo.Surface} -- the given Cairo surface will be used. This can
           refer to a PNG image, an arbitrary window, an SVG file, anything that
           Cairo can handle.
 
-        - C{None} -- no plotting will be performed; igraph simply returns a
-          CairoPlot_ object that you can use to manipulate the plot and save it
-          to a file later.
+        - C{None} -- If you are using the Cairo backend, no plotting will be
+          performed; igraph simply returns a CairoPlot_ object that you can use
+          to manipulate the plot and save it to a file later. If you are using
+          the matplotlib backend, a Figure objet and an Axes are created and
+          the Axes is returned so you can manipulate it further. Similarly, if
+          you are using the plotly backend, a Figure object is returned.
 
     @param bbox: the bounding box of the plot. It must be a tuple with either
       two or four integers, or a L{BoundingBox} object. If this is a tuple
@@ -185,8 +192,9 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       argument has an effect only if igraph is run inside IPython and C{target}
       is C{None}.
 
-    @return: an appropriate L{CairoPlot} object for the Cairo backend or the
-      Matplotlib C{Axes} object for the Matplotlib backend
+    @return: an appropriate L{CairoPlot} object for the Cairo backend, the
+      Matplotlib C{Axes} object for the Matplotlib backend, and the C{Figure}
+      object for the plotly backend.
 
     @see: Graph.__plot__
     """
@@ -227,11 +235,16 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
         if palette is not None and not isinstance(palette, Palette):
             palette = palettes[palette]
 
+        if isinstance(target, (str, Path)):
+            save_path = str(target)
+            target = None
+        else:
+            save_path = None
+
         if target is None:
             if backend == "matplotlib":
                 # Create a new axes if needed
                 _, target = plt.subplots()
-
             elif backend == "plotly":
                 # Create a new figure if needed
                 target = plotly.graph_objects.Figure()
@@ -249,6 +262,13 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
                 *args,
                 **kwds,
             )
+
+            if save_path is not None:
+                if backend == "matplotlib":
+                    target.figure.savefig(save_path)
+                elif backend == "plotly":
+                    target.write_image(save_path)
+
             return target
 
     # Cairo backend
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 1bfda8e1f..0cec58830 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -2,7 +2,9 @@
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering
+from igraph import Graph, InternalError, plot, VertexClustering, config
+
+from ...utils import overridden_configuration
 
 # FIXME: find a better way to do this that works for both direct call and module
 # import e.g. tox
@@ -80,6 +82,13 @@ def test_mark_groups_squares(self):
         dot.set_facecolor("blue")
         dot.radius *= 0.5
 
+    @image_comparison(baseline_images=["graph_basic"], remove_text=True)
+    def test_gh_587(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        with overridden_configuration('plotting.backend', 'matplotlib'):
+            plot(g, target="graph_basic.png", layout=self.layout_small_ring)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/utils.py b/tests/utils.py
index c4158416b..0d0a8067e 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -10,6 +10,18 @@
 __all__ = ("temporary_file", )
 
 
+@contextmanager
+def overridden_configuration(key, value):
+    from igraph import config
+
+    old_value = config[key]
+    config[key] = value
+    try:
+        yield
+    finally:
+        config[key] = old_value
+
+
 @contextmanager
 def temporary_file(content=None, mode=None, binary=False):
     tmpf, tmpfname = tempfile.mkstemp()

From 05b4d228e751542295fdc9f80f07360b6c0ae60f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 7 Oct 2022 20:50:07 +0200
Subject: [PATCH 0887/1681] docs: universal way to refer to igraph config file
 location on Windows (#590)

* docs: universal way to refer to igraph config file location on Windows

* docs: universal way to refer to user directory on Windows systems
---
 doc/source/tutorials/configuration/configuration.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index 408bf55a6..4a9a172ce 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -8,7 +8,7 @@ Configuration Instance
 
 This example shows how to use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_ to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
 
-First we define the default plotting backend, layout, and color palette, and save them. By default, ``ig.config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``C:\Documents and Settings\username\.igraphrc`` for Windows systems.
+First we define the default plotting backend, layout, and color palette, and save them. By default, ``ig.config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``%USERPROFILE%\.igraphrc`` for Windows systems.
 
 .. code-block:: python
 

From 82002d83159fb2c63abf01dbcba27c0552c8afb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 8 Oct 2022 00:55:17 +0200
Subject: [PATCH 0888/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 53f79ce3f..63d1a6f99 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 53f79ce3fd3cca903eb6d4402f26cd9357576f9a
+Subproject commit 63d1a6f9951394c7121c4c0000c6f725df14fa4b

From 0021e563c9b6d072583a613bb80d4fc57907bdb8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 8 Oct 2022 01:42:49 +0200
Subject: [PATCH 0889/1681] refactor: moved conversion of output='vpath' or
 output='epath' to a separate function

---
 src/_igraph/convert.c     | 22 ++++++++++++++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c |  9 +--------
 3 files changed, 24 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 90f76275a..a68af33f7 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3647,6 +3647,28 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
   return 0;
 }
 
+int igraphmodule_PyObject_to_vpath_or_epath(PyObject *object, igraph_bool_t *use_edges) {
+  if (object == 0 || object == Py_None) {
+    *use_edges = 0;
+    return 0;
+  }
+
+  if (!PyUnicode_Check(object)) {
+    PyErr_SetString(PyExc_ValueError, "output argument must be \"vpath\" or \"epath\"");
+    return 1;
+  }
+
+  if (PyUnicode_IsEqualToASCIIString(object, "vpath")) {
+    *use_edges = 0;
+    return 0;
+  } else if (PyUnicode_IsEqualToASCIIString(object, "epath")) {
+    *use_edges = 1;
+    return 0;
+  } else {
+    PyErr_SetString(PyExc_ValueError, "output argument must be \"vpath\" or \"epath\"");
+    return 1;
+  }
+}
 
 int igraphmodule_PyObject_to_drl_options_t(PyObject *obj,
     igraph_layout_drl_options_t *options) {
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 7f240e0e7..39cc02eb5 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -138,6 +138,7 @@ int igraphmodule_PyObject_to_eigen_algorithm_t(PyObject *object,
 																							 igraph_eigen_algorithm_t *a);
 int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
 																					 igraph_eigen_which_t *w);
+int igraphmodule_PyObject_to_vpath_or_epath(PyObject *object, igraph_bool_t *use_edges);
 
 /* Conversion from attributes to igraph types */
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f3881e802..d55122b5a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5005,15 +5005,8 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
         &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
     return NULL;
 
-  if (output_o == 0 || output_o == Py_None ||
-      PyUnicode_IsEqualToASCIIString(output_o, "vpath")) {
-    use_edges = 0;
-  } else if (PyUnicode_IsEqualToASCIIString(output_o, "epath")) {
-    use_edges = 1;
-  } else {
-    PyErr_SetString(PyExc_ValueError, "output argument must be \"vpath\" or \"epath\"");
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
     return NULL;
-  }
 
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
     return NULL;

From 26d74e649a420cb9155733070e396ff3d36c3efd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 9 Oct 2022 12:57:57 +0200
Subject: [PATCH 0890/1681] ci: trying to increase coverage of test matrix by
 preferring binary wheels over source

---
 .github/workflows/build.yml | 19 ++++---------------
 1 file changed, 4 insertions(+), 15 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2873fb875..6613a87a8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,8 +3,7 @@ name: Build and test, upload to PyPI on release
 on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
-  CIBW_TEST_COMMAND: "cd {project} && python -m pytest -v tests"
-  CIBW_TEST_EXTRAS: "test"
+  CIBW_TEST_COMMAND: "cd {project} && pip install -E test --prefer-binary . && python -m pytest -v tests"
   CIBW_SKIP: "cp36-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
@@ -34,17 +33,13 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
-          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
-          # wheel for Linux yet, and for Python 3.11 because SciPy does not
-          # have wheels for 3.11 at all
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-*"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.10.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
-          CIBW_TEST_EXTRAS: "test-musl"
+          CIBW_TEST_COMMAND: "cd {project} && pip install -E test-musl --prefer-binary . && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -77,7 +72,7 @@ jobs:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
-          CIBW_TEST_EXTRAS: "test-musl"
+          CIBW_TEST_COMMAND: "cd {project} && pip install -E test-musl --prefer-binary . && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -145,8 +140,6 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
-          # Skip tests for Python 3.11 because SciPy does not have wheels for 3.11 at all
-          CIBW_TEST_SKIP: "cp311-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -204,11 +197,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
-          # Skip tests for Python 3.10 because SciPy does not have a 32-bit
-          # wheel for Python 3.10 yet, and for Python 3.11 because SciPy does
-          # not have wheels for Python 3.11 at all yet
-          CIBW_TEST_SKIP: "cp310-win32 cp311-*"
-          CIBW_TEST_COMMAND: "cd /d {project} && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install -E test --prefer-binary . && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 3d12dc3a95bc3295016ec099c3d8e5c43f9e132b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 9 Oct 2022 13:13:24 +0200
Subject: [PATCH 0891/1681] ci: fix pip install syntax when installing with
 extras

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6613a87a8..f28304cde 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,7 +3,7 @@ name: Build and test, upload to PyPI on release
 on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
-  CIBW_TEST_COMMAND: "cd {project} && pip install -E test --prefer-binary . && python -m pytest -v tests"
+  CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp36-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
@@ -39,7 +39,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
-          CIBW_TEST_COMMAND: "cd {project} && pip install -E test-musl --prefer-binary . && python -m pytest -v tests"
+          CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -72,7 +72,7 @@ jobs:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
-          CIBW_TEST_COMMAND: "cd {project} && pip install -E test-musl --prefer-binary . && python -m pytest -v tests"
+          CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -197,7 +197,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install -E test --prefer-binary . && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary '.[test]' && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From a2a3d7fcfe101b57fa1a71f6689b4d4e6b34b04d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 9 Oct 2022 22:22:39 +0200
Subject: [PATCH 0892/1681] ci: bump Pillow version

---
 setup.py | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/setup.py b/setup.py
index a92bf5897..9232d6f06 100644
--- a/setup.py
+++ b/setup.py
@@ -908,11 +908,7 @@ def get_tag(self):
             # Matplotlib 3.6.0 does not support Python 3.7 any more
             "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
             "plotly>=5.3.0",
-            # matplotlib requires Pillow; however, Pillow >= 8.4 does not
-            # provide manylinux2010 wheels any more, but we need those in
-            # cibuildwheel for Linux so we need to restrict Pillow's version
-            # range
-            "Pillow>=8,<8.4; platform_python_implementation != 'PyPy'",
+            "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
 
         # Dependencies needed for testing on musllinux; only those that are either

From 222ebde9eecb92e5cf03f1fa8dc4b338cd4ec2c4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 9 Oct 2022 23:54:00 +0200
Subject: [PATCH 0893/1681] ci: more CI tweaks

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f28304cde..2b47b03c3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,9 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
+          # 32-bit wheels for Linux
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.10.2
@@ -197,7 +200,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary '.[test]' && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 44c84a2fdb617a194c62dbdcd7e06fb4cc652162 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Oct 2022 00:57:57 +0200
Subject: [PATCH 0894/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 63d1a6f99..1f7f21ee9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 63d1a6f9951394c7121c4c0000c6f725df14fa4b
+Subproject commit 1f7f21ee9066f51a4d72a3b6f9c1fa50a19f9877

From 9822a392e26d06fc185c59a2d62048ad680e44d5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Oct 2022 06:51:41 +0200
Subject: [PATCH 0895/1681] ci: skip tests for Win32 above Python 3.10 because
 SciPy does not publish 32-bit wheels any more

---
 .github/workflows/build.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2b47b03c3..696222403 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -201,6 +201,9 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
+          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
+          # 32-bit wheels for Windows
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 1f76f4f5e822b43a13858f618b1816136e6ae2d2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Oct 2022 23:56:49 +0200
Subject: [PATCH 0896/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 1f7f21ee9..17e828a49 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 1f7f21ee9066f51a4d72a3b6f9c1fa50a19f9877
+Subproject commit 17e828a4970e4301ed98315550566f9c3fb53960

From 9eb3f21c0df2bf2a7559b0ac9e6531800d9fb4f9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Oct 2022 00:26:52 +0200
Subject: [PATCH 0897/1681] ci: try to install Matplotlib 3.6 for testing
 purposes because we need it for Python 3.11

---
 setup.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 9232d6f06..c39a63eac 100644
--- a/setup.py
+++ b/setup.py
@@ -905,8 +905,9 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            # Matplotlib 3.6.0 does not support Python 3.7 any more
-            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
+            # Matplotlib 3.6.0 does not support Python 3.7 any more, but we need
+            # it because Python 3.11 support came in Matplotlib 3.6.0 first
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],

From cf8370be903df02d3aa08c1af560139265b3b401 Mon Sep 17 00:00:00 2001
From: sombreslames <proferrari.leon@gmail.com>
Date: Tue, 11 Oct 2022 08:34:08 +0200
Subject: [PATCH 0898/1681] Integrating igraph_get_k_shortest_paths with
 python-igraph (#577)

* Adding C wrapper and test for get_k_shortest_paths

* Used of k_O? PyLong_AsInt used for python object to get integer K

* igraphmodule_PyObject_to_integer_t instead of PyLong_AsInt

* igraph_integer_t cast for from,to and k; Update doc and naming of function parameter

* Erasing one test with multiple target vertex.
Correcting call to get_k_shortest_paths

* igraphmodule_PyObject_to_vid to handle vertex or vertex id
No more use of igraph_vs_destroy since to is not a vector

* Coding style

* Removing last igraph_vs_destroy

* Updat the PyArg_ParseTupleAndKeywords for igraphmodule_Graph_get_k_shortest_paths

* Reanming arg from "fromm" to "v" for the source vertex.

* test: get_k_shortest_paths() result checks in unit tests should not be sensitive to the order

* Adding output parameter to get_k_shortest_path
Changing order of arg of get_k_shortest_path(v,to,k,weights,mode,output)

* Correcting order for PyArg_ParseTupleAndKeywords of igraphmodule_Graph_get_k_shortest_paths

* style: nitpicking

* fix: make sure that unit tests pass with the new argument parsing

Co-authored-by: lferrari <leon.ferrari@artelys.com>
Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 src/_igraph/graphobject.c | 93 +++++++++++++++++++++++++++++++++++++++
 tests/test_structural.py  | 45 +++++++++++++++++++
 2 files changed, 138 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d55122b5a..e98257173 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5123,6 +5123,73 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_int_list_destroy(&res);
   return list ? list : NULL;
 }
+/** \ingroup python_interface_graph
+ * \brief Calculates the k-shortest paths from/to a given node in the graph
+ * \return a list containing the k-shortest paths from/to the given node
+ * \sa TODO I don't know what to write here : igraph_get_shortest_paths
+ */
+PyObject *igraphmodule_Graph_get_k_shortest_paths(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "v", "to", "k", "weights", "mode", "output", NULL };
+  igraph_vector_int_list_t res;
+  igraph_vector_t *weights = 0;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_integer_t from;
+  igraph_integer_t to;
+  igraph_integer_t k = 1;
+  PyObject *list, *from_o, *to_o;
+  PyObject *output_o = Py_None, *mode_o = Py_None, *weights_o = Py_None, *k_o = NULL;
+  igraph_bool_t use_edges = 0;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOOO", kwlist, &from_o,
+        &to_o, &k_o, &weights_o, &mode_o, &output_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (k_o != NULL && igraphmodule_PyObject_to_integer_t(k_o, &k))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(to_o, &to, &self->g))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  if (igraph_vector_int_list_init(&res, 0)) {
+    igraphmodule_handle_igraph_error();
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    return NULL;
+  }
+
+  if (igraph_get_k_shortest_paths(&self->g,
+        weights,
+        /* vertices, edges */
+        use_edges ? 0 : &res,
+        use_edges ? &res : 0,
+        k, from, to, mode)
+  ) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_list_destroy(&res);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    return NULL;
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  list = igraphmodule_vector_int_list_t_to_PyList(&res);
+  igraph_vector_int_list_destroy(&res);
+
+  return list ? list : NULL;
+}
 
 /** \ingroup python_interface_graph
  * \brief Calculates all the simple paths from a single source to other nodes
@@ -14139,6 +14206,32 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  reachable node in the graph in a list. Note that in case of mode=C{\"in\"},\n"
    "  the vertices in a path are returned in reversed order!"},
 
+  /* interface to igraph_get_k_shortest_paths */
+  {"get_k_shortest_paths",
+   (PyCFunction) igraphmodule_Graph_get_k_shortest_paths,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_k_shortest_paths(v, to, k=1, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "Calculates the k shortest paths from/to a given node in a graph.\n\n"
+   "@param v: the ID or name of the vertex from which the paths are calculated.\n"
+   "@param to: the ID or name of the vertex to which the paths are calculated.\n"
+   "@param k: the desired number of shortest path\n"
+   "@param weights: edge weights in a list or the name of an edge attribute\n"
+   "  holding edge weights. If C{None}, all edges are assumed to have\n"
+   "  equal weight.\n"
+   "@param mode: the directionality of the paths. C{\"in\"} means to\n"
+   "  calculate incoming paths, C{\"out\"} means to calculate outgoing\n"
+   "  paths, C{\"all\"} means to calculate both ones.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of vertex IDs will be returned, one path\n"
+   "  for each target vertex. For unconnected graphs, some of the list\n"
+   "  elements may be empty. Note that in case of mode=C{\"in\"}, the vertices\n"
+   "  in a path are returned in reversed order. If C{output=\"epath\"},\n"
+   "  edge IDs are returned instead of vertex IDs.\n"
+   "@return: the k shortest paths from the given source node to the given target node\n"
+   "  in a list of vertex or edge IDs (depending on the value of the C{output}\n"
+   "  argument). Note that in case of mode=C{\"in\"},\n"
+   "  the vertices in a path are returned in reversed order!"},
+
   /* interface to igraph_get_all_simple_paths */
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 610319139..b9b1d0b54 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -841,6 +841,51 @@ def testGetAllShortestPaths(self):
         self.assertEqual(4, sum(1 for path in sps if path[-1] == 12))
         self.assertEqual(12, sum(1 for path in sps if path[-1] == 15))
 
+    def testGetKShortestPaths(self):
+        g = Graph(4, [(0, 1), (1, 2), (1, 3), (2, 4), (3, 4), (4, 5)], directed=True)
+    
+        sps = sorted(g.get_k_shortest_paths(0, 0))
+        expected = [[0]]
+        self.assertEqual(expected, sps)
+    
+        sps = sorted(g.get_k_shortest_paths(0, 5, 2))
+        expected = [[0, 1, 2, 4, 5], [0, 1, 3, 4, 5]]
+        self.assertEqual(expected, sps)
+    
+        sps = sorted(g.get_k_shortest_paths(1, 4, 2))
+        expected = [[1, 2, 4], [1, 3, 4]]
+        self.assertEqual(expected, sps)
+    
+        g = Graph.Lattice([5, 5], circular=False)
+    
+        sps = sorted(g.get_k_shortest_paths(0, 12, 6))
+        expected = [
+            [0, 1, 2, 7, 12],
+            [0, 1, 6, 7, 12],
+            [0, 1, 6, 11, 12],
+            [0, 5, 6, 7, 12],
+            [0, 5, 6, 11, 12],
+            [0, 5, 10, 11, 12],
+        ]
+        self.assertEqual(expected, sps)
+    
+        g = Graph.Lattice([100, 100], circular=False)
+        sps = sorted(g.get_k_shortest_paths(0, 202, 6))
+        expected = [
+            [0, 1, 2, 102, 202],
+            [0, 1, 101, 102, 202],
+            [0, 1, 101, 201, 202],
+            [0, 100, 101, 102, 202],
+            [0, 100, 101, 201, 202],
+            [0, 100, 200, 201, 202],
+        ]
+        self.assertEqual(expected, sps)
+    
+        g = Graph([(0, 1), (1, 2), (0, 2)])
+        g.es["weight"] = [0.5, 0.5, 1]
+        sps = sorted(g.get_k_shortest_paths(0, 2, 2, weights="weight"))
+        self.assertEqual(sorted([[0, 2], [0, 1, 2]]), sorted(sps))
+    
     def testGetAllSimplePaths(self):
         g = Graph.Ring(20)
         sps = sorted(g.get_all_simple_paths(0, 10))

From f52191439392d04707c3020b6163ccc7f035b35c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Oct 2022 10:45:17 +0200
Subject: [PATCH 0899/1681] doc: update set_random_number_generator() docs

---
 src/_igraph/igraphmodule.c | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index c9133546d..35cda299d 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -772,12 +772,15 @@ static PyMethodDef igraphmodule_methods[] =
       "  with at least three attributes: C{random}, C{randint} and C{gauss}.\n"
       "  Each of them must be callable and their signature and behaviour\n"
       "  must be identical to C{random.random}, C{random.randint} and\n"
-      "  C{random.gauss}. By default, igraph uses the C{random} module for\n"
-      "  random number generation, but you can supply your alternative\n"
-      "  implementation here. If the given generator is C{None}, igraph\n"
-      "  reverts to the default Mersenne twister generator implemented in the\n"
-      "  C layer, which might be slightly faster than calling back to Python\n"
-      "  for random numbers, but you cannot set its seed or save its state.\n"
+      "  C{random.gauss}. Optionally, the object can provide a function named\n"
+      "  C{getrandbits} with a signature identical to C{randpm.getrandbits}\n"
+      "  that provides a given number of random bits on demand. By default,\n"
+      "  igraph uses the C{random} module for random number generation, but\n"
+      "  you can supply your alternative implementation here. If the given\n"
+      "  generator is C{None}, igraph reverts to the default PCG32 generator\n"
+      "  implemented in the C layer, which might be slightly faster than\n"
+      "  calling back to Python for random numbers, but you cannot set its\n"
+      "  seed or save its state.\n"
   },
   {"set_status_handler", igraphmodule_set_status_handler, METH_O,
       "set_status_handler(handler)\n--\n\n"

From fe3ef23b6b08946096bc627f6caea0596904a54c Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 11 Oct 2022 20:23:08 +1100
Subject: [PATCH 0900/1681] Readthedocs (#591)

* Fix a bunch of links from tutorials

* RTD config file and requirements empty file

* Add some deps in the requirements

* Typo in RTD config

* Grab doc version slug from RTD

* Add pydoctor to requirements

* Some OS devs

* Pre-build command

* Playing with pre-build hook

* More playing with pre-build hook, not pre-create-env

* Try a different install method

* Tell RTD to build the C core explicitely

* Git submodule in RTD conf

* Update OS to Ubuntu 22.04, hoping it has cmake 3.18

* Switch in conf.py for RTD and pydoctor

* Install using wheel+pip, no egg file please

* Indent typo in RTD conf

* Try setting output folder for pydoctor on RTD

* Simplify catching html output folder

* Try patching pydoctor re race condition with RTD extension

* Make RTD prebuild script

* RTD uses python 3.9

* conf.py and other streamlining, try to use native RTD theme

* Change pydoctor output UI

* Tidy up conf.py

* Try out RTD theme for pydoctor

* Theme fix and umap double space

* Corrected absolute links to github pages and API objects

* Improve home page

* Add link checker

* Better wording on homepage

* Fix broken links and HTTPS redirects

* Fix a few more redirects

* Fix https errors in linkcheck

* Require recent requests package for linkcheck

* Ignore linkcheck output folder

* Skip linkcheck for now

* Introspection is cool

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .gitignore                                    |   1 +
 .readthedocs.yaml                             |  49 +++++
 doc/source/analysis.rst                       |   6 +-
 doc/source/conf.py                            | 194 ++++++++++--------
 doc/source/generation.rst                     |   6 +-
 doc/source/index.rst                          |  22 +-
 doc/source/install.rst                        |  10 +-
 doc/source/requirements.txt                   |  10 +
 doc/source/sphinxext/postprocess_api.py       |  27 ++-
 doc/source/tutorial.rst                       |  18 +-
 .../articulation_points.rst                   |   5 +-
 .../tutorials/betweenness/betweenness.rst     |  13 +-
 .../bipartite_matching/bipartite_matching.rst |   5 +-
 .../bipartite_matching_maxflow.rst            |  11 +-
 doc/source/tutorials/bridges/bridges.rst      |   5 +-
 .../tutorials/cluster_graph/cluster_graph.rst |  16 +-
 .../tutorials/complement/complement.rst       |   5 +-
 .../tutorials/configuration/configuration.rst |   4 +-
 .../connected_components.rst                  |   7 +-
 .../tutorials/erdos_renyi/erdos_renyi.rst     |   6 +-
 .../tutorials/isomorphism/isomorphism.rst     |   5 +-
 doc/source/tutorials/maxflow/maxflow.rst      |   5 +-
 .../minimum_spanning_trees.rst                |   7 +-
 .../ring_animation/ring_animation.rst         |   5 +-
 .../shortest_paths/shortest_paths.rst         |  11 +-
 doc/source/tutorials/simplify/simplify.rst    |   5 +-
 .../spanning_trees/spanning_trees.rst         |  10 +-
 .../topological_sort/topological_sort.rst     |   8 +-
 .../tutorials/visual_style/visual_style.rst   |   2 +-
 .../visualize_cliques/visualize_cliques.rst   |   6 +-
 doc/source/visualisation.rst                  |   6 +-
 scripts/mkdoc.sh                              |  27 ++-
 scripts/rtd_prebuild.sh                       |  13 ++
 src/_igraph/graphobject.c                     |  20 +-
 34 files changed, 298 insertions(+), 252 deletions(-)
 create mode 100644 .readthedocs.yaml
 create mode 100644 doc/source/requirements.txt
 create mode 100755 scripts/rtd_prebuild.sh

diff --git a/.gitignore b/.gitignore
index af835ecb6..f0a852ea0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,6 +18,7 @@ vendor/install/
 .DS_Store
 
 doc/source/gallery.rst
+doc/linkcheck
 doc/api/
 doc/dash/
 doc/html/
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 000000000..7af56aadb
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,49 @@
+# .readthedocs.yaml
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+submodules:
+  include:
+    - vendor/source/igraph
+  recursive: true
+
+# Set the version of Python and other tools you might need
+build:
+  os: ubuntu-22.04
+  apt_packages:
+    - cmake
+    - flex
+    - bison
+    - libxml2-dev
+    - zlib1g-dev
+
+  tools:
+    python: "3.9"
+    # You can also specify other tool versions:
+    # nodejs: "16"
+    # rust: "1.55"
+    # golang: "1.17"
+
+  jobs:
+    pre_build:
+      - bash ./scripts/rtd_prebuild.sh
+      # One website complains about legacy SSL renegotiation (?), skip for now
+      #- python -m sphinx -b linkcheck doc/source/ _build/linkcheck
+
+
+# Build documentation in the docs/ directory with Sphinx
+sphinx:
+   configuration: doc/source/conf.py
+
+# If using Sphinx, optionally build your docs in additional formats such as PDF
+# formats:
+#    - pdf
+
+# Optionally declare the Python requirements required to build your docs
+python:
+   install:
+   - requirements: doc/source/requirements.txt
+
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index d9e23869e..1be2277df 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -6,7 +6,7 @@
 Graph analysis
 ==============
 
-|igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the `API documentation`_ for details on each function and class.
+|igraph| enables analysis of graphs/networks from simple operations such as adding and removing nodes to complex theoretical constructs such as community detection. Read the :doc:`api/index` for details on each function and class.
 
 The context for the following examples will be to import |igraph| (commonly as `ig`), have the :class:`Graph` class and to have one or more graphs available::
 
@@ -51,7 +51,7 @@ You can index and slice vertices and edges like indexing and slicing a list::
     >>> g.vs[0, 2, 4]
     >>> g.es[3]
 
-.. note:: The `vs` and `es` attributes are special sequences with their own useful methods. See `API documentation`_ for a full list.
+.. note:: The `vs` and `es` attributes are special sequences with their own useful methods. See the :doc:`api/index` for a full list.
 
 If you prefer a vanilla edge list, you can use :meth:`Graph.get_edge_list`.
 
@@ -442,5 +442,3 @@ Flow and cuts are closely related, therefore you might find the following functi
 - :meth:`Graph.all_st_mincuts`
 - :meth:`Graph.edge_connectivity` or :meth:`Graph.edge_disjoint_paths` or :meth:`Graph.adhesion`
 - :meth:`Graph.vertex_connectivity` or :meth:`Graph.cohesion`
-
-.. _API documentation: https://igraph.org/python/api/latest/
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 28fb072c1..2e2356231 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -15,58 +15,52 @@
 
 import sys
 import os
-import os.path as op
+import importlib
+from pathlib import Path
 import sphinxbootstrap4theme
 
 
+# Check if we are inside readthedocs, the conf is quite different there
+is_inside_rtd = os.getenv("READTHEDOCS", "") == "True"
+rtd_version = os.getenv("READTHEDOCS_VERSION", "")
+
+
 # Utility functions
 # NOTE: these could be improved, esp by importing igraph, but that
-# currently generates a conflict with pydoctor
+# currently generates a conflict with pydoctor. It is funny because pydoctor's
+# docs indeed import itself... perhaps there's a decent way to solve this.
 def get_root_dir():
     '''Get project root folder'''
-    root_folder = op.abspath('../..')
-    return root_folder
+    return str(Path('.').absolute().parent.parent)
 
 
 def get_igraphdir():
     '''Get igraph folder'''
-    vmaj, vmin = sys.version_info[:2]
-    root_folder = get_root_dir()
-    ig_folder = op.join(
-        root_folder,
-        '.venv',
-        'lib',
-        f'python{vmaj}.{vmin}',
-        'site-packages',
-        'igraph',
-    )
-    return ig_folder
+    return Path(importlib.util.find_spec('igraph').origin).parent
 
 
 def get_igraph_version():
     '''Get igraph version'''
-    version_file = op.join(
-        get_igraphdir(),
-        'version.py',
-    )
+    if is_inside_rtd:
+        return rtd_version
+
+    version_file = get_igraphdir() / 'version.py'
     with open(version_file, 'rt') as f:
         version_info = (f.readline()
                          .rstrip('\n')
                          .split('=')[1]
                          .strip()[1:-1]
                          .split(', '))
-        version = '.'.join(version_info)
-        
+    version = '.'.join(version_info)
+
     return version
 
 
-# If extensions (or modules to document with autodoc) are in another directory,
-# add these directories to sys.path here. If the directory is relative to the
-# documentation root, use os.path.abspath to make it absolute, like shown here.
-#sys.path.append(os.path.abspath('.'))
-
 # -- General configuration -----------------------------------------------------
 
+_igraph_dir = str(get_igraphdir())
+_igraph_version = get_igraph_version()
+
 # If your documentation needs a minimal Sphinx version, state it here.
 #needs_sphinx = '1.0'
 
@@ -78,32 +72,14 @@ def get_igraph_version():
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
     'gallery_generator',
-    'pydoctor.sphinx_ext.build_apidocs',
-    'postprocess_api',
     #'sphinx_panels',
+    'pydoctor.sphinx_ext.build_apidocs',
 ]
 
-# Using --no-sidebar option to skip the sidebar whole together not to generate noise in the HTML.
-# Because the pydoctor output is integrated in a smaller div with a custom CSS it's not optimal to include the sidebar.
-pydoctor_args = [
-    '--project-name="igraph"',
-    '--project-version=' + get_igraph_version(),
-    '--project-url=https://igraph.org/python',
-    '--introspect-c-modules',
-    '--no-sidebar',
-    '--docformat=epytext',
-    #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
-    '--html-output=' + op.join(get_root_dir(), 'doc', 'html', 'api'),
-    #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
-    '--project-base-dir=' + get_igraphdir(),
-    get_igraphdir(),
-]
-
-# API docs relative to the rest of the docs
-# NOTE: there is a bug in pydoctor that requires this to be a subfolder
-# of the main docs. Although we patch pydoctor to work anyway, links might
-# be broken if that constraint is not satisfied
-pydoctor_url_path = 'api/'
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#sys.path.append(os.path.abspath('.'))
 
 # The suffix of source filenames.
 source_suffix = '.rst'
@@ -123,7 +99,7 @@ def get_igraph_version():
 # built documents.
 #
 # The short X.Y version.
-version = get_igraph_version()
+version = _igraph_version
 # The full version, including alpha/beta/rc tags.
 release = version
 
@@ -164,26 +140,50 @@ def get_igraph_version():
 
 # -- Options for HTML output ---------------------------------------------------
 
-# The theme to use for HTML and HTML Help pages.  See the documentation for
-# a list of builtin themes.
-html_theme = 'sphinxbootstrap4theme'
-#html_theme = 'alabaster'
+# The theme to use for HTML and HTML Help pages. RTD overloads this with their
+# standard theme if the variable 'html_theme' is not set
+if not is_inside_rtd:
+    html_theme = 'sphinxbootstrap4theme'
 
-# Add any paths that contain templates here, relative to this directory.
-templates_path = [
-        '_templates',
-]
+    # Add any paths that contain templates here, relative to this directory.
+    templates_path = [
+            '_templates',
+    ]
 
-# Theme options are theme-specific and customize the look and feel of a theme
-# further.  For a list of options available for each theme, see the
-# documentation.
-html_theme_options = {
-        "navbar_style": "full",
-        "navbar_color_class": "dark",
-}
+    # Theme options are theme-specific and customize the look and feel of a theme
+    # further.  For a list of options available for each theme, see the
+    # documentation.
+    html_theme_options = {
+            "navbar_style": "full",
+            "navbar_color_class": "dark",
+    }
+
+    # Add any paths that contain custom themes here, relative to this directory.
+    html_theme_path = [sphinxbootstrap4theme.get_path()]
+
+    # Add any paths that contain custom static files (such as style sheets) here,
+    # relative to this directory. They are copied after the builtin static files,
+    # so a file named "default.css" will overwrite the builtin "default.css".
+    html_static_path = ['_static']
+
+    # If false, no module index is generated.
+    html_domain_indices = False
+
+    # If false, no index is generated.
+    html_use_index = False
+
+    # If true, the index is split into individual pages for each letter.
+    #html_split_index = False
+
+    # If true, links to the reST sources are added to the pages.
+    html_show_sourcelink = False
 
-# Add any paths that contain custom themes here, relative to this directory.
-html_theme_path = [sphinxbootstrap4theme.get_path()]
+else:
+
+    # Inspired by pydoctor's RTD page itself
+    # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
+    html_theme = "sphinx_rtd_theme"
+    html_static_path = []
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
@@ -201,11 +201,6 @@ def get_igraph_version():
 # pixels large.
 #html_favicon = None
 
-# Add any paths that contain custom static files (such as style sheets) here,
-# relative to this directory. They are copied after the builtin static files,
-# so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
-
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
 #html_last_updated_fmt = '%b %d, %Y'
@@ -221,18 +216,6 @@ def get_igraph_version():
 # template names.
 #html_additional_pages = {}
 
-# If false, no module index is generated.
-html_domain_indices = False
-
-# If false, no index is generated.
-html_use_index = False
-
-# If true, the index is split into individual pages for each letter.
-#html_split_index = False
-
-# If true, links to the reST sources are added to the pages.
-html_show_sourcelink = False
-
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
 #html_show_sphinx = True
 
@@ -251,6 +234,49 @@ def get_igraph_version():
 htmlhelp_basename = 'igraphdoc'
 
 
+# -- Options for pydoctor ------------------------------------------------------
+
+def get_pydoctor_html_outputdir(pydoctor_url_path):
+    '''Get HTML output dir for pydoctor'''
+    # NOTE: obviously this is a little tricky, but it does work for both
+    # the sphinx-build script and the python -m sphinx module calls. It works
+    # locally, on github pages, and on RTD.
+    return str(Path(sys.argv[-1]) / pydoctor_url_path.strip('/'))
+
+
+# API docs relative to the rest of the docs, needed for pydoctor to play nicely
+# with intersphinx (https://pypi.org/project/pydoctor/#pydoctor-21-2-0)
+# NOTE: As of 2022 AD, pydoctor requires this to be a subfolder of the docs.
+pydoctor_url_path = 'api/'
+
+pydoctor_args = [
+    '--project-name="igraph"',
+    '--project-version=' + version,
+    '--project-url=https://igraph.readthedocs.io',
+    '--introspect-c-modules',
+    '--docformat=epytext',
+    #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
+    '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
+    #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
+    '--project-base-dir=' + _igraph_dir,
+    ]
+
+# Using --no-sidebar option to skip the sidebar because the pydoctor output is
+# integrated in a smaller div with a custom CSS.
+if not is_inside_rtd:
+    pydoctor_args.extend([
+        '--no-sidebar',
+        ])
+else:
+    pydoctor_args.extend([
+        '--theme=readthedocs',
+        ])
+pydoctor_args.append(_igraph_dir)
+
+# RTD needs no postprocessing for pydoctor, while Jekyll does
+if not is_inside_rtd:
+    extensions.append('postprocess_api')
+
 # -- Options for LaTeX output --------------------------------------------------
 
 # The paper size ('letter' or 'a4').
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 34cb8d64e..674d971c3 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -7,7 +7,7 @@
 Graph generation
 ================
 
-The first step of most |igraph| applications is to generate a graph. This section will explain a number of ways to do that. Read the `API documentation`_ for details on each function and class.
+The first step of most |igraph| applications is to generate a graph. This section will explain a number of ways to do that. Read the :doc:`api/index` for details on each function and class.
 
 The :class:`Graph` class is the main object used to generate graphs::
 
@@ -55,7 +55,7 @@ a representation that uses Python builtin data structures:
  - :meth:`Graph.to_list_dict`
  - :meth:`Graph.to_dict_dict`
 
-See the `API documentation`_ of each function for details and examples.
+See the :doc:`api/index` of each function for details and examples.
 
 From matrices
 +++++++++++++
@@ -208,5 +208,3 @@ Finally, there are some ways of generating graphs that are not covered by the pr
  - graphs from LCF notation :meth:`Graph.LCF`
  - small graphs of any "isomorphism class" :meth:`Graph.Isoclass`
  - graphs with a specified degree sequence :meth:`Graph.Realize_Degree_Sequence`
-                     
-.. _API documentation: https://igraph.org/python/api/latest/
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 0b1226cb1..60b1d987c 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -25,9 +25,11 @@
 
 python-igraph |release|
 =======================
-|igraph| is a fast open source tool to manipulate and analyze graphs or networks. It is primarily written in C. `python-igraph` is |igraph|'s interface for the Python programming language.
+Python interface of `igraph`_, a fast and open source C library to manipulate and analyze graphs (aka networks). It can be used to:
 
-`python-graph` includes functionality for graph plotting and conversion from/to `networkx`_.
+ - Create, manipulate, and analyze networks.
+ - Convert graphs from/to `networkx`_, `graph-tool`_ and many file formats.
+ - Plot networks using `Cairo`_, `matplotlib`_, and `plotly`_.
 
 
 Installation
@@ -63,9 +65,9 @@ Documentation
 
        **Tutorials**
 
-       - :doc:`tutorials/quickstart/quickstart`
-       - :doc:`Gallery <gallery>`
-       - :doc:`tutorial`
+       - :doc:`Quick Start <tutorials/quickstart/quickstart>`
+       - :doc:`Example Gallery <gallery>`
+       - :doc:`Extended tutorial <tutorial>`
 
     .. container::
 
@@ -74,7 +76,7 @@ Documentation
        - :doc:`Generation <generation>`
        - :doc:`Analysis <analysis>`
        - :doc:`Visualization <visualisation>`
-       - :doc:`configuration`
+       - :doc:`Configuration <configuration>`
 
 .. container:: twocol
 
@@ -82,7 +84,7 @@ Documentation
 
        **Reference**
  
-       - :doc:`../../api/latest/index`
+       - :doc:`api/index`
        - `Source code <https://github.com/igraph/python-igraph>`_
 
     .. container::
@@ -92,6 +94,7 @@ Documentation
        - :doc:`FAQs <faq>`
        - `Forum <https://igraph.discourse.group/>`_
 
+Documentation for `python-igraph <= 0.10.1` is available on our `old website <https://igraph.org/python/versions/0.10.1>`_.
 
 .. toctree::
    :maxdepth: 1
@@ -115,4 +118,9 @@ Indices and tables
 * :ref:`modindex`
 
 
+.. _igraph: https://igraph.org
 .. _networkx: https://networkx.org/documentation/stable/
+.. _graph-tool: https://graph-tool.skewed.de/
+.. _Cairo: https://www.cairographics.org
+.. _matplotlib: https://matplotlib.org
+.. _plotly: https://plotly.com/python/
diff --git a/doc/source/install.rst b/doc/source/install.rst
index f6caa73d8..899d930b7 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -10,7 +10,7 @@ Installing |igraph|
 
 Binary package (recommended)
 ============================
-It is recommended to install a binary package that includes both C core and Python interface. You can choose either of `PyPI <http://pypi.python.org/pypi/igraph>`_ or `Conda <https://anaconda.org/conda-forge/python-igraph>`_. Linux users can also use their package manager.
+It is recommended to install a binary package that includes both C core and Python interface. You can choose either of `PyPI <https://pypi.org/project/igraph/>`_ or `Conda <https://anaconda.org/conda-forge/python-igraph>`_. Linux users can also use their package manager.
 
 PyPI
 ----
@@ -22,7 +22,7 @@ To install the Python interface of |igraph| globally, use the following command
   $ pip install igraph
 
 If you prefer to install |igraph| in a user folder using a `virtual environment
-<https://packaging.python.org/tutorials/installing-packages/#creating-virtual-environments>`_, use the following commands instead::
+<https://packaging.python.org/en/latest/tutorials/installing-packages/#creating-virtual-environments>`_, use the following commands instead::
 
   $ python -m venv my_environment
   $ source my_environment/bin/activate
@@ -145,11 +145,11 @@ Q: I am trying to install |igraph| on Windows but am getting DLL import errors
 A: The most common reason for this error is that you do not have the Visual C++
 Redistributable library installed on your machine. Python's own installer is
 supposed to install it, but in case it was not installed on your system, you can
-`download it from Microsoft <https://docs.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist>`_.
+`download it from Microsoft <https://learn.microsoft.com/en-US/cpp/windows/latest-supported-vc-redist?view=msvc-170>`_.
 
 Q: I am trying to use |igraph| but get errors about something called Cairo
 ----------------------------------------------------------------------------------
-A: |igraph| by default uses a third-party called `Cairo <http://www.cairographics.org>`_ for plotting.
+A: |igraph| by default uses a third-party called `Cairo <https://www.cairographics.org>`_ for plotting.
 If Cairo is not installed on your computer, you might get an import error. This error is most commonly
 encountered on Windows machines.
 
@@ -165,7 +165,7 @@ you need to install Cairo headers using your package manager (Linux) or `homebre
 The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
 maintains a site containing unofficial Windows binaries for several Python extension packages,
 including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
-is simply to download it from `Christoph's site <http://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
+is simply to download it from `Christoph's site <https://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
 Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
 version of Python you are using.
 
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
new file mode 100644
index 000000000..342477ba6
--- /dev/null
+++ b/doc/source/requirements.txt
@@ -0,0 +1,10 @@
+pip
+wheel
+requests>=2.28.1
+
+sphinxbootstrap4theme
+pydoctor
+
+numpy
+pandas
+matplotlib
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
index 7af0d35fb..8a059d84f 100644
--- a/doc/source/sphinxext/postprocess_api.py
+++ b/doc/source/sphinxext/postprocess_api.py
@@ -1,9 +1,9 @@
 """
-Sphinx plugin to run example scripts and create a gallery page.
-
-Lightly modified from the seaborn project (Michael Waskom).
-Originally, lightly modified from the mpld3 project.
+Sphinx extension to postprocess pydoctor API output.
 
+- If this is released via Jekyll (e.g. GitHub pages), we need to ensure Jekyll
+  headers are present everywhere and consistent.
+- If this is released via readthedocs (RTD), we can skip this step, see conf.py
 """
 
 from pathlib import Path
@@ -18,8 +18,8 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
     # Check if the index has Jekyll template marks. If it does, extract the
     # YAML frontmatter into a separate variable
     index_html = html_dir / 'index.html'
-    with open(index_html, 'rt') as f:
-        lines = f.readlines()
+    with open(index_html, 'rt') as handle:
+        lines = handle.readlines()
         # The Jekyll template starts with a --- line
         # Nontemplated HTML starts with some kind of XML tag
         if lines[0] != '---\n':
@@ -78,14 +78,13 @@ def on_build_finished(app: Sphinx, exception: Exception) -> None:
         footer = footer.replace('"container"', '"container-fluid text-muted credit"').strip()
 
         # Patch-up content for Jekyll
-        content = (''.join(lines_mark[:-1]) + 
-                   indent(head, "    ") + "\n" +
-                   'extrafoot: |\n' +
-                   indent(footer, "    ") +
-                   indent(rest, "    ") +
-                   '\n' +
-                   lines_mark[-1] +
-                   body)
+        content = (''.join(lines_mark[:-1])
+                   + indent(head, "    ") + "\n"
+                   + 'extrafoot: |\n'
+                   + indent(footer, "    ")
+                   + indent(rest, "    ") + '\n'
+                   + lines_mark[-1]
+                   + body)
 
         # Write the patched content back to the file
         path.write_text(content)
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index c3089a033..0844d2156 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -573,6 +573,8 @@ The adjacency matrix for the example graph is
 For example, Claire (``[1, 0, 0, 1, 1, 1, 0]``) is directly connected to Alice (who has vertex index 0), Dennis (index 3),
 Esther (index 4), and Frank (index 5), but not to Bob (index 1) nor George (index 6).
 
+.. _tutorial-layouts-plotting:
+
 Layouts and plotting
 ====================
 
@@ -582,7 +584,7 @@ mapping from vertices to coordinates in two- or three-dimensional space first,
 preferably in a way that is pleasing for the eye. A separate branch of graph theory,
 namely graph drawing, tries to solve this problem via several graph layout algorithms.
 |igraph| implements quite a few layout algorithms and is also able to draw them onto
-the screen or to a PDF, PNG or SVG file using the `Cairo library <http://www.cairographics.org>`_.
+the screen or to a PDF, PNG or SVG file using the `Cairo library <https://www.cairographics.org>`_.
 
 .. important::
    To follow the examples of this subsection, you need the Python bindings of the
@@ -636,7 +638,7 @@ Method name                          Short name      Algorithm description
 ==================================== =============== =============================================
 
 .. _Distributed Recursive Layout: https://www.osti.gov/doecode/biblio/54626
-.. _Large Graph Layout: http://sourceforge.net/projects/lgl/
+.. _Large Graph Layout: https://sourceforge.net/projects/lgl/
 
 Layout algorithms can either be called directly or using the common layout method called
 :meth:`~Graph.layout`::
@@ -874,7 +876,7 @@ Specifying colors in plots
 color (e.g., edge, vertex or label colors in the respective attributes):
 
 X11 color names
-    See the `list of X11 color names <http://en.wikipedia.org/wiki/X11_color_names>`_
+    See the `list of X11 color names <https://en.wikipedia.org/wiki/X11_color_names>`_
     in Wikipedia for the complete list. Alternatively you can see the
     keys of the igraph.drawing.colors.known_colors dictionary. Color
     names are case insensitive in igraph so "DarkBlue" can be written as
@@ -962,13 +964,13 @@ Labeled edgelist ``ncol``      :meth:`Graph.Read_Ncol`      :meth:`Graph.write_n
 Pickled graph    ``pickle``    :meth:`Graph.Read_Pickle`    :meth:`Graph.write_pickle`
 ================ ============= ============================ =============================
 
-.. _GraphViz: http://www.graphviz.org
-.. _LGL: http://lgl.sourceforge.net/#FileFormat
-.. _NCOL: http://lgl.sourceforge.net/#FileFormat
-.. _Pajek: http://pajek.imfm.si/doku.php
+.. _GraphViz: https://www.graphviz.org
+.. _LGL: https://lgl.sourceforge.net/#FileFormat
+.. _NCOL: https://lgl.sourceforge.net/#FileFormat
+.. _Pajek: http://mrvar.fdv.uni-lj.si/pajek/
 
 As an exercise, download the graph representation of the well-known
-`Zachary karate club study <http://nexus.igraph.org/api/dataset?id=1&format=GraphML>`_
+`Zachary karate club study <https://en.wikipedia.org/wiki/Zachary%27s_karate_club>`_
 from :download:`this file </assets/zachary.zip>`, unzip it and try to load it into
 |igraph|. Since it is a GraphML file, you must use the GraphML reader method from
 the table above (make sure you use the appropriate path to the downloaded file)::
diff --git a/doc/source/tutorials/articulation_points/articulation_points.rst b/doc/source/tutorials/articulation_points/articulation_points.rst
index 5c05a7c6a..85ea30810 100644
--- a/doc/source/tutorials/articulation_points/articulation_points.rst
+++ b/doc/source/tutorials/articulation_points/articulation_points.rst
@@ -6,10 +6,7 @@
 Articulation Points
 ===================
 
-.. _articulation_points: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#articulation_points
-.. |articulation_points| replace:: :meth:`articulation_points`
-
-This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using |articulation_points|_. For an example on bridges instead, see :ref:`tutorials-bridges`.
+This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using :meth:`igraph.GraphBase.articulation_points`. For an example on bridges instead, see :ref:`tutorials-bridges`.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 9f76e8dc9..1fc476f1d 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -6,12 +6,7 @@
 Betweenness
 =======================
 
-.. _betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#betweenness
-.. |betweenness| replace:: :meth:`betweenness`
-.. _edge_betweenness: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#edge_betweenness
-.. |edge_betweenness| replace:: :meth:`edge_betweenness`
-
-This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods |betweenness|_ and |edge_betweenness|_ respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph.
+This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods :meth:`igraph.GraphBase.betweenness` and :meth:`igraph.GraphBase.edge_betweenness` respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph.
 
 First we import |igraph| and some libraries for plotting et al:
 
@@ -23,10 +18,7 @@ First we import |igraph| and some libraries for plotting et al:
     from matplotlib.colors import LinearSegmentedColormap, Normalize
     import igraph as ig
 
-.. _rescale: https://igraph.org/python/doc/api/igraph.utils.html#rescale
-.. |rescale| replace:: :meth:`rescale`
-
-Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s |rescale|_ to rescale the betweennesses in the interval ``[0, 1]``:
+Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s :meth:`igraph.utils.rescale` to rescale the betweennesses in the interval ``[0, 1]``:
 
 .. code-block:: python
 
@@ -85,7 +77,6 @@ Finally, we call our function with the two graphs:
         figsize=(7, 6),
         gridspec_kw=dict(height_ratios=(15, 1, 1)),
         )
-    #plt.subplots_adjust(bottom=0.3)
     plot_betweenness(g1, fig, *axs[:, 0])
     plot_betweenness(g2, fig, *axs[:, 1])
     fig.tight_layout(h_pad=1)
diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
index 8334f77c7..0464a7e48 100644
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
@@ -6,10 +6,7 @@
 Maximum Bipartite Matching
 ==========================
 
-.. _maximum_bipartite_matching: https://igraph.org/python/doc/api/igraph.Graph.html#maximum_bipartite_matching
-.. |maximum_bipartite_matching| replace:: :meth:`maximum_bipartite_matching`
-
-This example demonstrates an efficient way to find and visualise a maximum biparite matching using |maximum_bipartite_matching|_. First construct a bipartite graph
+This example demonstrates an efficient way to find and visualise a maximum biparite matching using :meth:`igraph.Graph.maximum_bipartite_matching`. First construct a bipartite graph
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
index 83ed53426..5034878cb 100644
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
@@ -6,14 +6,9 @@
 Maximum Bipartite Matching by Maximum Flow
 ==========================================
 
-.. _maximum_bipartite_matching: https://igraph.org/python/doc/api/igraph.Graph.html#maximum_bipartite_matching
-.. |maximum_bipartite_matching| replace:: :meth:`maximum_bipartite_matching`
-.. _maxflow: https://igraph.org/python/doc/api/igraph.Graph.html#maxflow
-.. |maxflow| replace:: :meth:`maxflow`
+This example presents how to visualise bipartite matching using maximum flow (see :meth:`igraph.Graph.maxflow`).
 
-This example presents how to visualise bipartite matching using maximum flow (see |maxflow|_).
-
-.. note::  |maximum_bipartite_matching|_ is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
+.. note::  :meth:`igraph.Graph.maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
 
 .. code-block:: python
 
@@ -38,7 +33,7 @@ This example presents how to visualise bipartite matching using maximum flow (se
     flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1.0
     print("Size of maximum matching (maxflow) is:", flow.value)
 
-Let's compare the output against |maximum_bipartite_matching|_
+Let's compare the output against :meth:`igraph.Graph.maximum_bipartite_matching`:
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/bridges/bridges.rst b/doc/source/tutorials/bridges/bridges.rst
index 13838b2a1..3505864d8 100644
--- a/doc/source/tutorials/bridges/bridges.rst
+++ b/doc/source/tutorials/bridges/bridges.rst
@@ -6,10 +6,7 @@
 Bridges
 ========
 
-.. _bridges_method: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#bridges
-.. |bridges_method| replace:: :meth:`bridges_method`
-
-This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using |bridges_method|_. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
+This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using :meth:`igraph.GraphBase.bridges`. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/cluster_graph/cluster_graph.rst b/doc/source/tutorials/cluster_graph/cluster_graph.rst
index 5e5e61921..4915984c7 100644
--- a/doc/source/tutorials/cluster_graph/cluster_graph.rst
+++ b/doc/source/tutorials/cluster_graph/cluster_graph.rst
@@ -6,12 +6,7 @@
 Generating Cluster Graphs
 ===========================
 
-.. _cluster_graph: https://igraph.org/python/doc/api/igraph.clustering.VertexClustering.html#cluster_graph
-.. |cluster_graph| replace:: :meth:`cluster_graph`
-.. _community_edge_betweenness: https://igraph.org/python/doc/api/igraph.Graph.html#community_edge_betweenness
-.. |community_edge_betweenness| replace:: :meth:`community_edge_betweenness`
-
-This example shows how to find the communities in a graph, then contract each community into a single node using |cluster_graph|_. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*. The network can be obtained `here <http://www-personal.umich.edu/~mejn/netdata/>`_. 
+This example shows how to find the communities in a graph, then contract each community into a single node using :class:`igraph.clustering.VertexClustering`. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*. The network can be obtained `here <http://www-personal.umich.edu/~mejn/netdata/>`_. 
 
 .. code-block:: python
     
@@ -21,7 +16,7 @@ This example shows how to find the communities in a graph, then contract each co
     # Load the graph
     g = ig.load("./lesmis/lesmis.gml")
 
-First, let's visualise the original communities, using |community_edge_betweenness|_ to separate out vertices into clusters. (For a more focused tutorial on just visualising communities, check out :ref:`tutorials-visualize-communities`).
+First, let's visualise the original communities, using :meth:`igraph.Graph.community_edge_betweenness` to separate out vertices into clusters. (For a more focused tutorial on just visualising communities, check out :ref:`tutorials-visualize-communities`).
 
 .. code-block:: python
 
@@ -69,7 +64,7 @@ Now let's try and contract the information down, using only a single vertex to r
     g.vs["size"] = 1
     g.es["size"] = 1
 
-This is so we can define how each of these attributes get combined together when we call |cluster_graph|_.
+This is so we can define how each of these attributes get combined together when we call :meth:`igraph.VertexClustering.cluster_graph`.
 
 .. code-block:: python
     
@@ -88,12 +83,9 @@ This is so we can define how each of these attributes get combined together when
 
 Here, we take the mean of x and y values so that the nodes in the cluster graph are placed at the center of the original cluster's position.
 
-.. _contract_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#contract_vertices
-.. |contract_vertices| replace:: :meth:`contract_vertices`
-
 .. note::
 
-    ``mean``, ``first``, and ``sum`` are all built-in collapsing functions, along with ``prod``, ``median``, ``max``, ``min``, ``last``, ``random``. You can also define your own custom collapsing functions, which take in a list and return a single element representing the combined attribute value. For more details on |igraph| contraction, see |contract_vertices|_
+    ``mean``, ``first``, and ``sum`` are all built-in collapsing functions, along with ``prod``, ``median``, ``max``, ``min``, ``last``, ``random``. You can also define your own custom collapsing functions, which take in a list and return a single element representing the combined attribute value. For more details on |igraph| contraction, see :meth:`igraph.GraphBase.contract_vertices`
 
 Finally we plot out the graph using our calculated attributes:
 
diff --git a/doc/source/tutorials/complement/complement.rst b/doc/source/tutorials/complement/complement.rst
index 3b887ba41..cd51bcf61 100644
--- a/doc/source/tutorials/complement/complement.rst
+++ b/doc/source/tutorials/complement/complement.rst
@@ -6,10 +6,7 @@
 Complement
 ================
 
-.. _complementer: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#complementer
-.. |complementer| replace:: :meth:`complementer`
-
-This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using |complementer|_.
+This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using :meth:`igraph.GraphBase.complementer`.
 
 First we generate a random graph
 
diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
index 4a9a172ce..558f07fae 100644
--- a/doc/source/tutorials/configuration/configuration.rst
+++ b/doc/source/tutorials/configuration/configuration.rst
@@ -6,7 +6,7 @@
 Configuration Instance
 ======================
 
-This example shows how to use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_ to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
+This example shows how to use |igraph|'s :class:`configuration instance <igraph.Configuration>` to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
 
 First we define the default plotting backend, layout, and color palette, and save them. By default, ``ig.config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``%USERPROFILE%\.igraphrc`` for Windows systems.
 
@@ -50,7 +50,7 @@ Note that we do not never explicitly state the backend, layout or palette, yet t
 
    Graph colored based on each node's betweenness centrality measure.
 
-The full list of config settings can be found `here <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_. 
+The full list of config settings can be found at :class:`igraph.Configuration`. 
 
 .. note::
     
diff --git a/doc/source/tutorials/connected_components/connected_components.rst b/doc/source/tutorials/connected_components/connected_components.rst
index 505af1494..d8a8578c3 100644
--- a/doc/source/tutorials/connected_components/connected_components.rst
+++ b/doc/source/tutorials/connected_components/connected_components.rst
@@ -6,10 +6,7 @@
 Connected Components
 =====================
 
-.. _connected_components: https://igraph.org/python/doc/api/igraph.Graph.html#connected_components
-.. |connected_components| replace:: :meth:`connected_components`
-
-This example demonstrates how to visualise the connected components in a graph using |connected_components|_.
+This example demonstrates how to visualise the connected components in a graph using :meth:`igraph.GraphBase.connected_components`.
 
 .. code-block:: python
 
@@ -47,4 +44,4 @@ The plotting results are:
 
 .. note::
 
-    We use the integers from 0 to 200 instead of 0 to 255 in our vertex colors, since 255 in the `rainbow palette <https://igraph.org/python/doc/api/igraph.drawing.colors.RainbowPalette.html>`_ corresponds to looping back to red.
+    We use the integers from 0 to 200 instead of 0 to 255 in our vertex colors, since 255 in the :class:`igraph.drawing.colors.RainbowPalette` corresponds to looping back to red.
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
index 4ba1c3c31..dc0349652 100644
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
@@ -6,11 +6,7 @@
 Erdős-Rényi Graph
 =================
 
-.. _Erdos_Renyi: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#Erdos_Renyi
-.. |Erdos_Renyi| replace:: :meth:`Erdos_Renyi`
-
-
-This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using |Erdos_Renyi|_. There are two variants of graphs:
+This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using :meth:`igraph.GraphBase.Erdos_Renyi`. There are two variants of graphs:
 
 - ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
 - ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
index e0b8b8a30..1d4175623 100644
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ b/doc/source/tutorials/isomorphism/isomorphism.rst
@@ -6,10 +6,7 @@
 Isomorphism
 ===========
 
-.. _isomorphic: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#isomorphic
-.. |isomorphic| replace:: :meth:`isomorphic`
-
-This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using |isomorphic|_.
+This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using :meth:`igraph.GraphBase.isomorphic`.
 
 First we generate three different graphs:
 
diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
index 0e93ec577..85cb8a4ca 100644
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ b/doc/source/tutorials/maxflow/maxflow.rst
@@ -6,10 +6,7 @@
 Maximum Flow
 ============
 
-.. _maxflow: https://igraph.org/python/doc/api/igraph.Graph.html#maxflow
-.. |maxflow| replace:: :meth:`maxflow`
-
-This example shows how to construct a max flow on a directed graph with edge capacities using |maxflow|_.
+This example shows how to construct a max flow on a directed graph with edge capacities using :meth:`igraph.Graph.maxflow`.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
index 8978eb30d..c24e67e3b 100644
--- a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
+++ b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
@@ -6,10 +6,7 @@
 Minimum Spanning Trees
 ======================
 
-.. _spanning_tree: https://igraph.org/python/doc/api/igraph.Graph.html#spanning_tree
-.. |spanning_tree| replace:: :meth:`spanning_tree`
-
-This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using |spanning_tree|_. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
+This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using :meth:`igraph.Graph.spanning_tree`. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
 
 We start by generating a grid graph with random integer weights between 1 and 20:
 
@@ -25,7 +22,7 @@ We start by generating a grid graph with random integer weights between 1 and 20
     g = ig.Graph.Lattice([5, 5], circular=False)
     g.es["weight"] = [random.randint(1, 20) for _ in g.es]
 
-We then call |spanning_tree|_, making sure to pass in the randomly generated weights.
+We then call :meth:`igraph.Graph.spanning_tree`, making sure to pass in the randomly generated weights.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
index 455913572..e18411058 100644
--- a/doc/source/tutorials/ring_animation/ring_animation.rst
+++ b/doc/source/tutorials/ring_animation/ring_animation.rst
@@ -53,9 +53,6 @@ The received output is:
    Sequentially Animated Ring Graph
 
 
-.. _induced_subgraph: https://igraph.org/python/api/latest/igraph._igraph.GraphBase.html#induced_subgraph
-.. |induced_subgraph| replace:: :meth:`induced_subgraph`
-
 .. note::
     
-    We use *igraph*'s :meth:`Graph.subgraph()` (see |induced_subgraph|_) in order to obtain a section of the ring graph at a time for each frame.
+    We use *igraph*'s :meth:`Graph.subgraph()` (see :meth:`igraph.GraphBase.induced_subgraph`) in order to obtain a section of the ring graph at a time for each frame.
diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
index a8fe6c8e6..fab61b0cf 100644
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ b/doc/source/tutorials/shortest_paths/shortest_paths.rst
@@ -6,14 +6,9 @@
 Shortest Paths
 ==============
 
-.. _get_shortest_paths: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#get_shortest_paths
-.. |get_shortest_paths| replace:: :meth:`get_shortest_paths`
-.. _get_all_shortest_paths: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#get_all_shortest_paths
-.. |get_all_shortest_paths| replace:: :meth:`get_all_shortest_paths`
-
 This example demonstrates how to find the shortest distance between two vertices on a weighted and unweighted graph.
 
-To find the shortest path or distance between two nodes, we can use |get_shortest_paths|_. If we're only interested in counting the unweighted distance, then we can do the following:
+To find the shortest path or distance between two nodes, we can use :meth:`igraph.GraphBase.get_shortest_paths`. If we're only interested in counting the unweighted distance, then we can do the following:
 
 .. code-block:: python
 
@@ -76,8 +71,8 @@ The output of these these two shortest paths are:
 
 .. note::
 
-    - |get_shortest_paths|_ returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
-    - If you're interested in finding *all* shortest paths, take a look at |get_all_shortest_paths|_.
+    - :meth:`igraph.GraphBase.get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+    - If you're interested in finding *all* shortest paths, take a look at :meth:`igraph.GraphBase.get_all_shortest_paths`.
 
 
 In case you are wondering how the visualization figure was done, here's the code:
diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
index 3721f56b4..8012d5958 100644
--- a/doc/source/tutorials/simplify/simplify.rst
+++ b/doc/source/tutorials/simplify/simplify.rst
@@ -6,10 +6,7 @@
 Simplify
 ========
 
-.. _simplify: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#simplify
-.. |simplify| replace:: :meth:`simplify`
-
-This example shows how to remove self loops and multiple edges using |simplify|_.
+This example shows how to remove self loops and multiple edges using :meth:`igraph.GraphBase.simplify`.
 
 We start with a graph that includes loops and multiedges:
 
diff --git a/doc/source/tutorials/spanning_trees/spanning_trees.rst b/doc/source/tutorials/spanning_trees/spanning_trees.rst
index d60b58c95..cbc704269 100644
--- a/doc/source/tutorials/spanning_trees/spanning_trees.rst
+++ b/doc/source/tutorials/spanning_trees/spanning_trees.rst
@@ -6,10 +6,7 @@
 Spanning Trees
 ==============
 
-.. _spanning_tree: https://igraph.org/python/doc/api/igraph.Graph.html#spanning_tree
-.. |spanning_tree| replace:: :meth:`spanning_tree`
-
-This example shows how to generate a spanning tree from an input graph using |spanning_tree|_. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
+This example shows how to generate a spanning tree from an input graph using :meth:`igraph.Graph.spanning_tree`. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
 
 First we create a 6 by 6 lattice graph.
 
@@ -21,10 +18,7 @@ First we create a 6 by 6 lattice graph.
 
     g = ig.Graph.Lattice([6, 6], circular=False)
 
-.. _permute_vertices: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#permute_vertices
-.. |permute_vertices| replace:: :meth:`permute_vertices`
-
-As an optional step, we randomly rearrange some of the vertex IDs with |permute_vertices|_ in order to generate a more interesting spanning tree.
+As an optional step, we randomly rearrange some of the vertex IDs with :meth:`igraph.GraphBase.permute_vertices` in order to generate a more interesting spanning tree.
 
 .. code-block:: python
 
diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
index d3d1b052b..451d72f5e 100644
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ b/doc/source/tutorials/topological_sort/topological_sort.rst
@@ -6,11 +6,7 @@
 Topological sorting
 ===================
 
-.. _topological_sorting: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#topological_sorting
-.. |topological_sorting| replace:: :meth:`topological_sorting`
-
-
-This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use |topological_sorting|_ to get a topological ordering of the vertices.
+This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use :meth:`igraph.GraphBase.topological_sorting` to get a topological ordering of the vertices.
 
 .. code-block:: python
 
@@ -31,7 +27,7 @@ This example demonstrates how to get a topological sorting on a directed acyclic
     results = g.topological_sorting(mode='in')
     print('Topological sort of g (in):', *results)
 
-There are two modes of |topological_sorting|_. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
+There are two modes of :meth:`igraph.GraphBase.topological_sorting`. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
 
 The output of the code above is:
 
diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
index ec554aad3..095c043eb 100644
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ b/doc/source/tutorials/visual_style/visual_style.rst
@@ -47,4 +47,4 @@ The plots looks like this:
    Four graphs using the same palette and layout algorithm.
 
 .. note::
-    If you would like to set global defaults, for example, always using the Matplotlib plotting backend, or using a particular color palette by default, you can use |igraph|'s `configuration instance <https://igraph.org/python/doc/api/igraph.configuration.Configuration.html>`_. A quick example on how to use it can be found here: :ref:`tutorials-configuration`
+    If you would like to set global defaults, for example, always using the Matplotlib plotting backend, or using a particular color palette by default, you can use |igraph|'s `configuration instance :class:`igraph.configuration.Configuration`. A quick example on how to use it can be found here: :ref:`tutorials-configuration`
diff --git a/doc/source/tutorials/visualize_cliques/visualize_cliques.rst b/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
index b2ac037fd..55b3c9dce 100644
--- a/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
+++ b/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
@@ -6,11 +6,7 @@
 Cliques
 ============
 
-.. _cliques: https://igraph.org/python/doc/api/igraph._igraph.GraphBase.html#cliques
-.. |cliques| replace:: :meth:`cliques`
-
-This example shows how to compute and visualize cliques of a graph using |cliques|_.
-
+This example shows how to compute and visualize cliques of a graph using :meth:`igraph.GraphBase.cliques`.
 
 .. code-block:: python
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index e766a1cd3..8d2274cff 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -11,7 +11,7 @@ In the following examples, we will assume |igraph| is imported as `ig` and a
    >>> import igraph as ig
    >>> g = ig.Graph(edges=[[0, 1], [2, 3]])
 
-Read the `API documentation`_ for details on each function and class. The `tutorial`_ contains examples to get started.
+Read the :doc:`api/index` for details on each function and class. See the :ref:`tutorial <tutorial-layouts-plotting>` and the :doc:`gallery` for examples.
 
 Graph layouts
 =============
@@ -221,12 +221,10 @@ You can also specify vertex and edge color, size, and labels - and more - via ad
    ...         edge_color=['black', 'grey'],
    ...         )
 
-See the `tutorial`_ for examples and a full list of options.
+See the :ref:`tutorial <tutorial-layouts-plotting>` for examples and a full list of options.
 
-.. _API documentation: https://igraph.org/python/api/latest/
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
-.. _tutorial: https://igraph.org/python/doc/tutorial/tutorial.html#layouts-and-plotting
 .. _Cairo: https://www.cairographics.org
 .. _graphviz: http://www.graphviz.org
 .. _networkx: https://networkx.org/
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 0636e9de7..ef820ae95 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -12,8 +12,9 @@ set -e
 STANDALONE=0
 SERVE=0
 DOC2DASH=0
+LINKCHECK=0
 
-while getopts ":sjd" OPTION; do
+while getopts ":sjdl" OPTION; do
   case $OPTION in
     s)
       STANDALONE=1
@@ -24,6 +25,9 @@ while getopts ":sjd" OPTION; do
     d)
       DOC2DASH=1
       ;;
+    l)
+      LINKCHECK=1
+      ;;
     \?)
       echo "Usage: $0 [-sjd]"
       exit 1
@@ -38,6 +42,7 @@ cd ${SCRIPTS_FOLDER}/..
 ROOT_FOLDER=`pwd`
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_HTML_FOLDER=${ROOT_FOLDER}/doc/html
+DOC_LINKCHECK_FOLDER=${ROOT_FOLDER}/doc/linkcheck
 SCRIPTS_FOLDER=${ROOT_FOLDER}/scripts
 
 cd ${ROOT_FOLDER}
@@ -52,7 +57,7 @@ if [ ! -d ".venv" ]; then
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor
+.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi
@@ -74,15 +79,27 @@ echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
 
-# Remove previous docs
+echo "Clean previous docs"
 rm -rf "${DOC_HTML_FOLDER}"
 
 
-# Make sphinx
+if [ "x$LINKCHECK" = "x1" ]; then
+  echo "Check for broken links"
+  .venv/bin/python -m sphinx \
+   -T \
+   -b linkcheck \
+   -Dtemplates_path='' \
+   -Dhtml_theme='alabaster' \
+   ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
+fi
+
+
 echo "Generating HTML documentation..."
 if [ "x$STANDALONE" = "x1" ]; then
   echo "Build standalone docs"
-  .venv/bin/sphinx-build \
+  .venv/bin/python -m sphinx \
+   -T \
+   -b html \
    -Dtemplates_path='' \
    -Dhtml_theme='alabaster' \
    ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
new file mode 100755
index 000000000..b35e22f0a
--- /dev/null
+++ b/scripts/rtd_prebuild.sh
@@ -0,0 +1,13 @@
+#!/bin/sh
+
+echo "Compile and install igraph into venv. This might take a few minutes..."
+/home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/bin/pip wheel -q -w dist .
+/home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/bin/pip install -q --force-reinstall dist/*.whl
+
+echo "Modularize pure Python modules"
+/home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/bin/python3 scripts/patch_modularized_graph_methods.py
+
+echo "NOTE: Patch pydoctor to trigger build-finished before RTD extension"
+# see https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx.application.Sphinx.connect
+# see also https://github.com/readthedocs/readthedocs.org/pull/4054 - might or might not be exactly what we are seeing here
+sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.9/site-packages/pydoctor/sphinx_ext/build_apidocs.py
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e98257173..756055222 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7979,13 +7979,13 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   return (PyObject *) result_o;
 }
 
-  /** \ingroup python_interface_graph
- * \brief Places the vertices of a graph using Uniform Manifold Approximation and Projection (UMAP)
+/** \ingroup python_interface_graph
+ * \brief Uniform Manifold Approximation and Projection (UMAP)
  * \return the calculated coordinates as a Python list of lists
  * \sa igraph_layout_umap
  */
-PyObject *igraphmodule_Graph_layout_umap(igraphmodule_GraphObject * self,
-                                        PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_layout_umap(
+    igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] =
     { "dist", "dim", "seed", "min_dist", "epochs", "sampling_prob", NULL };
@@ -15522,7 +15522,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_umap",
    (PyCFunction) igraphmodule_Graph_layout_umap,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_umap(dist=None, dim=2, seed=None, min_dist=0.01, epochs=500, sampling_prob=0.3)\n--\n\n"
+   "layout_umap(\n"
+   "    dist=None, dim=2, seed=None, min_dist=0.01,\n"
+   "    epochs=500, sampling_prob=0.3)\n--\n\n"
    "Uniform Manifold Approximation and Projection (UMAP).\n\n"
    "This layout is a probabilistic algorithm that places vertices that are connected\n"
    "and have a short distance close by in the embedded space.\n\n"
@@ -15536,16 +15538,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param min_dist: the minimal distance in the embedded space beyond which the\n"
    "  probability of being located closeby decreases.\n"
    "@param epochs: the number of epochs (iterations) the algorithm will iterate\n"
-   "  over. Accuracy increases with more epochs, at the cost of longer\n "
-   "  runtimes. Values between 50 and 1000 are typical.\n"
-   "  Notice that UMAP does not technically converge for symmetry reasons, but a \n"
+   "  over. Accuracy increases with more epochs, at the cost of longer runtimes.\n"
+   "  Values between 50 and 1000 are typical.\n"
+   "  Notice that UMAP does not technically converge for symmetry reasons, but a\n"
    "  larger number of epochs should generally give an equivalent or better layout.\n"
    "@param sampling_prob: the probability of sampling each vertex for repulsion at\n"
    "  each epoch or iteration. A higher probability will give better results but\n"
    "  also require more computations.\n"
    "@return: the calculated layout.\n\n"
    "@newfield ref: Reference\n"
-   "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation \n"
+   "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
    "  and Projection for Dimension Reduction. arXiv:1802.03426."},
 
   ////////////////////////////

From 07d717fe5e14f366f994273e9e82bfa37d478302 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Oct 2022 17:03:15 +1100
Subject: [PATCH 0901/1681] Typo in tutorials (#569)

---
 doc/source/tutorials/betweenness/betweenness.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
index 1fc476f1d..5ac6d3bd3 100644
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ b/doc/source/tutorials/betweenness/betweenness.rst
@@ -77,8 +77,8 @@ Finally, we call our function with the two graphs:
         figsize=(7, 6),
         gridspec_kw=dict(height_ratios=(15, 1, 1)),
         )
-    plot_betweenness(g1, fig, *axs[:, 0])
-    plot_betweenness(g2, fig, *axs[:, 1])
+    plot_betweenness(g1, *axs[:, 0])
+    plot_betweenness(g2, *axs[:, 1])
     fig.tight_layout(h_pad=1)
     plt.show()
 

From 37726ad3600640d1119bb7a17548edb39d3064fa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 13:17:37 +0200
Subject: [PATCH 0902/1681] feat: added Graph.modularity_matrix()

---
 CHANGELOG.md              |  5 ++++
 src/_igraph/graphobject.c | 62 +++++++++++++++++++++++++++++++++++++++
 2 files changed, 67 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c370ac90d..df2869de8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,11 @@
 
 ## [Unreleased]
 
+### Added
+
+- Added `Graph.modularity_matrix()` to calculate the modularity matrix of
+  a graph.
+
 ### Fixed
 
 - Fixed a crash in `Graph.decompose()` that was accidentally introduced in
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 756055222..52fd1a4ec 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11807,6 +11807,52 @@ PyObject *igraphmodule_Graph_modularity(igraphmodule_GraphObject *self,
   return igraphmodule_real_t_to_PyObject(modularity, IGRAPHMODULE_TYPE_FLOAT);
 }
 
+/**
+ * Modularity matrix calculation
+ */
+PyObject *igraphmodule_Graph_modularity_matrix(igraphmodule_GraphObject *self,
+  PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = {"weights", "resolution", "directed", 0};
+  igraph_vector_t *weights=0;
+  double resolution = 1;
+  igraph_real_t modularity;
+  igraph_matrix_t result;
+  PyObject *wvec = Py_None;
+  PyObject *directed = Py_True;
+  PyObject *result_o;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdO", kwlist, &wvec, &resolution, &directed))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(wvec, self, &weights, ATTRIBUTE_TYPE_EDGE))
+    return NULL;
+
+  if (igraph_matrix_init(&result, 0, 0)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
+    return NULL;
+  }
+
+  if (igraph_modularity_matrix(&self->g, weights, resolution, &result, PyObject_IsTrue(directed))) {
+    igraph_matrix_destroy(&result);
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
+    return NULL;
+  }
+
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
+  result_o = igraphmodule_matrix_t_to_PyList(&result, IGRAPHMODULE_TYPE_FLOAT);
+
+  igraph_matrix_destroy(&result);
+
+  return result_o;
+}
+
 /**
  * Newman's edge betweenness method
  */
@@ -16651,6 +16697,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /*********************************/
   /* COMMUNITIES AND DECOMPOSITION */
   /*********************************/
+
   {"modularity", (PyCFunction) igraphmodule_Graph_modularity,
    METH_VARARGS | METH_KEYWORDS,
    "modularity(membership, weights=None, resolution=1, directed=True)\n--\n\n"
@@ -16688,6 +16735,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@ref: MEJ Newman and M Girvan: Finding and evaluating community structure\n"
    "  in networks. Phys Rev E 69 026113, 2004.\n"
   },
+  {"modularity_matrix", (PyCFunction) igraphmodule_Graph_modularity_matrix,
+   METH_VARARGS | METH_KEYWORDS,
+   "modularity_matrix(weights=None, resolution=1, directed=True)\n--\n\n"
+   "Calculates the modularity matrix of the graph.\n\n"
+   "@param weights: optional edge weights or C{None} if all edges are weighed\n"
+   "  equally.\n"
+   "@param resolution: the resolution parameter I{gamma} of the modularity formula\n."
+   "  The classical definition of modularity is retrieved when the resolution\n"
+   "  parameter is set to 1.\n"
+   "@param directed: whether to consider edge directions if the graph is directed.\n"
+   "  C{True} will use the directed variant of the modularity measure where the\n"
+   "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
+   "  directed graphs as undirected.\n"
+   "@return: the modularity matrix as a list of lists.\n"
+  },
   {"coreness", (PyCFunction) igraphmodule_Graph_coreness,
    METH_VARARGS | METH_KEYWORDS,
    "coreness(mode=\"all\")\n--\n\n"

From 49aed354a0a89fa441991154feb76678d401534b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 16:14:49 +0200
Subject: [PATCH 0903/1681] fix: remove unused variable

---
 src/_igraph/graphobject.c | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 52fd1a4ec..afc97ae1f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11815,7 +11815,6 @@ PyObject *igraphmodule_Graph_modularity_matrix(igraphmodule_GraphObject *self,
   static char *kwlist[] = {"weights", "resolution", "directed", 0};
   igraph_vector_t *weights=0;
   double resolution = 1;
-  igraph_real_t modularity;
   igraph_matrix_t result;
   PyObject *wvec = Py_None;
   PyObject *directed = Py_True;

From c9cbbce94598419c63a1884d5552bec9783d66be Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 16:15:26 +0200
Subject: [PATCH 0904/1681] refactor: setup.py arguments can now be replaced
 with envvars, refs #592

---
 setup.py | 54 +++++++++++++++++++++++++++++++++++++++++++++---------
 1 file changed, 45 insertions(+), 9 deletions(-)

diff --git a/setup.py b/setup.py
index c39a63eac..9938feaaf 100644
--- a/setup.py
+++ b/setup.py
@@ -63,6 +63,12 @@ def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List
     return [item for item in items if item not in itemset]
 
 
+def fail(message: str, code: int = 1) -> None:
+    """Fails the build with the given error message and exit code."""
+    print(message)
+    sys.exit(code)
+
+
 def find_static_library(library_name: str, library_path: List[str]) -> Optional[str]:
     """Given the raw name of a library in `library_name`, tries to find a
     static library with this name in the given `library_path`. `library_path`
@@ -335,6 +341,7 @@ def __init__(self):
         self.static_extension = False
         self.use_pkgconfig = False
         self.c_core_built = False
+        self.allow_educated_guess = True
         self._has_pkgconfig = None
         self.excluded_include_dirs = []
         self.excluded_library_dirs = []
@@ -396,8 +403,7 @@ def run(self):
                 # Bail out if we don't have the Python include files
                 include_dir = sysconfig.get_path('include')
                 if not os.path.isfile(os.path.join(include_dir, "Python.h")):
-                    print("You will need the Python headers to compile this extension.")
-                    sys.exit(1)
+                    fail("You will need the Python headers to compile this extension.")
 
                 # Check whether the user asked us to discover a pre-built igraph
                 # with pkg-config
@@ -405,17 +411,19 @@ def run(self):
                 if buildcfg.use_pkgconfig:
                     detected = buildcfg.detect_from_pkgconfig()
                     if not detected:
-                        print(
+                        fail(
                             "Cannot find the C core of igraph on this system using pkg-config."
                         )
-                        sys.exit(1)
                 else:
                     # Build the C core from the vendored igraph source
                     self.run_command("build_c_core")
                     if not buildcfg.c_core_built:
                         # Fall back to an educated guess if everything else failed
                         if not detected:
-                            buildcfg.use_educated_guess()
+                            if buildcfg.allow_educated_guess:
+                                buildcfg.use_educated_guess()
+                            else:
+                                fail("Cannot build the C core of igraph.")
 
                 # Add any extra library paths if needed; this is needed for the
                 # Appveyor CI build
@@ -618,9 +626,7 @@ def compile_igraph_from_vendor_source(self) -> bool:
         )
 
         if libraries is False:
-            print("Build failed for the C core of igraph.")
-            print("")
-            sys.exit(1)
+            fail("Build failed for the C core of igraph.")
 
         assert not isinstance(libraries, bool)
 
@@ -686,7 +692,8 @@ def print_build_info(self) -> None:
 
     def process_args_from_command_line(self):
         """Preprocesses the command line options before they are passed to
-        setup.py and sets up the build configuration."""
+        setup.py and sets up the build configuration.
+        """
         # Yes, this is ugly, but we don't want to interfere with setup.py's own
         # option handling
         opts_to_remove = []
@@ -709,6 +716,34 @@ def process_args_from_command_line(self):
         for idx in reversed(opts_to_remove):
             sys.argv[idx : (idx + 1)] = []
 
+    def process_environment_variables(self):
+        """Processes environment variables that serve as replacements for the
+        command line options. This is typically useful in CI environments where
+        it is easier to set up a few environment variables permanently than to
+        pass the same options to ``setup.py build`` and ``setup.py install``
+        at the same time.
+        """
+        def process_envvar(name, attr, value):
+            name = "IGRAPH_" + name.upper()
+            if name in os.environ:
+                value = str(os.environ[name]).lower()
+                if value in ("on", "true", "yes"):
+                    value = True
+                elif value in ("off", "false", "no"):
+                    value = False
+                else:
+                    try:
+                        value = bool(int(value))
+                    except Exception:
+                        return
+
+                setattr(self, attr, value)
+
+        process_envvar("static", "static_extension", True)
+        process_envvar("no_pkg_config", "use_pkgconfig", False)
+        process_envvar("no_wait", "wait", False)
+        process_envvar("use_pkg_config", "use_pkgconfig", True)
+
     def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
         versions if the static version is to be found on the library path."""
@@ -820,6 +855,7 @@ def get_tag(self):
 
 # Process command line options
 buildcfg = BuildConfiguration()
+buildcfg.process_environment_variables()
 buildcfg.process_args_from_command_line()
 
 # Define the extension

From 59b7922764fcbf76cca294ce6ed7043f39a0d5f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 16:20:09 +0200
Subject: [PATCH 0905/1681] chore: updated README so it now refers to the
 environment variables and not the command line options

---
 README.md | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 7f5cb06be..252e2289c 100644
--- a/README.md
+++ b/README.md
@@ -120,23 +120,25 @@ pkg-config --cflags --libs igraph
 
 If `pkg-config` responds with a set of compiler and linker flags and not an
 error message, you are probably okay. You can then proceed with the
-installation using pip:
+installation using pip after setting the environment variable named
+`IGRAPH_USE_PKG_CONFIG` to `1` to indicate that you want to use an
+igraph instance discoverable with `pkg-config`:
 
 ```bash
-pip install igraph --install-option="--use-pkg-config"
+IGRAPH_USE_PKG_CONFIG=1 pip install igraph
 ```
 
 Alternatively, if you have already downloaded and extracted the source code
 of igraph, you can run `setup.py` directly:
 
 ```bash
-python setup.py build --use-pkg-config
-python setup.py install --use-pkg-config
+IGRAPH_USE_PKG_CONFIG=1 python setup.py build
+IGRAPH_USE_PKG_CONFIG=1 python setup.py install
 ```
 
-(Note that you need `--use-pkg-config` for both invocations, otherwise the call
-to `setup.py install` would still build the vendored C core instead of linking
-to an existing installation).
+(Note that you need the `IGRAPH_USE_PKG_CONFIG=1` environment variable
+for both invocations, otherwise the call to `setup.py install` would still
+build the vendored C core instead of linking to an existing installation).
 
 This option is primarily intended for package maintainers in Linux
 distributions so they can ensure that the packaged Python interface links to

From ee25f6393f8861d71d3e17b1a77e9e72c793c6db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 16:40:57 +0200
Subject: [PATCH 0906/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 17e828a49..2c0cebbaa 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 17e828a4970e4301ed98315550566f9c3fb53960
+Subproject commit 2c0cebbaa6e8179f1c2ed79f9d189eb22dc08f38

From 15df26f0b700d7d952fb3752e13840769025ff9f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 18:19:23 +0200
Subject: [PATCH 0907/1681] chore: updated vendored igraph to 0.10.2

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2c0cebbaa..bc7c16000 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2c0cebbaa6e8179f1c2ed79f9d189eb22dc08f38
+Subproject commit bc7c160008ffe3d8dbc352c77add1571e282b519

From 734c69ce928e71e6dfe35933802b0ef6aaa3f3bc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 19:13:10 +0200
Subject: [PATCH 0908/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 30 +++++++++++++++++++++++++++++-
 1 file changed, 29 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index df2869de8..c22ab84cc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,12 +1,32 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.2] - 2022-10-14
 
 ### Added
 
+- `python-igraph` is now tested in Python 3.11.
+
 - Added `Graph.modularity_matrix()` to calculate the modularity matrix of
   a graph.
 
+- Added `Graph.get_k_shortest_paths()`, thanks to
+  [@sombreslames](https://github.com/user/sombreslames). See PR
+  [#577](https://github.com/igraph/python-igraph/pull/577) for details.
+
+- The `setup.py` script now also accepts environment variables instead of
+  command line arguments to configure several aspects of the build process
+  (i.e. whether a fully static extension is being built, or whether it is
+  allowed to use `pkg-config` to retrieve the compiler and linker flags for
+  an external `igraph` library instead of the vendored one). The environment
+  variables are named similarly to the command line arguments but in
+  uppercase, dashes replaced with underscores, and they are prefixed with
+  `IGRAPH_` (i.e. `--use-pkg-config` becomes `IGRAPH_USE_PKG_CONFIG`).
+
+### Changed
+
+- The C core of igraph was updated to version 0.10.2, fixing a range of bugs
+  originating from the C core.
+
 ### Fixed
 
 - Fixed a crash in `Graph.decompose()` that was accidentally introduced in
@@ -15,6 +35,14 @@
 - `Clustering.sizes()` now works correctly even if the membership vector
   contains `None` items.
 
+- `Graph.modularity()` and `Graph.community_multilevel()` now correctly expose
+  the `resolution` parameter.
+
+- Fixed a reference leak in `Graph.is_chordal()` that decreased the reference
+  count of Python's built-in `True` and `False` constants unnecessarily.
+
+- Unit tests updated to get rid of deprecation warnings in Python 3.11.
+
 ## [0.10.1] - 2022-09-12
 
 ### Added

From 10a5fb0f940aff3f716499b2772d592147dc3062 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 19:50:00 +0200
Subject: [PATCH 0909/1681] fix: gotten rid of unsafe casts of
 pointers-to-enums to pointers-to-ints, refs #594

---
 src/_igraph/convert.c | 177 +++++++++++++++++++++---------------------
 1 file changed, 89 insertions(+), 88 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a68af33f7..aa4b15096 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -77,7 +77,7 @@ int PyLong_AsInt(PyObject* obj, int* result) {
  * \param result the result is returned here. The default value must be
  *   passed in before calling this function, since this value is
  *   returned untouched if the given Python object is Py_None.
- * \return 0 if everything is OK, 1 otherwise. An appropriate exception
+ * \return 0 if everything is OK, -1 otherwise. An appropriate exception
  *   is raised in this case.
  */
 int igraphmodule_PyObject_to_enum(PyObject *o,
@@ -203,20 +203,34 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
     return -1;
 }
 
+#define TRANSLATE_ENUM_WITH(translation_table) \
+  int result_int = *result, retval; \
+  retval = igraphmodule_PyObject_to_enum(o, translation_table, &result_int); \
+  if (retval == 0) { \
+    *result = result_int; \
+  } \
+  return retval;
+
+#define TRANSLATE_ENUM_STRICTLY_WITH(translation_table) \
+  int result_int = *result, retval; \
+  retval = igraphmodule_PyObject_to_enum_strict(o, translation_table, &result_int); \
+  if (retval == 0) { \
+    *result = result_int; \
+  } \
+  return retval;
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_neimode_t
  */
-int igraphmodule_PyObject_to_neimode_t(PyObject *o,
-  igraph_neimode_t *result) {
+int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result) {
   static igraphmodule_enum_translation_table_entry_t neimode_tt[] = {
         {"in", IGRAPH_IN},
         {"out", IGRAPH_OUT},
         {"all", IGRAPH_ALL},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, neimode_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(neimode_tt);
 }
 
 /**
@@ -245,7 +259,7 @@ int igraphmodule_PyObject_to_add_weights_t(PyObject *o,
     return 0;
   }
 
-  return igraphmodule_PyObject_to_enum(o, add_weights_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(add_weights_tt);
 }
 
 /**
@@ -266,8 +280,7 @@ int igraphmodule_PyObject_to_adjacency_t(PyObject *o,
         {"plus", IGRAPH_ADJ_PLUS},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, adjacency_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(adjacency_tt);
 }
 
 int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
@@ -299,11 +312,11 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
     return 0;
   }
 
-  return igraphmodule_PyObject_to_enum(o, attribute_combination_type_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(attribute_combination_type_tt);
 }
 
-int igraphmodule_PyObject_to_eigen_algorithm_t(PyObject *object,
-                                       igraph_eigen_algorithm_t *a) {
+int igraphmodule_PyObject_to_eigen_algorithm_t(PyObject *o,
+                                       igraph_eigen_algorithm_t *result) {
   static igraphmodule_enum_translation_table_entry_t eigen_algorithm_tt[] =
     {
       {"auto", IGRAPH_EIGEN_AUTO},
@@ -315,19 +328,19 @@ int igraphmodule_PyObject_to_eigen_algorithm_t(PyObject *object,
       {0,0}
     };
 
-  if (object == Py_None) {
-    *a = IGRAPH_EIGEN_ARPACK;
+  if (o == Py_None) {
+    *result = IGRAPH_EIGEN_ARPACK;
     return 0;
-  } else {
-    return igraphmodule_PyObject_to_enum(object, eigen_algorithm_tt,
-                                         (int*)a);
   }
+
+  TRANSLATE_ENUM_WITH(eigen_algorithm_tt);
 }
 
-int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
-                                           igraph_eigen_which_t *w) {
+int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
+                                           igraph_eigen_which_t *result) {
   PyObject *key, *value;
   Py_ssize_t pos = 0;
+  igraph_eigen_which_t *w = result;
 
   static igraphmodule_enum_translation_table_entry_t
     eigen_which_position_tt[] = {
@@ -361,13 +374,13 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
   w->vestimate = 0;
   w->balance = IGRAPH_LAPACK_DGEEVX_BALANCE_NONE;
 
-  if (object != Py_None && !PyDict_Check(object)) {
+  if (o != Py_None && !PyDict_Check(o)) {
     PyErr_SetString(PyExc_TypeError, "Python dictionary expected");
     return -1;
   }
 
-  if (object != Py_None) {
-    while (PyDict_Next(object, &pos, &key, &value)) {
+  if (o != Py_None) {
+    while (PyDict_Next(o, &pos, &key, &value)) {
       char *kv;
       PyObject *temp_bytes;
       if (!PyUnicode_Check(key)) {
@@ -390,8 +403,11 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
       }
       Py_DECREF(temp_bytes);
       if (!strcasecmp(kv, "pos")) {
-        igraphmodule_PyObject_to_enum(value, eigen_which_position_tt,
-                                      (int*) &w->pos);
+        int w_pos_int = w->pos;
+        if (igraphmodule_PyObject_to_enum(value, eigen_which_position_tt, &w_pos_int)) {
+          return -1;
+        }
+        w->pos = w_pos_int;
       } else if (!strcasecmp(kv, "howmany")) {
         if (PyLong_AsInt(value, &w->howmany)) {
           return -1;
@@ -413,8 +429,11 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *object,
           return -1;
         }
       } else if (!strcasecmp(kv, "balance")) {
-        igraphmodule_PyObject_to_enum(value, lapack_dgeevc_balance_tt,
-                                      (int*) &w->balance);
+        int w_balance_as_int = w->balance;
+        if (igraphmodule_PyObject_to_enum(value, lapack_dgeevc_balance_tt, &w_balance_as_int)) {
+          return -1;
+        }
+        w->balance = w_balance_as_int;
       } else {
         PyErr_SetString(PyExc_TypeError, "Unknown eigen parameter");
         if (kv != 0) {
@@ -442,8 +461,7 @@ int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
         {"psumtree_multiple", IGRAPH_BARABASI_PSUMTREE_MULTIPLE},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, barabasi_algorithm_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(barabasi_algorithm_tt);
 }
 
 /**
@@ -457,8 +475,7 @@ int igraphmodule_PyObject_to_connectedness_t(PyObject *o,
         {"strong", IGRAPH_STRONG},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, connectedness_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(connectedness_tt);
 }
 
 /**
@@ -475,8 +492,7 @@ int igraphmodule_PyObject_to_vconn_nei_t(PyObject *o,
         {"ignore", IGRAPH_VCONN_NEI_IGNORE},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, vconn_nei_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(vconn_nei_tt);
 }
 
 /**
@@ -494,8 +510,7 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
         {"fsm", IGRAPH_BLISS_FSM},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, bliss_sh_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
 /**
@@ -515,8 +530,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *o,
         {"adjusted_rand", IGRAPH_COMMCMP_ADJUSTED_RAND},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, commcmp_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(commcmp_tt);
 }
 
 /**
@@ -539,8 +553,7 @@ int igraphmodule_PyObject_to_degseq_t(PyObject *o,
         {"edge_switching_simple", IGRAPH_DEGSEQ_EDGE_SWITCHING_SIMPLE},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, degseq_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(degseq_tt);
 }
 
 /**
@@ -557,8 +570,7 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
         {"ip", IGRAPH_FAS_EXACT_IP},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, fas_algorithm_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(fas_algorithm_tt);
 }
 
 /**
@@ -573,8 +585,7 @@ int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o,
         {"both", IGRAPH_GET_ADJACENCY_BOTH},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, get_adjacency_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(get_adjacency_tt);
 }
 
 /**
@@ -594,12 +605,14 @@ int igraphmodule_PyObject_to_laplacian_normalization_t(
   if (o == Py_True) {
     *result = IGRAPH_LAPLACIAN_SYMMETRIC;
     return 0;
-  } else if (o == Py_False) {
+  }
+  
+  if (o == Py_False) {
     *result = IGRAPH_LAPLACIAN_UNNORMALIZED;
     return 0;
-  } else {
-    return igraphmodule_PyObject_to_enum(o, laplacian_normalization_tt, (int*)result);
   }
+  
+  TRANSLATE_ENUM_WITH(laplacian_normalization_tt);
 }
 
 /**
@@ -616,12 +629,14 @@ int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *re
   if (o == Py_True) {
     *result = IGRAPH_LAYOUT_GRID;
     return 0;
-  } else if (o == Py_False) {
+  }
+  
+  if (o == Py_False) {
     *result = IGRAPH_LAYOUT_NOGRID;
     return 0;
-  } else {
-    return igraphmodule_PyObject_to_enum(o, layout_grid_tt, (int*)result);
   }
+
+  TRANSLATE_ENUM_WITH(layout_grid_tt);
 }
 
 /**
@@ -638,12 +653,14 @@ int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
   if (o == Py_True) {
     *result = IGRAPH_LOOPS_TWICE;
     return 0;
-  } else if (o == Py_False) {
+  }
+  
+  if (o == Py_False) {
     *result = IGRAPH_NO_LOOPS;
     return 0;
-  } else {
-    return igraphmodule_PyObject_to_enum(o, loops_tt, (int*)result);
   }
+
+  TRANSLATE_ENUM_WITH(loops_tt);
 }
 
 /**
@@ -657,8 +674,7 @@ int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o,
         {"error", IGRAPH_RANDOM_WALK_STUCK_ERROR},
         {0,0}
   };
-
-  return igraphmodule_PyObject_to_enum(o, random_walk_stuck_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(random_walk_stuck_tt);
 }
 
 /**
@@ -670,8 +686,7 @@ int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *re
     {"ratio", IGRAPH_RECIPROCITY_RATIO},
     {0,0}
   };
-
-  return igraphmodule_PyObject_to_enum(o, reciprocity_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(reciprocity_tt);
 }
 
 /**
@@ -684,8 +699,7 @@ int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result)
     {"loops", IGRAPH_REWIRING_SIMPLE_LOOPS},
     {0,0}
   };
-
-  return igraphmodule_PyObject_to_enum(o, rewiring_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(rewiring_tt);
 }
 
 /**
@@ -697,8 +711,7 @@ int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spin
     {"negative", IGRAPH_SPINCOMM_IMP_NEG},
     {0,0}
   };
-
-  return igraphmodule_PyObject_to_enum(o, spinglass_implementation_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(spinglass_implementation_tt);
 }
 
 /**
@@ -710,8 +723,7 @@ int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_upda
     {"config", IGRAPH_SPINCOMM_UPDATE_CONFIG},
     {0,0}
   };
-
-  return igraphmodule_PyObject_to_enum(o, spincomm_update_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(spincomm_update_tt);
 }
 
 /**
@@ -727,8 +739,7 @@ int igraphmodule_PyObject_to_star_mode_t(PyObject *o,
         {"undirected", IGRAPH_STAR_UNDIRECTED},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, star_mode_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(star_mode_tt);
 }
 
 /**
@@ -745,8 +756,7 @@ int igraphmodule_PyObject_to_subgraph_implementation_t(PyObject *o,
         {"new", IGRAPH_SUBGRAPH_CREATE_FROM_SCRATCH},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, subgraph_impl_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(subgraph_impl_tt);
 }
 
 /**
@@ -766,12 +776,14 @@ int igraphmodule_PyObject_to_to_directed_t(PyObject *o,
   if (o == Py_True) {
     *result = IGRAPH_TO_DIRECTED_MUTUAL;
     return 0;
-  } else if (o == Py_False) {
+  }
+  
+  if (o == Py_False) {
     *result = IGRAPH_TO_DIRECTED_ARBITRARY;
     return 0;
   }
 
-  return igraphmodule_PyObject_to_enum(o, to_directed_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(to_directed_tt);
 }
 
 /**
@@ -790,12 +802,14 @@ int igraphmodule_PyObject_to_to_undirected_t(PyObject *o,
   if (o == Py_True) {
     *result = IGRAPH_TO_UNDIRECTED_COLLAPSE;
     return 0;
-  } else if (o == Py_False) {
+  }
+  
+  if (o == Py_False) {
     *result = IGRAPH_TO_UNDIRECTED_EACH;
     return 0;
   }
 
-  return igraphmodule_PyObject_to_enum(o, to_undirected_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(to_undirected_tt);
 }
 
 /**
@@ -811,7 +825,7 @@ int igraphmodule_PyObject_to_transitivity_mode_t(PyObject *o,
         {0,0}
     };
 
-  return igraphmodule_PyObject_to_enum(o, transitivity_mode_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(transitivity_mode_tt);
 }
 
 /**
@@ -831,7 +845,7 @@ int igraphmodule_PyObject_to_tree_mode_t(PyObject *o,
         {0,0}
     };
 
-  return igraphmodule_PyObject_to_enum(o, tree_mode_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(tree_mode_tt);
 }
 
 /**
@@ -1373,7 +1387,7 @@ PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
  * error occurred
  */
 PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type) {
-  if (!igraph_finite(value) || igraph_is_nan(value)) {
+  if (!isfinite(value) || isnan(value)) {
     return PyFloat_FromDouble(value);
   }
 
@@ -3852,8 +3866,7 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
         {"arpack", IGRAPH_PAGERANK_ALGO_ARPACK},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum(o, pagerank_algo_tt, (int*)result);
+  TRANSLATE_ENUM_WITH(pagerank_algo_tt);
 }
 
 /**
@@ -3861,8 +3874,6 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
  * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
  */
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result) {
-  int result_int = *result;
-  int retval;
   static igraphmodule_enum_translation_table_entry_t edge_type_sw_tt[] = {
         {"simple", IGRAPH_SIMPLE_SW},
         {"loops", IGRAPH_LOOPS_SW},
@@ -3870,15 +3881,7 @@ int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *
         {"all", IGRAPH_LOOPS_SW | IGRAPH_MULTI_SW},
         {0,0}
     };
-
-  retval = igraphmodule_PyObject_to_enum_strict(o, edge_type_sw_tt, &result_int);
-
-  if (retval) {
-    return retval;
-  }
-
-  *result = result_int;
-  return 0;
+  TRANSLATE_ENUM_STRICTLY_WITH(edge_type_sw_tt);
 }
 
 /**
@@ -3892,8 +3895,7 @@ int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq
         {"index", IGRAPH_REALIZE_DEGSEQ_INDEX},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum_strict(o, realize_degseq_tt, (int*)result);
+  TRANSLATE_ENUM_STRICTLY_WITH(realize_degseq_tt);
 }
 
 /**
@@ -3906,6 +3908,5 @@ int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *re
         {"lerw", IGRAPH_RANDOM_TREE_LERW},
         {0,0}
     };
-
-  return igraphmodule_PyObject_to_enum_strict(o, random_tree_tt, (int*)result);
+  TRANSLATE_ENUM_STRICTLY_WITH(random_tree_tt);
 }

From 648a2bb5710f4fe515172d3494b42b5985136168 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Oct 2022 22:27:39 +0200
Subject: [PATCH 0910/1681] fix: fix a null pointer dereference in
 igraphmodule_i_Graph_isomorphic_vf2_callback_fn()

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index afc97ae1f..446c0b2b3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9326,7 +9326,7 @@ igraph_error_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
   if (map21_o == NULL) {
     /* Error in conversion, return an error code */
     PyErr_WriteUnraisable(data->callback_fn);
-    Py_DECREF(map21_o);
+    Py_DECREF(map12_o);
     return IGRAPH_FAILURE;
   }
 

From cbdc10df4a0f759d65015e570ae823fad0c70b55 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 16 Oct 2022 12:00:56 +1100
Subject: [PATCH 0911/1681] Move documentation examples to sphinx-gallery
 (#593)

* Try out sphinx-gallery, work-ish locally

* RTD + sphinx-gallery needs scipy for one example

* Start polishing examples

* Improve more examples

* More examples polished

* Annotated all examples

* Remove old gallery system

* Vertex size in one example

* Vertex size in one example, again

* Vertex size in one example, again (3x)

* Close small leftover bugs here and there
---
 .gitignore                                    |    2 +
 doc/examples_sphinx-gallery/README.rst        |   10 +
 .../articulation_points.py                    |   38 +
 .../betweenness.py                            |   48 +-
 .../bipartite_matching.py                     |   33 +-
 .../bipartite_matching_maxflow.py             |   67 +
 doc/examples_sphinx-gallery/bridges.py        |   81 +
 .../cluster_contraction.py                    |  141 ++
 doc/examples_sphinx-gallery/complement.py     |   75 +
 doc/examples_sphinx-gallery/configuration.py  |   60 +
 .../connected_components.py                   |   44 +
 .../delaunay-triangulation.py                 |   98 +
 doc/examples_sphinx-gallery/erdos_renyi.py    |   86 +
 .../isomorphism.py                            |   25 +-
 doc/examples_sphinx-gallery/lesmis/lesmis.gml | 1913 +++++++++++++++++
 doc/examples_sphinx-gallery/lesmis/lesmis.txt |    7 +
 .../maxflow.py                                |   28 +-
 .../minimum_spanning_trees.py                 |   53 +
 .../online_user_actions.py                    |  104 +
 .../quickstart.py                             |   17 +
 doc/examples_sphinx-gallery/ring_animation.py |   89 +
 .../shortest_path_visualisation.py            |   79 +
 doc/examples_sphinx-gallery/simplify.py       |   71 +
 doc/examples_sphinx-gallery/spanning_trees.py |   57 +
 .../topological_sort.py                       |   59 +
 doc/examples_sphinx-gallery/visual_style.py   |   49 +
 .../visualize_cliques.py                      |   66 +
 .../visualize_communities.py                  |   29 +-
 .../gallery_thumbnails}/ring_animation.gif    |  Bin
 .../gallery_thumbnails}/ring_animation.png    |  Bin
 doc/source/conf.py                            |   15 +-
 doc/source/faq.rst                            |    4 +-
 doc/source/index.rst                          |    6 +-
 doc/source/requirements.txt                   |    2 +
 doc/source/sphinxext/gallery_generator.py     |  281 ---
 doc/source/tutorial.rst                       |    4 +-
 .../articulation_points.rst                   |   48 -
 .../assets/articulation_points.py             |   24 -
 .../figures/articulation_points.png           |  Bin 22137 -> 0 bytes
 .../tutorials/betweenness/betweenness.rst     |  100 -
 .../betweenness/figures/betweenness.png       |  Bin 114355 -> 0 bytes
 .../bipartite_matching/bipartite_matching.rst |   74 -
 .../bipartite_matching/figures/bipartite.png  |  Bin 21719 -> 0 bytes
 .../figures/bipartite_matching.png            |  Bin 13959 -> 0 bytes
 .../assets/bipartite_matching_maxflow.py      |   45 -
 .../bipartite_matching_maxflow.rst            |   85 -
 .../figures/bipartite_matching_maxflow.png    |  Bin 18396 -> 0 bytes
 .../tutorials/bridges/assets/bridges1.py      |   25 -
 .../tutorials/bridges/assets/bridges2.py      |   32 -
 doc/source/tutorials/bridges/bridges.rst      |   84 -
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 121 files changed, 3439 insertions(+), 3233 deletions(-)
 create mode 100644 doc/examples_sphinx-gallery/README.rst
 create mode 100644 doc/examples_sphinx-gallery/articulation_points.py
 rename doc/{source/tutorials/betweenness/assets => examples_sphinx-gallery}/betweenness.py (52%)
 rename doc/{source/tutorials/bipartite_matching/assets => examples_sphinx-gallery}/bipartite_matching.py (55%)
 create mode 100644 doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
 create mode 100644 doc/examples_sphinx-gallery/bridges.py
 create mode 100644 doc/examples_sphinx-gallery/cluster_contraction.py
 create mode 100644 doc/examples_sphinx-gallery/complement.py
 create mode 100644 doc/examples_sphinx-gallery/configuration.py
 create mode 100644 doc/examples_sphinx-gallery/connected_components.py
 create mode 100644 doc/examples_sphinx-gallery/delaunay-triangulation.py
 create mode 100644 doc/examples_sphinx-gallery/erdos_renyi.py
 rename doc/{source/tutorials/isomorphism/assets => examples_sphinx-gallery}/isomorphism.py (66%)
 create mode 100644 doc/examples_sphinx-gallery/lesmis/lesmis.gml
 create mode 100644 doc/examples_sphinx-gallery/lesmis/lesmis.txt
 rename doc/{source/tutorials/maxflow/assets => examples_sphinx-gallery}/maxflow.py (54%)
 create mode 100644 doc/examples_sphinx-gallery/minimum_spanning_trees.py
 create mode 100644 doc/examples_sphinx-gallery/online_user_actions.py
 rename doc/{source/tutorials/quickstart/assets => examples_sphinx-gallery}/quickstart.py (78%)
 create mode 100644 doc/examples_sphinx-gallery/ring_animation.py
 create mode 100644 doc/examples_sphinx-gallery/shortest_path_visualisation.py
 create mode 100644 doc/examples_sphinx-gallery/simplify.py
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 create mode 100644 doc/examples_sphinx-gallery/visual_style.py
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 rename doc/{source/tutorials/visualize_communities/assets => examples_sphinx-gallery}/visualize_communities.py (53%)
 rename doc/source/{tutorials/ring_animation/figures => _static/gallery_thumbnails}/ring_animation.gif (100%)
 rename doc/source/{tutorials/ring_animation/figures => _static/gallery_thumbnails}/ring_animation.png (100%)
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diff --git a/.gitignore b/.gitignore
index f0a852ea0..46689eff9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,8 +18,10 @@ vendor/install/
 .DS_Store
 
 doc/source/gallery.rst
+doc/source/tutorials
 doc/linkcheck
 doc/api/
 doc/dash/
 doc/html/
 doc/jekyll_tools/vendor
+doc/examples_sphinx-gallery/social_network.*
diff --git a/doc/examples_sphinx-gallery/README.rst b/doc/examples_sphinx-gallery/README.rst
new file mode 100644
index 000000000..6fe17a0c1
--- /dev/null
+++ b/doc/examples_sphinx-gallery/README.rst
@@ -0,0 +1,10 @@
+.. _gallery-of-examples:
+
+Gallery of Examples
+===================
+
+Gallery of examples for `python-igraph` illustrating graph generation, analysis, and plotting.
+
+Impatient? Check out the :ref:`tutorials-quickstart`.
+
+Too little detail? Read the :doc:`extended tutorial <../tutorial>`.
diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
new file mode 100644
index 000000000..2b92b3704
--- /dev/null
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -0,0 +1,38 @@
+"""
+.. _tutorials-articulation-points:
+
+===================
+Articulation Points
+===================
+
+This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using :meth:`igraph.GraphBase.articulation_points`. For an example on bridges instead, see :ref:`tutorials-bridges`.
+
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# First, we construct a graph. This example shows usage of graph formulae:
+g = ig.Graph.Formula(
+    "0-1-2-0, 3:4:5:6 - 3:4:5:6, 2-3-7-8",
+)
+
+# %%
+# Now we are aready to find the articulation points as a vertex sequence
+articulation_points = g.vs[g.articulation_points()]
+
+# %%
+# Finally, we can plot the graph
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount()),
+    vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
+    vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
+    edge_width=0.8,
+    edge_color='gray'
+)
+plt.show()
diff --git a/doc/source/tutorials/betweenness/assets/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
similarity index 52%
rename from doc/source/tutorials/betweenness/assets/betweenness.py
rename to doc/examples_sphinx-gallery/betweenness.py
index fc2cd8c99..a9e568e70 100644
--- a/doc/source/tutorials/betweenness/assets/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -1,3 +1,13 @@
+"""
+.. _tutorials-betweenness:
+
+=======================
+Betweenness
+=======================
+
+This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods :meth:`igraph.GraphBase.betweenness` and :meth:`igraph.GraphBase.edge_betweenness` respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph.
+
+"""
 import random
 import matplotlib.pyplot as plt
 from matplotlib.cm import ScalarMappable
@@ -5,7 +15,15 @@
 import igraph as ig
 
 
-def plot_betweenness(g, ax, cax1, cax2):
+# %%
+# We define a function that plots the graph  on a Matplotlib axis, along with
+# its vertex and edge betweenness values. The function also generates some
+# color bars on the sides to see how they translate to each other. We use
+# `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_
+# to ensure that our color bar ranges are correct, as well as *igraph*'s
+# :meth:`igraph.utils.rescale` to rescale the betweennesses in the interval
+# ``[0, 1]``.
+def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
     '''Plot vertex/edge betweenness, with colorbars
 
     Args:
@@ -15,9 +33,7 @@ def plot_betweenness(g, ax, cax1, cax2):
         cax2: the Axes for the edge betweenness colorbar
     '''
 
-    # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-    vertex_betweenness = g.betweenness()
-    edge_betweenness = g.edge_betweenness()
+    # Rescale betweenness to be between 0.0 and 1.0
     scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
     scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)
     print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
@@ -46,20 +62,30 @@ def plot_betweenness(g, ax, cax1, cax2):
     plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
 
 
-# Generate Krackhardt Kite Graphs and Watts Strogatz graphs
+# %%
+# First, generate a graph, e.g. the Krackhardt Kite Graph:
 random.seed(0)
 g1 = ig.Graph.Famous("Krackhardt_Kite")
+
+# %%
+# Then we can compute vertex and edge betweenness:
+vertex_betweenness1 = g1.betweenness()
+edge_betweenness1 = g1.edge_betweenness()
+
+# %% As a second example, we generate and analyze a Watts Strogatz graph:
 g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
+vertex_betweenness2 = g2.betweenness()
+edge_betweenness2 = g2.edge_betweenness()
 
-# Plot the graphs, each with two colorbars for vertex/edge betweenness
+# %%
+# Finally, we plot the two graphs, each with two colorbars for vertex/edge
+# betweenness
 fig, axs = plt.subplots(
     3, 2,
     figsize=(7, 6),
     gridspec_kw=dict(height_ratios=(20, 1, 1)),
-    )
-#plt.subplots_adjust(bottom=0.3)
-plot_betweenness(g1, *axs[:, 0])
-plot_betweenness(g2, *axs[:, 1])
+)
+plot_betweenness(g1, vertex_betweenness1, edge_betweenness1, *axs[:, 0])
+plot_betweenness(g2, vertex_betweenness2, edge_betweenness2, *axs[:, 1])
 fig.tight_layout(h_pad=1)
-
 plt.show()
diff --git a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py b/doc/examples_sphinx-gallery/bipartite_matching.py
similarity index 55%
rename from doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
rename to doc/examples_sphinx-gallery/bipartite_matching.py
index fdb400eae..dd7885b07 100644
--- a/doc/source/tutorials/bipartite_matching/assets/bipartite_matching.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching.py
@@ -1,16 +1,34 @@
+"""
+.. _tutorials-bipartite-matching:
+
+==========================
+Maximum Bipartite Matching
+==========================
+
+This example demonstrates an efficient way to find and visualise a maximum biparite matching using :meth:`igraph.Graph.maximum_bipartite_matching`.
+"""
 import igraph as ig
 import matplotlib.pyplot as plt
 
-# Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
+# %%
+# First, we construct a bipartite graph, assigning:
+#  - nodes 0-4 to one side
+#  - nodes 5-8 to the other side
 g = ig.Graph.Bipartite(
     [0, 0, 0, 0, 0, 1, 1, 1, 1],
     [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
 )
+
+# %%
+# We can easily check that the graph is indeed bipartite:
 assert g.is_bipartite()
 
+# %%
+# Now can can compute the maximum bipartite matching:
 matching = g.maximum_bipartite_matching()
 
-# Print pairings for each node on one side
+# %%
+# It's easy to print matching pairs of vertices
 matching_size = 0
 print("Matching is:")
 for i in range(5):
@@ -19,6 +37,9 @@
         matching_size += 1
 print("Size of maximum matching is:", matching_size)
 
+# %%
+# Finally, we can plot the bipartite graph, highlighting the edges connecting
+# maximal matches by a red color:
 fig, ax = plt.subplots(figsize=(7, 3))
 ig.plot(
     g,
@@ -30,11 +51,3 @@
     edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
     edge_color=["red" if e.target == matching.match_of(e.source) else "black" for e in g.es]
 )
-
-# Matching is:
-# 0 - 5
-# 1 - 7
-# 2 - 8
-# 3 - 6
-# 4 - None
-# Size of maximum matching is: 4
diff --git a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
new file mode 100644
index 000000000..6164e0e47
--- /dev/null
+++ b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
@@ -0,0 +1,67 @@
+"""
+.. _tutorials-bipartite-matching-maxflow:
+
+==========================================
+Maximum Bipartite Matching by Maximum Flow
+==========================================
+
+This example presents how to visualise bipartite matching using maximum flow (see :meth:`igraph.Graph.maxflow`).
+
+.. note::  :meth:`igraph.Graph.maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# We start by creating the bipartite directed graph.
+g = ig.Graph(
+    9,
+    [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
+    directed=True
+)
+
+# %%
+# We assign:
+#  - nodes 0-3 to one side
+#  - nodes 4-8 to the other side
+g.vs[range(4)]["type"] = True
+g.vs[range(4, 9)]["type"] = False
+
+# %%
+# Then we add a source (vertex 9) and a sink (vertex 10)
+g.add_vertices(2)
+g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)])  # connect source to one side
+g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)])  # ... and sinks to the other
+
+flow = g.maxflow(9, 10)
+print("Size of maximum matching (maxflow) is:", flow.value)
+
+# %%
+# Let's compare the output against :meth:`igraph.Graph.maximum_bipartite_matching`:
+
+# delete the source and sink, which are unneeded for this function.
+g2 = g.copy()
+g2.delete_vertices([9, 10])
+matching = g2.maximum_bipartite_matching()
+matching_size = sum(1 for i in range(4) if matching.is_matched(i))
+print("Size of maximum matching (maximum_bipartite_matching) is:", matching_size)
+
+# %%
+# Last, we can display the original flow graph nicely with the matchings added.
+# To achieve a pleasant visual effect, we set the positions of source and sink
+# manually:
+layout = g.layout_bipartite()
+layout[9] = (2, -1)
+layout[10] = (2, 2)
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_size=0.4,
+    vertex_label=range(g.vcount()),
+    vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
+    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+)
+plt.show()
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
new file mode 100644
index 000000000..ba821e88b
--- /dev/null
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -0,0 +1,81 @@
+"""
+.. _tutorials-bridges:
+
+========
+Bridges
+========
+
+This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using :meth:`igraph.GraphBase.bridges`. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# Let's start with a simple example. We begin by constructing a graph that
+# includes a few bridges:
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
+
+# %%
+# Then we can use a function to actually find the bridges, i.e. the edges that
+# connect different parts of the graph:
+bridges = g.bridges()
+
+# %%
+# We set a separate color for those edges, to emphasize then in a plot:
+g.es["color"] = "gray"
+g.es[bridges]["color"] = "red"
+g.es["width"] = 0.8
+g.es[bridges]["width"] = 1.2
+
+# %%
+# Finally, we plot the graph using that emphasis:
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount())
+)
+plt.show()
+
+# %%
+# Advanced: Cutting Effect
+# --------------------------
+# Bridges are edges that when removed, will separate the graph into more components then they started with. To emphasise the removal of edges from the graph, we can add small "x" effect to each of the bridges by using edge labels.
+
+# %%
+# As before, we begin by constructing the graph:
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
+
+# %%
+# We then find and set the color for the bridges, but this time we also set a
+# label for those edges:
+bridges = g.bridges()
+g.es["color"] = "gray"
+g.es[bridges]["color"] = "red"
+g.es["width"] = 0.8
+g.es[bridges]["width"] = 1.2
+g.es["label"] = ""
+g.es[bridges]["label"] = "x"
+
+# %%
+# Finally, we can plot the graph:
+fig, ax = plt.subplots()
+ig.plot(
+    g, 
+    target=ax, 
+    vertex_size=0.3,
+    vertex_color="lightblue",
+    vertex_label=range(g.vcount()),
+    edge_background="#FFF0",    # transparent background color
+    edge_align_label=True,      # make sure labels are aligned with the edge
+    edge_label=g.es["label"],
+    edge_label_color="red"
+)
+plt.show()
+
diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
new file mode 100644
index 000000000..f39e71d5d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -0,0 +1,141 @@
+"""
+.. _tutorials-cluster-graph:
+
+===========================
+Generating Cluster Graphs
+===========================
+
+This example shows how to find the communities in a graph, then contract each community into a single node using :class:`igraph.clustering.VertexClustering`. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# We begin by load the graph from file. The file containing this network can be
+# downloaded `here <http://www-personal.umich.edu/~mejn/netdata/>`_.
+g = ig.load("./lesmis/lesmis.gml")
+
+# %%
+# Now that we have a graph in memory, we can generate communities using
+# :meth:`igraph.Graph.community_edge_betweenness` to separate out vertices into
+# clusters. (For a more focused tutorial on just visualising communities, check
+# out :ref:`tutorials-visualize-communities`).
+communities = g.community_edge_betweenness()
+
+# %%
+# For plots, it is convenient to convert the communities into a VertexClustering:
+communities = communities.as_clustering()
+
+# %%
+# We can also easily print out who belongs to each community:
+for i, community in enumerate(communities):
+    print(f"Community {i}:")
+    for v in community:
+        print(f"\t{g.vs[v]['label']}")
+
+# %%
+# Finally we can proceed to plotting the graph. In order to make each community
+# stand out, we set "community colors" using an igraph palette:
+num_communities = len(communities)
+palette1 = ig.RainbowPalette(n=num_communities)
+for i, community in enumerate(communities):
+    g.vs[community]["color"] = i
+    community_edges = g.es.select(_within=community)
+    community_edges["color"] = i
+
+# %%
+# We can use a dirty hack to move the labels below the vertices ;-)
+g.vs["label"] = ["\n\n" + label for label in g.vs["label"]]
+
+# %%
+# Finally, we can plot the communities:
+fig1, ax1 = plt.subplots()
+ig.plot(
+    communities,
+    target=ax1,
+    mark_groups=True,
+    palette=palette1,
+    vertex_size=0.1,
+    edge_width=0.5,
+)
+fig1.set_size_inches(20, 20)
+
+
+# %%
+# Now let's try and contract the information down, using only a single vertex
+# to represent each community. We start by defining x, y, and size attributes
+# for each node in the original graph:
+layout = g.layout_kamada_kawai()
+g.vs["x"], g.vs["y"] = list(zip(*layout))
+g.vs["size"] = 1
+g.es["size"] = 1
+
+# %%
+# Then we can generate the cluster graph that compresses each community into a
+# single, "composite" vertex using
+# :meth:`igraph.VertexClustering.cluster_graph`:
+cluster_graph = communities.cluster_graph(
+    combine_vertices={
+        "x": "mean",
+        "y": "mean",
+        "color": "first",
+        "size": "sum",
+    },
+    combine_edges={
+        "size": "sum",
+    },
+)
+
+# %%
+# .. note::
+#
+#      We took the mean of x and y values so that the nodes in the cluster
+#      graph are placed at the centroid of the original cluster.
+#
+# .. note::
+#
+#     ``mean``, ``first``, and ``sum`` are all built-in collapsing functions,
+#     along with ``prod``, ``median``, ``max``, ``min``, ``last``, ``random``.
+#     You can also define your own custom collapsing functions, which take in a
+#     list and return a single element representing the combined attribute
+#     value. For more details on igraph contraction, see
+#     :meth:`igraph.GraphBase.contract_vertices`.
+
+
+# %%
+# Finally, we can assign colors to the clusters and plot the cluster graph,
+# including a legend to make things clear:
+palette2 = ig.GradientPalette("gainsboro", "black")
+g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
+
+fig2, ax2 = plt.subplots()
+ig.plot(
+    cluster_graph,
+    target=ax2,
+    palette=palette1,
+    # set a minimum size on vertex_size, otherwise vertices are too small
+    vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]],
+    edge_color=g.es["color"],
+    edge_width=0.8,
+)
+
+# Add a legend
+legend_handles = []
+for i in range(num_communities):
+    handle = ax2.scatter(
+        [], [],
+        s=100,
+        facecolor=palette1.get(i),
+        edgecolor="k",
+        label=i,
+    )
+    legend_handles.append(handle)
+
+ax2.legend(
+    handles=legend_handles,
+    title='Community:',
+    bbox_to_anchor=(0, 1.0),
+    bbox_transform=ax2.transAxes,
+)
+
+fig2.set_size_inches(10, 10)
diff --git a/doc/examples_sphinx-gallery/complement.py b/doc/examples_sphinx-gallery/complement.py
new file mode 100644
index 000000000..4436ae372
--- /dev/null
+++ b/doc/examples_sphinx-gallery/complement.py
@@ -0,0 +1,75 @@
+"""
+.. _tutorials-complement:
+
+================
+Complement
+================
+
+This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using :meth:`igraph.GraphBase.complementer`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# First, we generate a random graph
+random.seed(0)
+g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
+
+# %%
+# .. note::
+#     We set the random seed to ensure the graph comes out exactly the same
+#     each time in the gallery. You don't need to do that if you're exploring
+#     really random graphs ;-)
+
+# %%
+# Then we generate the complement graph:
+g2 = g1.complementer(loops=False)
+
+# %%
+# The union graph of the two is of course the full graph, i.e. a graph with
+# edges connecting all vertices to all other vertices. Because we decided to
+# ignore loops (aka self-edges) in the complementer, the full graph does not
+# include loops either.
+g_full = g1 | g2
+
+# %%
+# In case there was any doubt, the complement of the full graph is an
+# empty graph, with the same vertices but no edges:
+g_empty = g_full.complementer(loops=False)
+
+# %%
+# To demonstrate these concepts more clearly, here's a layout of each of the
+# four graphs we discussed (input, complement, union/full, complement of
+# union/empty):
+fig, axs = plt.subplots(2, 2)
+ig.plot(
+    g1,
+    target=axs[0, 0],
+    layout="circle",
+    vertex_color="black",
+)
+axs[0, 0].set_title('Original graph')
+ig.plot(
+    g2,
+    target=axs[0, 1],
+    layout="circle",
+    vertex_color="black",
+)
+axs[0, 1].set_title('Complement graph')
+
+ig.plot(
+    g_full,
+    target=axs[1, 0],
+    layout="circle",
+    vertex_color="black",
+)
+axs[1, 0].set_title('Union graph')
+ig.plot(
+    g_empty,
+    target=axs[1, 1],
+    layout="circle",
+    vertex_color="black",
+)
+axs[1, 1].set_title('Complement of union graph')
+plt.show()
diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
new file mode 100644
index 000000000..fb0c07483
--- /dev/null
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -0,0 +1,60 @@
+"""
+.. _tutorials-configuration:
+
+======================
+Configuration Instance
+======================
+
+This example shows how to use igraph's :class:`configuration instance <igraph.Configuration>` to set default igraph settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every igraph project you work on.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# First we define the default plotting backend, layout, and color palette.
+ig.config["plotting.backend"] = "matplotlib"
+ig.config["plotting.layout"] = "fruchterman_reingold"
+ig.config["plotting.palette"] = "rainbow"
+
+# %%
+# Then, we save them. By default, ``ig.config.save()`` will save files to
+# ``~/.igraphrc`` on Linux and Max OS X systems, or in
+# ``%USERPROFILE%\.igraphrc`` for Windows systems:
+ig.config.save()
+
+# %%
+# The code above only needs to be run once (to store the new config options
+# into the ``.igraphrc`` file). Whenever you use igraph and this file exists,
+# igraph will read its content and use those options as defaults. For
+# example, let's create and plot a new graph to demonstrate:
+random.seed(1)
+g = ig.Graph.Barabasi(n=100, m=1)
+
+# %%
+# We now calculate a color value between 0-200 for all nodes, for instance by
+# computing the vertex betweenness:
+betweenness = g.betweenness()
+colors = [int(i * 200 / max(betweenness)) for i in betweenness]
+
+# %%
+# Finally, we can plot the graph. You will notice that even though we did not
+# create a dedicated figure and axes, matplotlib is now used by default:
+ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+plt.show()
+
+# %%
+# The full list of config settings can be found at
+# :class:`igraph.Configuration`.
+#
+# .. note::
+#
+#    You can have multiple config files: specify each location via
+#    ``ig.config.save("./path/to/config/file")``. To load a specific config,
+#    import igraph and then call ``ig.config.load("./path/to/config/file")``
+#
+#
+# .. note::
+#
+#     To use a consistent style between individual plots (e.g. vertex sizes,
+#     colors, layout etc.) check out :ref:`tutorials-visual-style`.
diff --git a/doc/examples_sphinx-gallery/connected_components.py b/doc/examples_sphinx-gallery/connected_components.py
new file mode 100644
index 000000000..e85869cd5
--- /dev/null
+++ b/doc/examples_sphinx-gallery/connected_components.py
@@ -0,0 +1,44 @@
+"""
+.. _tutorials-connected-components:
+
+=====================
+Connected Components
+=====================
+
+This example demonstrates how to visualise the connected components in a graph using :meth:`igraph.GraphBase.connected_components`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# First, we generate a randomized geometric graph with random vertex sizes. The
+# seed is set to the example is reproducible in our manual: you don't really
+# need it to understand the concepts.
+random.seed(0)
+g = ig.Graph.GRG(50, 0.15)
+
+# %%
+# Now we can cluster the graph into weakly connected components, i.e. subgraphs
+# that have no edges connecting them to one another:
+components = g.connected_components(mode='weak')
+
+# %%
+# Finally, we can visualize the distinct connected components of the graph:
+fig, ax = plt.subplots()
+ig.plot(
+    components,
+    target=ax,
+    palette=ig.RainbowPalette(),
+    vertex_size=0.07,
+    vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
+    edge_width=0.7
+)
+plt.show()
+
+# %%
+# .. note::
+#
+#     We use the integers from 0 to 200 instead of 0 to 255 in our vertex
+#     colors, since 255 in the :class:`igraph.drawing.colors.RainbowPalette`
+#     corresponds to looping back to red. This gives us nicely distinct hues.
diff --git a/doc/examples_sphinx-gallery/delaunay-triangulation.py b/doc/examples_sphinx-gallery/delaunay-triangulation.py
new file mode 100644
index 000000000..8f95b6e75
--- /dev/null
+++ b/doc/examples_sphinx-gallery/delaunay-triangulation.py
@@ -0,0 +1,98 @@
+"""
+.. _tutorials-delaunay-triangulation:
+
+======================
+Delaunay Triangulation
+======================
+
+This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using random ``numpy`` arrays and a graph with those vertex coordinates and no edges.
+
+"""
+import numpy as np
+from scipy.spatial import Delaunay
+import igraph as ig
+import matplotlib.pyplot as plt
+
+
+# %%
+# We start by generating a random graph in the 2D unit cube, fixing the random
+# seed to ensure reproducibility.
+np.random.seed(0)
+x, y = np.random.rand(2, 30)
+g = ig.Graph(30)
+g.vs['x'] = x
+g.vs['y'] = y
+
+# %%
+# Because we already set the `x` and `y` vertex attributes, we can use
+# :meth:`igraph.Graph.layout_auto` to wrap them into a :class:`igraph.Layout`
+# object.
+layout = g.layout_auto()
+
+# %%
+# Now we can calculate the delaunay triangulation using `scipy`'s :class:`scipy:scipy.spatial.Delaunay` class:
+delaunay = Delaunay(layout.coords)
+
+# %%
+# Given the triangulation, we can add the edges into the original graph:
+for tri in delaunay.simplices:
+    g.add_edges([
+        (tri[0], tri[1]),
+        (tri[1], tri[2]),
+        (tri[0], tri[2]),
+    ])
+
+# %%
+# Because adjacent triangles share an edge/side, the graph now contains some
+# edges more than once. It's useful to simplify the graph to get rid of those
+# multiedges, keeping each side only once:
+g.simplify()
+
+# %%
+# Finally, plotting the graph gives a good idea of what the triangulation looks
+# like:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    layout=layout,
+    target=ax,
+    vertex_size=0.04,
+    vertex_color="lightblue",
+    edge_width=0.8
+)
+plt.show()
+
+# %%
+# Alternative plotting style
+# --------------------------
+# We can use :doc:`matplotlib <matplotlib:index>` to plot the faces of the
+# triangles instead of the edges. First, we create a hue gradient for the
+# triangle faces:
+palette = ig.GradientPalette("midnightblue", "lightblue", 100)
+
+# %%
+# Then we can "plot" the triangles using
+# :class:`matplotlib:matplotlib.patches.Polygon` and the graph using
+# :func:`igraph.plot() <igraph.drawing.plot>`:
+fig, ax = plt.subplots()
+for tri in delaunay.simplices:
+    # get the points of the triangle
+    tri_points = [delaunay.points[tri[i]] for i in range(3)]
+
+    # calculate the vertical center of the triangle
+    center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3
+
+    # draw triangle onto axes
+    poly = plt.Polygon(tri_points, color=palette.get(int(center * 100)))
+    ax.add_patch(poly)
+
+ig.plot(
+    g,
+    layout=layout,
+    target=ax,
+    vertex_size=0.0,
+    edge_width=0.2,
+    edge_color="white",
+)
+ax.set(xlim=(0, 1), ylim=(0, 1))
+plt.show()
diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
new file mode 100644
index 000000000..7f0e3b67a
--- /dev/null
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -0,0 +1,86 @@
+"""
+.. _tutorials-random:
+
+=================
+Erdős-Rényi Graph
+=================
+
+This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using :meth:`igraph.GraphBase.Erdos_Renyi`. There are two variants of graphs:
+
+- ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
+- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
+
+We generate two graphs of each, so we can confirm that our graph generator is truly random.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# First, we set a random seed for reproducibility
+random.seed(0)
+
+# %%
+# Then, we generate two Erdos Renyi graphs with identical parameters:
+g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
+
+# %%
+# For comparison, we also generate two Erdos Renyi graphs with a fixed number
+# of edges:
+g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
+
+# %%
+# We can print out summaries of each graph to verify their randomness
+ig.summary(g1)
+ig.summary(g2)
+ig.summary(g3)
+ig.summary(g4)
+
+# IGRAPH U--- 15 18 --
+# IGRAPH U--- 15 21 --
+# IGRAPH U--- 20 35 --
+# IGRAPH U--- 20 35 --
+
+# %%
+# Finally, we can plot the graphs to illustrate their structures and
+# differences:
+fig, axs = plt.subplots(2, 2)
+# Probability
+ig.plot(
+    g1,
+    target=axs[0, 0],
+    layout="circle",
+    vertex_color="lightblue"
+)
+ig.plot(
+    g2,
+    target=axs[0, 1],
+    layout="circle",
+    vertex_color="lightblue"
+)
+axs[0, 0].set_ylabel('Probability')
+# N edges
+ig.plot(
+    g3,
+    target=axs[1, 0],
+    layout="circle",
+    vertex_color="lightblue",
+    vertex_size=0.15
+)
+ig.plot(
+    g4,
+    target=axs[1, 1],
+    layout="circle",
+    vertex_color="lightblue",
+    vertex_size=0.15
+)
+axs[1, 0].set_ylabel('N. edges')
+plt.show()
+
+# %%
+# .. note::
+#     
+#     Even when using the same random seed, results can still differ depending
+#     on the machine the code is being run from.
diff --git a/doc/source/tutorials/isomorphism/assets/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
similarity index 66%
rename from doc/source/tutorials/isomorphism/assets/isomorphism.py
rename to doc/examples_sphinx-gallery/isomorphism.py
index b9544f62e..dd1e130b8 100644
--- a/doc/source/tutorials/isomorphism/assets/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -1,12 +1,23 @@
+"""
+.. _tutorials-isomorphism:
+
+===========
+Isomorphism
+===========
+
+This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using :meth:`igraph.GraphBase.isomorphic`.
+"""
 import igraph as ig
 import matplotlib.pyplot as plt
 
-# Create Graphs
+# %%
+# First we generate three different graphs:
 g1 = ig.Graph([(0, 1), (0, 2), (0, 4), (1, 2), (1, 3), (2, 3), (2, 4), (3, 4)])
 g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
 
-# Check isomorphism
+# %%
+# To check whether they are isomorphic, we can use a simple method:
 print("Are the graphs g1 and g2 isomorphic?")
 print(g1.isomorphic(g2))
 print("Are the graphs g1 and g3 isomorphic?")
@@ -22,8 +33,14 @@
 # Are the graphs g2 and g3 isomorphic?
 # False
 
+# %%
+# .. note::
+#    `Graph isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ is an equivalence
+#    relationship, i.e. if `g1 ~ g2` and `g2 ~ g3`, then automatically `g1 ~ g3`. Therefore,
+#    we could have skipped the last check.
 
-# Plot graphs
+# %%
+# We can plot the graphs to get an idea about the problem:
 visual_style = {
     "vertex_color": "lightblue",
     "vertex_label": [0, 1, 2, 3, 4],
@@ -51,6 +68,4 @@
 )
 fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
 fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
-
 plt.show()
-
diff --git a/doc/examples_sphinx-gallery/lesmis/lesmis.gml b/doc/examples_sphinx-gallery/lesmis/lesmis.gml
new file mode 100644
index 000000000..3c0751191
--- /dev/null
+++ b/doc/examples_sphinx-gallery/lesmis/lesmis.gml
@@ -0,0 +1,1913 @@
+Creator "Mark Newman on Fri Jul 21 12:44:53 2006"
+graph
+[
+  node
+  [
+    id 0
+    label "Myriel"
+  ]
+  node
+  [
+    id 1
+    label "Napoleon"
+  ]
+  node
+  [
+    id 2
+    label "MlleBaptistine"
+  ]
+  node
+  [
+    id 3
+    label "MmeMagloire"
+  ]
+  node
+  [
+    id 4
+    label "CountessDeLo"
+  ]
+  node
+  [
+    id 5
+    label "Geborand"
+  ]
+  node
+  [
+    id 6
+    label "Champtercier"
+  ]
+  node
+  [
+    id 7
+    label "Cravatte"
+  ]
+  node
+  [
+    id 8
+    label "Count"
+  ]
+  node
+  [
+    id 9
+    label "OldMan"
+  ]
+  node
+  [
+    id 10
+    label "Labarre"
+  ]
+  node
+  [
+    id 11
+    label "Valjean"
+  ]
+  node
+  [
+    id 12
+    label "Marguerite"
+  ]
+  node
+  [
+    id 13
+    label "MmeDeR"
+  ]
+  node
+  [
+    id 14
+    label "Isabeau"
+  ]
+  node
+  [
+    id 15
+    label "Gervais"
+  ]
+  node
+  [
+    id 16
+    label "Tholomyes"
+  ]
+  node
+  [
+    id 17
+    label "Listolier"
+  ]
+  node
+  [
+    id 18
+    label "Fameuil"
+  ]
+  node
+  [
+    id 19
+    label "Blacheville"
+  ]
+  node
+  [
+    id 20
+    label "Favourite"
+  ]
+  node
+  [
+    id 21
+    label "Dahlia"
+  ]
+  node
+  [
+    id 22
+    label "Zephine"
+  ]
+  node
+  [
+    id 23
+    label "Fantine"
+  ]
+  node
+  [
+    id 24
+    label "MmeThenardier"
+  ]
+  node
+  [
+    id 25
+    label "Thenardier"
+  ]
+  node
+  [
+    id 26
+    label "Cosette"
+  ]
+  node
+  [
+    id 27
+    label "Javert"
+  ]
+  node
+  [
+    id 28
+    label "Fauchelevent"
+  ]
+  node
+  [
+    id 29
+    label "Bamatabois"
+  ]
+  node
+  [
+    id 30
+    label "Perpetue"
+  ]
+  node
+  [
+    id 31
+    label "Simplice"
+  ]
+  node
+  [
+    id 32
+    label "Scaufflaire"
+  ]
+  node
+  [
+    id 33
+    label "Woman1"
+  ]
+  node
+  [
+    id 34
+    label "Judge"
+  ]
+  node
+  [
+    id 35
+    label "Champmathieu"
+  ]
+  node
+  [
+    id 36
+    label "Brevet"
+  ]
+  node
+  [
+    id 37
+    label "Chenildieu"
+  ]
+  node
+  [
+    id 38
+    label "Cochepaille"
+  ]
+  node
+  [
+    id 39
+    label "Pontmercy"
+  ]
+  node
+  [
+    id 40
+    label "Boulatruelle"
+  ]
+  node
+  [
+    id 41
+    label "Eponine"
+  ]
+  node
+  [
+    id 42
+    label "Anzelma"
+  ]
+  node
+  [
+    id 43
+    label "Woman2"
+  ]
+  node
+  [
+    id 44
+    label "MotherInnocent"
+  ]
+  node
+  [
+    id 45
+    label "Gribier"
+  ]
+  node
+  [
+    id 46
+    label "Jondrette"
+  ]
+  node
+  [
+    id 47
+    label "MmeBurgon"
+  ]
+  node
+  [
+    id 48
+    label "Gavroche"
+  ]
+  node
+  [
+    id 49
+    label "Gillenormand"
+  ]
+  node
+  [
+    id 50
+    label "Magnon"
+  ]
+  node
+  [
+    id 51
+    label "MlleGillenormand"
+  ]
+  node
+  [
+    id 52
+    label "MmePontmercy"
+  ]
+  node
+  [
+    id 53
+    label "MlleVaubois"
+  ]
+  node
+  [
+    id 54
+    label "LtGillenormand"
+  ]
+  node
+  [
+    id 55
+    label "Marius"
+  ]
+  node
+  [
+    id 56
+    label "BaronessT"
+  ]
+  node
+  [
+    id 57
+    label "Mabeuf"
+  ]
+  node
+  [
+    id 58
+    label "Enjolras"
+  ]
+  node
+  [
+    id 59
+    label "Combeferre"
+  ]
+  node
+  [
+    id 60
+    label "Prouvaire"
+  ]
+  node
+  [
+    id 61
+    label "Feuilly"
+  ]
+  node
+  [
+    id 62
+    label "Courfeyrac"
+  ]
+  node
+  [
+    id 63
+    label "Bahorel"
+  ]
+  node
+  [
+    id 64
+    label "Bossuet"
+  ]
+  node
+  [
+    id 65
+    label "Joly"
+  ]
+  node
+  [
+    id 66
+    label "Grantaire"
+  ]
+  node
+  [
+    id 67
+    label "MotherPlutarch"
+  ]
+  node
+  [
+    id 68
+    label "Gueulemer"
+  ]
+  node
+  [
+    id 69
+    label "Babet"
+  ]
+  node
+  [
+    id 70
+    label "Claquesous"
+  ]
+  node
+  [
+    id 71
+    label "Montparnasse"
+  ]
+  node
+  [
+    id 72
+    label "Toussaint"
+  ]
+  node
+  [
+    id 73
+    label "Child1"
+  ]
+  node
+  [
+    id 74
+    label "Child2"
+  ]
+  node
+  [
+    id 75
+    label "Brujon"
+  ]
+  node
+  [
+    id 76
+    label "MmeHucheloup"
+  ]
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+    source 1
+    target 0
+    value 1
+  ]
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diff --git a/doc/examples_sphinx-gallery/lesmis/lesmis.txt b/doc/examples_sphinx-gallery/lesmis/lesmis.txt
new file mode 100644
index 000000000..8772c84b0
--- /dev/null
+++ b/doc/examples_sphinx-gallery/lesmis/lesmis.txt
@@ -0,0 +1,7 @@
+The file lesmis.gml contains the weighted network of coappearances of
+characters in Victor Hugo's novel "Les Miserables".  Nodes represent
+characters as indicated by the labels and edges connect any pair of
+characters that appear in the same chapter of the book.  The values on the
+edges are the number of such coappearances.  The data on coappearances were
+taken from D. E. Knuth, The Stanford GraphBase: A Platform for
+Combinatorial Computing, Addison-Wesley, Reading, MA (1993).
diff --git a/doc/source/tutorials/maxflow/assets/maxflow.py b/doc/examples_sphinx-gallery/maxflow.py
similarity index 54%
rename from doc/source/tutorials/maxflow/assets/maxflow.py
rename to doc/examples_sphinx-gallery/maxflow.py
index b28b81bfc..246d4c451 100644
--- a/doc/source/tutorials/maxflow/assets/maxflow.py
+++ b/doc/examples_sphinx-gallery/maxflow.py
@@ -1,19 +1,38 @@
+"""
+.. _tutorials-maxflow:
+
+============
+Maximum Flow
+============
+
+This example shows how to construct a max flow on a directed graph with edge capacities using :meth:`igraph.Graph.maxflow`.
+
+"""
 import igraph as ig
 import matplotlib.pyplot as plt
 
+# %%
+# First, we generate a graph and assign a "capacity" to each edge:
 g = ig.Graph(
     6,
     [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
     directed=True
 )
-g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5] # capacity of each edge
+g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5]
 
-# Runs max flow, and returns a Flow object
+# %%
+# To find the max flow, we can simply run:
 flow = g.maxflow(3, 0, capacity=g.es["capacity"])
 
 print("Max flow:", flow.value)
 print("Edge assignments:", flow.flow)
 
+# Output:
+# Max flow: 6.0
+# Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
+
+# %%
+# Finally, we can plot the directed graph to look at the situation:
 fig, ax = plt.subplots()
 ig.plot(
     g,
@@ -23,8 +42,3 @@
     vertex_color="lightblue"
 )
 plt.show()
-
-# Output:
-# Max flow: 6.0
-# Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
-
diff --git a/doc/examples_sphinx-gallery/minimum_spanning_trees.py b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
new file mode 100644
index 000000000..50a3d668a
--- /dev/null
+++ b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
@@ -0,0 +1,53 @@
+"""
+.. _tutorials-minimum-spanning-trees:
+
+======================
+Minimum Spanning Trees
+======================
+
+This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using :meth:`igraph.Graph.spanning_tree`. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
+
+"""
+import random
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# We start by generating a grid graph with random integer weights between 1 and
+# 20:
+random.seed(0)
+g = ig.Graph.Lattice([5, 5], circular=False)
+g.es["weight"] = [random.randint(1, 20) for _ in g.es]
+
+# %%
+# We can then compute a minimum spanning tree using
+# :meth:`igraph.Graph.spanning_tree`, making sure to pass in the randomly
+# generated weights.
+mst_edges = g.spanning_tree(weights=g.es["weight"], return_tree=False)
+
+# %%
+# We can print out the minimum edge weight sum
+print("Minimum edge weight sum:", sum(g.es[mst_edges]["weight"]))
+
+# Minimum edge weight sum: 136
+
+# %%
+# Finally, we can plot the graph, highlighting the edges that are part of the
+# minimum spanning tree.
+g.es["color"] = "lightgray"
+g.es[mst_edges]["color"] = "midnightblue"
+g.es["width"] = 1.0
+g.es[mst_edges]["width"] = 3.0
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="grid",
+    vertex_color="lightblue",
+    edge_width=g.es["width"],
+    edge_label=g.es["weight"],
+    edge_background="white",
+)
+plt.show()
+
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
new file mode 100644
index 000000000..8ad9142d6
--- /dev/null
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -0,0 +1,104 @@
+"""
+.. _tutorials-online-user-actions:
+
+===================
+Online user actions
+===================
+
+This example reproduces a typical data science situation in an internet company. We start from a pandas DataFrame with online user actions, for instance for an online text editor: the user can create a page, edit it, or delete it. We want to construct and visualize a graph of the users highlighting collaborations on the same page/project.
+"""
+
+import igraph as ig
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+
+# %%
+# Let's start by preparing some toy data representing online users. Each row
+# indicates a certain action taken by a user (e.g. click on a button within a
+# website). Actual user data usually come with time stamp, but that's not
+# essential for this example.
+action_dataframe = pd.DataFrame([
+    ['dsj3239asadsa3', 'createPage', 'greatProject'],
+    ['2r09ej221sk2k5', 'editPage', 'greatProject'],
+    ['dsj3239asadsa3', 'editPage', 'greatProject'],
+    ['789dsadafj32jj', 'editPage', 'greatProject'],
+    ['oi32ncwosap399', 'editPage', 'greatProject'],
+    ['4r4320dkqpdokk', 'createPage', 'miniProject'],
+    ['320eljl3lk3239', 'editPage', 'miniProject'],
+    ['dsj3239asadsa3', 'editPage', 'miniProject'],
+    ['3203ejew332323', 'createPage', 'private'],
+    ['3203ejew332323', 'editPage', 'private'],
+    ['40m11919332msa', 'createPage', 'private2'],
+    ['40m11919332msa', 'editPage', 'private2'],
+    ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
+    ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
+    ],
+    columns=['userid', 'action', 'project'],
+)
+
+# %%
+# The goal of this example is to check when two users worked on the same page.
+# We choose to use a weighted adjacency matrix for this, i.e. a table with rows
+# and columns indexes by the users that has nonzero entries whenever folks
+# collaborate. First, let's get the users and prepare an empty matrix:
+users = action_dataframe['userid'].unique()
+adjacency_matrix = pd.DataFrame(
+    np.zeros((len(users), len(users)), np.int32),
+    index=users,
+    columns=users,
+)
+
+# %%
+# Then, let's iterate over all projects one by one, and add all collaborations:
+for project, project_data in action_dataframe.groupby('project'):
+    project_users = project_data['userid'].values
+    for i1, user1 in enumerate(project_users):
+        for user2 in project_users[:i1]:
+            adjacency_matrix.at[user1, user2] += 1
+
+# %%
+# There are many ways to achieve the above matrix, so don't be surprised if you
+# came up with another algorithm ;-) Now it's time to make the graph:
+g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
+
+# %%
+# We can take a look at the graph via plotting functions. We can first make a
+# layout:
+layout = g.layout('circle')
+
+# %%
+# Then we can prepare vertex sizes based on their closeness to other vertices
+vertex_size = g.closeness()
+vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
+
+# %%
+# Finally, we can plot the graph:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_label=g.vs['name'],
+    vertex_color="lightblue",
+    vertex_size=vertex_size,
+    edge_width=g.es["weight"],
+)
+plt.show()
+
+# %%
+# Loops indicate "self-collaborations", which are not very meaningful. To
+# filter out loops without losing the edge weights, we can use:
+g = g.simplify(combine_edges='first')
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_label=g.vs['name'],
+    vertex_color="lightblue",
+    vertex_size=vertex_size,
+    edge_width=g.es["weight"],
+)
+plt.show()
diff --git a/doc/source/tutorials/quickstart/assets/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
similarity index 78%
rename from doc/source/tutorials/quickstart/assets/quickstart.py
rename to doc/examples_sphinx-gallery/quickstart.py
index 52edfab77..8edf0c9d3 100644
--- a/doc/source/tutorials/quickstart/assets/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -1,3 +1,20 @@
+"""
+.. _tutorials-quickstart:
+
+===========
+Quick Start
+===========
+For the eager folks out there, this intro will give you a quick overview of the following operations:
+
+- Construct a graph
+- Set attributes of nodes and edges
+- Plot a graph using matplotlib
+- Save the plot as an image
+- Export and import a graph as a ``.gml`` file
+
+To find out more features that igraph has to offer, check out the :ref:`gallery`!
+
+"""
 import igraph as ig
 import matplotlib.pyplot as plt
 
diff --git a/doc/examples_sphinx-gallery/ring_animation.py b/doc/examples_sphinx-gallery/ring_animation.py
new file mode 100644
index 000000000..25daa2918
--- /dev/null
+++ b/doc/examples_sphinx-gallery/ring_animation.py
@@ -0,0 +1,89 @@
+"""
+.. _tutorials-ring-animation:
+
+====================
+Ring Graph Animation
+====================
+
+This example demonstrates how to use :doc:`matplotlib:api/animation_api` in
+order to animate a ring graph sequentially being revealed.
+
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import matplotlib.animation as animation
+
+# sphinx_gallery_thumbnail_path = '_static/gallery_thumbnails/ring_animation.gif'
+
+# %%
+# Create a ring graph, which we will then animate
+g = ig.Graph.Ring(10, directed=True)
+
+# %%
+# Compute a 2D ring layout that looks like an actual ring
+layout = g.layout_circle()
+
+# %%
+# Prepare an update function. This "callback" function will be run at every
+# frame and takes as a single argument the frame number. For simplicity, at
+# each frame we compute a subgraph with only a fraction of the vertices and
+# edges. As time passes, the graph becomes more and more complete until the
+# whole ring is closed.
+#
+# .. note::
+#    The beginning and end of the animation are a little tricky because only
+#    a vertex or edge is added, not both. Don't worry if you cannot understand
+#    all details immediately.
+def _update_graph(frame):
+    # Remove plot elements from the previous frame
+    ax.clear()
+
+    # Fix limits (unless you want a zoom-out effect)
+    ax.set_xlim(-1.5, 1.5)
+    ax.set_ylim(-1.5, 1.5)
+
+    if frame < 10:
+        # Plot subgraph
+        gd = g.subgraph(range(frame))
+    elif frame == 10:
+        # In the second-to-last frame, plot all vertices but skip the last
+        # edge, which will only be shown in the last frame
+        gd = g.copy()
+        gd.delete_edges(9)
+    else:
+        # Last frame
+        gd = g
+
+    ig.plot(gd, target=ax, layout=layout[:frame], vertex_color="yellow")
+
+    # Capture handles for blitting
+    if frame == 0:
+        nhandles = 0
+    elif frame == 1:
+        nhandles = 1
+    elif frame < 11:
+        # vertex, 2 for each edge
+        nhandles = 3 * frame
+    else:
+        # The final edge closing the circle
+        nhandles = 3 * (frame - 1) + 2
+
+    handles = ax.get_children()[:nhandles]
+    return handles
+
+# %%
+# Run the animation
+fig, ax = plt.subplots()
+ani = animation.FuncAnimation(fig, _update_graph, 12, interval=500, blit=True)
+plt.ion()
+plt.show()
+
+# %%
+# .. note::
+#
+#    We use *igraph*'s :meth:`Graph.subgraph()` (see
+#    :meth:`igraph.GraphBase.induced_subgraph`) in order to obtain a section of
+#    the ring graph at a time for each frame. While sufficient for an easy
+#    example, this approach is not very efficient. Thinking of more efficient
+#    approaches, e.g. vertices with zero radius, is a useful exercise to learn
+#    the combination of igraph and matplotlib.
diff --git a/doc/examples_sphinx-gallery/shortest_path_visualisation.py b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
new file mode 100644
index 000000000..de17c0d0d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
@@ -0,0 +1,79 @@
+"""
+.. _tutorials-shortest-paths:
+
+==============
+Shortest Paths
+==============
+
+This example demonstrates how to find the shortest distance between two vertices
+of a weighted or an unweighted graph.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# To find the shortest path or distance between two nodes, we can use :meth:`igraph.GraphBase.get_shortest_paths`. If we're only interested in counting the unweighted distance, then we can do the following:
+g = ig.Graph(
+    6,
+    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
+)
+results = g.get_shortest_paths(1, to=4, output="vpath")
+
+# results = [[1, 0, 2, 4]]
+
+# %%
+# We can print the result of the computation:
+if len(results[0]) > 0:
+    # The distance is the number of vertices in the shortest path minus one.
+    print("Shortest distance is: ", len(results[0])-1)
+else:
+    print("End node could not be reached!")
+
+# %%
+# If the edges have weights, things are a little different. First, let's add
+# weights to our graph edges:
+g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
+
+# %%
+# To get the shortest paths on a weighted graph, we pass the weights as an
+# argument. For a change, we choose the output format as ``"epath"`` to
+# receive the path as an edge list, which can be used to calculate the length
+# of the path.
+results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")
+
+# results = [[1, 3, 5]]
+
+if len(results[0]) > 0:
+    # Add up the weights across all edges on the shortest path
+    distance = 0
+    for e in results[0]:
+        distance += g.es[e]["weight"]
+    print("Shortest weighted distance is: ", distance)
+else:
+    print("End node could not be reached!")
+
+# %%
+# .. note::
+# 
+#     - :meth:`igraph.GraphBase.get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
+#     - If you're interested in finding *all* shortest paths, take a look at :meth:`igraph.GraphBase.get_all_shortest_paths`.
+
+# %%
+# In case you are wondering how the visualization figure was done, here's the code:
+g.es['width'] = 0.5
+g.es[results[0]]['width'] = 2.5
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout='circle',
+    vertex_color='steelblue',
+    vertex_label=range(g.vcount()),
+    edge_width=g.es['width'],
+    edge_label=g.es["weight"],
+    edge_color='#666',
+    edge_align_label=True,
+    edge_background='white'
+)
+plt.show()
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
new file mode 100644
index 000000000..6d626fc71
--- /dev/null
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -0,0 +1,71 @@
+"""
+========
+Simplify
+========
+
+This example shows how to remove self loops and multiple edges using :meth:`igraph.GraphBase.simplify`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# We start with a graph that includes loops and multiedges:
+g1 = ig.Graph([
+    (0, 1),
+    (1, 2),
+    (2, 3),
+    (3, 4),
+    (4, 0),
+    (0, 0), 
+    (1, 4),
+    (1, 4),
+    (0, 2),
+    (2, 4),
+    (2, 4),
+    (2, 4),
+    (3, 3)],
+)
+
+# %%
+# To simplify the graph, we must remember that the function operates in place,
+# i.e. directly changes the graph that it is run on. So we need to first make a
+# copy of our graph, and then simplify that copy to keep the original graph
+# untouched:
+g2 = g1.copy()
+g2.simplify()
+
+# %%
+# We can then proceed to plot both graphs to see the difference. First, let's
+# choose a consistent visual style:
+visual_style = {
+    "vertex_color": "lightblue",
+    "vertex_size": 0.4,
+    "vertex_label": [0, 1, 2, 3, 4],
+}
+
+# %%
+# And finally, let's plot them in twin axes, with rectangular frames around
+# each plot:
+fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)
+ig.plot(
+    g1,
+    layout="circle",
+    target=axs[0],
+    **visual_style,
+)
+ig.plot(
+    g2,
+    layout="circle",
+    target=axs[1],
+    **visual_style,
+)
+axs[0].set_title('Multigraph...')
+axs[1].set_title('...simplified')
+# Draw rectangles around axes
+axs[0].add_patch(plt.Rectangle(
+    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
+    ))
+axs[1].add_patch(plt.Rectangle(
+    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
+    ))
+plt.show()
diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
new file mode 100644
index 000000000..e9b083f60
--- /dev/null
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -0,0 +1,57 @@
+"""
+.. _tutorials-spanning-trees:
+
+==============
+Spanning Trees
+==============
+
+This example shows how to generate a spanning tree from an input graph using :meth:`igraph.Graph.spanning_tree`. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# First we create a two-dimensional, 6 by 6 lattice graph:
+g = ig.Graph.Lattice([6, 6], circular=False)
+
+# %%
+# We can compute the 2D layout of the graph:
+layout = g.layout("grid")
+
+# %%
+# To spice things up a little, we rearrange the vertex ids and compute a new
+# layout. While not terribly useful in this context, it does make for a more
+# interesting-looking spanning tree ;-)
+random.seed(0)
+permutation = list(range(g.vcount()))
+random.shuffle(permutation)
+g = g.permute_vertices(permutation)
+new_layout = g.layout("grid")
+for i in range(36):
+    new_layout[permutation[i]] = layout[i]
+layout = new_layout
+
+# %%
+# We can now generate a spanning tree:
+spanning_tree = g.spanning_tree(weights=None, return_tree=False)
+
+# %%
+# Finally, we can plot the graph with a highlight color for the spanning tree.
+# We follow the usual recipe: first we set a few aesthetic options and then we
+# leverage :func:`igraph.plot() <igraph.drawing.plot>` and matplotlib for the
+# heavy lifting:
+g.es["color"] = "lightgray"
+g.es[spanning_tree]["color"] = "midnightblue"
+g.es["width"] = 0.5
+g.es[spanning_tree]["width"] = 3.0
+
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout=layout,
+    vertex_color="lightblue",
+    edge_width=g.es["width"]
+)
+plt.show()
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
new file mode 100644
index 000000000..04971131b
--- /dev/null
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -0,0 +1,59 @@
+"""
+.. _tutorials-topological-sort:
+
+===================
+Topological sorting
+===================
+
+This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use :meth:`igraph.GraphBase.topological_sorting` to get a topological ordering of the vertices.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+
+# %%
+# First off, we generate a directed acyclic graph (DAG):
+g = ig.Graph(
+    edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)],
+    directed=True,
+)
+
+# %%
+# We can verify immediately that this is actually a DAG:
+assert g.is_dag
+    
+# %%
+# A topological sorting can be computed quite easily by calling
+# :meth:`igraph.GraphBase.topological_sorting`, which returns a list of vertex IDs.
+# If the given graph is not DAG, the error will occur.
+results = g.topological_sorting(mode='out')
+print('Topological sort of g (out):', *results)
+
+# %%
+# In fact, there are two modes of :meth:`igraph.GraphBase.topological_sorting`,
+# ``'out'`` ``'in'``. ``'out'`` is the default and starts from a node with
+# indegree equal to 0. Vice versa, ``'in'`` starts from a node with outdegree
+# equal to 0. To call the other mode, we can simply use:
+results = g.topological_sorting(mode='in')
+print('Topological sort of g (in):', *results)
+
+# %%
+# We can use :meth:`igraph.Vertex.indegree` to find the indegree of the node.
+for i in range(g.vcount()):
+    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
+
+# %
+# Finally, we can plot the graph to make the situation a little clearer.
+# Just to change things up a bit, we use the matplotlib visualization mode
+# inspired by `xkcd <https://xkcd.com/>_:
+with plt.xkcd():
+    fig, ax = plt.subplots(figsize=(5, 5))
+    ig.plot(
+            g,
+            target=ax,
+            layout='kk',
+            vertex_size=0.3,
+            edge_width=4,
+            vertex_label=range(g.vcount()),
+            vertex_color="white",
+        )
diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
new file mode 100644
index 000000000..8273edfd6
--- /dev/null
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -0,0 +1,49 @@
+"""
+.. _tutorials-visual-style:
+
+Visual styling
+===========================
+
+This example shows how to change the visual style of network plots.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+# %%
+# To configure the visual style of a plot, we can create a dictionary with the
+# various setting we want to customize:
+visual_style = {
+    "edge_width": 0.3,
+    "vertex_size": 1.5,
+    "palette": "heat",
+    "layout": "fruchterman_reingold"
+}
+
+# %%
+# Let's see it in action! First, we generate four random graphs:
+random.seed(1)
+gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]
+
+# %%
+# Then, we calculate a color colors between 0-255 for all nodes, e.g. using
+# betweenness just as an example:
+betweenness = [g.betweenness() for g in gs]
+colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]
+
+# %%
+# Finally, we can plot the graphs using the same visual style for all graphs:
+fig, axs = plt.subplots(2, 2)
+axs = axs.ravel()
+for g, color, ax in zip(gs, colors, axs):
+    ig.plot(g, target=ax, vertex_color=color, **visual_style)
+plt.show()
+
+
+# %%
+# .. note::
+#    If you would like to set global defaults, for example, always using the
+#    Matplotlib plotting backend, or using a particular color palette by
+#    default, you can use igraph's `configuration instance
+#    :class:`igraph.configuration.Configuration`. A quick example on how to use
+#    it can be found here: :ref:`tutorials-configuration`.
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
new file mode 100644
index 000000000..44f0ff713
--- /dev/null
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -0,0 +1,66 @@
+"""
+.. _tutorials-cliques:
+
+============
+Cliques
+============
+
+This example shows how to compute and visualize cliques of a graph using :meth:`igraph.GraphBase.cliques`.
+
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+
+# %%
+# First, let's create a graph, for instance the famous karate club graph:
+g = ig.Graph.Famous('Zachary')
+
+# %%
+# Computing cliques can be done as follows:
+cliques = g.cliques(4, 4)
+
+# %%
+# We can plot the result of the computation. To make things a little more
+# interesting, we plot each clique highlighted in a separate axes:
+fig, axs = plt.subplots(3, 4)
+axs = axs.ravel()
+for clique, ax in zip(cliques, axs):
+    ig.plot(
+        ig.VertexCover(g, [clique]),
+        mark_groups=True, palette=ig.RainbowPalette(),
+        edge_width=0.5,
+        target=ax,
+    )
+plt.axis('off')
+plt.show()
+
+
+# %%
+# Advanced: improving plotting style
+# ----------------------------------
+# If you want a little more style, you can color the vertices/edges within each
+# clique to make them stand out:
+fig, axs = plt.subplots(3, 4)
+axs = axs.ravel()
+for clique, ax in zip(cliques, axs):
+    # Color vertices yellow/red based on whether they are in this clique
+    g.vs['color'] = 'yellow'
+    g.vs[clique]['color'] = 'red'
+
+    # Color edges black/red based on whether they are in this clique
+    clique_edges = g.es.select(_within=clique)
+    g.es['color'] = 'black'
+    clique_edges['color'] = 'red'
+    # also increase thickness of clique edges
+    g.es['width'] = 0.3
+    clique_edges['width'] = 1
+
+    ig.plot(
+        ig.VertexCover(g, [clique]),
+        mark_groups=True,
+        palette=ig.RainbowPalette(),
+        target=ax,
+    )
+plt.axis('off')
+plt.show()
+
diff --git a/doc/source/tutorials/visualize_communities/assets/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
similarity index 53%
rename from doc/source/tutorials/visualize_communities/assets/visualize_communities.py
rename to doc/examples_sphinx-gallery/visualize_communities.py
index 614bb612d..7cfd90746 100644
--- a/doc/source/tutorials/visualize_communities/assets/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -1,14 +1,27 @@
+"""
+.. _tutorials-visualize-communities:
+
+=====================
+Communities
+=====================
+
+This example shows how to visualize communities or clusters of a graph.
+"""
 import igraph as ig
 import matplotlib.pyplot as plt
 
+# %%
+# First, we generate a graph. We use a famous graph here for simplicity:
 g = ig.Graph.Famous("Zachary")
 
-# Use edge betweenness to detect communities
-# and covert into a VertexClustering
+# %%
+# Edge betweenness is a standard way to detect communities. We then covert into
+# a :class:`igraph.VertexClustering` object for subsequent ease of use:
 communities = g.community_edge_betweenness()
 communities = communities.as_clustering()
 
-# Color each vertex and edge based on its community membership
+# %%
+# Next, we color each vertex and edge based on its community membership:
 num_communities = len(communities)
 palette = ig.RainbowPalette(n=num_communities)
 for i, community in enumerate(communities):
@@ -17,7 +30,10 @@
     community_edges["color"] = i
 
 
-# Plot with only vertex and edge coloring
+# %%
+# Last, we plot the graph. We use a fancy technique called proxy artists to
+# make a legend. You can find more about that in matplotlib's
+# :doc:`matplotlib:tutorials/intermediate/legend_guide`:
 fig, ax = plt.subplots()
 ig.plot(
     communities,
@@ -44,5 +60,8 @@
     bbox_to_anchor=(0, 1.0),
     bbox_transform=ax.transAxes,
 )
-
 plt.show()
+
+# %%
+# For an example on how to generate the cluster graph from a vertex cluster,
+# check out :ref:`tutorials-cluster-graph`.
diff --git a/doc/source/tutorials/ring_animation/figures/ring_animation.gif b/doc/source/_static/gallery_thumbnails/ring_animation.gif
similarity index 100%
rename from doc/source/tutorials/ring_animation/figures/ring_animation.gif
rename to doc/source/_static/gallery_thumbnails/ring_animation.gif
diff --git a/doc/source/tutorials/ring_animation/figures/ring_animation.png b/doc/source/_static/gallery_thumbnails/ring_animation.png
similarity index 100%
rename from doc/source/tutorials/ring_animation/figures/ring_animation.png
rename to doc/source/_static/gallery_thumbnails/ring_animation.png
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 2e2356231..1e8b6d682 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -71,7 +71,7 @@ def get_igraph_version():
     'sphinx.ext.coverage',
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
-    'gallery_generator',
+    'sphinx_gallery.gen_gallery',
     #'sphinx_panels',
     'pydoctor.sphinx_ext.build_apidocs',
 ]
@@ -277,6 +277,17 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 if not is_inside_rtd:
     extensions.append('postprocess_api')
 
+
+# -- Options for sphinx-gallery ------------------------------------------------
+
+sphinx_gallery_conf = {
+     'examples_dirs': '../examples_sphinx-gallery',   # path to your example scripts
+     'gallery_dirs': 'tutorials',  # path to where to save gallery generated output
+     'filename_pattern': '/',
+     'matplotlib_animations': True,
+     'remove_config_comments': True,
+}
+
 # -- Options for LaTeX output --------------------------------------------------
 
 # The paper size ('letter' or 'a4').
@@ -367,7 +378,7 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 
 intersphinx_mapping = {
     'numpy': ('https://numpy.org/doc/stable/', None),
-    'scipy': ('https://docs.scipy.org/doc/scipy/reference/', None),
+    'scipy': ('https://docs.scipy.org/doc/scipy/', None),
     'matplotlib': ('https://matplotlib.org/stable', None),
     'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
     'networkx': ('https://networkx.org/documentation/stable/', None),
diff --git a/doc/source/faq.rst b/doc/source/faq.rst
index 900cc10d6..040a9fa58 100644
--- a/doc/source/faq.rst
+++ b/doc/source/faq.rst
@@ -16,8 +16,8 @@ help you!
 
 I've just installed |igraph|. What do I do now?
 -----------------------------------------------
-Take a peek at the :doc:`tutorials/quickstart/quickstart`! You can then go through a few
-more examples in our :doc:`gallery <gallery>`, read detailed instructions on graph :doc:`generation <generation>`, :doc:`analysis <analysis>` and :doc:`visualisation <visualisation>`, and check out the full :doc:`API documentation <api/index>`.
+Take a peek at the :doc:`tutorials/quickstart`! You can then go through a few
+more examples in our :ref:`gallery <gallery-of-examples>`, read detailed instructions on graph :doc:`generation <generation>`, :doc:`analysis <analysis>` and :doc:`visualisation <visualisation>`, and check out the full :doc:`API documentation <api/index>`.
 
 
 I thought |igraph| was an R package, is this the same package?
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 60b1d987c..040b4c5c5 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -65,8 +65,8 @@ Documentation
 
        **Tutorials**
 
-       - :doc:`Quick Start <tutorials/quickstart/quickstart>`
-       - :doc:`Example Gallery <gallery>`
+       - :doc:`Quick start <tutorials/quickstart>`
+       - :doc:`Gallery of examples <tutorials/index>`
        - :doc:`Extended tutorial <tutorial>`
 
     .. container::
@@ -101,7 +101,7 @@ Documentation for `python-igraph <= 0.10.1` is available on our `old website <ht
    :hidden:
 
    install
-   gallery
+   tutorials/index
    tutorial
    api/index
    generation
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 342477ba6..88d997594 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -3,8 +3,10 @@ wheel
 requests>=2.28.1
 
 sphinxbootstrap4theme
+sphinx-gallery
 pydoctor
 
 numpy
+scipy
 pandas
 matplotlib
diff --git a/doc/source/sphinxext/gallery_generator.py b/doc/source/sphinxext/gallery_generator.py
deleted file mode 100644
index 111f60eeb..000000000
--- a/doc/source/sphinxext/gallery_generator.py
+++ /dev/null
@@ -1,281 +0,0 @@
-"""
-Sphinx plugin to run example scripts and create a gallery page.
-
-Lightly modified from the seaborn project (Michael Waskom).
-Originally, lightly modified from the mpld3 project.
-
-"""
-import os
-import os.path as op
-import re
-import glob
-import token
-import tokenize
-import shutil
-import warnings
-
-import matplotlib
-matplotlib.use('Agg')
-import matplotlib.pyplot as plt  # noqa: E402
-
-
-INDEX_TEMPLATE = """
-
-.. raw:: html
-
-    <style type="text/css">
-    .figure-box {{
-        position: relative;
-        float: left;
-        margin: 10px;
-        width: 180px;
-        height: 220px;
-    }}
-
-    .figure img {{
-        position: absolute;
-        display: inline;
-        left: 0;
-        width: 170px;
-        height: 170px;
-    }}
-
-    .figure:hover img {{
-        -webkit-filter: blur(3px);
-        -moz-filter: blur(3px);
-        -o-filter: blur(3px);
-        -ms-filter: blur(3px);
-        filter: blur(3px);
-    }}
-
-    .figure span {{
-        position: absolute;
-        display: inline;
-        left: 0;
-        width: 170px;
-        height: 170px;
-        background: rgba(255, 255, 255, 0);
-        color: black;
-        opacity: 0;
-        z-index: 100;
-        transition: opacity 0.25s ease-in-out;
-    }}
-
-    .figure p {{
-        position: absolute;
-        top: 50%;
-        width: 100%;
-        transform: translateY(-50%);
-        margin: 0;
-    }}
-
-    .figure:hover span {{
-        background: rgba(255, 255, 255, 0.75);
-        opacity: 1;
-    }}
-
-    .caption {{
-        position: absolute;
-        width: 180px;
-        top: 190px;
-        text-align: center !important;
-    }}
-    </style>
-
-.. _{sphinx_tag}:
-
-Gallery
-=======
-
-{toctree}
-
-{contents}
-
-.. raw:: html
-
-    <div style="clear: both"></div>
-"""
-
-
-def create_thumbnail(infile, thumbfile,
-                     size=275,
-                     #width=275, height=275,
-                     #cx=0.5, cy=0.5, border=4,
-                     ):
-    '''Store a thumbnail from a PNG figure.
-
-    For nonsquare images, pad them with the background color as estimated from
-    the top left corner of the image.
-    '''
-    import numpy as np
-
-    baseout, extout = op.splitext(thumbfile)
-
-    im = matplotlib.image.imread(infile)
-    rows, cols, ncolors = im.shape
-
-    if rows > cols:
-        tmp = np.empty((rows, rows, ncolors), dtype=im.dtype)
-        tmp[:] = im[0, 0]
-        diff = (rows - cols) // 2
-        tmp[:, diff:diff + cols] = im
-        im = tmp
-    elif cols > rows:
-        tmp = np.empty((cols, cols, ncolors), dtype=im.dtype)
-        tmp[:] = im[0, 0]
-        diff = (cols - rows) // 2
-        tmp[diff:diff + rows] = im
-        im = tmp
-
-    #x0 = int(cx * cols - .5 * width)
-    #y0 = int(cy * rows - .5 * height)
-    #xslice = slice(x0, x0 + width)
-    #yslice = slice(y0, y0 + height)
-    #thumb = im[yslice, xslice]
-    #thumb[:border, :, :3] = thumb[-border:, :, :3] = 0
-    #thumb[:, :border, :3] = thumb[:, -border:, :3] = 0
-
-    dpi = 100
-    fig = plt.figure(figsize=(size / dpi, size / dpi), dpi=dpi)
-
-    ax = fig.add_axes([0, 0, 1, 1], aspect='auto',
-                      frameon=False, xticks=[], yticks=[])
-    ax.imshow(im, aspect='auto', resample=True,
-              interpolation='bilinear')
-    fig.savefig(thumbfile, dpi=dpi)
-    plt.close(fig)
-
-
-def indent(s, N=4):
-    """indent a string"""
-    return s.replace('\n', '\n' + N * ' ')
-
-
-class TutorialGenerator(object):
-    """Tools for generating an example page from a file"""
-    def __init__(self, dirname, thumbs_dir):
-        self.dirname = dirname
-        self.thumbs_dir = thumbs_dir
-
-    @property
-    def modulename(self):
-        return op.split(self.dirname)[-1]
-
-    @property
-    def rstfilename(self):
-        return op.join(self.dirname, self.modulename + ".rst")
-
-    @property
-    def htmlfilename(self):
-        return 'tutorials/{0}/{0}.html'.format(self.modulename)
-
-    @property
-    def sphinxtag(self):
-        return self.modulename
-
-    @property
-    def pagetitle(self):
-        return self.docstring.strip().split('\n')[0].strip()
-
-    def create_thumbnail_if_needed(self):
-        '''Create a thumbnail except for animated GIFs'''
-
-        # Make thumbnail for PNG images, for GIFs just pass through
-        animated_giffiles = glob.glob(
-            op.join(self.dirname, "figures", "*.gif")
-        )
-        if len(animated_giffiles):
-            thumbfile = animated_giffiles[0]
-        else:
-            imagefile = glob.glob(op.join(self.dirname, "figures", "*.png"))[0]
-            thumbfile = op.join(self.thumbs_dir, self.modulename + '_thumb.png')
-            create_thumbnail(imagefile, thumbfile)
-
-        # Thumbnail/GIF file without path
-        self.thumbfilename = op.split(thumbfile)[1]
-
-    def extract_title(self):
-        '''Extract title from RST file'''
-        with open(self.rstfilename, 'rt') as f:
-            for line in f:
-                if set(line.rstrip('\n')) == set('='):
-                    break
-            else:
-                raise IOError('Title not found')
-            title = next(f).rstrip('\n')
-        self.title = title
-
-    def toctree_entry(self):
-        return "   ./{:}\n\n".format(op.splitext(self.htmlfilename)[0])
-
-    def contents_entry(self):
-        return (".. raw:: html\n\n"
-                "    <div class='figure-box align-center'>\n"
-                "    <a href=./tutorials/{1}/{1}.html>\n"
-                "    <div class='figure align-center'>\n"
-                "    <img src=_images/{0}>\n"
-                "    <span class='figure-label'>\n"
-                "    <p>{2}</p>\n"
-                "    </span>\n"
-                "    </div>\n"
-                "    <div class='caption'>\n"
-                "    {2}\n"
-                "    </div>\n"
-                "    </a>\n"
-                "    </div>\n\n"
-                "\n\n"
-                "".format(self.thumbfilename,
-                          self.modulename,
-                          self.title,
-                          ))
-
-
-def main(app):
-    source_dir = op.abspath(op.join(app.builder.srcdir, 'tutorials'))
-    thumbs_dir = op.join(app.builder.outdir, "_images")
-
-    if not op.isdir(thumbs_dir):
-        os.makedirs(thumbs_dir, exist_ok=True)
-
-    toctree = ("\n\n"
-               ".. toctree::\n"
-               "   :hidden:\n\n")
-    content_dict = {}
-
-    # Write individual example files
-    for filename in sorted(glob.glob(op.join(source_dir, "*", "*.rst"))):
-        print(filename)
-
-        # Folder for this tutorial
-        dirname = op.dirname(filename)
-
-        # Extract title for thumbnail alt/subtitle
-        ex = TutorialGenerator(dirname, thumbs_dir)
-
-        # Extract title
-        ex.extract_title()
-
-        # Make thumbnail if needed
-        ex.create_thumbnail_if_needed()
-
-        # Generate toctree and content raw html code
-        toctree += ex.toctree_entry()
-        content_dict[ex.title] = ex.contents_entry()
-
-    # Sort
-    content_list = ["\n\n"] + [content_dict.pop('Quick Start')]
-    for title in sorted(content_dict):
-        content_list.append(content_dict[title])
-    contents = ''.join(content_list)
-
-    # write index file
-    index_file = op.join(source_dir, '..', 'gallery.rst')
-    with open(index_file, 'w') as index:
-        index.write(INDEX_TEMPLATE.format(sphinx_tag="gallery",
-                                          toctree=toctree,
-                                          contents=contents))
-
-
-def setup(app):
-    app.connect('builder-inited', main)
-
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 0844d2156..bb0c6b0b6 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,10 +8,10 @@
 Tutorial
 ========
 
-This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
 
 .. note::
-   For the impatient reader, see the :doc:`gallery` page for short, self-contained examples.
+   For the impatient reader, see the :doc:`tutorials/index` page for short, self-contained examples.
 
 Starting |igraph|
 =================
diff --git a/doc/source/tutorials/articulation_points/articulation_points.rst b/doc/source/tutorials/articulation_points/articulation_points.rst
deleted file mode 100644
index 85ea30810..000000000
--- a/doc/source/tutorials/articulation_points/articulation_points.rst
+++ /dev/null
@@ -1,48 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-articulation-points:
-
-===================
-Articulation Points
-===================
-
-This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using :meth:`igraph.GraphBase.articulation_points`. For an example on bridges instead, see :ref:`tutorials-bridges`.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Construct graph
-    g = ig.Graph.Formula(
-        "0-1-2-0, 3:4:5:6 - 3:4:5:6, 2-3-7-8",
-    )
-
-
-    # Find the set of articulation points as a vertex sequence
-    articulation_points = g.vs[g.articulation_points()]
-
-    # Plot graph
-    fig, ax = plt.subplots()
-    ig.plot(
-        g, 
-        target=ax, 
-        vertex_size=0.3,
-        vertex_color="lightblue",
-        vertex_label=range(g.vcount()),
-        vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
-        vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
-        edge_width=0.8,
-        edge_color='gray'
-    )
-    plt.show()
-
-
-The plot looks like this:
-
-.. figure:: ./figures/articulation_points.png
-    :alt: A visual representation of the articulation points in a graph
-    :align: center
-
-    Articulation points are marked with a red border.
-    
diff --git a/doc/source/tutorials/articulation_points/assets/articulation_points.py b/doc/source/tutorials/articulation_points/assets/articulation_points.py
deleted file mode 100644
index 7839778b0..000000000
--- a/doc/source/tutorials/articulation_points/assets/articulation_points.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Construct graph
-g = ig.Graph.Formula(
-    "0-1-2-0, 3:4:5:6 - 3:4:5:6, 2-3-7-8",
-)
-# Find the set of articulation points as a vertex sequence
-articulation_points = g.vs[g.articulation_points()]
-
-# Plot graph
-fig, ax = plt.subplots()
-ig.plot(
-    g, 
-    target=ax, 
-    vertex_size=0.3,
-    vertex_color="lightblue",
-    vertex_label=range(g.vcount()),
-    vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
-    vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
-    edge_width=0.8,
-    edge_color='gray'
-)
-plt.show()
diff --git a/doc/source/tutorials/articulation_points/figures/articulation_points.png b/doc/source/tutorials/articulation_points/figures/articulation_points.png
deleted file mode 100644
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diff --git a/doc/source/tutorials/betweenness/betweenness.rst b/doc/source/tutorials/betweenness/betweenness.rst
deleted file mode 100644
index 5ac6d3bd3..000000000
--- a/doc/source/tutorials/betweenness/betweenness.rst
+++ /dev/null
@@ -1,100 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-betweenness:
-
-=======================
-Betweenness
-=======================
-
-This example demonstrates how to visualize both vertex and edge betweenness with a custom defined color palette. We use the methods :meth:`igraph.GraphBase.betweenness` and :meth:`igraph.GraphBase.edge_betweenness` respectively, and demonstrate the effects on a standard `Krackhardt Kite <https://www.wikiwand.com/en/Krackhardt_kite_graph>`_ graph, as well as a `Watts-Strogatz <https://en.wikipedia.org/wiki/Watts%E2%80%93Strogatz_model>`_ random graph.
-
-First we import |igraph| and some libraries for plotting et al:
-
-.. code-block:: python
-
-    import random
-    import matplotlib.pyplot as plt
-    from matplotlib.cm import ScalarMappable
-    from matplotlib.colors import LinearSegmentedColormap, Normalize
-    import igraph as ig
-
-Next we define a function for drawing a graph on an Matplotlib axis. We set the color and size of each vertex and edge based on the betweenness value, and also generate some color bars on the sides to see how they translate to each other. We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_ to ensure that our color bar ranges are correct, as well as *igraph*'s :meth:`igraph.utils.rescale` to rescale the betweennesses in the interval ``[0, 1]``:
-
-.. code-block:: python
-
-    def plot_betweenness(g, ax, cax1, cax2):
-        '''Plot vertex/edge betweenness, with colorbars
-    
-        Args:
-            g: the graph to plot.
-            ax: the Axes for the graph
-            cax1: the Axes for the vertex betweenness colorbar
-            cax2: the Axes for the edge betweenness colorbar
-        '''
-    
-        # Calculate vertex betweenness and scale it to be between 0.0 and 1.0
-        vertex_betweenness = g.betweenness()
-        edge_betweenness = g.edge_betweenness()
-        scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
-        scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)
-        print(f"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}")
-        print(f"edges: {min(edge_betweenness)} - {max(edge_betweenness)}")
-    
-        # Define mappings betweenness -> color
-        cmap1 = LinearSegmentedColormap.from_list("vertex_cmap", ["pink", "indigo"])
-        cmap2 = LinearSegmentedColormap.from_list("edge_cmap", ["lightblue", "midnightblue"])
-    
-        # Plot graph
-        g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
-        g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
-        g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
-        g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
-        ig.plot(
-            g,
-            target=ax,
-            layout="fruchterman_reingold",
-            vertex_frame_width=0.2,
-        )
-    
-        # Color bars
-        norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)
-        norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)
-        plt.colorbar(norm1, cax=cax1, orientation="horizontal", label='Vertex Betweenness')
-        plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
-
-Finally, we call our function with the two graphs:
-
-.. code-block:: python
-
-    # Generate Krackhardt Kite Graphs and Watts Strogatz graphs
-    random.seed(0)
-    g1 = ig.Graph.Famous("Krackhardt_Kite")
-    g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)
-    
-    # Plot the graphs, each with two colorbars for vertex/edge betweenness
-    fig, axs = plt.subplots(
-        3, 2,
-        figsize=(7, 6),
-        gridspec_kw=dict(height_ratios=(15, 1, 1)),
-        )
-    plot_betweenness(g1, *axs[:, 0])
-    plot_betweenness(g2, *axs[:, 1])
-    fig.tight_layout(h_pad=1)
-    plt.show()
-
-The final output graphs are as follows:
-
-.. figure:: ./figures/betweenness.png
-   :alt: A graph visualizing the betweenness of each vertex and edge.
-   :align: center
-
-   Vertex and edge betweenness in a Krackhardt Kite graph (left) and in a 150 node Watts-Strogatz graph (right). Edge betweenness is shown in shades of blue and vertex betweenness in shades of purple.
-
-and the output for betweennesss is as follows:
-
-.. code-block::
-
-    vertices: 0.0 - 14.0
-    edges: 1.5 - 16.0
-    vertices: 0.0 - 1314.629277155593
-    edges: 1.0 - 628.2537443550603
diff --git a/doc/source/tutorials/betweenness/figures/betweenness.png b/doc/source/tutorials/betweenness/figures/betweenness.png
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diff --git a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst b/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
deleted file mode 100644
index 0464a7e48..000000000
--- a/doc/source/tutorials/bipartite_matching/bipartite_matching.rst
+++ /dev/null
@@ -1,74 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-bipartite-matching:
-
-==========================
-Maximum Bipartite Matching
-==========================
-
-This example demonstrates an efficient way to find and visualise a maximum biparite matching using :meth:`igraph.Graph.maximum_bipartite_matching`. First construct a bipartite graph
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Assign nodes 0-4 to one side, and the nodes 5-8 to the other side
-    g = ig.Graph.Bipartite(
-        [0, 0, 0, 0, 0, 1, 1, 1, 1],
-        [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
-    )
-    assert g.is_bipartite()
-
-    matching = g.maximum_bipartite_matching()
-
-Then run the maximum matching,
-
-.. code-block:: python
-
-    matching = g.maximum_bipartite_matching()
-
-    # Print pairings for each node on one side
-    matching_size = 0
-    print("Matching is:")
-    for i in range(5):
-        print(f"{i} - {matching.match_of(i)}")
-        if matching.is_matched(i):
-            matching_size += 1
-    print("Size of maximum matching is:", matching_size)
-
-
-And finally display the bipartite graph with matchings highlighted.
-
-.. code-block:: python
-
-    fig, ax = plt.subplots(figsize=(7, 3))
-    ig.plot(
-        g,
-        target=ax,
-        layout=g.layout_bipartite(),
-        vertex_size=0.4,
-        vertex_label=range(g.vcount()),
-        vertex_color="lightblue",
-        edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
-        edge_color=["red" if e.target == matching.match_of(e.source) else "black" for e in g.es]
-    )
-    plt.show()
-
-The received output is
-
-.. code-block::
-
-    Matching is:
-    0 - 5
-    1 - 7
-    2 - 8
-    3 - 6
-    4 - None
-    Size of maximum matching is: 4
-
-.. figure:: ./figures/bipartite.png
-   :alt: The visual representation of maximal bipartite matching
-   :align: center
-
-   Maximum Bipartite Matching
diff --git a/doc/source/tutorials/bipartite_matching/figures/bipartite.png b/doc/source/tutorials/bipartite_matching/figures/bipartite.png
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diff --git a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py b/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
deleted file mode 100644
index c49327db9..000000000
--- a/doc/source/tutorials/bipartite_matching_maxflow/assets/bipartite_matching_maxflow.py
+++ /dev/null
@@ -1,45 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-g = ig.Graph(
-    9,
-    [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-    directed=True
-)
-
-# Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-g.vs[range(4)]["type"] = True
-g.vs[range(4, 9)]["type"] = False
-
-# Add source and sink as nodes 9 and 10
-g.add_vertices(2)
-g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)])  # connect source to one side
-g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)])  # ... and sinks to the other
-
-flow = g.maxflow(9, 10)
-print("Size of maximum matching (maxflow) is:", flow.value)
-
-# Compare this to the "maximum_bipartite_matching()" function
-g2 = g.copy()
-g2.delete_vertices([9, 10])  # delete the source and sink, which are unneeded for this function.
-matching = g2.maximum_bipartite_matching()
-
-matching_size = sum(1 for i in range(4) if matching.is_matched(i))
-print("Size of maximum matching (maximum_bipartite_matching) is:", matching_size)
-
-# Manually set the position of source and sink to display nicely
-layout = g.layout_bipartite()
-layout[9] = (2, -1)
-layout[10] = (2, 2)
-
-fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout=layout,
-    vertex_size=0.4,
-    vertex_label=range(g.vcount()),
-    vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
-)
-plt.show()
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst b/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
deleted file mode 100644
index 5034878cb..000000000
--- a/doc/source/tutorials/bipartite_matching_maxflow/bipartite_matching_maxflow.rst
+++ /dev/null
@@ -1,85 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-bipartite-matching-maxflow:
-
-==========================================
-Maximum Bipartite Matching by Maximum Flow
-==========================================
-
-This example presents how to visualise bipartite matching using maximum flow (see :meth:`igraph.Graph.maxflow`).
-
-.. note::  :meth:`igraph.Graph.maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Generate the graph
-    g = ig.Graph(
-        9,
-        [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-        directed=True
-    )
-
-    # Assign nodes 0-3 to one side, and the nodes 4-8 to the other side
-    g.vs[range(4)]["type"] = True
-    g.vs[range(4, 9)]["type"] = False
-
-    g.add_vertices(2)
-    g.add_edges([(9, 0), (9, 1), (9, 2), (9, 3)]) # connect source to one side
-    g.add_edges([(4, 10), (5, 10), (6, 10), (7, 10), (8, 10)]) # ... and sinks to the other
-
-    flow = g.maxflow(9, 10) # not setting capacities means that all edges have capacity 1.0
-    print("Size of maximum matching (maxflow) is:", flow.value)
-
-Let's compare the output against :meth:`igraph.Graph.maximum_bipartite_matching`:
-
-.. code-block:: python
-
-    # Compare this to the "maximum_bipartite_matching()" function
-    g2 = g.copy()
-    g2.delete_vertices([9, 10]) # delete the source and sink, which are unneeded
-
-    matching = g2.maximum_bipartite_matching()
-
-    matching_size = sum(1 for i in range(4) if matching.is_matched(i))
-    print("Size of maximum matching (maximum_bipartite_matching) is:", matching_size)
-
-And finally, display the original flow graph nicely with the matchings added
-
-.. code-block:: python
-
-    # Manually set the position of source and sink to display nicely
-    layout = g.layout_bipartite()
-    layout[9] = (2, -1)
-    layout[10] = (2, 2)
-
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        layout=layout,
-        vertex_size=0.4,
-        vertex_label=range(g.vcount()),
-        vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-        edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
-    )
-    plt.show()
-
-The received output is:
-
-.. code-block::
-
-    Size of maximum matching (maxflow) is: 4.0
-    Size of maximum matching (maximum_bipartite_matching) is: 4
-
-.. figure:: ./figures/bipartite_matching_maxflow.png
-   :alt: The visual representation of maximal bipartite matching
-   :align: center
-
-   Maximal Bipartite Matching
-
-.. note::
-
-    Maximum flow will represent the capacities as real values, which is why our result is ``4.0`` instead of ``4``.
diff --git a/doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png b/doc/source/tutorials/bipartite_matching_maxflow/figures/bipartite_matching_maxflow.png
deleted file mode 100644
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diff --git a/doc/source/tutorials/bridges/assets/bridges1.py b/doc/source/tutorials/bridges/assets/bridges1.py
deleted file mode 100644
index 50c2c19f7..000000000
--- a/doc/source/tutorials/bridges/assets/bridges1.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Construct graph
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
-        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
-
-# Find and color bridges
-bridges = g.bridges()
-g.es["color"] = "gray"
-g.es[bridges]["color"] = "red"
-g.es["width"] = 0.8
-g.es[bridges]["width"] = 1.2
-
-# Plot graph
-fig, ax = plt.subplots()
-ig.plot(
-    g, 
-    target=ax, 
-    vertex_size=0.3,
-    vertex_color="lightblue",
-    vertex_label=range(g.vcount())
-)
-plt.show()
diff --git a/doc/source/tutorials/bridges/assets/bridges2.py b/doc/source/tutorials/bridges/assets/bridges2.py
deleted file mode 100644
index be4160f31..000000000
--- a/doc/source/tutorials/bridges/assets/bridges2.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Construct graph
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
-        (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
-
-# Find and color bridges
-bridges = g.bridges()
-g.es["color"] = "gray"
-g.es[bridges]["color"] = "red"
-g.es["width"] = 0.8
-g.es[bridges]["width"] = 1.2
-
-g.es["label"] = ""
-g.es[bridges]["label"] = "x"
-
-# Plot graph
-fig, ax = plt.subplots()
-ig.plot(
-    g, 
-    target=ax, 
-    vertex_size=0.3,
-    vertex_color="lightblue",
-    vertex_label=range(g.vcount()),
-    edge_background="#FFF0",    # transparent background color
-    edge_align_label=True,      # make sure labels are aligned with the edge
-    edge_label=g.es["label"],
-    edge_label_color="red"
-)
-plt.show()
diff --git a/doc/source/tutorials/bridges/bridges.rst b/doc/source/tutorials/bridges/bridges.rst
deleted file mode 100644
index 3505864d8..000000000
--- a/doc/source/tutorials/bridges/bridges.rst
+++ /dev/null
@@ -1,84 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-bridges:
-
-========
-Bridges
-========
-
-This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using :meth:`igraph.GraphBase.bridges`. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Construct graph
-    g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-            (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
-            (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
-
-    # Find and color bridges
-    bridges = g.bridges()
-    g.es["color"] = "gray"
-    g.es[bridges]["color"] = "red"
-    g.es["width"] = 0.8
-    g.es[bridges]["width"] = 1.2
-
-    # Plot graph
-    fig, ax = plt.subplots()
-    ig.plot(
-        g, 
-        target=ax, 
-        vertex_size=0.3,
-        vertex_color="lightblue",
-        vertex_label=range(g.vcount())
-    )
-    plt.show()
-
-
-The plot looks like this:
-
-.. figure:: ./figures/bridge1.png
-   :alt: A visual representation of the bridges in a graph
-   :align: center
-
-   Bridge edges are marked in red.
-
-Advanced: Cutting Effect
---------------------------
-Bridges are edges that when removed, will separate the graph into more components then they started with. To emphasise the removal of edges from the graph, we can add small "x" effect to each of the bridges by using edge labels. We add the following code to define the edge labels only for bridges:
-
-.. code-block:: python
-    
-    g.es["label"] = ""
-    g.es[bridges]["label"] = "x"
-
-And then when we plot...
-
-.. code-block:: python
-
-    # Plot graph
-    fig, ax = plt.subplots()
-    ig.plot(
-        g, 
-        target=ax, 
-        vertex_size=0.3,
-        vertex_color="lightblue",
-        vertex_label=range(g.vcount()),
-        edge_background="#FFF0",    # transparent background color
-        edge_align_label=True,      # make sure labels are aligned with the edge
-        edge_label=g.es["label"],
-        edge_label_color="red"
-    )
-    plt.show()
-
-
-As a result, we get:
-
-.. figure:: ./figures/bridge2.png
-   :alt: A visual representation of the bridges in the graph
-   :align: center
-
-   Bridges marked with an additional "x" effect.
-
diff --git a/doc/source/tutorials/bridges/figures/bridge1.png b/doc/source/tutorials/bridges/figures/bridge1.png
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diff --git a/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py b/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py
deleted file mode 100644
index df5af03de..000000000
--- a/doc/source/tutorials/cluster_graph/assets/cluster_contraction.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Load the graph
-g = ig.load("./lesmis/lesmis.gml")
-
-# Generate communities
-communities = g.community_edge_betweenness()
-communities = communities.as_clustering() # Convert into a VertexClustering for plotting
-
-# Print them out
-for i, community in enumerate(communities):
-    print(f"Community {i}:")
-    for v in community:
-        print(f"\t{g.vs[v]['label']}")
-
-# Set community colors
-num_communities = len(communities)
-palette1 = ig.RainbowPalette(n=num_communities)
-for i, community in enumerate(communities):
-    g.vs[community]["color"] = i
-    community_edges = g.es.select(_within=community)
-    community_edges["color"] = i
-
-g.vs["label"] = ["\n\n" + label for label in g.vs["label"]] # Move the labels below the vertices
-
-# Plot the communities
-fig1, ax1 = plt.subplots()
-ig.plot(
-    communities, 
-    target=ax1,
-    mark_groups=True,
-    palette=palette1,
-    vertex_size=0.1,
-    edge_width=0.5,
-)
-fig1.set_size_inches(20, 20)
-fig1.savefig("../figures/communities.png", dpi=200)
-
-# Assign x, y, and sizes for each node
-layout = g.layout_kamada_kawai()
-g.vs["x"], g.vs["y"] = list(zip(*layout))
-g.vs["size"] = 1
-g.es["size"] = 1
-
-# Generate cluster graph
-cluster_graph = communities.cluster_graph(
-    combine_vertices={
-        "x": "mean", 
-        "y": "mean",
-        "color": "first",
-        "size": "sum",
-    },
-    combine_edges={
-        "size": "sum",
-    },
-)
-
-# Plot the cluster graph
-palette2 = ig.GradientPalette("gainsboro", "black")
-g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
-
-fig2, ax2 = plt.subplots()
-ig.plot(
-    cluster_graph, 
-    target=ax2,
-    palette=palette1,
-    # set a minimum size on vertex_size, otherwise vertices are too small
-    vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]], 
-    edge_color=g.es["color"],
-    edge_width=0.8,
-)
-
-# Add a legend
-legend_handles = []
-for i in range(num_communities):
-    handle = ax2.scatter(
-        [], [],
-        s=100,
-        facecolor=palette1.get(i),
-        edgecolor="k",
-        label=i,
-    )
-    legend_handles.append(handle)
-
-ax2.legend(
-    handles=legend_handles,
-    title='Community:',
-    bbox_to_anchor=(0, 1.0),
-    bbox_transform=ax2.transAxes,
-)
-
-fig2.set_size_inches(10, 10)
-fig2.savefig("../figures/cluster_graph.png", dpi=150)
diff --git a/doc/source/tutorials/cluster_graph/assets/lesmis.zip b/doc/source/tutorials/cluster_graph/assets/lesmis.zip
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diff --git a/doc/source/tutorials/cluster_graph/cluster_graph.rst b/doc/source/tutorials/cluster_graph/cluster_graph.rst
deleted file mode 100644
index 4915984c7..000000000
--- a/doc/source/tutorials/cluster_graph/cluster_graph.rst
+++ /dev/null
@@ -1,236 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-cluster-graph:
-
-===========================
-Generating Cluster Graphs
-===========================
-
-This example shows how to find the communities in a graph, then contract each community into a single node using :class:`igraph.clustering.VertexClustering`. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*. The network can be obtained `here <http://www-personal.umich.edu/~mejn/netdata/>`_. 
-
-.. code-block:: python
-    
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Load the graph
-    g = ig.load("./lesmis/lesmis.gml")
-
-First, let's visualise the original communities, using :meth:`igraph.Graph.community_edge_betweenness` to separate out vertices into clusters. (For a more focused tutorial on just visualising communities, check out :ref:`tutorials-visualize-communities`).
-
-.. code-block:: python
-
-    # Generate communities
-    communities = g.community_edge_betweenness()
-    communities = communities.as_clustering() # Convert into a VertexClustering for plotting
-
-    # Print them out
-    for i, community in enumerate(communities):
-        print(f"Community {i}:")
-        for v in community:
-            print(f"\t{g.vs[v]['label']}")
-
-    # Set community colors
-    num_communities = len(communities)
-    palette1 = ig.RainbowPalette(n=num_communities)
-    for i, community in enumerate(communities):
-        g.vs[community]["color"] = i
-        community_edges = g.es.select(_within=community)
-        community_edges["color"] = i
-
-    g.vs["label"] = ["\n\n" + label for label in g.vs["label"]] # Move the labels below the vertices
-
-    # Plot the communities
-    fig1, ax1 = plt.subplots()
-    ig.plot(
-        communities, 
-        target=ax1,
-        mark_groups=True,
-        palette=palette1,
-        vertex_size=0.1,
-        edge_width=0.5,
-    )
-    fig1.set_size_inches(20, 20)
-    fig1.savefig("../figures/communities.png", dpi=200)
-
-
-Now let's try and contract the information down, using only a single vertex to represent each community. We start by defining attribute values for each of the nodes in the original graph.
-
-.. code-block:: python
-    
-    # Assign x, y, and sizes for each node
-    layout = g.layout_kamada_kawai()
-    g.vs["x"], g.vs["y"] = list(zip(*layout))
-    g.vs["size"] = 1
-    g.es["size"] = 1
-
-This is so we can define how each of these attributes get combined together when we call :meth:`igraph.VertexClustering.cluster_graph`.
-
-.. code-block:: python
-    
-    # Generate cluster graph
-    cluster_graph = communities.cluster_graph(
-        combine_vertices={
-            "x": "mean", 
-            "y": "mean",
-            "color": "first",
-            "size": "sum",
-        },
-        combine_edges={
-            "size": "sum",
-        },
-    )
-
-Here, we take the mean of x and y values so that the nodes in the cluster graph are placed at the center of the original cluster's position.
-
-.. note::
-
-    ``mean``, ``first``, and ``sum`` are all built-in collapsing functions, along with ``prod``, ``median``, ``max``, ``min``, ``last``, ``random``. You can also define your own custom collapsing functions, which take in a list and return a single element representing the combined attribute value. For more details on |igraph| contraction, see :meth:`igraph.GraphBase.contract_vertices`
-
-Finally we plot out the graph using our calculated attributes:
-
-.. code-block:: python
-
-    # Plot the cluster graph
-    palette2 = ig.GradientPalette("gainsboro", "black")
-    g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
-
-    fig2, ax2 = plt.subplots()
-    ig.plot(
-        cluster_graph, 
-        target=ax2,
-        palette=palette1,
-        # set a minimum size on vertex_size, otherwise vertices are too small
-        vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]], 
-        edge_color=g.es["color"],
-        edge_width=0.8,
-    )
-
-    # Add a legend
-    legend_handles = []
-    for i in range(num_communities):
-        handle = ax2.scatter(
-            [], [],
-            s=100,
-            facecolor=palette1.get(i),
-            edgecolor="k",
-            label=i,
-        )
-        legend_handles.append(handle)
-
-    ax2.legend(
-        handles=legend_handles,
-        title='Community:',
-        bbox_to_anchor=(0, 1.0),
-        bbox_transform=ax2.transAxes,
-    )
-
-    fig2.set_size_inches(10, 10)
-    fig2.savefig("../figures/cluster_graph.png", dpi=150)
-
-The two figures are shown side by side here:
-
-
-|pic1| |pic2|
-
-
-.. |pic1| image:: ./figures/communities.png
-   :width: 45%
-
-.. |pic2| image:: ./figures/cluster_graph.png
-   :width: 45%
-
-... and the final output of the communities we printed out are displayed below:
-
-.. code-block::
-
-    Community 0:
-        Myriel
-        Napoleon
-        MlleBaptistine
-        MmeMagloire
-        CountessDeLo
-        Geborand
-        Champtercier
-        Cravatte
-        Count
-        OldMan
-    Community 1:
-        Labarre
-        Valjean
-        MmeDeR
-        Isabeau
-        Gervais
-        Bamatabois
-        Simplice
-        Scaufflaire
-        Woman1
-        Judge
-        Champmathieu
-        Brevet
-        Chenildieu
-        Cochepaille
-    Community 2:
-        Marguerite
-        Tholomyes
-        Listolier
-        Fameuil
-        Blacheville
-        Favourite
-        Dahlia
-        Zephine
-        Fantine
-        Perpetue
-    Community 3:
-        MmeThenardier
-        Thenardier
-        Javert
-        Pontmercy
-        Eponine
-        Anzelma
-        Gueulemer
-        Babet
-        Claquesous
-        Montparnasse
-        Brujon
-    Community 4:
-        Cosette
-        Woman2
-        Gillenormand
-        Magnon
-        MlleGillenormand
-        MmePontmercy
-        MlleVaubois
-        LtGillenormand
-        BaronessT
-        Toussaint
-    Community 5:
-        Fauchelevent
-        MotherInnocent
-        Gribier
-    Community 6:
-        Boulatruelle
-    Community 7:
-        Jondrette
-        MmeBurgon
-    Community 8:
-        Gavroche
-        Marius
-        Mabeuf
-        Enjolras
-        Combeferre
-        Prouvaire
-        Feuilly
-        Courfeyrac
-        Bahorel
-        Bossuet
-        Joly
-        Grantaire
-        MmeHucheloup
-    Community 9:
-        MotherPlutarch
-    Community 10:
-        Child1
-        Child2
-
-
diff --git a/doc/source/tutorials/cluster_graph/figures/cluster_graph.png b/doc/source/tutorials/cluster_graph/figures/cluster_graph.png
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diff --git a/doc/source/tutorials/complement/assets/complement.py b/doc/source/tutorials/complement/assets/complement.py
deleted file mode 100644
index 399cdc35a..000000000
--- a/doc/source/tutorials/complement/assets/complement.py
+++ /dev/null
@@ -1,50 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Create a random graph
-random.seed(0)
-g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
-
-# Generate complement
-g2 = g1.complementer(loops=False)
-
-# Union graph
-g_full = g1 | g2
-
-# Complement of union
-g_empty = g_full.complementer(loops=False)
-
-# Plot graphs
-fig, axs = plt.subplots(2, 2)
-ig.plot(
-    g1,
-    target=axs[0, 0],
-    layout="circle",
-    vertex_color="black",
-)
-axs[0, 0].set_title('Original graph')
-ig.plot(
-    g2,
-    target=axs[0, 1],
-    layout="circle",
-    vertex_color="black",
-)
-axs[0, 1].set_title('Complement graph')
-
-ig.plot(
-    g_full,
-    target=axs[1, 0],
-    layout="circle",
-    vertex_color="black",
-)
-axs[1, 0].set_title('Union graph')
-ig.plot(
-    g_empty,
-    target=axs[1, 1],
-    layout="circle",
-    vertex_color="black",
-)
-axs[1, 1].set_title('Complement of union graph')
-
-plt.show()
diff --git a/doc/source/tutorials/complement/complement.rst b/doc/source/tutorials/complement/complement.rst
deleted file mode 100644
index cd51bcf61..000000000
--- a/doc/source/tutorials/complement/complement.rst
+++ /dev/null
@@ -1,83 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-complement:
-
-================
-Complement
-================
-
-This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using :meth:`igraph.GraphBase.complementer`.
-
-First we generate a random graph
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    # Create a random graph
-    random.seed(0)
-    g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)
-
-To compute the complement graph:
-
-.. code-block:: python
-
-    # Generate complement
-    g2 = g1.complementer(loops=False)
-
-Of course, the union of the original graph and its complement creates the full graph:
-
-.. code-block:: python
-
-    g_full = g1 | g2
-
-And the complement is a graph with the same number of vertices and no edges:
-
-.. code-block:: python
-
-    g_empty = g_full.complementer(loops=False)
-
-To appreciate these results, we can easily plot the four graphs:
-
-.. code-block:: python
-
-    fig, axs = plt.subplots(2, 2)
-    ig.plot(
-        g1,
-        target=axs[0, 0],
-        layout="circle",
-        vertex_color="black",
-    )
-    axs[0, 0].set_title('Original graph')
-    ig.plot(
-        g2,
-        target=axs[0, 1],
-        layout="circle",
-        vertex_color="black",
-    )
-    axs[0, 1].set_title('Complement graph')
-    
-    ig.plot(
-        g_full,
-        target=axs[1, 0],
-        layout="circle",
-        vertex_color="black",
-    )
-    axs[1, 0].set_title('Union graph')
-    ig.plot(
-        g_empty,
-        target=axs[1, 1],
-        layout="circle",
-        vertex_color="black",
-    )
-    axs[1, 1].set_title('Complement of union graph')
-    plt.show()
-
-.. figure:: ./figures/complement.png
-   :alt: Complement graphs
-   :align: center
-
-   The original graph (top left), its complement (top right),
-   their union (bottom left) and its complement (bottom right).
diff --git a/doc/source/tutorials/complement/figures/complement.png b/doc/source/tutorials/complement/figures/complement.png
deleted file mode 100644
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diff --git a/doc/source/tutorials/configuration/assets/configuration1.py b/doc/source/tutorials/configuration/assets/configuration1.py
deleted file mode 100644
index cd3862e0e..000000000
--- a/doc/source/tutorials/configuration/assets/configuration1.py
+++ /dev/null
@@ -1,11 +0,0 @@
-import igraph as ig
-
-# Set configuration variables
-ig.config["plotting.backend"] = "matplotlib"
-ig.config["plotting.layout"] = "fruchterman_reingold"
-ig.config["plotting.palette"] = "rainbow"
-
-# Save configuration to ~/.igraphrc
-ig.config.save()
-
-
diff --git a/doc/source/tutorials/configuration/assets/configuration2.py b/doc/source/tutorials/configuration/assets/configuration2.py
deleted file mode 100644
index 7c32aec8a..000000000
--- a/doc/source/tutorials/configuration/assets/configuration2.py
+++ /dev/null
@@ -1,15 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Generate a graph
-random.seed(1)
-g = ig.Graph.Barabasi(n=100, m=1)
-
-# Calculate a color value between 0-200 for all nodes
-betweenness = g.betweenness()
-colors = [int(i * 200 / max(betweenness)) for i in betweenness]
-
-# Plot the graph
-ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
-plt.show()
diff --git a/doc/source/tutorials/configuration/configuration.rst b/doc/source/tutorials/configuration/configuration.rst
deleted file mode 100644
index 558f07fae..000000000
--- a/doc/source/tutorials/configuration/configuration.rst
+++ /dev/null
@@ -1,62 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-configuration:
-
-======================
-Configuration Instance
-======================
-
-This example shows how to use |igraph|'s :class:`configuration instance <igraph.Configuration>` to set default |igraph| settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every |igraph| project you work on.
-
-First we define the default plotting backend, layout, and color palette, and save them. By default, ``ig.config.save()`` will save files to ``~/.igraphrc`` on Linux and Max OS X systems, or in ``%USERPROFILE%\.igraphrc`` for Windows systems.
-
-.. code-block:: python
-
-    import igraph as ig
-
-    # Set configuration variables
-    ig.config["plotting.backend"] = "matplotlib"
-    ig.config["plotting.layout"] = "fruchterman_reingold"
-    ig.config["plotting.palette"] = "rainbow"
-
-    # Save configuration to ~/.igraphrc
-    ig.config.save()
-
-This script only needs to be run once (to store the new config options into the ``.igraphrc`` file). Whenever you use |igraph| and this file exists, |igraph| will read its content and use those options as defaults. For example:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    # Generate a graph
-    random.seed(1)
-    g = ig.Graph.Barabasi(n=100, m=1)
-
-    # Calculate a color value between 0-200 for all nodes
-    betweenness = g.betweenness()
-    colors = [int(i * 200 / max(betweenness)) for i in betweenness]
-
-    # Plot the graph
-    ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
-    plt.show()
-
-Note that we do not never explicitly state the backend, layout or palette, yet the final plots look like this:
-
-.. figure:: ./figures/configuration.png
-   :alt: A 100 node graph colored to show betweenness
-   :align: center
-
-   Graph colored based on each node's betweenness centrality measure.
-
-The full list of config settings can be found at :class:`igraph.Configuration`. 
-
-.. note::
-    
-   You can have multiple config files: specify each location via ``ig.config.save("./path/to/config/file")``. To load a specific config, import igraph and then call ``ig.config.load("./path/to/config/file")``
-
-
-.. note::
-
-    To use a consistent style between individual plots (e.g. vertex sizes, colors, layout etc.) check out :ref:`tutorials-visual-style`. 
diff --git a/doc/source/tutorials/configuration/figures/configuration.png b/doc/source/tutorials/configuration/figures/configuration.png
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diff --git a/doc/source/tutorials/connected_components/assets/connected_components.py b/doc/source/tutorials/connected_components/assets/connected_components.py
deleted file mode 100644
index 612c9ff30..000000000
--- a/doc/source/tutorials/connected_components/assets/connected_components.py
+++ /dev/null
@@ -1,23 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Generate a random geometric graph with random vertex sizes
-random.seed(0)
-g = ig.Graph.GRG(50, 0.15)
-
-# Cluster graph into weakly connected components
-components = g.connected_components(mode='weak')
-
-# Visualise different components
-fig, ax = plt.subplots()
-ig.plot(
-    components,
-    target=ax,
-    palette=ig.RainbowPalette(),
-    vertex_size=0.05,
-    vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
-    edge_width=0.7
-)
-
-plt.show()
diff --git a/doc/source/tutorials/connected_components/connected_components.rst b/doc/source/tutorials/connected_components/connected_components.rst
deleted file mode 100644
index d8a8578c3..000000000
--- a/doc/source/tutorials/connected_components/connected_components.rst
+++ /dev/null
@@ -1,47 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-connected-components:
-
-=====================
-Connected Components
-=====================
-
-This example demonstrates how to visualise the connected components in a graph using :meth:`igraph.GraphBase.connected_components`.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    # Generate a random geometric graph with random vertex sizes 
-    random.seed(0)
-    g = ig.Graph.GRG(50, 0.15)
-
-    # Cluster graph into weakly connected components
-    components = g.connected_components(mode='weak')
-
-    # Visualise different components
-    fig, ax = plt.subplots()
-    ig.plot(
-        components,
-        target=ax,
-        palette=ig.RainbowPalette(),
-        vertex_size=0.05,
-        vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
-        edge_width=0.7
-    )
-
-    plt.show()
-
-The plotting results are:
-
-.. figure:: ./figures/connected_components.png
-   :alt: A graph showing the various connected components in different colours.
-   :align: center
-
-   A graph separated into its weakly connected components.
-
-.. note::
-
-    We use the integers from 0 to 200 instead of 0 to 255 in our vertex colors, since 255 in the :class:`igraph.drawing.colors.RainbowPalette` corresponds to looping back to red.
diff --git a/doc/source/tutorials/connected_components/figures/connected_components.png b/doc/source/tutorials/connected_components/figures/connected_components.png
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diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
deleted file mode 100644
index 6b1bc5b67..000000000
--- a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import numpy as np
-from scipy.spatial import Delaunay
-import igraph as ig
-import matplotlib.pyplot as plt
-
-
-# Generate a random graph in the 2D unit cube
-np.random.seed(0) # To ensure reproducibility
-x, y = np.random.rand(2, 30)
-g = ig.Graph(30)
-g.vs['x'] = x
-g.vs['y'] = y
-
-# Calculate the delaunay triangulation, and add the edges into the original graph
-coords = g.layout_auto().coords
-delaunay = Delaunay(coords)
-for tri in delaunay.simplices:
-    g.add_edges([
-        (tri[0], tri[1]),
-        (tri[1], tri[2]),
-        (tri[0], tri[2]),
-    ])
-g.simplify()
-
-# Plot the graph
-fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    vertex_size=0.04,
-    vertex_color="lightblue",
-    edge_width=0.8
-)
-plt.show()
diff --git a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py b/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
deleted file mode 100644
index 7bac09e9b..000000000
--- a/doc/source/tutorials/delaunay-triangulation/assets/delaunay-triangulation2.py
+++ /dev/null
@@ -1,48 +0,0 @@
-import numpy as np
-from scipy.spatial import Delaunay
-import igraph as ig
-import matplotlib.pyplot as plt
-
-
-# Generate a random graph in the 2D unit cube
-np.random.seed(0)  # To ensure reproducibility
-x, y = np.random.rand(2, 30)
-g = ig.Graph(30)
-g.vs['x'] = x
-g.vs['y'] = y
-
-# Calculate the delaunay triangulation, and add the edges into the original graph
-coords = g.layout_auto().coords
-delaunay = Delaunay(coords)
-for tri in delaunay.simplices:
-    g.add_edges([
-        (tri[0], tri[1]),
-        (tri[1], tri[2]),
-        (tri[0], tri[2]),
-    ])
-g.simplify()
-
-# Plot the triangles
-fig, ax = plt.subplots()
-
-palette = ig.GradientPalette("midnightblue", "lightblue", 100)
-for tri in delaunay.simplices:
-    # get the points of the triangle
-    tri_points = [delaunay.points[tri[i]] for i in range(3)]
-
-    # calculate the vertical center of the triangle
-    center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3
-
-    # draw triangle onto axes
-    poly = plt.Polygon(tri_points, color=palette.get(int(center * 100)))
-    ax.add_patch(poly)
-
-# Plot the graph on top
-ig.plot(
-    g,
-    target=ax,
-    vertex_size=0.0,
-    edge_width=0.2,
-    edge_color="white",
-)
-plt.show()
diff --git a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst b/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
deleted file mode 100644
index b2fc98f77..000000000
--- a/doc/source/tutorials/delaunay-triangulation/delaunay-triangulation.rst
+++ /dev/null
@@ -1,104 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-delaunay-triangulation:
-
-======================
-Delaunay Triangulation
-======================
-
-This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using random ``numpy`` arrays and a graph with those vertex coordinates and no edges.
-
-.. code-block:: python
-
-    import numpy as np
-    from scipy.spatial import Delaunay
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Generate a random graph in the 2D unit cube
-    np.random.seed(0)  # To ensure reproducibility
-    x, y = np.random.rand(2, 30)
-    g = ig.Graph(30)
-    g.vs['x'] = x
-    g.vs['y'] = y
-
-We then use `SciPy's Delaunay function <https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.Delaunay.html>`_ to generate the triangles, and then loop through them to add them back into our original graph. We make sure to simplify the graph afterwards to remove multiple edges caused by triangles sharing a side.
-
-.. code-block:: python
-
-    # Calculate the delaunay triangulation, and add the edges into the original graph
-    coords = g.layout_auto().coords
-    delaunay = Delaunay(coords)
-    for tri in delaunay.simplices:
-        g.add_edges([
-            (tri[0], tri[1]), 
-            (tri[1], tri[2]), 
-            (tri[0], tri[2]),
-        ])
-    g.simplify()
-
-Finally, we display the graph:
-
-.. code-block:: python
-
-    # Plot the graph
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        vertex_size=0.04,
-        vertex_color="lightblue",
-        edge_width=0.8
-    )
-    plt.show()
-
-Our output looks like this:
-
-.. figure:: ./figures/delaunay-triangulation.png
-   :alt: The visual representation of a Delaunay triangulation
-   :align: center
-
-   The Delaunay triangulation
-
-Advanced: Improving plotting style
-----------------------------------
-Sometimes, we would like to emphasise the actual triangles generated by the Delaunay triangulation. We'll add in some triangles and color them according to their y coordinate.
-
-.. code-block:: python
-
-    # Plot the triangles
-    fig, ax = plt.subplots()
-
-    palette = ig.GradientPalette("midnightblue", "lightblue", 100)
-    for tri in delaunay.simplices:
-        # get the points of the triangle
-        tri_points = [delaunay.points[tri[i]] for i in range(3)]
-
-        # calculate the vertical center of the triangle
-        center = (tri_points[0][1] + tri_points[1][1] + tri_points[2][1]) / 3 
-
-        # draw triangle onto axes
-        poly = plt.Polygon(tri_points, color=palette.get(int(center*100)))
-        ax.add_patch(poly)
-
-We then plot the original graph edges on top:
-
-.. code-block:: python
-
-    # Plot the graph on top
-    ig.plot(
-        g,
-        target=ax,
-        vertex_size=0.0,
-        edge_width=0.2,
-        edge_color="white",
-    )
-    plt.show()
-
-The final output looks like this:
-
-.. figure:: ./figures/delaunay-triangulation2.png
-   :alt: The visual representation of a Delaunay triangulation
-   :align: center
-
-   The Delaunay triangulation, with colored triangles.
diff --git a/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation.png b/doc/source/tutorials/delaunay-triangulation/figures/delaunay-triangulation.png
deleted file mode 100644
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diff --git a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py b/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
deleted file mode 100644
index 6715ff6f6..000000000
--- a/doc/source/tutorials/erdos_renyi/assets/erdos_renyi.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Set a random seed for reproducibility
-random.seed(0)
-
-# Generate two Erdos Renyi graphs based on probability
-g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
-g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
-
-# Generate two Erdos Renyi graphs based on number of edges
-g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
-g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
-
-# Print out summaries of each graph
-ig.summary(g1)
-ig.summary(g2)
-ig.summary(g3)
-ig.summary(g4)
-
-# IGRAPH U--- 15 18 --
-# IGRAPH U--- 15 21 --
-# IGRAPH U--- 20 35 --
-# IGRAPH U--- 20 35 --
-
-
-fig, axs = plt.subplots(2, 2)
-# Probability
-ig.plot(
-    g1,
-    target=axs[0, 0],
-    layout="circle",
-    vertex_color="lightblue"
-)
-ig.plot(
-    g2,
-    target=axs[0, 1],
-    layout="circle",
-    vertex_color="lightblue"
-)
-axs[0, 0].set_ylabel('Probability')
-# N edges
-ig.plot(
-    g3,
-    target=axs[1, 0],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=0.15
-)
-ig.plot(
-    g4,
-    target=axs[1, 1],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=0.15
-)
-axs[1, 0].set_ylabel('N. edges')
-plt.show()
diff --git a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst b/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
deleted file mode 100644
index dc0349652..000000000
--- a/doc/source/tutorials/erdos_renyi/erdos_renyi.rst
+++ /dev/null
@@ -1,89 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-random:
-
-=================
-Erdős-Rényi Graph
-=================
-
-This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using :meth:`igraph.GraphBase.Erdos_Renyi`. There are two variants of graphs:
-
-- ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
-- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
-
-We generate two graphs of each, so we can confirm that our graph generator is truly random.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    # Set a random seed for reproducibility
-    random.seed(0)
-
-    # Generate two Erdos Renyi graphs based on probability
-    g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
-    g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
-
-    # Generate two Erdos Renyi graphs based on number of edges
-    g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
-    g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
-
-    # Print out summaries of each graph
-    ig.summary(g1)
-    ig.summary(g2)
-    ig.summary(g3)
-    ig.summary(g4)
-
-    fig, axs = plt.subplots(2, 2)
-    # Probability
-    ig.plot(
-        g1,
-        target=axs[0, 0],
-        layout="circle",
-        vertex_color="lightblue"
-    )
-    ig.plot(
-        g2,
-        target=axs[0, 1],
-        layout="circle",
-        vertex_color="lightblue"
-    )
-    axs[0, 0].set_ylabel('Probability')
-    # N edges
-    ig.plot(
-        g3,
-        target=axs[1, 0],
-        layout="circle",
-        vertex_color="lightblue",
-        vertex_size=0.15
-    )
-    ig.plot(
-        g4,
-        target=axs[1, 1],
-        layout="circle",
-        vertex_color="lightblue",
-        vertex_size=0.15
-    )
-    axs[1, 0].set_ylabel('N. edges')
-    plt.show()
-
-The received output is:
-
-.. code-block::
-
-    IGRAPH U--- 15 18 --
-    IGRAPH U--- 15 21 --
-    IGRAPH U--- 20 35 --
-    IGRAPH U--- 20 35 --
-
-.. figure:: ./figures/erdos_renyi.png
-    :alt: The visual representation of a randomly generated Erdős-Rényi graph
-    :align: center
-
-    Erdős-Rényi random graphs With probability ``p`` = 0.2 (top) and with number of edges ``m`` = 35 (bottom).
-
-.. note::
-    
-    Even when using the same random seed, results can still differ depending on the machine the code is being run from.
diff --git a/doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png b/doc/source/tutorials/erdos_renyi/figures/erdos_renyi.png
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diff --git a/doc/source/tutorials/isomorphism/isomorphism.rst b/doc/source/tutorials/isomorphism/isomorphism.rst
deleted file mode 100644
index 1d4175623..000000000
--- a/doc/source/tutorials/isomorphism/isomorphism.rst
+++ /dev/null
@@ -1,89 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-isomorphism:
-
-===========
-Isomorphism
-===========
-
-This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using :meth:`igraph.GraphBase.isomorphic`.
-
-First we generate three different graphs:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Create Graphs
-    g1 = ig.Graph([(0, 1), (0, 2), (0, 4), (1, 2), (1, 3), (2, 3), (2, 4), (3, 4)])
-    g2 = ig.Graph([(4, 2), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
-    g3 = ig.Graph([(4, 1), (4, 3), (4, 0), (2, 3), (2, 1), (3, 1), (3, 0), (1, 0)])
-
-To check if they are isomorphic, we run:
-
-.. code-block:: python
-
-    # Check isomorphism
-    print("Are the graphs g1 and g2 isomorphic?")
-    print(g1.isomorphic(g2))
-    print("Are the graphs g1 and g3 isomorphic?")
-    print(g1.isomorphic(g3))
-    print("Are the graphs g2 and g3 isomorphic?")
-    print(g2.isomorphic(g3))
-
-The final output is:
-
-.. code-block::
-
-    Are the graphs g1 and g2 isomorphic?
-    True
-    Are the graphs g1 and g3 isomorphic?
-    False
-    Are the graphs g2 and g3 isomorphic?
-    False
-
-.. note::
-   `Graph isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ is an equivalence
-   relationship, i.e. if `g1 ~ g2` and `g2 ~ g3`, then automatically `g1 ~ g3`. Therefore,
-   we could have skipped the last check in our example.
-
-We can plot the graphs to get an idea about the problem:
-
-.. code-block:: python
-
-    # Plot graphs
-    visual_style = {
-        "vertex_color": "lightblue",
-        "vertex_label": [0, 1, 2, 3, 4],
-        "vertex_size": 0.4,
-    }
-
-    fig, axs = plt.subplots(1, 3)
-    ig.plot(
-        g1,
-        layout=g1.layout("circle"),
-        target=axs[0],
-        **visual_style,
-    )
-    ig.plot(
-        g2,
-        layout=g1.layout("circle"),
-        target=axs[1],
-        **visual_style,
-    )
-    ig.plot(
-        g3,
-        layout=g1.layout("circle"),
-        target=axs[2],
-        **visual_style,
-    )
-    fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
-    fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
-    plt.show()
-
-.. figure:: ./figures/isomorphism.png
-   :alt: A visual representation of three different graphs
-   :align: center
-
-   Three graphs to be compared for isomorphism
diff --git a/doc/source/tutorials/maxflow/figures/maxflow.png b/doc/source/tutorials/maxflow/figures/maxflow.png
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diff --git a/doc/source/tutorials/maxflow/maxflow.rst b/doc/source/tutorials/maxflow/maxflow.rst
deleted file mode 100644
index 85cb8a4ca..000000000
--- a/doc/source/tutorials/maxflow/maxflow.rst
+++ /dev/null
@@ -1,41 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-maxflow:
-
-============
-Maximum Flow
-============
-
-This example shows how to construct a max flow on a directed graph with edge capacities using :meth:`igraph.Graph.maxflow`.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Generate the graph with its capacities
-    g = ig.Graph(
-        6,
-        [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
-        directed=True
-    )
-    g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5] # capacity of each edge
-
-    # Run the max flow
-    flow = g.maxflow(3, 0, capacity=g.es["capacity"])
-
-    print("Max flow:", flow.value)
-    print("Edge assignments:", flow.flow)
-
-The received output is:
-
-.. code-block::
-
-    Max flow: 6.0
-    Edge assignments [1.0, 5.0, 1.0, 2.0, 3.0, 3.0, 3.0]
-
-.. figure:: ./figures/maxflow.png
-   :alt: A visual representation of the flow graph
-   :align: center
-
-   The Flow Graph
diff --git a/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py b/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
deleted file mode 100644
index bb2bd66c0..000000000
--- a/doc/source/tutorials/minimum_spanning_trees/assets/minimum_spanning_trees.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import random
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Generate grid graph with random weights
-random.seed(0)
-g = ig.Graph.Lattice([5, 5], circular=False)
-g.es["weight"] = [random.randint(1, 20) for _ in g.es]
-
-# Generate minimum spanning tree
-mst_edges = g.spanning_tree(weights=g.es["weight"], return_tree=False)
-
-# Plot graph
-g.es["color"] = "lightgray"
-g.es[mst_edges]["color"] = "midnightblue"
-g.es["width"] = 1.0
-g.es[mst_edges]["width"] = 3.0
-
-fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout="grid",
-    vertex_color="lightblue",
-    edge_width=g.es["width"],
-    edge_label=g.es["weight"],
-    edge_background="white",
-)
-plt.show()
-
-# Print out minimum edge weight sum
-print("Minimum edge weight sum:", sum(g.es[mst_edges]["weight"]))
-
-# Minimum edge weight sum: 136
diff --git a/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png b/doc/source/tutorials/minimum_spanning_trees/figures/minimum_spanning_trees.png
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diff --git a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst b/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
deleted file mode 100644
index c24e67e3b..000000000
--- a/doc/source/tutorials/minimum_spanning_trees/minimum_spanning_trees.rst
+++ /dev/null
@@ -1,71 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-minimum-spanning-trees:
-
-======================
-Minimum Spanning Trees
-======================
-
-This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using :meth:`igraph.Graph.spanning_tree`. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
-
-We start by generating a grid graph with random integer weights between 1 and 20:
-
-.. code-block:: python
-    
-    import random
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Generate grid graph with random weights
-    random.seed(0)
-
-    g = ig.Graph.Lattice([5, 5], circular=False)
-    g.es["weight"] = [random.randint(1, 20) for _ in g.es]
-
-We then call :meth:`igraph.Graph.spanning_tree`, making sure to pass in the randomly generated weights.
-
-.. code-block:: python
-
-    # Generate spanning tree
-    spanning_tree = g.spanning_tree(weights=None, return_tree=False)
-
-Finally, we generate the plot the graph and visualise the spanning tree. We also print out the sum of the edges in the MST.
-
-.. code-block:: python
-    
-    # Plot graph
-    g.es["color"] = "lightgray"
-    g.es[spanning_tree]["color"] = "midnightblue"
-    g.es["width"] = 0.5
-    g.es[spanning_tree]["width"] = 3.0
-
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        layout=layout,
-        vertex_color="lightblue",
-        edge_width=g.es["width"]
-    )
-    plt.show()
-
-    # Print out minimum edge weight sum
-    print("Minimum edge weight sum:", sum(g.es[mst_edges]["weight"]))
-
-The final plot looks like this:
-
-.. figure:: ./figures/minimum_spanning_trees.png
-   :alt: A visual representation of the spanning tree generated from a grid graph
-   :align: center
-
-   Minimum spanning tree edges are bolded.
-
-... and the output looks like this:
-
-.. code-block:: 
-
-    Minimum edge weight sum: 136
-
-.. note::
-    
-    The randomised weights may vary depending on the machine that you run this code on.
diff --git a/doc/source/tutorials/online_user_actions/assets/online_user_actions.py b/doc/source/tutorials/online_user_actions/assets/online_user_actions.py
deleted file mode 100644
index 12dec7210..000000000
--- a/doc/source/tutorials/online_user_actions/assets/online_user_actions.py
+++ /dev/null
@@ -1,63 +0,0 @@
-import igraph as ig
-import numpy as np
-import pandas as pd
-import matplotlib.pyplot as plt
-
-# User data (usually would come with time stamp)
-action_dataframe = pd.DataFrame([
-    ['dsj3239asadsa3', 'createPage', 'greatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'greatProject'],
-    ['dsj3239asadsa3', 'editPage', 'greatProject'],
-    ['789dsadafj32jj', 'editPage', 'greatProject'],
-    ['oi32ncwosap399', 'editPage', 'greatProject'],
-    ['4r4320dkqpdokk', 'createPage', 'miniProject'],
-    ['320eljl3lk3239', 'editPage', 'miniProject'],
-    ['dsj3239asadsa3', 'editPage', 'miniProject'],
-    ['3203ejew332323', 'createPage', 'private'],
-    ['3203ejew332323', 'editPage', 'private'],
-    ['40m11919332msa', 'createPage', 'private2'],
-    ['40m11919332msa', 'editPage', 'private2'],
-    ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
-    ],
-    columns=['userid', 'action', 'project'],
-)
-
-# Make a graph with vertices as users, and edges connecting two users who
-# worked on the same project
-users = action_dataframe['userid'].unique()
-adjacency_matrix = pd.DataFrame(
-    np.zeros((len(users), len(users)), np.int32),
-    index=users,
-    columns=users,
-)
-for project, project_data in action_dataframe.groupby('project'):
-    project_users = project_data['userid'].values
-    for i1, user1 in enumerate(project_users):
-        for user2 in project_users[:i1]:
-            adjacency_matrix.at[user1, user2] += 1
-
-g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
-
-# Plot the graph
-# Make a layout first
-layout = g.layout('circle')
-
-# Make vertex size based on their closeness to other vertices
-vertex_size = g.closeness()
-vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
-
-# Make mpl axes
-fig, ax = plt.subplots()
-
-# Plot graph in that axes
-ig.plot(
-    g,
-    target=ax,
-    layout=layout,
-    vertex_label=g.vs['name'],
-    vertex_color="lightblue",
-    vertex_size=vertex_size,
-    edge_width=g.es["weight"],
-)
-plt.show()
diff --git a/doc/source/tutorials/online_user_actions/figures/online_user_actions.png b/doc/source/tutorials/online_user_actions/figures/online_user_actions.png
deleted file mode 100644
index 01cc648d71cfbe61ed9a8e1ceb7c4a06b5ba18aa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/doc/source/tutorials/online_user_actions/online_user_actions.rst b/doc/source/tutorials/online_user_actions/online_user_actions.rst
deleted file mode 100644
index 8561fdbe0..000000000
--- a/doc/source/tutorials/online_user_actions/online_user_actions.rst
+++ /dev/null
@@ -1,113 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-online-user-actions:
-
-===================
-Online user actions
-===================
-
-This example reproduces a typical data science situation in an internet company. We start from a pandas DataFrame with online user actions, for instance for an online text editor: the user can create a page, edit it, or delete it. We want to construct and visualize a graph of the users highlighting collaborations on the same page/project.
-
-.. code-block:: python
-
-    import igraph as ig
-    import numpy as np
-    import pandas as pd
-    import matplotlib.pyplot as plt
-
-    # User data (usually would come with time stamp)
-    action_dataframe = pd.DataFrame([
-        ['dsj3239asadsa3', 'createPage', 'greatProject'],
-        ['2r09ej221sk2k5', 'editPage', 'greatProject'],
-        ['dsj3239asadsa3', 'editPage', 'greatProject'],
-        ['789dsadafj32jj', 'editPage', 'greatProject'],
-        ['oi32ncwosap399', 'editPage', 'greatProject'],
-        ['4r4320dkqpdokk', 'createPage', 'miniProject'],
-        ['320eljl3lk3239', 'editPage', 'miniProject'],
-        ['dsj3239asadsa3', 'editPage', 'miniProject'],
-        ['3203ejew332323', 'createPage', 'private'],
-        ['3203ejew332323', 'editPage', 'private'],
-        ['40m11919332msa', 'createPage', 'private2'],
-        ['40m11919332msa', 'editPage', 'private2'],
-        ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
-        ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
-        ],
-        columns=['userid', 'action', 'project'],
-    )
-
-This block just introduces the toy data: a DataFrame with three columns, namely the user id, the action, and the page or project that was being actioned upon. Now we need to check when two users worked on the same page. We choose to use a weighted adjacency matrix for this, i.e. a table with rows and columns indexes by the users that has nonzero entries whenever folks collaborate. First, let's get the users and prepare an empty matrix:
-
-.. code-block:: python
-
-    users = action_dataframe['userid'].unique()
-    adjacency_matrix = pd.DataFrame(
-        np.zeros((len(users), len(users)), np.int32),
-        index=users,
-        columns=users,
-    )
-
-Then, let's iterate over all projects one by one, and add all collaborations:
-
-.. code-block:: python
-
-   for project, project_data in action_dataframe.groupby('project'):
-       project_users = project_data['userid'].values
-       for i1, user1 in enumerate(project_users):
-           for user2 in project_users[:i1]:
-               adjacency_matrix.at[user1, user2] += 1
-
-There are many ways to achieve the above matrix, so don't be surprised if you came up with another algorithm ;-)
-
-Now it's time to make the graph:
-
-.. code-block:: python
-
-    g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
-
-And finally, let's plot a layout of the graph, for instance a circle:
-
-.. code-block:: python
-
-    # Make a layout first
-    layout = g.layout('circle')
-    
-    # Make vertex size based on their closeness to other vertices
-    vertex_size = g.closeness()
-    vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
-    
-    # Make mpl axes
-    fig, ax = plt.subplots()
-    
-    # Plot graph in that axes
-    ig.plot(
-        g,
-        target=ax,
-        layout=layout,
-        vertex_label=g.vs['name'],
-        vertex_color="lightblue",
-        vertex_size=vertex_size,
-        edge_width=g.es["weight"],
-    )
-    plt.show()
-
-We added a few fancy features to this plot to show off igraph's capabilities. The result is shown below.
-
-.. figure:: ./figures/online_user_actions.png
-   :alt: A visual representation of the collaboratoin graph
-   :align: center
-
-   The collaboration graph: thicker edges mean multiple collaborations, and larger vertices indicate users with higher closeness to the rest of the network.
-
-Loops indicate "self-collaborations", which are not very meaningful. To filter out loops without losing the edge weights, we can use:
-
-.. code-block:: python
-
-    g = g.simplify(combine_edges='first')
-
-and then repeat the plotting code verbatim. The result is shown below.
-
-.. figure:: ./figures/online_users_simple.png
-   :alt: A visual representation of the collaboratoin graph
-   :align: center
-
-   Simplified graph after loops are filtered out.
diff --git a/doc/source/tutorials/quickstart/figures/quickstart.png b/doc/source/tutorials/quickstart/figures/quickstart.png
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diff --git a/doc/source/tutorials/quickstart/quickstart.rst b/doc/source/tutorials/quickstart/quickstart.rst
deleted file mode 100644
index 384f68b87..000000000
--- a/doc/source/tutorials/quickstart/quickstart.rst
+++ /dev/null
@@ -1,73 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-quickstart:
-
-===========
-Quick Start
-===========
-For the eager folks out there, this intro will give you a quick overview of the following operations:
-
-- Construct a graph
-- Set attributes of nodes and edges
-- Plot a graph using matplotlib
-- Save the plot as an image
-- Export and import a graph as a ``.gml`` file
-
-To find out more features that |igraph| has to offer, check out the :ref:`gallery`!
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Construct a graph with 3 vertices
-    n_vertices = 3
-    edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
-    g = ig.Graph(n_vertices, edges)
-
-    # Set attributes for the graph, nodes, and edges
-    g["title"] = "Small Social Network"
-    g.vs["name"] = ["Daniel Morillas", "Kathy Archer", "Kyle Ding", "Joshua Walton", "Jana Hoyer"]
-    g.vs["gender"] = ["M", "F", "F", "M", "F"]
-    g.es["married"] = [False, False, False, False, False, False, False, True]
-
-    # Set individual attributes
-    g.vs[1]["name"] = "Kathy Morillas"
-    g.es[0]["married"] = True
-
-    # Plot in matplotlib
-    # Note that attributes can be set globally (e.g. vertex_size), or set individually using arrays (e.g. vertex_color)
-    fig, ax = plt.subplots(figsize=(5,5))
-    ig.plot(
-        g,
-        target=ax,
-        layout="circle", # print nodes in a circular layout
-        vertex_size=0.1,
-        vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
-        vertex_frame_width=4.0,
-        vertex_frame_color="white",
-        vertex_label=g.vs["name"],
-        vertex_label_size=7.0,
-        edge_width=[2 if married else 1 for married in g.es["married"]],
-        edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]]
-    )
-
-    plt.show()
-
-    # Save the graph as an image file
-    fig.savefig('social_network.png')
-    fig.savefig('social_network.jpg')
-    fig.savefig('social_network.pdf')
-
-    # Export and import a graph as a GML file.
-    g.save("social_network.gml")
-    g = ig.load("social_network.gml")
-
-
-The output of the code is pictured below
-
-.. figure:: ./figures/social_network.png
-   :alt: The visual representation of a small friendship group
-   :align: center
-
-   The Output Graph
diff --git a/doc/source/tutorials/ring_animation/assets/ring_animation.py b/doc/source/tutorials/ring_animation/assets/ring_animation.py
deleted file mode 100644
index 55d080643..000000000
--- a/doc/source/tutorials/ring_animation/assets/ring_animation.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Animate a directed ring graph
-g = ig.Graph.Ring(10, directed=True)
-
-# Make 2D ring layout
-layout = g.layout_circle()
-
-# Create canvas
-fig, ax = plt.subplots()
-
-# Prepare interactive backend for autoupdate
-plt.ion()
-plt.show()
-
-# Animate, one vertex at a time
-for frame in range(11):
-    # Remove plot elements from the previous frame
-    ax.clear()
-
-    # Fix limits (unless you want a zoom-out effect)
-    ax.set_xlim(-1.5, 1.5)
-    ax.set_ylim(-1.5, 1.5)
-
-    # Plot subgraph
-    gd = g.subgraph(range(frame))
-    ig.plot(gd, target=ax, layout=layout[:frame], vertex_color="yellow")
-
-    # matplotlib animation infrastructure
-    fig.canvas.draw_idle()
-    fig.canvas.start_event_loop(0.5)
diff --git a/doc/source/tutorials/ring_animation/ring_animation.rst b/doc/source/tutorials/ring_animation/ring_animation.rst
deleted file mode 100644
index e18411058..000000000
--- a/doc/source/tutorials/ring_animation/ring_animation.rst
+++ /dev/null
@@ -1,58 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-ring-animation:
-
-====================
-Ring Graph Animation
-====================
-
-This example demonstrates how to use `Matplotlib's animation features <https://matplotlib.org/stable/api/animation_api.html>`_ in order to animate a ring graph sequentially being revealed.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Animate a directed ring graph
-    g = ig.Graph.Ring(10, directed=True)
-
-    # Make 2D ring layout
-    layout = g.layout_circle()
-
-    # Create canvas
-    fig, ax = plt.subplots()
-    ax.set_aspect(1)
-
-    # Prepare interactive backend for autoupdate
-    plt.ion()
-    plt.show()
-
-    # Animate, one vertex at a time
-    for frame in range(11):
-        # Remove plot elements from the previous frame
-        ax.clear()
-
-        # Fix limits (unless you want a zoom-out effect)
-        ax.set_xlim(-1.5, 1.5)
-        ax.set_ylim(-1.5, 1.5)
-
-        # Plot subgraph
-        gd = g.subgraph(range(frame))
-        ig.plot(gd, target=ax, layout=layout[:frame], vertex_color="yellow")
-
-        # matplotlib animation infrastructure
-        fig.canvas.draw_idle()
-        fig.canvas.start_event_loop(0.5)
-
-The received output is:
-
-.. figure:: ./figures/ring_animation.gif
-   :alt: The visualisation of a animated ring graph
-   :align: center
-
-   Sequentially Animated Ring Graph
-
-
-.. note::
-    
-    We use *igraph*'s :meth:`Graph.subgraph()` (see :meth:`igraph.GraphBase.induced_subgraph`) in order to obtain a section of the ring graph at a time for each frame.
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py b/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
deleted file mode 100644
index 47eff84f6..000000000
--- a/doc/source/tutorials/shortest_paths/assets/shortest_path_visualisation.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Construct the graph
-g = ig.Graph(
-    6,
-    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-)
-g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
-
-# Get a shortest path along edges
-results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
-
-# Plot graph
-g.es['width'] = 0.5
-g.es[results[0]]['width'] = 2.5
-
-fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout='circle',
-    vertex_color='steelblue',
-    vertex_label=range(g.vcount()),
-    edge_width=g.es['width'],
-    edge_label=g.es["weight"],
-    edge_color='#666',
-    edge_align_label=True,
-    edge_background='white'
-)
diff --git a/doc/source/tutorials/shortest_paths/assets/shortest_paths.py b/doc/source/tutorials/shortest_paths/assets/shortest_paths.py
deleted file mode 100644
index 9144c7881..000000000
--- a/doc/source/tutorials/shortest_paths/assets/shortest_paths.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Find the shortest path on an unweighted graph
-g = ig.Graph(
-    6,
-    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-)
-
-# g.get_shortest_paths() returns a list of vertex ID paths
-results = g.get_shortest_paths(1, to=4, output="vpath")  # results = [[1, 0, 2, 4]]
-
-if len(results[0]) > 0:
-    # The distance is the number of vertices in the shortest path minus one.
-    print("Shortest distance is: ", len(results[0]) - 1)
-else:
-    print("End node could not be reached!")
-
-# Find the shortest path on a weighted graph
-g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
-
-# g.get_shortest_paths() returns a list of edge ID paths
-results = g.get_shortest_paths(0, to=5, weights=g.es["weight"], output="epath")  # results = [[1, 3, 5]]
-
-if len(results[0]) > 0:
-    # Add up the weights across all edges on the shortest path
-    distance = sum(g.es[e]["weight"] for e in results[0])
-    print("Shortest weighted distance is: ", distance)
-else:
-    print("End node could not be reached!")
-
-# Output:
-# Shortest distance is:  3
-# Shortest weighted distance is:  8   
diff --git a/doc/source/tutorials/shortest_paths/figures/shortest_paths.png b/doc/source/tutorials/shortest_paths/figures/shortest_paths.png
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diff --git a/doc/source/tutorials/shortest_paths/shortest_paths.rst b/doc/source/tutorials/shortest_paths/shortest_paths.rst
deleted file mode 100644
index fab61b0cf..000000000
--- a/doc/source/tutorials/shortest_paths/shortest_paths.rst
+++ /dev/null
@@ -1,117 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-shortest-paths:
-
-==============
-Shortest Paths
-==============
-
-This example demonstrates how to find the shortest distance between two vertices on a weighted and unweighted graph.
-
-To find the shortest path or distance between two nodes, we can use :meth:`igraph.GraphBase.get_shortest_paths`. If we're only interested in counting the unweighted distance, then we can do the following:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Find the shortest path on an unweighted graph
-    g = ig.Graph(
-        6,
-        [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-    )
-
-    # g.get_shortest_paths() returns a list of vertex ID paths
-    results = g.get_shortest_paths(1, to=4, output="vpath")  # results = [[1, 0, 2, 4]]
-
-    if len(results[0]) > 0:
-        # The distance is the number of vertices in the shortest path minus one.
-        print("Shortest distance is: ", len(results[0])-1)
-    else:
-        print("End node could not be reached!")
-
-If the edges have weights, we pass them in as an argument. Note that we specify the output format as ``"epath"``, in order to receive the path as an edge list. This is used to calculate the length of the path.
-
-.. code-block:: python
-
-    # Find the shortest path on a weighted graph
-    g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
-
-    # g.get_shortest_paths() returns a list of edge ID paths
-    results = g.get_shortest_paths(
-        0,
-        to=5,
-        weights=g.es["weight"],
-        output="epath",
-    )
-    # results = [[1, 3, 5]]
-
-    if len(results[0]) > 0:
-        # Add up the weights across all edges on the shortest path
-        distance = 0
-        for e in results[0]:
-            distance += g.es[e]["weight"]
-        print("Shortest weighted distance is: ", distance)
-    else:
-        print("End node could not be reached!")
-
-The output of these these two shortest paths are:
-
-.. code-block:: 
-
-    Shortest distance is:  3
-    Shortest weighted distance is:  8    
-
-.. figure:: ./figures/shortest_paths.png
-   :alt: The visual representation of a weighted network for finding shortest paths
-   :align: center
-
-   The graph `g` with the shortest path from vertex 0 to vertex 5 highlighted.
-
-
-.. note::
-
-    - :meth:`igraph.GraphBase.get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
-    - If you're interested in finding *all* shortest paths, take a look at :meth:`igraph.GraphBase.get_all_shortest_paths`.
-
-
-In case you are wondering how the visualization figure was done, here's the code:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Construct the graph
-    g = ig.Graph(
-        6,
-        [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-    )
-    g.es["weight"] = [2, 1, 5, 4, 7, 3, 2]
-
-    # Get a shortest path along edges
-    results = g.get_shortest_paths(
-        0,
-        to=5,
-        weights=g.es["weight"],
-        output="epath",
-    )
-    # results = [[1, 3, 5]]
-
-    # Plot graph
-    g.es['width'] = 0.5
-    g.es[results[0]]['width'] = 2.5
-
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        layout='circle',
-        vertex_color='steelblue',
-        vertex_label=range(g.vcount()),
-        edge_width=g.es['width'],
-        edge_label=g.es["weight"],
-        edge_color='#666',
-        edge_align_label=True,
-        edge_background='white'
-    )
diff --git a/doc/source/tutorials/simplify/assets/simplify.py b/doc/source/tutorials/simplify/assets/simplify.py
deleted file mode 100644
index 194b74995..000000000
--- a/doc/source/tutorials/simplify/assets/simplify.py
+++ /dev/null
@@ -1,44 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-# Generate graph with multiple edges and loops
-g1 = ig.Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 0), (0, 0), 
-    (1, 4), (1, 4), (0, 2), (2, 4), (2, 4), (2, 4), (3, 3)])
-
-# Generate simplified version of graph
-g2 = g1.copy()
-g2.simplify()
-
-# Choose a consistent visual style
-visual_style = {
-    "vertex_color": "lightblue",
-    "vertex_size": 0.4,
-    "vertex_label": [0, 1, 2, 3, 4],
-}
-
-# Make twin axes
-fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)
-# Plot graphs
-ig.plot(
-    g1,
-    layout="circle",
-    target=axs[0],
-    **visual_style,
-)
-ig.plot(
-    g2,
-    layout="circle",
-    target=axs[1],
-    **visual_style,
-)
-# Draw rectangles around axes
-axs[0].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
-    ))
-axs[1].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
-    ))
-# Set titles
-axs[0].set_title('Multigraph...')
-axs[1].set_title('...simplified')
-plt.show()
diff --git a/doc/source/tutorials/simplify/figures/simplify.png b/doc/source/tutorials/simplify/figures/simplify.png
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diff --git a/doc/source/tutorials/simplify/simplify.rst b/doc/source/tutorials/simplify/simplify.rst
deleted file mode 100644
index 8012d5958..000000000
--- a/doc/source/tutorials/simplify/simplify.rst
+++ /dev/null
@@ -1,86 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-simplify:
-
-========
-Simplify
-========
-
-This example shows how to remove self loops and multiple edges using :meth:`igraph.GraphBase.simplify`.
-
-We start with a graph that includes loops and multiedges:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-    # Generate graph with multiple edges and loops
-    g1 = ig.Graph([
-        (0, 1),
-        (1, 2),
-        (2, 3),
-        (3, 4),
-        (4, 0),
-        (0, 0), 
-        (1, 4),
-        (1, 4),
-        (0, 2),
-        (2, 4),
-        (2, 4),
-        (2, 4),
-        (3, 3)],
-    )
-
-To get rid of both loops and multiedges, we make a copy of the graph and simplify it in place:
-
-.. code-block:: python
-
-    # Generate simplified version of graph
-    g2 = g1.copy()
-    g2.simplify()
-
-Finally, we check what happened by plotting both graphs:
-
-.. code-block:: python
-
-    # Plot graphs
-    visual_style = {
-        "vertex_color": "lightblue",
-        "vertex_size": 0.4,
-        "vertex_label": [0, 1, 2, 3, 4],
-    }
-
-    # Make twin axes
-    fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)
-    # Plot graphs
-    ig.plot(
-        g1,
-        layout="circle",
-        target=axs[0],
-        **visual_style,
-    )
-    ig.plot(
-        g2,
-        layout="circle",
-        target=axs[1],
-        **visual_style,
-    )
-    # Draw rectangles around axes
-    axs[0].add_patch(plt.Rectangle(
-        (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
-        ))
-    axs[1].add_patch(plt.Rectangle(
-        (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
-        ))
-    # Set titles
-    axs[0].set_title('Multigraph...')
-    axs[1].set_title('...simplified')
-    plt.show()
-
-
-.. figure:: ./figures/simplify.png
-   :alt: Two graphs before and after removing self loops and edges
-   :align: center
-
-   The original graph (left) versus the simplified graph (right).
diff --git a/doc/source/tutorials/spanning_trees/assets/spanning_trees.py b/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
deleted file mode 100644
index 23cd4a019..000000000
--- a/doc/source/tutorials/spanning_trees/assets/spanning_trees.py
+++ /dev/null
@@ -1,37 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-g = ig.Graph.Lattice([6, 6], circular=False)
-
-# Optional: Rearrange the vertex ids to get a more interesting spanning tree
-layout = g.layout("grid")
-
-random.seed(0)
-permutation = list(range(g.vcount()))
-random.shuffle(permutation)
-g = g.permute_vertices(permutation)
-
-new_layout = g.layout("grid")
-for i in range(36):
-    new_layout[permutation[i]] = layout[i]
-layout = new_layout
-
-# Generate spanning tree
-spanning_tree = g.spanning_tree(weights=None, return_tree=False)
-
-# Plot graph
-g.es["color"] = "lightgray"
-g.es[spanning_tree]["color"] = "midnightblue"
-g.es["width"] = 0.5
-g.es[spanning_tree]["width"] = 3.0
-
-fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout=layout,
-    vertex_color="lightblue",
-    edge_width=g.es["width"]
-)
-plt.show()
diff --git a/doc/source/tutorials/spanning_trees/figures/spanning_trees.png b/doc/source/tutorials/spanning_trees/figures/spanning_trees.png
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diff --git a/doc/source/tutorials/spanning_trees/spanning_trees.rst b/doc/source/tutorials/spanning_trees/spanning_trees.rst
deleted file mode 100644
index cbc704269..000000000
--- a/doc/source/tutorials/spanning_trees/spanning_trees.rst
+++ /dev/null
@@ -1,68 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-spanning-trees:
-
-==============
-Spanning Trees
-==============
-
-This example shows how to generate a spanning tree from an input graph using :meth:`igraph.Graph.spanning_tree`. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
-
-First we create a 6 by 6 lattice graph.
-
-.. code-block:: python
-    
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import random
-
-    g = ig.Graph.Lattice([6, 6], circular=False)
-
-As an optional step, we randomly rearrange some of the vertex IDs with :meth:`igraph.GraphBase.permute_vertices` in order to generate a more interesting spanning tree.
-
-.. code-block:: python
-
-    # Optional: Rearrange the vertex ids to get a more interesting spanning tree
-    layout = g.layout("grid")
-
-    random.seed(0)
-    permutation = list(range(g.vcount()))
-    random.shuffle(permutation)
-    g = g.permute_vertices(permutation)
-
-    # Calculate the new layout coordinates based on the permutation
-    new_layout = g.layout("grid")
-    for i in range(36):
-        new_layout[permutation[i]] = layout[i]
-    layout = new_layout
-
-Finally, we generate the spanning tree and display it. Note that we use ``None`` as our weights value, to indicate that we any spanning tree in the graph will do.
-
-.. code-block:: python
-    
-    # Generate spanning tree
-    spanning_tree = g.spanning_tree(weights=None, return_tree=False)
-
-    # Plot graph
-    g.es["color"] = "lightgray"
-    g.es[spanning_tree]["color"] = "midnightblue"
-    g.es["width"] = 0.5
-    g.es[spanning_tree]["width"] = 3.0
-
-    fig, ax = plt.subplots()
-    ig.plot(
-        g,
-        target=ax,
-        layout=layout,
-        vertex_color="lightblue",
-        edge_width=g.es["width"]
-    )
-    plt.show()
-
-The final plot looks like this:
-
-.. figure:: ./figures/spanning_trees.png
-   :alt: A visual representation of the spanning tree generated from a grid graph
-   :align: center
-
-   Spanning tree edges are bolded.
diff --git a/doc/source/tutorials/topological_sort/assets/topological_sort.py b/doc/source/tutorials/topological_sort/assets/topological_sort.py
deleted file mode 100644
index 55efe2eab..000000000
--- a/doc/source/tutorials/topological_sort/assets/topological_sort.py
+++ /dev/null
@@ -1,35 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-
-# generate a directed acyclic graph (DAG)
-g = ig.Graph(
-    edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-    directed=True,
-)
-assert g.is_dag
-    
-# g.topological_sorting() returns a list of node IDs.
-# If the given graph is not DAG, the error will occur.
-results = g.topological_sorting(mode='out')
-print('Topological sort of g (out):', *results)
-
-results = g.topological_sorting(mode='in')
-print('Topological sort of g (in):', *results)
-
-# g.vs[i].indegree() returns the indegree of the node.
-for i in range(g.vcount()):
-    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
-
-# visualization
-with plt.xkcd():
-    fig, ax = plt.subplots(figsize=(5, 5))
-    ig.plot(
-            g,
-            target=ax,
-            layout='kk',
-            vertex_size=0.3,
-            edge_width=4,
-            vertex_label=range(g.vcount()),
-            vertex_color="white",
-        )
diff --git a/doc/source/tutorials/topological_sort/figures/topological_sort.png b/doc/source/tutorials/topological_sort/figures/topological_sort.png
deleted file mode 100644
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diff --git a/doc/source/tutorials/topological_sort/topological_sort.rst b/doc/source/tutorials/topological_sort/topological_sort.rst
deleted file mode 100644
index 451d72f5e..000000000
--- a/doc/source/tutorials/topological_sort/topological_sort.rst
+++ /dev/null
@@ -1,94 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-topological-sort:
-
-===================
-Topological sorting
-===================
-
-This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use :meth:`igraph.GraphBase.topological_sorting` to get a topological ordering of the vertices.
-
-.. code-block:: python
-
-    import igraph as ig
-    
-    # generate a directed acyclic graph (DAG)
-    g = ig.Graph(
-        edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-        directed=True,
-    )
-    assert g.is_dag
-
-    # g.topological_sorting() returns a list of node IDs
-    # If the given graph is not DAG, the error will occur.
-    results = g.topological_sorting(mode='out')
-    print('Topological sort of g (out):', *results)
-
-    results = g.topological_sorting(mode='in')
-    print('Topological sort of g (in):', *results)
-
-There are two modes of :meth:`igraph.GraphBase.topological_sorting`. ``'out'`` is the default mode which starts from a node with indegree equal to 0. Vice versa, the mode ``'in'`` starts from a node with outdegree equal to 0.
-
-The output of the code above is:
-
-.. code-block::
-
-    Topological sort of g (out): 0 1 2 4 3 5
-    Topological sort of g (in): 5 3 1 4 2 0
-
-
-We can use :meth:`indegree()` to find the indegree of the node.
-
-.. code-block:: python
-
-    import igraph as ig
-
-    # generate directed acyclic graph (DAG)
-    g = ig.Graph(edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-                directed=True)
-
-    # g.vs[i].indegree() returns the indegree of the node.
-    for i in range(g.vcount()):
-        print('degree of {}: {}'.format(i, g.vs[i].indegree()))
-
-    '''
-    degree of 0: 0
-    degree of 1: 1
-    degree of 2: 2
-    degree of 3: 3
-    degree of 4: 4
-    degree of 5: 5 
-    '''
-
-.. figure:: ./figures/topological_sort.png
-   :alt: Topological sort of a directed acyclic graph (DAG)
-   :align: center
-
-   The graph `g` with topological sorting.
-
-We can easily plot our topologically sorted graph as follows:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-
-
-    # generate a directed acyclic graph (DAG)
-    g = ig.Graph(
-        edges=[(0, 1), (0, 2), (1, 3), (2, 4), (4, 3), (3, 5), (4, 5)], 
-        directed=True,
-    )
-    
-    # visualization (use xkcd style for a different flavor)
-    with plt.xkcd():
-        fig, ax = plt.subplots(figsize=(5, 5))
-        ig.plot(
-                g,
-                target=ax,
-                layout='kk',
-                vertex_size=0.3,
-                edge_width=4,
-                vertex_label=range(g.vcount()),
-                vertex_color="white",
-            )
diff --git a/doc/source/tutorials/visual_style/assets/visual_style.py b/doc/source/tutorials/visual_style/assets/visual_style.py
deleted file mode 100644
index 8ae1b5452..000000000
--- a/doc/source/tutorials/visual_style/assets/visual_style.py
+++ /dev/null
@@ -1,26 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-import random
-
-# Configure visual style
-visual_style = {
-    "edge_width": 0.3,
-    "vertex_size": 1.5,
-    "palette": "heat",
-    "layout": "fruchterman_reingold"
-}
-
-# Generate four random graphs
-random.seed(1)
-gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]
-
-# Calculate colors between 0-255 for all nodes
-betweenness = [g.betweenness() for g in gs]
-colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]
-
-# Plot the graphs, using the same predefined visual style for both
-fig, axs = plt.subplots(2, 2)
-axs = axs.ravel()
-for g, color, ax in zip(gs, colors, axs):
-    ig.plot(g, target=ax, vertex_color=color, **visual_style)
-plt.show()
diff --git a/doc/source/tutorials/visual_style/figures/visual_style.png b/doc/source/tutorials/visual_style/figures/visual_style.png
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diff --git a/doc/source/tutorials/visual_style/visual_style.rst b/doc/source/tutorials/visual_style/visual_style.rst
deleted file mode 100644
index 095c043eb..000000000
--- a/doc/source/tutorials/visual_style/visual_style.rst
+++ /dev/null
@@ -1,50 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-visual-style:
-
-=======================================
-Plotting graphs with a consistent style
-=======================================
-
-This example shows how to use dictionary unpacking in order to easily use the same visual style across multiple graphs. This is a quick and easy way to quickly share a single visual style across multiple graphs, without having to copy and paste each of the individual attributes over and over again for each graph you plot.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    import math
-    import random
-
-    # Configure visual style
-    visual_style = {
-        "edge_width": 0.3,
-        "vertex_size": 1.5,
-        "palette": "heat",
-        "layout": "fruchterman_reingold"
-    }
-
-    # Generate four random graphs
-    random.seed(1)
-    gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]
-
-    # Calculate colors between 0-255 for all nodes
-    betweenness = [g.betweenness() for g in gs]
-    colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]
-
-    # Plot the graphs, using the same predefined visual style for both
-    fig, axs = plt.subplots(2, 2)
-    axs = axs.ravel()
-    for g, color, ax in zip(gs, colors, axs):
-        ig.plot(g, target=ax, vertex_color=color, **visual_style)
-    plt.show()
-
-The plots looks like this:
-
-.. figure:: ./figures/visual_style.png
-   :alt: Four graphs plotted using the same palette and layout algorithm
-   :align: center
-
-   Four graphs using the same palette and layout algorithm.
-
-.. note::
-    If you would like to set global defaults, for example, always using the Matplotlib plotting backend, or using a particular color palette by default, you can use |igraph|'s `configuration instance :class:`igraph.configuration.Configuration`. A quick example on how to use it can be found here: :ref:`tutorials-configuration`
diff --git a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py
deleted file mode 100644
index cd8cdf6c9..000000000
--- a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques.py
+++ /dev/null
@@ -1,21 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-g = ig.Graph.Famous('Zachary')
-
-# Compute cliques
-cliques = g.cliques(4, 4)
-
-# Plot each clique highlighted in a separate axes
-fig, axs = plt.subplots(3, 4)
-axs = axs.ravel()
-for clique, ax in zip(cliques, axs):
-    ig.plot(
-        ig.VertexCover(g, [clique]),
-        mark_groups=True, palette=ig.RainbowPalette(),
-        edge_width=0.5,
-        target=ax,
-    )
-
-plt.axis('off')
-plt.show()
diff --git a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py b/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
deleted file mode 100644
index f677371fc..000000000
--- a/doc/source/tutorials/visualize_cliques/assets/visualize_cliques_with_edges.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import igraph as ig
-import matplotlib.pyplot as plt
-
-g = ig.Graph.Famous('Zachary')
-cliques = g.cliques(4, 4)
-
-fig, axs = plt.subplots(3, 4)
-axs = axs.ravel()
-for clique, ax in zip(cliques, axs):
-    # Color vertices yellow/red based on whether they are in this clique
-    g.vs['color'] = 'yellow'
-    g.vs[clique]['color'] = 'red'
-
-    # Color edges black/red based on whether they are in this clique
-    clique_edges = g.es.select(_within=clique)
-    g.es['color'] = 'black'
-    clique_edges['color'] = 'red'
-    # also increase thickness of clique edges
-    g.es['width'] = 0.3
-    clique_edges['width'] = 1
-
-    ig.plot(
-        ig.VertexCover(g, [clique]),
-        mark_groups=True,
-        palette=ig.RainbowPalette(),
-        target=ax,
-    )
-
-plt.axis('off')
-plt.show()
diff --git a/doc/source/tutorials/visualize_cliques/figures/cliques.png b/doc/source/tutorials/visualize_cliques/figures/cliques.png
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diff --git a/doc/source/tutorials/visualize_cliques/visualize_cliques.rst b/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
deleted file mode 100644
index 55b3c9dce..000000000
--- a/doc/source/tutorials/visualize_cliques/visualize_cliques.rst
+++ /dev/null
@@ -1,87 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-cliques:
-
-============
-Cliques
-============
-
-This example shows how to compute and visualize cliques of a graph using :meth:`igraph.GraphBase.cliques`.
-
-.. code-block:: python
-
-   import igraph as ig
-   import matplotlib.pyplot as plt
-   
-   g = ig.Graph.Famous('Zachary')
-   
-   # Compute cliques
-   cliques = g.cliques(4, 4)
-   
-   # Plot each clique highlighted in a separate axes
-   fig, axs = plt.subplots(3, 4)
-   axs = axs.ravel()
-   for clique, ax in zip(cliques, axs):
-       ig.plot(
-           ig.VertexCover(g, [clique]),
-           mark_groups=True, palette=ig.RainbowPalette(),
-           edge_width=0.5,
-           target=ax,
-       )
-   
-   plt.axis('off')
-   plt.show()
-
-The plot looks like this:
-
-.. figure:: ./figures/cliques.png
-   :alt: A visual representation of the cliques in the graph
-   :align: center
-
-   Each clique of the graph is highlighted in one of the panels
-
-Advanced: improving plotting style
-----------------------------------
-If you want a little more style, you can color the vertices/edges within each clique to make them stand out:
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    
-    g = ig.Graph.Famous('Zachary')
-    cliques = g.cliques(4, 4)
-    
-    fig, axs = plt.subplots(3, 4)
-    axs = axs.ravel()
-    for clique, ax in zip(cliques, axs):
-        # Color vertices yellow/red based on whether they are in this clique
-        g.vs['color'] = 'yellow'
-        g.vs[clique]['color'] = 'red'
-    
-        # Color edges black/red based on whether they are in this clique
-        clique_edges = g.es.select(_within=clique)
-        g.es['color'] = 'black'
-        clique_edges['color'] = 'red'
-        # also increase thickness of clique edges
-        g.es['width'] = 0.3
-        clique_edges['width'] = 1
-    
-        ig.plot(
-            ig.VertexCover(g, [clique]),
-            mark_groups=True,
-            palette=ig.RainbowPalette(),
-            target=ax,
-        )
-    
-    plt.axis('off')
-    plt.show()
-
-Lo and behold:
-
-.. figure:: ./figures/cliques_with_edges.png
-   :alt: A visual representation of the cliques in the graph
-   :align: center
-
-   Each clique of the graph is highlighted in one of the panels, with vertices and edges highlighted as well.
-
diff --git a/doc/source/tutorials/visualize_communities/figures/visualize_communities.png b/doc/source/tutorials/visualize_communities/figures/visualize_communities.png
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diff --git a/doc/source/tutorials/visualize_communities/visualize_communities.rst b/doc/source/tutorials/visualize_communities/visualize_communities.rst
deleted file mode 100644
index 6d9a98c5a..000000000
--- a/doc/source/tutorials/visualize_communities/visualize_communities.rst
+++ /dev/null
@@ -1,85 +0,0 @@
-.. include:: ../../include/global.rst
-
-.. _tutorials-visualize-communities:
-
-=====================
-Communities
-=====================
-
-This example shows how to visualize communities or clusters of a graph. First, make the graph: we just use a famous graph here for simplicity.
-
-.. code-block:: python
-
-    import igraph as ig
-    import matplotlib.pyplot as plt
-    
-    g = ig.Graph.Famous("Zachary")
-
-Second, define the clusters.
-
-.. code-block:: python
-
-    # Use edge betweenness to detect communities
-    communities = g.community_edge_betweenness()
-    # ... and convert into a VertexClustering for plotting
-    communities = communities.as_clustering()
-
-Third, prepare colors for the various communities:
-
-.. code-block:: python
-
-    # Color each vertex and edge based on its community membership
-    num_communities = len(communities)
-    palette = ig.RainbowPalette(n=num_communities)
-    for i, community in enumerate(communities):
-        g.vs[community]["color"] = i
-        community_edges = g.es.select(_within=community)
-        community_edges["color"] = i
-
-Finally, plot the graph:
-
-.. code-block:: python
-
-    # Plot with only vertex and edge coloring
-    fig, ax = plt.subplots()
-    ig.plot(
-        communities,
-        palette=palette,
-        edge_width=1,
-        target=ax,
-        vertex_size=0.3,
-    )
-
-... and add a fancy legend via `proxy artists`_:
-
-.. _`proxy artists`: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html
-
-.. code-block:: python
-
-    legend_handles = []
-    for i in range(num_communities):
-        handle = ax.scatter(
-            [], [],
-            s=100,
-            facecolor=palette.get(i),
-            edgecolor="k",
-            label=i,
-        )
-        legend_handles.append(handle)
-
-    ax.legend(
-        handles=legend_handles,
-        title='Community:',
-        bbox_to_anchor=(0, 1.0),
-        bbox_transform=ax.transAxes,
-    )
-
-The resulting figure is shown below.
-
-.. figure:: ./figures/visualize_communities.png
-   :alt: A visual representation of the graph and its communities
-   :align: center
-
-   The graph with its communities highlighted by color.
-
-For an example on how to generate the cluster graph from a vertex cluster, check out :ref:`tutorials-cluster-graph`.
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 8d2274cff..e8121551c 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -11,7 +11,8 @@ In the following examples, we will assume |igraph| is imported as `ig` and a
    >>> import igraph as ig
    >>> g = ig.Graph(edges=[[0, 1], [2, 3]])
 
-Read the :doc:`api/index` for details on each function and class. See the :ref:`tutorial <tutorial-layouts-plotting>` and the :doc:`gallery` for examples.
+Read the :doc:`api/index` for details on each function and class. See the :ref:`tutorial <tutorial-layouts-plotting>` and
+the :doc:`tutorials/index` for examples.
 
 Graph layouts
 =============
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index ef820ae95..360716803 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -57,7 +57,7 @@ if [ ! -d ".venv" ]; then
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme
+.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme sphinx-gallery
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 3b871b275..0ad893737 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -5,6 +5,13 @@
 import igraph
 
 
+# FIXME: there must be a better way to do this
+auxiliary_imports = [
+    ('typing', '*'),
+    ('igraph.io.files', '_identify_format'),
+]
+
+
 def main():
 
     # Get instance and classmethods
@@ -14,7 +21,7 @@ def main():
     # Get the source code for each method and replace the method name
     # in the signature
     methodsources = {}
-    underscore_functions= set()
+    underscore_functions = set()
     for mname, method in methods:
         # Source code of the function that uses the method
         source = inspect.getsourcelines(method)[0]
@@ -27,7 +34,6 @@ def main():
 
         # Make new source code, which is the same but with the name swapped
         newsource = [source[0].replace(fname, mname)] + source[1:]
-
         methodsources[mname] = newsource
 
         # Prepare to delete the import for underscore functions
@@ -36,18 +42,23 @@ def main():
 
     newmodule = igraph.__file__ + '.new'
     with open(newmodule, 'wt') as fout:
+        # FIXME: whitelisting all cases is not great, try to improve
+        for (origin, value) in auxiliary_imports:
+            fout.write(f'from {origin} import {value}\n')
+
         with open(igraph.__file__, 'rt') as f:
             # Swap in the method sources
             for line in f:
                 mtype = None
+
                 for mname in methodsources:
                     # Class methods (constructors)
-                    if mname + ' = classmethod(_' in line:
+                    if ' ' + mname + ' = classmethod(_' in line:
                         mtype = 'class'
                         break
 
                     # Instance methods (excluding factories e.g. 3d layouts)
-                    if (mname + ' = _' in line) and ('(' not in line):
+                    if (' ' + mname + ' = _' in line) and ('(' not in line):
                         mtype = 'instance'
                         break
 
@@ -55,7 +66,7 @@ def main():
                     fout.write(line)
                     continue
 
-                # Method found, substitute
+                # Method found, substitute and remove from dict
                 fout.write('\n')
                 if mtype == 'class':
                     fout.write('    @classmethod\n')
@@ -63,6 +74,8 @@ def main():
                     # Correct indentation
                     fout.write('    ' + mline)
 
+                del methodsources[mname]
+
     # Move the new file back
     with open(igraph.__file__, 'wt') as fout:
         with open(newmodule, 'rt') as f:
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 446c0b2b3..11895f788 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16740,9 +16740,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates the modularity matrix of the graph.\n\n"
    "@param weights: optional edge weights or C{None} if all edges are weighed\n"
    "  equally.\n"
-   "@param resolution: the resolution parameter I{gamma} of the modularity formula\n."
-   "  The classical definition of modularity is retrieved when the resolution\n"
-   "  parameter is set to 1.\n"
+   "@param resolution: the resolution parameter I{gamma} of the modularity\n"
+   "  formula. The classical definition of modularity is retrieved when the\n"
+   "  resolution parameter is set to 1.\n"
    "@param directed: whether to consider edge directions if the graph is directed.\n"
    "  C{True} will use the directed variant of the modularity measure where the\n"
    "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 9c545f8ed..fa15e680d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -649,8 +649,8 @@ def es(self):
     clusters = _clusters
     cohesive_blocks = _cohesive_blocks
     connected_components = _connected_components
-    blocks = biconnected_components
-    components = connected_components
+    blocks = _biconnected_components
+    components = _connected_components
 
     #############################################
     # Community detection/clustering

From e2d76cd888b0f26883fe4855d107ae26ca9d187e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 16 Oct 2022 15:31:53 +0200
Subject: [PATCH 0912/1681] fix: better error handling for cases when
 CREATE_GRAPH() fails

---
 src/_igraph/graphobject.c | 59 +++++++++++++++++++++++++++++++++++----
 src/_igraph/operators.c   | 36 ++++++++++++++----------
 2 files changed, 76 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 11895f788..8359c0020 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -42,12 +42,14 @@ PyTypeObject* igraphmodule_GraphType;
   py_graph = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t( \
     py_type, &c_graph \
   ); \
+  if (py_graph == NULL) { igraph_destroy(&c_graph); } \
 }
 
 #define CREATE_GRAPH(py_graph, c_graph) { \
   py_graph = (igraphmodule_GraphObject*) igraphmodule_Graph_subclass_from_igraph_t( \
     Py_TYPE(self), &c_graph \
   ); \
+  if (py_graph == NULL) { igraph_destroy(&c_graph); } \
 }
 
 /**********************************************************************
@@ -2442,10 +2444,17 @@ PyObject *igraphmodule_Graph_Full_Bipartite(PyTypeObject * type,
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    igraph_vector_bool_destroy(&vertex_types);
+    return NULL;
+  }
 
   vertex_types_o = igraphmodule_vector_bool_t_to_PyList(&vertex_types);
   igraph_vector_bool_destroy(&vertex_types);
-  if (vertex_types_o == 0) return NULL;
+  if (vertex_types_o == 0) {
+    return NULL;
+  }
+
   return Py_BuildValue("NN", (PyObject *) self, vertex_types_o);
 }
 
@@ -2536,6 +2545,11 @@ PyObject *igraphmodule_Graph_GRG(PyTypeObject * type,
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    Py_DECREF(o_xs);
+    Py_DECREF(o_ys);
+    return NULL;
+  }
 
   return Py_BuildValue("NNN", (PyObject*)self, o_xs, o_ys);
 }
@@ -2617,6 +2631,9 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
 
   igraph_matrix_destroy(&matrix);
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    return NULL;
+  }
 
   vertex_types_o = igraphmodule_vector_bool_t_to_PyList(&vertex_types);
   igraph_vector_bool_destroy(&vertex_types);
@@ -2943,7 +2960,7 @@ NULL };
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
-  if (store_attribs) {
+  if (self != NULL && store_attribs) {
     type_vec_o = igraphmodule_vector_int_t_to_PyList(&type_vec);
     if (type_vec_o == 0) {
       igraph_matrix_destroy(&pm);
@@ -3045,7 +3062,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
-  if (store_attribs) {
+  if (self != NULL && store_attribs) {
     type_vec_o = igraphmodule_vector_int_t_pair_to_PyList(&in_type_vec,
                                                       &out_type_vec);
     if (type_vec_o == NULL) {
@@ -3134,6 +3151,9 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    return NULL;
+  }
 
   vertex_types_o = igraphmodule_vector_bool_t_to_PyList(&vertex_types);
   igraph_vector_bool_destroy(&vertex_types);
@@ -3386,6 +3406,7 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
     igraph_vector_destroy(&fitness_in);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+
   return (PyObject *) self;
 }
 
@@ -3616,6 +3637,10 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   igraph_matrix_destroy(&m);
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    return NULL;
+  }
+  
   weights_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
   if (!weights_o) {
     Py_DECREF(self);
@@ -4098,9 +4123,17 @@ PyObject *igraphmodule_Graph_bipartite_projection(igraphmodule_GraphObject * sel
 
   if (p_g1) {
     CREATE_GRAPH(result1, g1);
+    if (result1 == NULL) {
+      return NULL;
+    }
   }
+
   if (p_g2) {
     CREATE_GRAPH(result2, g2);
+    if (result2 == NULL) {
+      Py_XDECREF(result1);
+      return NULL;
+    }
   }
 
   if (PyObject_IsTrue(multiplicity_o)) {
@@ -7967,10 +8000,19 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
 
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  if (result_o == NULL) {
+    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_destroy(&m);
+    return NULL;
+  }
+
   igraph_matrix_destroy(&m);
 
   if (PyObject_IsTrue(return_extended_graph)) {
     CREATE_GRAPH(graph_o, extd_graph);
+    if (graph_o == NULL) {
+      Py_DECREF(result_o);
+    }
     extd_to_orig_eids_o = igraphmodule_vector_int_t_to_PyList(&extd_to_orig_eids);
     result_o = Py_BuildValue("NNN", result_o, graph_o, extd_to_orig_eids_o);
   }
@@ -8444,6 +8486,10 @@ PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
     return NULL;
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
+  if (self == NULL) {
+    Py_DECREF(capacity_obj);
+    return NULL;
+  }
 
   return Py_BuildValue("NnnN", (PyObject *) self, (Py_ssize_t)source,
                        (Py_ssize_t)target, capacity_obj);
@@ -10616,6 +10662,10 @@ PyObject *igraphmodule_Graph_unfold_tree(igraphmodule_GraphObject * self,
   }
 
   CREATE_GRAPH(result_o, res);
+  if (!result_o) {
+    Py_DECREF(mapping_o);
+    return NULL;
+  }
 
   return Py_BuildValue("NN", result_o, mapping_o);
 }
@@ -11155,8 +11205,7 @@ PyObject *igraphmodule_Graph_gomory_hu_tree(igraphmodule_GraphObject * self,
 
   CREATE_GRAPH(tree_o, tree);
   if (!tree_o) {
-    igraph_destroy(&tree);
-    return 0;
+    return NULL;
   }
 
   return Py_BuildValue("NN", tree_o, flow_o);
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 1463daa03..add8449aa 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -197,13 +197,17 @@ PyObject *igraphmodule__union(PyObject *self,
     o = (igraphmodule_GraphObject*) igraphmodule_Graph_from_igraph_t(&g);
   }
 
-  if (with_edgemaps) {
-    /* wrap in a dictionary */
-    result = PyDict_New();
-    PyDict_SetItemString(result, "graph", (PyObject *) o);
-    Py_DECREF(o);
-    PyDict_SetItemString(result, "edgemaps", em_list);
-    Py_DECREF(em_list);
+  if (o != NULL) {
+    if (with_edgemaps) {
+      /* wrap in a dictionary */
+      result = PyDict_New();
+      PyDict_SetItemString(result, "graph", (PyObject *) o);
+      Py_DECREF(o);
+      PyDict_SetItemString(result, "edgemaps", em_list);
+      Py_DECREF(em_list);
+    } else {
+      result = (PyObject *) o;
+    }
   } else {
     result = (PyObject *) o;
   }
@@ -319,13 +323,17 @@ PyObject *igraphmodule__intersection(PyObject *self,
     o = (igraphmodule_GraphObject*) igraphmodule_Graph_from_igraph_t(&g);
   }
 
-  if (with_edgemaps) {
-    /* wrap in a dictionary */
-    result = PyDict_New();
-    PyDict_SetItemString(result, "graph", (PyObject *) o);
-    Py_DECREF(o);
-    PyDict_SetItemString(result, "edgemaps", em_list);
-    Py_DECREF(em_list);
+  if (o != NULL) {
+    if (with_edgemaps) {
+      /* wrap in a dictionary */
+      result = PyDict_New();
+      PyDict_SetItemString(result, "graph", (PyObject *) o);
+      Py_DECREF(o);
+      PyDict_SetItemString(result, "edgemaps", em_list);
+      Py_DECREF(em_list);
+    } else {
+      result = (PyObject *) o;
+    }
   } else {
     result = (PyObject *) o;
   }

From 8cc87ea64cecce56474a83e90831e7b7ba13850e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 16 Oct 2022 15:47:38 +0200
Subject: [PATCH 0913/1681] fix: fix two more issues found by static analysids

---
 src/_igraph/igraphmodule.c | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 35cda299d..e702035cb 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -200,7 +200,8 @@ PyObject* igraphmodule_set_progress_handler(PyObject* self, PyObject* o) {
 
   Py_XDECREF(progress_handler);
   if (o == Py_None)
-    o = 0;
+    o = NULL;
+
   Py_XINCREF(o);
   GETSTATE(self)->progress_handler=o;
 
@@ -220,9 +221,11 @@ PyObject* igraphmodule_set_status_handler(PyObject* self, PyObject* o) {
     Py_RETURN_NONE;
 
   Py_XDECREF(status_handler);
-  if (o == Py_None)
-    o = 0;
-  Py_INCREF(o);
+  if (o == Py_None) {
+    o = NULL;
+  }
+
+  Py_XINCREF(o);
   GETSTATE(self)->status_handler = o;
 
   Py_RETURN_NONE;
@@ -271,6 +274,10 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
         igraph_matrix_destroy(&mtrx);
         return NULL;
       }
+    } else {
+      PyErr_SetString(PyExc_TypeError, "convex_hull() must receive a list of indexable sequences");
+      igraph_matrix_destroy(&mtrx);
+      return NULL;
     }
     
     if (!PyNumber_Check(o1) || !PyNumber_Check(o2)) {

From e669a4e5d2dd3ea849a529fcb0e1c0dda24b1fd3 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 17 Oct 2022 08:28:00 +1100
Subject: [PATCH 0914/1681] igraph logo in documentation template

---
 doc/source/_static/logo-black.svg | 1 +
 doc/source/conf.py                | 4 ++--
 scripts/mkdoc.sh                  | 5 ++---
 3 files changed, 5 insertions(+), 5 deletions(-)
 create mode 100644 doc/source/_static/logo-black.svg

diff --git a/doc/source/_static/logo-black.svg b/doc/source/_static/logo-black.svg
new file mode 100644
index 000000000..410ffa84d
--- /dev/null
+++ b/doc/source/_static/logo-black.svg
@@ -0,0 +1 @@
+<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1e8b6d682..aeced121c 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -41,7 +41,7 @@ def get_igraphdir():
 
 def get_igraph_version():
     '''Get igraph version'''
-    if is_inside_rtd:
+    if rtd_version != '':
         return rtd_version
 
     version_file = get_igraphdir() / 'version.py'
@@ -194,7 +194,7 @@ def get_igraph_version():
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-#html_logo = None
+html_logo = '_static/logo-black.svg'
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 360716803..3e3a659f1 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -97,11 +97,10 @@ fi
 echo "Generating HTML documentation..."
 if [ "x$STANDALONE" = "x1" ]; then
   echo "Build standalone docs"
-  .venv/bin/python -m sphinx \
+  .venv/bin/pip install -U sphinx-rtd-theme
+  READTHEDOCS="True" .venv/bin/python -m sphinx \
    -T \
    -b html \
-   -Dtemplates_path='' \
-   -Dhtml_theme='alabaster' \
    ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 else
   echo "Build Jekyll-style docs"

From 916a83da5cb1e50ac553b4148e8c078105f1f1b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Oct 2022 10:33:35 +0200
Subject: [PATCH 0915/1681] fix: fix two more issues found by static analysis

---
 src/_igraph/convert.c   | 2 ++
 src/_igraph/operators.c | 3 ---
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index aa4b15096..f6842ee2a 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3829,6 +3829,8 @@ int igraphmodule_PyObject_to_attribute_combination_t(PyObject* object,
     return 0;
   }
 
+  rec.type = IGRAPH_ATTRIBUTE_COMBINE_IGNORE;
+
   if (PyDict_Check(object)) {
     /* a full-fledged dict was passed */
     PyObject *key, *value;
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index add8449aa..5aaca69b5 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -47,7 +47,6 @@ PyObject *igraphmodule__disjoint_union(PyObject *self,
   /* Needs to be an iterable */
   it = PyObject_GetIter(graphs);
   if (!it) {
-      Py_DECREF(it);
       return igraphmodule_handle_igraph_error();
   }
 
@@ -113,7 +112,6 @@ PyObject *igraphmodule__union(PyObject *self,
   /* Needs to be an iterable */
   it = PyObject_GetIter(graphs);
   if (!it) {
-      Py_DECREF(it);
       return igraphmodule_handle_igraph_error();
   }
 
@@ -241,7 +239,6 @@ PyObject *igraphmodule__intersection(PyObject *self,
   /* Needs to be an iterable */
   it = PyObject_GetIter(graphs);
   if (!it) {
-      Py_DECREF(it);
       return igraphmodule_handle_igraph_error();
   }
 

From 88e3bfc661973494ec824e08cc531374041743e2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Oct 2022 11:06:34 +0200
Subject: [PATCH 0916/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md          | 3 ++-
 src/igraph/version.py | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c22ab84cc..a8cbd22f5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -413,7 +413,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.1...master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.2...master
+[0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
 [0.10.1]: https://github.com/igraph/python-igraph/compare/0.10.0...0.10.1
 [0.10.0]: https://github.com/igraph/python-igraph/compare/0.9.11...0.10.0
 [0.9.11]: https://github.com/igraph/python-igraph/compare/0.9.10...0.9.11
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 619ee99bb..cb33a78fc 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 1)
+__version_info__ = (0, 10, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From bb1cb538d34a131faf1014d86398adaef7210c43 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Oct 2022 11:08:19 +0200
Subject: [PATCH 0917/1681] chore: added contributors file [ci skip]

---
 .all-contributorsrc | 537 ++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTORS.md     |  92 ++++++++
 README.md           |   3 +
 3 files changed, 632 insertions(+)
 create mode 100644 .all-contributorsrc
 create mode 100644 CONTRIBUTORS.md

diff --git a/.all-contributorsrc b/.all-contributorsrc
new file mode 100644
index 000000000..78c931202
--- /dev/null
+++ b/.all-contributorsrc
@@ -0,0 +1,537 @@
+{
+  "projectName": "python-igraph",
+  "projectOwner": "igraph",
+  "repoType": "github",
+  "repoHost": "https://github.com",
+  "files": [
+    "CONTRIBUTORS.md"
+  ],
+  "imageSize": 100,
+  "commit": false,
+  "commitConvention": "none",
+  "contributors": [
+    {
+      "login": "ntamas",
+      "name": "Tamás Nepusz",
+      "avatar_url": "https://avatars.githubusercontent.com/u/195637?v=4",
+      "profile": "https://collmot.com/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "iosonofabio",
+      "name": "Fabio Zanini",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1200640?v=4",
+      "profile": "https://fabilab.org/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Gomango999",
+      "name": "Kevin Zhu",
+      "avatar_url": "https://avatars.githubusercontent.com/u/37771462?v=4",
+      "profile": "https://github.com/Gomango999",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "gaborcsardi",
+      "name": "Gábor Csárdi",
+      "avatar_url": "https://avatars.githubusercontent.com/u/660288?v=4",
+      "profile": "https://github.com/gaborcsardi",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "szhorvat",
+      "name": "Szabolcs Horvát",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1212871?v=4",
+      "profile": "http://szhorvat.net/",
+      "contributions": [
+        "code"
+      ]
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+    {
+      "login": "vtraag",
+      "name": "Vincent Traag",
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+      "profile": "http://www.traag.net/",
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+        "code"
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+      "contributions": [
+        "code"
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+        "code"
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diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
new file mode 100644
index 000000000..75652838e
--- /dev/null
+++ b/CONTRIBUTORS.md
@@ -0,0 +1,92 @@
+## Contributors ✨
+
+Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tr>
+    <td align="center"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
+    <td align="center"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
+    <td align="center"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
+    <td align="center"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt=""/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
+    <td align="center"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt=""/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
+    <td align="center"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
+    <td align="center"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
+    <td align="center"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt=""/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
+    <td align="center"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
+    <td align="center"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
+    <td align="center"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt=""/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
+    <td align="center"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt=""/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
+    <td align="center"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
+    <td align="center"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
+    <td align="center"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
+    <td align="center"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt=""/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
+    <td align="center"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
+    <td align="center"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
+    <td align="center"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt=""/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
+    <td align="center"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt=""/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt=""/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt=""/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt=""/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+  </tr>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+<!-- ALL-CONTRIBUTORS-LIST:END -->
+
+This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
\ No newline at end of file
diff --git a/README.md b/README.md
index 252e2289c..d5d0164e3 100644
--- a/README.md
+++ b/README.md
@@ -15,6 +15,9 @@ igraph.
 
 You can learn more about igraph [on our website](http://igraph.org/python/).
 
+igraph is a collaborative work of many people from all around the world —
+see the [list of contributors here](./CONTRIBUTORS.md).
+
 ## Installation from PyPI
 
 We aim to provide wheels on PyPI for most of the stock Python versions;

From ebef7af0e4b66da28288fa781c297fd62885f071 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Oct 2022 11:08:44 +0200
Subject: [PATCH 0918/1681] chore: bumped version number to 0.10.2


From 817e0aa289268d891b570179b6555eeee4fba8f8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Oct 2022 21:08:47 +0200
Subject: [PATCH 0919/1681] build(deps): bump pypa/cibuildwheel from 2.10.2 to
 2.11.1 (#596)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.10.2 to 2.11.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.10.2...v2.11.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 696222403..491497be4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,14 +63,14 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -137,7 +137,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -196,7 +196,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.10.2
+        uses: pypa/cibuildwheel@v2.11.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 41b00a5ddeb28bb8ff05f5a8f79a121ba65b0a1e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 18 Oct 2022 09:55:33 +1100
Subject: [PATCH 0920/1681] chore: change docs link in setup.py to use RTD from
 now on

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 9938feaaf..ca25d2c52 100644
--- a/setup.py
+++ b/setup.py
@@ -907,7 +907,7 @@ def get_tag(self):
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/master/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
-        "Documentation": "https://igraph.org/python/doc",
+        "Documentation": "https://igraph.readthedocs.io",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     ext_modules=[igraph_extension],

From 00b0291b8b989d4a6ea2dcc0f89996e8de1ed556 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 18 Oct 2022 11:15:16 +0200
Subject: [PATCH 0921/1681] docs: update installation instructions (#598)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* docs: update installation instructions

* doc: fix typo

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 doc/source/install.rst | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 899d930b7..5b7b9dd3d 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -46,12 +46,12 @@ Like virtualenv, Conda also offers virtual environments. If you prefer that opti
   $ conda activate my_environment
   $ conda install -c conda-forge python-igraph
 
-Linux package managers
-----------------------
-|igraph|'s Python interface and its dependencies have been packaged for most popular Linux
-distributions, including Arch Linux, Debian, Fedora, GNU Guix, NixOS, and Ubuntu.
-|igraph| and its underlying C core are usually in two different packages, but
-your package manager should take care of that dependency for you.
+Package managers on Linux and other systems
+-------------------------------------------
+|igraph|'s Python interface and its dependencies are included in several package management
+systems, including those of the most popular Linux distributions (Arch Linux,
+Debian and Ubuntu, Fedora, GNU Guix, etc.) as well as some cross-platform systems like
+NixPkgs or MacPorts.
 
 .. note:: |igraph| is updated quite often: if you need a more recent version than your
    package manager offers, use ``pip`` or ``conda`` as shown above. For bleeding-edge

From e74779956c38ab79f40ddfc1cd14cf2561a1f792 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 18 Oct 2022 16:44:34 +0200
Subject: [PATCH 0922/1681] docs: update Erdos-Renyi gallery example (#599)

---
 doc/examples_sphinx-gallery/erdos_renyi.py | 16 +++++-----------
 1 file changed, 5 insertions(+), 11 deletions(-)

diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
index 7f0e3b67a..cb3ddf530 100644
--- a/doc/examples_sphinx-gallery/erdos_renyi.py
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -5,10 +5,10 @@
 Erdős-Rényi Graph
 =================
 
-This example demonstrates how to generate `Erdős-Rényi Graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using :meth:`igraph.GraphBase.Erdos_Renyi`. There are two variants of graphs:
+This example demonstrates how to generate `Erdős–Rényi graphs <https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model>`_ using :meth:`igraph.GraphBase.Erdos_Renyi`. There are two variants of graphs:
 
-- ``Erdos_Renyi(n, p)`` will generate a graph where each edge between any two pair of nodes has an independent probability ``p`` of existing.
-- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges.
+- ``Erdos_Renyi(n, p)`` will generate a graph from the so-called :math:`G(n,p)` model where each edge between any two pair of nodes has an independent probability ``p`` of existing.
+- ``Erdos_Renyi(n, m)`` will pick a graph uniformly at random out of all graphs with ``n`` nodes and ``m`` edges. This is referred to as the :math:`G(n,m)` model.
 
 We generate two graphs of each, so we can confirm that our graph generator is truly random.
 """
@@ -21,12 +21,12 @@
 random.seed(0)
 
 # %%
-# Then, we generate two Erdos Renyi graphs with identical parameters:
+# Then, we generate two :math:`G(n,p)` Erdős–Rényi graphs with identical parameters:
 g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
 g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)
 
 # %%
-# For comparison, we also generate two Erdos Renyi graphs with a fixed number
+# For comparison, we also generate two :math:`G(n,m)` Erdős–Rényi graphs with a fixed number
 # of edges:
 g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
 g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)
@@ -78,9 +78,3 @@
 )
 axs[1, 0].set_ylabel('N. edges')
 plt.show()
-
-# %%
-# .. note::
-#     
-#     Even when using the same random seed, results can still differ depending
-#     on the machine the code is being run from.

From e5ff03ec141d17bb7e48c09cc362fe196b184ac3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Oct 2022 15:08:58 +0200
Subject: [PATCH 0923/1681] fix: Graph.layout_lgl() root argument must be
 optional, fixes #600

---
 src/_igraph/convert.c     | 20 ++++++++++++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 16 +++++++++-------
 tests/test_layouts.py     |  8 ++++++++
 4 files changed, 38 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index f6842ee2a..d7591bb8e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3209,6 +3209,26 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
   return 0;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Tries to interpret a Python object as a single vertex ID, leaving
+ * the input vertex ID unmodified if the Python object is NULL or None
+ *
+ * \param o      the Python object
+ * \param vid    the vertex ID will be stored here
+ * \param graph  the graph that will be used to interpret vertex names
+ *               if a string was given in o. It may also be a null pointer
+ *               if we don't need name lookups.
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
+  if (o == 0 || o == Py_None) {
+    return 0;
+  } else {
+    return igraphmodule_PyObject_to_vid(o, vid, graph);
+  }
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as a vertex selector
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 39cc02eb5..def18da8c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -119,6 +119,7 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
 		igraph_vector_ptr_t *v, PyTypeObject **g_type);
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
                   igraph_t *graph, igraph_bool_t *return_single,
 				  igraph_integer_t *single_vid);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8359c0020..9527ebb49 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4886,11 +4886,11 @@ PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &source_o, &target_o, &checks))
     return NULL;
 
-  if (source_o != Py_None && igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
+  if (igraphmodule_PyObject_to_optional_vid(source_o, &source, &self->g)) {
     return NULL;
   }
 
-  if (target_o != Py_None && igraphmodule_PyObject_to_vid(target_o, &target, &self->g)) {
+  if (igraphmodule_PyObject_to_optional_vid(target_o, &target, &self->g)) {
     return NULL;
   }
 
@@ -6490,11 +6490,11 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
       &source_o, &target_o, &checks, &neis))
     return NULL;
 
-  if (source_o != Py_None && igraphmodule_PyObject_to_vid(source_o, &source, &self->g)) {
+  if (igraphmodule_PyObject_to_optional_vid(source_o, &source, &self->g)) {
     return NULL;
   }
 
-  if (target_o != Py_None && igraphmodule_PyObject_to_vid(target_o, &target, &self->g)) {
+  if (igraphmodule_PyObject_to_optional_vid(target_o, &target, &self->g)) {
     return NULL;
   }
 
@@ -6921,7 +6921,7 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &start_vid_o, &cutoff_o))
     return NULL;
 
-  if (start_vid_o != Py_None && igraphmodule_PyObject_to_vid(start_vid_o, &start_vid, &self->g))
+  if (igraphmodule_PyObject_to_optional_vid(start_vid_o, &start_vid, &self->g))
     return NULL;
 
   if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
@@ -7170,8 +7170,9 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  if (igraphmodule_PyObject_to_vid(center_o, &center, &self->g))
+  if (igraphmodule_PyObject_to_optional_vid(center_o, &center, &self->g)) {
     return NULL;
+  }
 
   if (order_o != Py_None) {
     order = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
@@ -7728,8 +7729,9 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
   if (cellsize <= 0)
     cellsize = sqrt(sqrt(area));
 
-  if (igraphmodule_PyObject_to_vid(root_o, &proot, &self->g))
+  if (igraphmodule_PyObject_to_optional_vid(root_o, &proot, &self->g)) {
     return NULL;
+  }
 
   if (igraph_matrix_init(&m, 1, 1)) {
     igraphmodule_handle_igraph_error();
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index e97f397f6..370a70a19 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -328,6 +328,14 @@ def testUMAP(self):
         lo_adj = g.layout_umap(dist=dist, epochs=1, sampling_prob=1, seed=lo.coords)
         self.assertTrue(isinstance(lo_adj, Layout))
 
+    def testLGL(self):
+        g = Graph.GRG(100, 0.2)
+        lo = g.layout("lgl")
+        self.assertTrue(isinstance(lo, Layout))
+
+        g = Graph.GRG(100, 0.2)
+        lo = g.layout("lgl", root=5)
+        self.assertTrue(isinstance(lo, Layout))
 
     def testReingoldTilford(self):
         g = Graph.Barabasi(100)

From c8b4da32b7c964524beeb6b4d613e3891f6793d7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 20 Oct 2022 09:56:31 +0200
Subject: [PATCH 0924/1681] ci: test if removing a warning thrown by the LGL
 layout will fix the crashes in CI

---
 tests/test_layouts.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 370a70a19..ab514d84a 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -329,11 +329,10 @@ def testUMAP(self):
         self.assertTrue(isinstance(lo_adj, Layout))
 
     def testLGL(self):
-        g = Graph.GRG(100, 0.2)
+        g = Graph.Barabasi(100)
         lo = g.layout("lgl")
         self.assertTrue(isinstance(lo, Layout))
 
-        g = Graph.GRG(100, 0.2)
         lo = g.layout("lgl", root=5)
         self.assertTrue(isinstance(lo, Layout))
 

From 5df12f07bf8ad42f3d2d49d8daaa0f1a4fe9598e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 20 Oct 2022 14:21:57 +0200
Subject: [PATCH 0925/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index bc7c16000..e36289996 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit bc7c160008ffe3d8dbc352c77add1571e282b519
+Subproject commit e362899966254cd8af61b1e64be5d7d8244ead3f

From 0f6dd7bc1f96f1698704124babc136554ebe34a7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 21 Oct 2022 08:50:31 +1100
Subject: [PATCH 0926/1681] RTD badge in markdown

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index d5d0164e3..5a2c789cb 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,7 @@
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
 [![PyPI pyversions](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
+[![Documentation Status](https://readthedocs.org/projects/igraph/badge/?version=latest)](https://igraph.readthedocs.io/)
 
 Python interface for the igraph library
 ---------------------------------------

From 03e42aa5d6052576d7d78106086d265cd680c9a2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 21 Oct 2022 08:54:19 +1100
Subject: [PATCH 0927/1681] Clarify new/old docs

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5a2c789cb..a7170229f 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,9 @@ analysis of large graphs.
 This repository contains the source code to the Python interface of
 igraph.
 
-You can learn more about igraph [on our website](http://igraph.org/python/).
+Since version 0.10.2, the documentation is hosted on
+[readthedocs](https://igraph.readthedocs.io). Earlier versions are documented
+on [our old website](https://igraph.org/python/versions/0.10.1/).
 
 igraph is a collaborative work of many people from all around the world —
 see the [list of contributors here](./CONTRIBUTORS.md).

From 8bc5d0aa07a85de4c27c72080e7c288cac850233 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 24 Oct 2022 10:47:12 +0200
Subject: [PATCH 0928/1681] doc: add explanation about potential
 incompatibilities when linking to different versions of the C core [ci skip]

---
 README.md | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/README.md b/README.md
index a7170229f..c24867860 100644
--- a/README.md
+++ b/README.md
@@ -156,6 +156,25 @@ from Homebrew.
 Due to the lack of support of `pkg-config` on Windows, it is currently not
 possible to build against an external library on Windows.
 
+**Warning:** the Python interface is guaranteed to work only with the same
+version of the C core that is vendored inside the `vendor/source/igraph`
+folder. While we try hard not to break API or ABI in the C core of igraph
+between minor versions in the 0.x branch and we will keep on doing so for major
+versions once 1.0 is released, there are certain functions in the C API that
+are marked as _experimental_ (see the documentation of the C core for details),
+and we reserve the right to break the APIs of those functions, even if they are
+already exposed in a higher-level interface. This is because the easiest way to
+test these functions in real-life research scenarios is to expose them in one
+of the higher level interfaces. Therefore, if you unbundle the vendored source
+code of igraph and link to an external version instead, we can make no
+guarantees about stability unless you link to the exact same version as the
+one we have vendored in this source tree.
+
+If you are curious about which version of the Python interface is compatible
+with which version of the C core, you can look up the corresponding tag in
+Github and check which revision of the C core the repository points to in
+the `vendor/source/igraph` submodule.
+
 ## Compiling the development version
 
 If you want to install the development version, the easiest way to do so is to

From 24fc2a8f03fb4fd897b27e3114540798364592d6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Mon, 31 Oct 2022 08:40:25 +0100
Subject: [PATCH 0929/1681] docs: remove mention of betweenness "estimation"

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9527ebb49..efbdd72b2 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13847,7 +13847,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@return: the (possibly estimated) betweenness of the given vertices in a list\n"},
+   "@return: the (possibly cutoff-limited) betweenness of the given vertices in a list\n"},
 
   /* interface to biconnected_components */
   {"biconnected_components", (PyCFunction) igraphmodule_Graph_biconnected_components,

From f37f6a7416f44c4f9d6bdbebf47301497f1b167e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Oct 2022 13:32:44 +0000
Subject: [PATCH 0930/1681] build(deps): bump pypa/cibuildwheel from 2.11.1 to
 2.11.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.11.1 to 2.11.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.11.1...v2.11.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 491497be4..2a8f70609 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,14 +63,14 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -137,7 +137,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -196,7 +196,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.1
+        uses: pypa/cibuildwheel@v2.11.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a06d932c38dcf9d98bd86972bbf756af8f13f683 Mon Sep 17 00:00:00 2001
From: Adriankhl <dlshcbmuipmam@hotmail.com>
Date: Tue, 8 Nov 2022 16:50:15 +0100
Subject: [PATCH 0931/1681] feat: handle pandas nullable integer data type in
 Graph.DataFrame

---
 src/igraph/io/objects.py | 17 ++++++++++++-----
 1 file changed, 12 insertions(+), 5 deletions(-)

diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 0646263de..b731783fb 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -417,15 +417,22 @@ def _construct_graph_from_dataframe(
         raise ValueError("The 'vertices' DataFrame must contain at least one column")
 
     if use_vids:
-        if not (
-            str(edges.dtypes[0]).startswith("int")
-            and str(edges.dtypes[1]).startswith("int")
+        if (
+            str(edges.dtypes[0]).startswith(("int", "Int"))
+            and str(edges.dtypes[1]).startswith(("int", "Int"))
         ):
+            # Check pandas nullable integer data type:
+            # https://pandas.pydata.org/docs/user_guide/integer_na.html
+            if (edges.iloc[:, :2].isna()).any(axis=None):
+                 raise ValueError("Source and target IDs must not be null")
+
+            if (edges.iloc[:, :2] < 0).any(axis=None):
+                 raise ValueError("Source and target IDs must not be negative")
+        else:
             raise TypeError(
                 f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
             )
-        elif (edges.iloc[:, :2] < 0).any(axis=None):
-            raise ValueError("Source and target IDs must not be negative")
+
         if vertices is not None:
             vertices = vertices.sort_index()
             if not vertices.index.equals(

From ba2dbd1f63cb1844c0364a358ad0f6bc05eb3d8d Mon Sep 17 00:00:00 2001
From: Adriankhl <dlshcbmuipmam@hotmail.com>
Date: Tue, 8 Nov 2022 21:11:12 +0100
Subject: [PATCH 0932/1681] test: add tests for graph generation from pandas
 Int64 data type

---
 tests/test_generators.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/tests/test_generators.py b/tests/test_generators.py
index 88b319610..d9bdc4ed3 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -517,6 +517,11 @@ def testDataFrame(self):
         self.assertTrue(df_edges.equals(g_clone.get_edge_dataframe()))
         self.assertTrue(df_vertices.equals(g_clone.get_vertex_dataframe()))
 
+        # pandas Int64 data type
+        edges = pd.DataFrame(np.array([[0, 1], [1, 1], [1, 2]]), dtype="Int64")
+        g = Graph.DataFrame(edges)
+        self.assertTrue(g.vcount() == 3)
+
         # Invalid input
         with self.assertRaisesRegex(ValueError, "two columns"):
             edges = pd.DataFrame({"source": [1, 2, 3]})
@@ -561,6 +566,9 @@ def testDataFrame(self):
             edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
             vertices = pd.DataFrame({0: [1, 2, 3]}, index=[0, 1, 2])
             Graph.DataFrame(edges, vertices=vertices)
+        with self.assertRaisesRegex(ValueError, "null"):
+            edges = pd.DataFrame(np.array([[0, 1], [1, np.nan], [1, 2]]), dtype="Int64")
+            Graph.DataFrame(edges)
 
 
 def suite():

From 13f200a1f4bf5b50eed7b5649e5a39d829fa1e16 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 9 Nov 2022 08:43:59 +0100
Subject: [PATCH 0933/1681] chore: updated changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a8cbd22f5..df018e649 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- `Graph.Data_Frame()` now handles the `Int64` data type from `pandas`, thanks
+  to [@Adriankhl](https://github.com/Adriankhl). See PR
+  [#609](https://github.com/igraph/python-igraph/pull/609) for details.
+
+- `Graph.layout_lgl()` `root` argument is now optional (as it should have been).
+
 ## [0.10.2] - 2022-10-14
 
 ### Added

From 6685a7a63cc2911c48dbfb7b72822aec0a33bd22 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 17 Nov 2022 12:26:23 +0100
Subject: [PATCH 0934/1681] chore: updated vendored igraph, layout_umap() does
 not have sampling_prob any more

---
 src/_igraph/graphobject.c | 19 +++++++------------
 tests/test_layouts.py     | 16 +++-------------
 vendor/source/igraph      |  2 +-
 3 files changed, 11 insertions(+), 26 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index efbdd72b2..f80d74a81 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8032,20 +8032,19 @@ PyObject *igraphmodule_Graph_layout_umap(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] =
-    { "dist", "dim", "seed", "min_dist", "epochs", "sampling_prob", NULL };
+    { "dist", "dim", "seed", "min_dist", "epochs", NULL };
   igraph_matrix_t m;
   igraph_vector_t *dist = 0;
   Py_ssize_t dim = 2;
   double min_dist = 0.01;
-  double sampling_prob = 0.3;
   Py_ssize_t epochs = 500;
   PyObject *dist_o = Py_None;
   PyObject *seed_o = Py_None;
   PyObject *result_o;
   igraph_bool_t use_seed = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdnd", kwlist, &dist_o,
-                                   &dim, &seed_o, &min_dist, &epochs, &sampling_prob))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdn", kwlist, &dist_o,
+                                   &dim, &seed_o, &min_dist, &epochs))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
@@ -8088,7 +8087,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           dist,
           (igraph_real_t)min_dist,
           (igraph_integer_t)epochs,
-          (igraph_real_t)sampling_prob)) {
+          /* distances_are_weights = */ 0)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
       }
@@ -8102,7 +8101,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           dist,
           (igraph_real_t)min_dist,
           (igraph_integer_t)epochs,
-          (igraph_real_t)sampling_prob)) {
+          /* distances_are_weights = */ 0)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
       }
@@ -15618,9 +15617,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_umap",
    (PyCFunction) igraphmodule_Graph_layout_umap,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_umap(\n"
-   "    dist=None, dim=2, seed=None, min_dist=0.01,\n"
-   "    epochs=500, sampling_prob=0.3)\n--\n\n"
+   "layout_umap(dist=None, dim=2, seed=None, min_dist=0.01, epochs=500)\n"
+   "--\n\n"
    "Uniform Manifold Approximation and Projection (UMAP).\n\n"
    "This layout is a probabilistic algorithm that places vertices that are connected\n"
    "and have a short distance close by in the embedded space.\n\n"
@@ -15638,9 +15636,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  Values between 50 and 1000 are typical.\n"
    "  Notice that UMAP does not technically converge for symmetry reasons, but a\n"
    "  larger number of epochs should generally give an equivalent or better layout.\n"
-   "@param sampling_prob: the probability of sampling each vertex for repulsion at\n"
-   "  each epoch or iteration. A higher probability will give better results but\n"
-   "  also require more computations.\n"
    "@return: the calculated layout.\n\n"
    "@newfield ref: Reference\n"
    "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index ab514d84a..d0d936ac0 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -264,16 +264,6 @@ def testUMAP(self):
                 epochs=-1,
             )
 
-        self.assertRaises(
-                InternalError, g.layout_umap,
-                sampling_prob=-0.01,
-            )
-
-        self.assertRaises(
-                InternalError, g.layout_umap,
-                sampling_prob=1.01,
-            )
-
         self.assertRaises(
                 ValueError, g.layout_umap,
                 dim=1,
@@ -303,7 +293,7 @@ def testUMAP(self):
             0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.08, 0.05, 0.1, 0.08, 0.12, 0.09, 0.11
             ]
         g = Graph(edges)
-        lo = g.layout_umap(dist=dist, epochs=500, sampling_prob=0.3)
+        lo = g.layout_umap(dist=dist, epochs=500)
         self.assertTrue(isinstance(lo, Layout))
 
         # One should get two clusters in this case
@@ -321,11 +311,11 @@ def testUMAP(self):
                 self.assertLess(dxy, 0.2 * distmax)
 
         # Test single epoch with seed
-        lo_adj = g.layout_umap(dist=dist, epochs=1, sampling_prob=1, seed=lo)
+        lo_adj = g.layout_umap(dist=dist, epochs=1, seed=lo)
         self.assertTrue(isinstance(lo_adj, Layout))
 
         # Same but inputting the coordinates
-        lo_adj = g.layout_umap(dist=dist, epochs=1, sampling_prob=1, seed=lo.coords)
+        lo_adj = g.layout_umap(dist=dist, epochs=1, seed=lo.coords)
         self.assertTrue(isinstance(lo_adj, Layout))
 
     def testLGL(self):
diff --git a/vendor/source/igraph b/vendor/source/igraph
index e36289996..857a5b7c0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e362899966254cd8af61b1e64be5d7d8244ead3f
+Subproject commit 857a5b7c03bde9801f1dbbec492c0ce6d92e0845

From eb12fad390ec04955e8faa58f8ba5440d5954ed3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 17 Nov 2022 13:10:48 +0100
Subject: [PATCH 0935/1681] refactor: rewrite PyObject-to-matrix conversion
 routines to use the existing PyObject-to-real and PyObject-to-integer
 conversion functions

---
 src/_igraph/convert.c | 40 ++++++++++++----------------------------
 1 file changed, 12 insertions(+), 28 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index d7591bb8e..27be5410d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2583,7 +2583,7 @@ int igraphmodule_PyList_to_matrix_t(PyObject* o, igraph_matrix_t *m) {
 int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  int was_warned = 0;
+  igraph_real_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
@@ -2613,17 +2613,12 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
-      if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = PyLong_AsLong(item);
-      } else if (PyLong_Check(item)) {
-        MATRIX(*m, i, j) = PyLong_AsLong(item);
-      } else if (PyFloat_Check(item)) {
-        MATRIX(*m, i, j) = PyFloat_AsDouble(item);
-      } else if (!was_warned) {
-        PY_IGRAPH_WARN("non-numeric value in matrix ignored");
-        was_warned=1;
+      if (igraphmodule_PyObject_to_real_t(item, &value)) {
+        Py_DECREF(item);
+        return 1;
       }
       Py_DECREF(item);
+      MATRIX(*m, i, j) = value;
     }
     Py_DECREF(row);
   }
@@ -2656,11 +2651,11 @@ int igraphmodule_PyList_to_matrix_int_t(PyObject* o, igraph_matrix_int_t *m) {
 int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  int ok, was_warned = 0;
+  igraph_integer_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
-    PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+    PyErr_SetString(PyExc_TypeError, "integer matrix expected (list of sequences)");
     return 1;
   }
 
@@ -2670,7 +2665,7 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
     row = PySequence_GetItem(o, i);
     if (!PySequence_Check(row)) {
       Py_DECREF(row);
-      PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+      PyErr_SetString(PyExc_TypeError, "integer matrix expected (list of sequences)");
       return 1;
     }
     n = PySequence_Size(row);
@@ -2686,23 +2681,12 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
-      ok = 1;
-      if (PyLong_Check(item)) {
-        if (igraphmodule_PyObject_to_integer_t(item, &MATRIX(*m, i, j))) {
-          ok = 0;
-        }
-      } else if (PyFloat_Check(item)) {
-        MATRIX(*m, i, j) = (igraph_integer_t)PyFloat_AsDouble(item);
-      } else {
-        ok = 0;
-      }
-      
-      if (!ok && !was_warned) {
-        PY_IGRAPH_WARN("non-numeric value in matrix ignored");
-        was_warned = 1;
+      if (igraphmodule_PyObject_to_integer_t(item, &value)) {
+        Py_DECREF(item);
+        return 1;
       }
-
       Py_DECREF(item);
+      MATRIX(*m, i, j) = value;
     }
     Py_DECREF(row);
   }

From 4c04738810abfb4a44a2ef08c48bd4b08b07a199 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 17 Nov 2022 17:12:57 +0100
Subject: [PATCH 0936/1681] fix: improved error message for matrix conversions,
 closes #610

---
 src/_igraph/convert.c      | 58 ++++++++++++++++++++++++++++++-------
 src/_igraph/convert.h      |  8 +++---
 src/_igraph/graphobject.c  | 59 ++++++++++++++++++++------------------
 src/_igraph/igraphmodule.c |  4 ++-
 4 files changed, 85 insertions(+), 44 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 27be5410d..708a0493d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2564,10 +2564,14 @@ PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObje
  *
  * \param o the Python object representing the list of lists
  * \param m the address of an uninitialized \c igraph_matrix_t
+ * \param arg_name  name of the argument we are attempting to convert, if
+ *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t(PyObject* o, igraph_matrix_t *m) {
-  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0);
+int igraphmodule_PyList_to_matrix_t(
+  PyObject* o, igraph_matrix_t *m, const char *arg_name
+) {
+  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2578,16 +2582,24 @@ int igraphmodule_PyList_to_matrix_t(PyObject* o, igraph_matrix_t *m) {
  * \param o the Python object representing the list of lists
  * \param m the address of an uninitialized \c igraph_matrix_t
  * \param num_cols the minimum number of columns in the matrix
+ * \param arg_name  name of the argument we are attempting to convert, if
+ *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols) {
+int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
+  PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name
+) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
   igraph_real_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
-    PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+    if (arg_name) {
+      PyErr_Format(PyExc_TypeError, "matrix expected in '%s'", arg_name);
+    } else {
+      PyErr_SetString(PyExc_TypeError, "matrix expected");
+    }
     return 1;
   }
 
@@ -2597,7 +2609,11 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
     row = PySequence_GetItem(o, i);
     if (!PySequence_Check(row)) {
       Py_DECREF(row);
-      PyErr_SetString(PyExc_TypeError, "matrix expected (list of sequences)");
+      if (arg_name) {
+        PyErr_Format(PyExc_TypeError, "matrix expected in '%s'", arg_name);
+      } else {
+        PyErr_SetString(PyExc_TypeError, "matrix expected");
+      }
       return 1;
     }
     n = PySequence_Size(row);
@@ -2632,10 +2648,14 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igrap
  *
  * \param o the Python object representing the list of lists
  * \param m the address of an uninitialized \c igraph_matrix_int_t
+ * \param arg_name  name of the argument we are attempting to convert, if
+ *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t(PyObject* o, igraph_matrix_int_t *m) {
-  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0);
+int igraphmodule_PyList_to_matrix_int_t(
+  PyObject* o, igraph_matrix_int_t *m, const char* arg_name
+) {
+  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2646,16 +2666,24 @@ int igraphmodule_PyList_to_matrix_int_t(PyObject* o, igraph_matrix_int_t *m) {
  * \param o the Python object representing the list of lists
  * \param m the address of an uninitialized \c igraph_matrix_int_t
  * \param num_cols the minimum number of columns in the matrix
+ * \param arg_name  name of the argument we are attempting to convert, if
+ *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols) {
+int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
+  PyObject *o, igraph_matrix_int_t *m, int min_cols, const char* arg_name
+) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
   igraph_integer_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
-    PyErr_SetString(PyExc_TypeError, "integer matrix expected (list of sequences)");
+    if (arg_name) {
+      PyErr_Format(PyExc_TypeError, "integer matrix expected in '%s'", arg_name);
+    } else {
+      PyErr_SetString(PyExc_TypeError, "integer matrix expected");
+    }
     return 1;
   }
 
@@ -2665,7 +2693,11 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
     row = PySequence_GetItem(o, i);
     if (!PySequence_Check(row)) {
       Py_DECREF(row);
-      PyErr_SetString(PyExc_TypeError, "integer matrix expected (list of sequences)");
+      if (arg_name) {
+        PyErr_Format(PyExc_TypeError, "integer matrix expected in '%s'", arg_name);
+      } else {
+        PyErr_SetString(PyExc_TypeError, "integer matrix expected");
+      }
       return 1;
     }
     n = PySequence_Size(row);
@@ -2675,7 +2707,11 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, i
     }
   }
 
-  igraph_matrix_int_init(m, nr, nc);
+  if (igraph_matrix_int_init(m, nr, nc)) {
+    igraphmodule_handle_igraph_error();
+    return 1;
+  }
+
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
     n = PySequence_Size(row);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index def18da8c..c4c895458 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -107,10 +107,10 @@ int igraphmodule_PyObject_to_edgelist(
     igraph_bool_t *list_is_owned
 );
 
-int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m);
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols);
-int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m);
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols);
+int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m, const char *arg_name);
+int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
+int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f80d74a81..f0a45b037 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1944,9 +1944,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
-    PyErr_SetString(PyExc_TypeError,
-                    "Error while converting adjacency matrix");
+  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -2280,9 +2278,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) {
-    PyErr_SetString(PyExc_TypeError,
-                    "Error while converting preference matrix");
+  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
   if (igraph_matrix_nrow(&pm) != igraph_matrix_ncol(&pm) ||
@@ -2614,10 +2610,8 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix)) {
+  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix, "matrix")) {
     igraph_vector_bool_destroy(&vertex_types);
-    PyErr_SetString(PyExc_TypeError,
-                    "Error while converting incidence matrix");
     return NULL;
   }
 
@@ -2932,7 +2926,9 @@ NULL };
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) return NULL;
+  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    return NULL;
+  }
   if (igraphmodule_PyObject_float_to_vector_t(type_dist, &td)) {
     igraph_matrix_destroy(&pm);
     return NULL;
@@ -3022,8 +3018,10 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm)) return NULL;
-  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td)) {
+  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    return NULL;
+  }
+  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
@@ -3279,7 +3277,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix)) {
+  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
 
@@ -3615,9 +3613,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m)) {
-    PyErr_SetString(PyExc_TypeError,
-                    "Error while converting adjacency matrix");
+  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -7261,8 +7257,10 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
       return NULL;
     }
   } else {
-    use_seed=1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
+    use_seed = 1;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+      return NULL;
+    }
   }
 
   /* Convert minimum and maximum x-y-z values */
@@ -7398,10 +7396,10 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) {
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
-    use_seed=1;
+    use_seed = 1;
   }
 
   retval = igraph_layout_davidson_harel(&self->g, &m, use_seed,
@@ -7467,10 +7465,10 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) {
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
-    use_seed=1;
+    use_seed = 1;
   }
 
   /* Convert the weight parameter to a vector */
@@ -7566,8 +7564,10 @@ PyObject
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
-    use_seed=1;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+      return NULL;
+    }
+    use_seed = 1;
   }
 
   /* Convert the weight parameter to a vector */
@@ -7675,8 +7675,9 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m))
-            return NULL;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+      return NULL;
+    }
   }
 
   if (igraph_layout_graphopt(&self->g, &m, niter,
@@ -7783,7 +7784,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyList_to_matrix_t(dist_o, dist)) {
+    if (igraphmodule_PyList_to_matrix_t(dist_o, dist, "dist")) {
       free(dist);
       return NULL;
     }
@@ -8063,7 +8064,9 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m)) return NULL;
+    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+      return NULL;
+    }
   }
 
   /* Initialize distances */
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index e702035cb..bcabc487f 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -358,7 +358,9 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
       &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2)) return NULL;
+  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
+    return NULL;
+  }
 
   CHECK_SSIZE_T_RANGE(nodes, "number of nodes");
   CHECK_SSIZE_T_RANGE(steps, "number of steps");

From a1a565f758baa6f249b18ca4087886c7e8bcc96a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 20 Nov 2022 09:45:41 +1100
Subject: [PATCH 0937/1681] Adapt docs for new umap API

---
 src/_igraph/graphobject.c | 51 ++++++++++++++++++++++++++++++++++++---
 1 file changed, 48 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f0a45b037..187efd4a6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15616,17 +15616,54 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Internal function, undocumented.\n\n"
    "@see: Graph.layout_sugiyama()\n\n"},
 
+  /* interface to igraph_layout_umap_compute_weights */
+  {"layout_umap_compute_weights",
+   (PyCFunction) igraphmodule_Graph_layout_umap_compute_weights,
+   METH_VARARGS | METH_KEYWORDS,
+   "layout_umap_compute_weights(dist)\n"
+   "--\n\n"
+   "@param dist: distances associated with the graph edges.\n"
+   "@return: Symmetrized weights associated with each edge. If the distance\n"
+   "  graph has both directed edges between a pair of vertices, one of the\n"
+   "  returned weights will be set to zero.\n\n"
+   "Compute undirected UMAP weights from directed distance graph.\n\n"
+   "UMAP is a layout algorithm that usually takes as input a directed\n"
+   "distance graph, e.g. a k nearest neighbor graph based on Euclidean\n"
+   "distance between points in a vector space. The graph is directed\n"
+   "because vertex v1 might consider vertex v2 a close neighbor, but v2\n"
+   "itself might have many neighbors that are closer than v1.\n"
+   "This function computes the symmetrized weights from the distance graph\n"
+   "using union as the symmetry operator. In simple terms, if either vertex\n"
+   "considers the other a close neighbor, they will be treated as close\n"
+   "neighbors.\n\n"
+   "This function can be used as a separate preprocessing step to\n"
+   "Graph.layout_umap(). For efficiency reasons, the returned weights have the\n"
+   "same length as the input distances, however because of the symmetryzation\n"
+   "some information is lost. Therefore, the weight of one of the edges is set\n"
+   "to zero whenever edges in opposite directions are found in the input\n"
+   "distance graph. You can pipe the output of this function directly into\n"
+   "Graph.layout_umap() as follows:\n"
+   "C{weights = graph.layout_umap_compute_weights(dist)}\n"
+   "C{layout = graph.layout_umap(weights=weights)}\n\n"
+   "@see: Graph.layout_umap()\n\n"},
+
   /* interface to igraph_layout_umap */
   {"layout_umap",
    (PyCFunction) igraphmodule_Graph_layout_umap,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_umap(dist=None, dim=2, seed=None, min_dist=0.01, epochs=500)\n"
+   "layout_umap(dist=None, weights=None, dim=2, seed=None, min_dist=0.01, epochs=500)\n"
    "--\n\n"
    "Uniform Manifold Approximation and Projection (UMAP).\n\n"
    "This layout is a probabilistic algorithm that places vertices that are connected\n"
    "and have a short distance close by in the embedded space.\n\n"
    "@param dist: distances associated with the graph edges. If None, all edges will\n"
-   "  be assumed to convey the same distance between the vertices.\n"
+   "  be assumed to convey the same distance between the vertices. Either this\n"
+   "  argument of the C{weights} argument can be set, but not both. It is fine to\n"
+   "  set neither.\n"
+   "@param weights: precomputed edge weights if you have them, as an alternative\n"
+   "  to setting the C{dist} argument. Zero weights will be ignored if this\n"
+   "  argument is set, e.g. if you computed the weights via\n"
+   "  Graph.layout_umap_compute_weights().\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
    "@param seed: if C{None}, uses a random starting layout for the\n"
@@ -15640,9 +15677,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  Notice that UMAP does not technically converge for symmetry reasons, but a\n"
    "  larger number of epochs should generally give an equivalent or better layout.\n"
    "@return: the calculated layout.\n\n"
+   "Please note that if distances are set, the graph is usually directed, whereas\n"
+   "if weights are precomputed, the graph will be treated as undirected. A special\n"
+   "case is when the graph is directed but the precomputed weights are symmetrized\n"
+   "in a way only one of each pair of opposite edges has nonzero weight, e.g. as\n"
+   "computed by Graph.layout_umap_compute_weights(). For example:\n"
+   "C{weights = graph.layout_umap_compute_weights(dist)}\n"
+   "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@newfield ref: Reference\n"
    "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
-   "  and Projection for Dimension Reduction. arXiv:1802.03426."},
+   "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
+   "@see: Graph.layout_umap_compute_weights()\n\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //

From fa14bf90ebb76ce610c8ee66ea80d16a2efbf099 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 20 Nov 2022 15:18:42 +1100
Subject: [PATCH 0938/1681] Write interface function for weight computation and
 adapt the layout one

---
 src/_igraph/graphobject.c | 90 ++++++++++++++++++++++++++++++++++++---
 1 file changed, 83 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 187efd4a6..0c448bf2e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8033,19 +8033,20 @@ PyObject *igraphmodule_Graph_layout_umap(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] =
-    { "dist", "dim", "seed", "min_dist", "epochs", NULL };
+    { "dist", "weights", "dim", "seed", "min_dist", "epochs", NULL };
   igraph_matrix_t m;
   igraph_vector_t *dist = 0;
   Py_ssize_t dim = 2;
   double min_dist = 0.01;
   Py_ssize_t epochs = 500;
-  PyObject *dist_o = Py_None;
+  PyObject *dist_o = Py_None, *weights_o = Py_None;
   PyObject *seed_o = Py_None;
   PyObject *result_o;
   igraph_bool_t use_seed = 0;
+  igraph_bool_t distances_are_weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdn", kwlist, &dist_o,
-                                   &dim, &seed_o, &min_dist, &epochs))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOnOdn", kwlist, &dist_o,
+                                   &weights_o, &dim, &seed_o, &min_dist, &epochs))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
@@ -8056,6 +8057,12 @@ PyObject *igraphmodule_Graph_layout_umap(
 
   CHECK_SSIZE_T_RANGE_POSITIVE(epochs, "number of epochs");
 
+  /* Check whether distances and weights are both set, which is not allowed */
+  if ((dist_o != Py_None) && (weights_o != Py_None)) {
+    PyErr_SetString(PyExc_ValueError, "dist and weights cannot be both set");
+    return NULL;
+  }
+
   /* Precomputed starting layout */
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
@@ -8069,7 +8076,7 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   }
 
-  /* Initialize distances */
+  /* Initialize distances or weights */
   if (dist_o != Py_None) {
     dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
     if (!dist) {
@@ -8082,6 +8089,21 @@ PyObject *igraphmodule_Graph_layout_umap(
       free(dist);
       return NULL;
     }
+  } else if (weights_o != Py_None) {
+    distances_are_weights = 1;
+    /* they are actually weights, but let's keep them into the same variable
+     * for simplicity */
+    dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
+    if (!dist) {
+      igraph_matrix_destroy(&m);
+      PyErr_NoMemory();
+      return NULL;
+    }
+    if (igraphmodule_PyObject_to_vector_t(weights_o, dist, 0)) {
+      igraph_matrix_destroy(&m);
+      free(dist);
+      return NULL;
+    }
   }
 
   if (dim == 2) {
@@ -8090,7 +8112,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           dist,
           (igraph_real_t)min_dist,
           (igraph_integer_t)epochs,
-          /* distances_are_weights = */ 0)) {
+          distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
       }
@@ -8104,7 +8126,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           dist,
           (igraph_real_t)min_dist,
           (igraph_integer_t)epochs,
-          /* distances_are_weights = */ 0)) {
+          distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
       }
@@ -8123,6 +8145,60 @@ PyObject *igraphmodule_Graph_layout_umap(
   return (PyObject *) result_o;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Compute weights for Uniform Manifold Approximation and Projection (UMAP)
+ * \return the weights given that graph
+ * \sa igraph_layout_umap_compute_weights
+ */
+PyObject *igraphmodule_Graph_layout_umap(
+    igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
+{
+  static char *kwlist[] =
+    { "dist", NULL };
+  igraph_vector_t *dist = 0;
+  igraph_vector_t weights;
+  PyObject *dist_o = Py_None;
+  PyObject *result_o;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &dist_o))
+    return NULL;
+
+  /* Initialize distances */
+  if (dist_o != Py_None) {
+    dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
+    if (!dist) {
+      PyErr_NoMemory();
+      return NULL;
+    }
+    if (igraphmodule_PyObject_to_vector_t(dist_o, dist, 0)) {
+      free(dist);
+      return NULL;
+    }
+
+  /* Initialize weights */
+  if (igraph_vector_init(&weights, 0)) {
+      igraph_vector_destroy(dist); free(dist);
+      PyErr_NoMemory();
+      return NULL;
+  }
+
+  /* Call the function */
+  if (igraph_layout_umap_compute_weights(graph, dist, &weights)) {
+      igraph_vector_destroy(&weights);
+      igraph_vector_destroy(dist); free(dist);
+      PyErr_NoMemory();
+      return NULL;
+  }
+  igraph_vector_destroy(dist); free(dist);
+
+  /* Convert output to Python list */
+  result_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_vector_destroy(&weights);
+  return (PyObject *) result_o;
+  
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Places the vertices of a bipartite graph according to a simple two-layer
  * Sugiyama layout.

From 0b03d1ea5df5b3dcc39aaa91c2fb54bb98d78290 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 20 Nov 2022 15:23:01 +1100
Subject: [PATCH 0939/1681] Typo in function call

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0c448bf2e..3d715c18b 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8150,7 +8150,7 @@ PyObject *igraphmodule_Graph_layout_umap(
  * \return the weights given that graph
  * \sa igraph_layout_umap_compute_weights
  */
-PyObject *igraphmodule_Graph_layout_umap(
+PyObject *igraphmodule_Graph_layout_umap_compute_weights(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] =
@@ -8183,7 +8183,7 @@ PyObject *igraphmodule_Graph_layout_umap(
   }
 
   /* Call the function */
-  if (igraph_layout_umap_compute_weights(graph, dist, &weights)) {
+  if (igraph_layout_umap_compute_weights(&self->g, dist, &weights)) {
       igraph_vector_destroy(&weights);
       igraph_vector_destroy(dist); free(dist);
       PyErr_NoMemory();

From 9fc467c75fa426cf4a6408c83e8eac95475763f8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 22 Nov 2022 10:00:19 +1100
Subject: [PATCH 0940/1681] Compiles locally

---
 src/_igraph/graphobject.c | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 3d715c18b..4216d52a3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8153,8 +8153,7 @@ PyObject *igraphmodule_Graph_layout_umap(
 PyObject *igraphmodule_Graph_layout_umap_compute_weights(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] =
-    { "dist", NULL };
+  static char *kwlist[] = { "dist", NULL };
   igraph_vector_t *dist = 0;
   igraph_vector_t weights;
   PyObject *dist_o = Py_None;
@@ -8174,6 +8173,7 @@ PyObject *igraphmodule_Graph_layout_umap_compute_weights(
       free(dist);
       return NULL;
     }
+  }
 
   /* Initialize weights */
   if (igraph_vector_init(&weights, 0)) {
@@ -8195,7 +8195,6 @@ PyObject *igraphmodule_Graph_layout_umap_compute_weights(
   result_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&weights);
   return (PyObject *) result_o;
-  
 }
 
 

From 25996e35caf326ee36884e68d4195e05534ce587 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 22 Nov 2022 10:24:35 +1100
Subject: [PATCH 0941/1681] Test for weight computation

---
 src/igraph/__init__.py |  2 +-
 tests/test_layouts.py  | 11 +++++++++++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index fa15e680d..2eeedc3e9 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -963,7 +963,7 @@ def __reduce__(self):
 for name in dir(Graph):
     if not name.startswith("layout_"):
         continue
-    if name in ("layout_auto", "layout_sugiyama"):
+    if name in ("layout_auto", "layout_sugiyama", "layout_umap_compute_weights"):
         continue
     setattr(Graph, name, _layout_method_wrapper(getattr(Graph, name)))
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index d0d936ac0..c6e0079bc 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -318,6 +318,17 @@ def testUMAP(self):
         lo_adj = g.layout_umap(dist=dist, epochs=1, seed=lo.coords)
         self.assertTrue(isinstance(lo_adj, Layout))
 
+    def testUMAPComputeWeights(self):
+        edges = [0, 1, 0, 2, 1, 2, 1, 3, 2, 3, 2, 0]
+        edges = list(zip(edges[::2], edges[1::2]))
+        dist = [1, 1.5, 1.8, 2.0, 3.4, 0.5]
+        # NOTE: you need a directed graph to make sense of the symmetryzation
+        g = Graph(edges, directed=True)
+        weights = g.layout_umap_compute_weights(dist)
+        self.assertEqual(
+            weights,
+            [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0])
+
     def testLGL(self):
         g = Graph.Barabasi(100)
         lo = g.layout("lgl")

From f5d82fc5da37e52b2e1d170c07fde81ca35a736a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 22 Nov 2022 12:54:42 +0100
Subject: [PATCH 0942/1681] style: replaced most usages of 0/1 with false/true
 for booleans

---
 src/_igraph/attributes.c      |  6 +--
 src/_igraph/common.h          |  2 +
 src/_igraph/convert.c         | 26 +++++------
 src/_igraph/dfsiter.c         |  2 +-
 src/_igraph/edgeseqobject.c   |  2 +-
 src/_igraph/graphobject.c     | 86 +++++++++++++++++------------------
 src/_igraph/igraphmodule.c    |  2 +-
 src/_igraph/indexing.c        | 28 ++++++------
 src/_igraph/pyhelpers.c       | 10 ++--
 src/_igraph/vertexobject.c    | 20 ++++----
 src/_igraph/vertexseqobject.c |  2 +-
 11 files changed, 95 insertions(+), 91 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index b5ba31af8..26bc5ee77 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -85,7 +85,7 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
     igraphmodule_i_attribute_struct *attrs, igraph_bool_t force) {
   Py_ssize_t n = 0;
   PyObject *name_list, *key, *value;
-  igraph_bool_t success = 0;
+  igraph_bool_t success = false;
 
   if (attrs->vertex_name_index && !force) {
     return 0;
@@ -102,7 +102,7 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
 
   name_list = PyDict_GetItemString(attrs->attrs[ATTRHASH_IDX_VERTEX], "name");
   if (name_list == 0) {
-    success = 1;
+    success = true;
     goto cleanup;
   }
 
@@ -143,7 +143,7 @@ int igraphmodule_i_attribute_struct_index_vertex_names(
     n--;
   }
 
-  success = 1;
+  success = true;
 
 cleanup:
   if (!success) {
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index 31a434353..388591035 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -23,6 +23,8 @@
 #ifndef PYTHON_COMMON_H
 #define PYTHON_COMMON_H
 
+#include <stdbool.h>
+
 #include "preamble.h"
 
 #ifdef RC_DEBUG
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 708a0493d..1405e989d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1038,7 +1038,7 @@ int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v, igraph
   it = PyObject_GetIter(list);
   if (it) {
     while ((item = PyIter_Next(it)) != 0) {
-      ok = 1;
+      ok = true;
 
       if (igraphmodule_PyObject_to_integer_t(item, &number)) {
         PyErr_SetString(PyExc_ValueError, "iterable must yield integers");
@@ -1144,7 +1144,7 @@ int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v)
   it = PyObject_GetIter(list);
   if (it) {
     while ((item = PyIter_Next(it)) != 0) {
-      ok = 1;
+      ok = true;
 
       if (igraphmodule_PyObject_to_real_t(item, &number)) {
         PyErr_SetString(PyExc_ValueError, "iterable must yield numbers");
@@ -1222,7 +1222,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
       while ((item = PyIter_Next(it)) != 0) {
         if (!PyNumber_Check(item)) {
           PyErr_SetString(PyExc_TypeError, "iterable must return numbers");
-          ok = 0;
+          ok = false;
         } else {
           ok = (igraphmodule_PyObject_to_integer_t(item, &value) == 0);
         }
@@ -1267,7 +1267,7 @@ int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v
     if (item) {
       if (!PyNumber_Check(item)) {
         PyErr_SetString(PyExc_TypeError, "sequence elements must be integers");
-        ok = 0;
+        ok = false;
       } else {
         ok = (igraphmodule_PyObject_to_integer_t(item, &value) == 0);
       }
@@ -1795,10 +1795,10 @@ int igraphmodule_PyObject_to_edgelist(
   }
 
   while ((item = PyIter_Next(it)) != 0) {
-    ok = 1;
+    ok = true;
     if (!PySequence_Check(item) || PySequence_Size(item) != 2) {
       PyErr_SetString(PyExc_TypeError, "iterable must return pairs of integers or strings");
-      ok = 0;
+      ok = false;
     } else {
       i1 = PySequence_GetItem(item, 0);
       i2 = i1 ? PySequence_GetItem(item, 1) : 0;
@@ -1813,11 +1813,11 @@ int igraphmodule_PyObject_to_edgelist(
     if (ok) {
       if (igraph_vector_int_push_back(v, idx1)) {
         igraphmodule_handle_igraph_error();
-        ok = 0;
+        ok = false;
       }
       if (ok && igraph_vector_int_push_back(v, idx2)) {
         igraphmodule_handle_igraph_error();
-        ok = 0;
+        ok = false;
       }
     }
 
@@ -3067,7 +3067,7 @@ int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t
   for (i = 0; i < n; i++) {
     PyObject *item = PyList_GetItem(v, i);
     char* ptr;
-    igraph_bool_t will_free = 0;
+    igraph_bool_t will_free = false;
 
     if (PyUnicode_Check(item)) {
       ptr = PyUnicode_CopyAsString(item);
@@ -3075,7 +3075,7 @@ int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t
         igraph_strvector_destroy(result);
         return 1;
       }
-      will_free = 1;
+      will_free = true;
     } else {
       o = PyObject_Str(item);
       if (o == 0) {
@@ -3088,7 +3088,7 @@ int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t
         igraph_strvector_destroy(result);
         return 1;
       }
-      will_free = 1;
+      will_free = true;
     }
 
     if (igraph_strvector_set(result, i, ptr)) {
@@ -3399,7 +3399,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
 
   /* The object can be converted into a single vertex ID */
   if (return_single)
-    *return_single = 1;
+    *return_single = true;
   if (single_vid)
     *single_vid = vid;
 
@@ -3610,7 +3610,7 @@ int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 
   /* The object can be converted into a single edge ID */
   if (return_single) {
-    *return_single = 1;
+    *return_single = true;
   }
 
   /*
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index b3dd00cc9..a01710daf 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -166,7 +166,7 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
   /* the design is to return the top of the stack and then proceed until
    * we have found an unvisited neighbor and push that on top */
   igraph_integer_t parent_out, dist_out, vid_out;
-  igraph_bool_t any = 0;
+  igraph_bool_t any = false;
 
   /* nothing on the stack, end of iterator */
   if (igraph_stack_int_empty(&self->stack)) {
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 7c8702a67..b22b641af 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -709,7 +709,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
     } else if (PyCallable_Check(item)) {
       /* Call the callable for every edge in the current sequence to
        * determine what's up */
-      igraph_bool_t was_excluded = 0;
+      igraph_bool_t was_excluded = false;
       igraph_vector_int_t v;
 
       if (igraph_vector_int_init(&v, 0)) {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f0a45b037..646caf835 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -200,7 +200,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   Py_ssize_t n = 0;
   igraph_vector_int_t edges_vector;
   igraph_integer_t vcount;
-  igraph_bool_t edges_vector_owned = 0;
+  igraph_bool_t edges_vector_owned = false;
   int retval = 0;
 
   self->destructor = NULL;
@@ -653,7 +653,7 @@ PyObject *igraphmodule_Graph_add_edges(igraphmodule_GraphObject * self,
 {
   PyObject *list;
   igraph_vector_int_t v;
-  igraph_bool_t v_owned = 0;
+  igraph_bool_t v_owned = false;
 
   if (!PyArg_ParseTuple(args, "O", &list))
     return NULL;
@@ -736,7 +736,7 @@ PyObject *igraphmodule_Graph_degree(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_vector_int_t res;
   igraph_vs_t vs;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "vertices", "mode", "loops", NULL };
 
@@ -788,7 +788,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
   PyObject *weights_o = Py_None;
   igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_integer_t no_of_nodes;
 
   static char *kwlist[] = { "vertices", "weights", NULL };
@@ -868,7 +868,7 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "vertices", "mode", "loops", "weights", NULL };
 
@@ -956,7 +956,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
   PyObject *loops = Py_False;
   igraph_integer_t res;
   igraph_vs_t vs;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "vertices", "mode", "loops", NULL };
 
@@ -993,7 +993,7 @@ PyObject *igraphmodule_Graph_is_loop(igraphmodule_GraphObject *self,
   PyObject *list = Py_None;
   igraph_vector_bool_t res;
   igraph_es_t es;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "edges", NULL };
 
@@ -1041,7 +1041,7 @@ PyObject *igraphmodule_Graph_is_multiple(igraphmodule_GraphObject *self,
   PyObject *list = Py_None;
   igraph_vector_bool_t res;
   igraph_es_t es;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "edges", NULL };
 
@@ -1089,7 +1089,7 @@ PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
   PyObject *list = Py_None;
   igraph_vector_bool_t res;
   igraph_es_t es;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   PyObject* loops_o = Py_True;
 
   static char *kwlist[] = { "edges", "loops", NULL };
@@ -1156,7 +1156,7 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
   PyObject *list = Py_None;
   igraph_vector_int_t res;
   igraph_es_t es;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   static char *kwlist[] = { "edges", NULL };
 
@@ -1494,7 +1494,7 @@ PyObject *igraphmodule_Graph_get_eids(igraphmodule_GraphObject * self,
   PyObject *error = Py_True;
   PyObject *result_o = NULL;
   igraph_vector_int_t pairs, res;
-  igraph_bool_t pairs_owned = 0;
+  igraph_bool_t pairs_owned = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
                                    &pairs_o, &directed, &error))
@@ -2078,7 +2078,7 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   igraph_t g;
   igraph_vector_bool_t types;
   igraph_vector_int_t edges;
-  igraph_bool_t edges_owned = 0;
+  igraph_bool_t edges_owned = false;
   PyObject *types_o, *edges_o, *directed = Py_False;
 
   static char *kwlist[] = { "types", "edges", "directed", NULL };
@@ -2157,7 +2157,7 @@ PyObject *igraphmodule_Graph_Degree_Sequence(PyTypeObject * type,
   igraph_t g;
   igraph_vector_int_t outseq, inseq;
   igraph_degseq_t meth = IGRAPH_DEGSEQ_CONFIGURATION;
-  igraph_bool_t has_inseq = 0;
+  igraph_bool_t has_inseq = false;
   PyObject *outdeg = NULL, *indeg = NULL, *method = NULL;
 
   static char *kwlist[] = { "out", "in_", "method", NULL };
@@ -3876,7 +3876,7 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   PyObject *weights_o = Py_None;
   PyObject *nobigint = Py_True;
   igraph_vector_t res, *weights = 0;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   /* nobigint is now unused but we kept here for sake of backwards compatibility */
@@ -3960,7 +3960,7 @@ PyObject *igraphmodule_Graph_bibcoupling(igraphmodule_GraphObject * self,
   PyObject *vobj = NULL, *list;
   igraph_matrix_t res;
   igraph_vs_t vs;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &vobj))
     return NULL;
@@ -4320,7 +4320,7 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
            *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
   igraph_vector_t res, *weights = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist, &vobj,
@@ -4400,7 +4400,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
            *mode_o = Py_None, *weights_o = Py_None, *normalized_o = Py_True;
   igraph_vector_t res, *weights = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist, &vobj,
@@ -4522,7 +4522,7 @@ PyObject *igraphmodule_Graph_constraint(igraphmodule_GraphObject * self,
   PyObject *vids_obj = Py_None, *weight_obj = Py_None, *list;
   igraph_vector_t res, weights;
   igraph_vs_t vids;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
 
   if (!PyArg_ParseTupleAndKeywords
       (args, kwds, "|OO", kwlist, &vids_obj, &weight_obj))
@@ -4579,7 +4579,7 @@ PyObject *igraphmodule_Graph_cocitation(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
   PyObject *vobj = NULL, *list = NULL;
   igraph_matrix_t res;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &vobj))
@@ -4718,7 +4718,7 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
   PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None;
   igraph_vector_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
@@ -5028,7 +5028,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
   igraph_vector_int_list_t veclist;
-  igraph_bool_t use_edges = 0;
+  igraph_bool_t use_edges = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!", kwlist, &from_o,
         &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
@@ -5169,7 +5169,7 @@ PyObject *igraphmodule_Graph_get_k_shortest_paths(
   igraph_integer_t k = 1;
   PyObject *list, *from_o, *to_o;
   PyObject *output_o = Py_None, *mode_o = Py_None, *weights_o = Py_None, *k_o = NULL;
-  igraph_bool_t use_edges = 0;
+  igraph_bool_t use_edges = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOOO", kwlist, &from_o,
         &to_o, &k_o, &weights_o, &mode_o, &output_o))
@@ -5476,7 +5476,7 @@ PyObject *igraphmodule_Graph_neighborhood(igraphmodule_GraphObject *self,
   PyObject *result_o;
   Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
   igraph_vector_int_list_t res;
 
@@ -5532,7 +5532,7 @@ PyObject *igraphmodule_Graph_neighborhood_size(igraphmodule_GraphObject *self,
   PyObject *result_o;
   Py_ssize_t order = 1, mindist = 0;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
   igraph_vector_int_t res;
 
@@ -5594,7 +5594,7 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   igraph_vector_t res;
   igraph_vector_t *reset = 0;
   igraph_vector_t weights;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs, reset_vs;
   igraph_pagerank_algo_t algo=IGRAPH_PAGERANK_ALGO_PRPACK;
   PyObject *algo_o = Py_None;
@@ -5822,7 +5822,7 @@ PyObject *igraphmodule_Graph_distances(
   igraph_matrix_t res;
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_bool_t return_single_from = 0, return_single_to = 0;
+  igraph_bool_t return_single_from = false, return_single_to = 0;
   igraph_error_t e = 0;
   igraph_vs_t from_vs, to_vs;
 
@@ -5931,7 +5931,7 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
     igraph_vs_t vs;
-    igraph_bool_t return_single = 0;
+    igraph_bool_t return_single = false;
 
     if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
       return NULL;
@@ -6017,7 +6017,7 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
     igraph_vs_t vs;
-    igraph_bool_t return_single = 0;
+    igraph_bool_t return_single = false;
 
     if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
       return NULL;
@@ -6088,7 +6088,7 @@ PyObject *igraphmodule_Graph_similarity_inverse_log_weighted(
   PyObject *vobj = NULL, *list = NULL, *mode_o = Py_None;
   igraph_matrix_t res;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
@@ -6367,7 +6367,7 @@ PyObject
   PyObject *weights_o = Py_None;
   igraph_vector_t res;
   igraph_vector_t *weights = 0;
-  igraph_bool_t return_single = 0;
+  igraph_bool_t return_single = false;
   igraph_vs_t vs;
   igraph_transitivity_mode_t mode = IGRAPH_TRANSITIVITY_NAN;
   igraph_error_t retval;
@@ -6528,7 +6528,7 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
                                           PyObject *args, PyObject *kwds) {
   PyObject *types_o, *return_types_o = Py_False;
   igraph_vector_bool_t types;
-  igraph_bool_t return_types = 0, res;
+  igraph_bool_t return_types = false, res;
 
   static char *kwlist[] = { "return_types", NULL };
 
@@ -7212,7 +7212,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     { "maxiter", "epsilon", "kkconst", "seed", "minx", "maxx",
       "miny", "maxy", "minz", "maxz", "dim", NULL };
   igraph_matrix_t m;
-  igraph_bool_t use_seed=0;
+  igraph_bool_t use_seed = false;
   igraph_error_t ret;
   Py_ssize_t niter = 1000, dim = 2;
   double kkconst, epsilon = 0.0;
@@ -7339,7 +7339,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       "weight_border", "weight_edge_lengths", "weight_edge_crossings",
       "weight_node_edge_dist", NULL };
   igraph_matrix_t m;
-  igraph_bool_t use_seed=0;
+  igraph_bool_t use_seed = false;
   Py_ssize_t maxiter = 10, fineiter = -1;
   double cool_fact=0.75;
   double weight_node_dist=1.0;
@@ -7428,7 +7428,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
   static char *kwlist[] =
     { "weights", "seed", "fixed", "options", "dim", NULL };
   igraph_matrix_t m;
-  igraph_bool_t use_seed=0;
+  igraph_bool_t use_seed = false;
   igraph_vector_t *weights=0;
   igraph_layout_drl_options_t options;
   PyObject *result_o;
@@ -7512,7 +7512,7 @@ PyObject
       "seed", "minx", "maxx", "miny", "maxy", "minz", "maxz", "dim",
       "grid", NULL };
   igraph_matrix_t m;
-  igraph_bool_t use_seed=0;
+  igraph_bool_t use_seed = false;
   igraph_vector_t *weights=0;
   igraph_vector_t *minx=0, *maxx=0;
   igraph_vector_t *miny=0, *maxy=0;
@@ -7658,7 +7658,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
   double node_charge = 0.001, node_mass = 30;
   double spring_constant = 1, max_sa_movement = 5, spring_length = 0;
   PyObject *result_o, *seed_o = Py_None;
-  igraph_bool_t use_seed=0;
+  igraph_bool_t use_seed = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|ndddddO", kwlist,
                                    &niter, &node_charge, &node_mass,
@@ -8042,7 +8042,7 @@ PyObject *igraphmodule_Graph_layout_umap(
   PyObject *dist_o = Py_None;
   PyObject *seed_o = Py_None;
   PyObject *result_o;
-  igraph_bool_t use_seed = 0;
+  igraph_bool_t use_seed = false;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OnOdn", kwlist, &dist_o,
                                    &dim, &seed_o, &min_dist, &epochs))
@@ -9235,7 +9235,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t res = 0;
+  igraph_bool_t res = false;
   PyObject *o = Py_None;
   igraphmodule_GraphObject *other;
   static char *kwlist[] = { "other", NULL };
@@ -9266,7 +9266,7 @@ PyObject *igraphmodule_Graph_isomorphic(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_isomorphic_bliss(igraphmodule_GraphObject * self,
                                               PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t res = 0;
+  igraph_bool_t res = false;
   PyObject *o=Py_None, *return1=Py_False, *return2=Py_False;
   PyObject *sho1=Py_None, *sho2=Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
@@ -9457,7 +9457,7 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
 PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
                                             PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t res = 0;
+  igraph_bool_t res = false;
   PyObject *o=Py_None, *return1=Py_False, *return2=Py_False;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -9794,7 +9794,7 @@ PyObject *igraphmodule_Graph_get_isomorphisms_vf2(igraphmodule_GraphObject *self
 PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t res = 0;
+  igraph_bool_t res = false;
   PyObject *o, *return1=Py_False, *return2=Py_False;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -10122,7 +10122,7 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_vf2(igraphmodule_GraphObject *s
 PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
                                         PyObject * args, PyObject * kwds)
 {
-  igraph_bool_t res = 0;
+  igraph_bool_t res = false;
   PyObject *o, *return_mapping=Py_False, *domains_o=Py_None, *induced=Py_False;
   float time_limit = 0;
   igraphmodule_GraphObject *other;
@@ -12510,7 +12510,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   double beta = 0.01;
   igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
   igraph_vector_int_t *membership = NULL;
-  igraph_bool_t start = 1;
+  igraph_bool_t start = true;
   igraph_integer_t nb_clusters = 0;
   igraph_real_t quality = 0.0;
 
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index bcabc487f..2ba4554fb 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -117,7 +117,7 @@ help(igraph.Graph)
 /**
  * Whether the module was initialized already
  */
-static igraph_bool_t igraphmodule_initialized = 0;
+static igraph_bool_t igraphmodule_initialized = false;
 
 /**
  * Module-specific global variables
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 7dedd2677..6f37b1cae 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -269,7 +269,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
   PyObject *iter = 0, *item;
   igraph_vit_t vit;
   igraph_integer_t v, v1, v2, eid;
-  igraph_bool_t deleting, ok = 1;
+  igraph_bool_t deleting, ok = true;
 
   /* Check whether new_value is an iterable (and not a string). If not,
    * every assignment will use the same value (that is, new_value) */
@@ -313,7 +313,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
           if (igraph_vector_int_push_back(&data->to_delete, eid)) {
             igraphmodule_handle_igraph_error();
             igraph_vector_int_clear(&data->to_delete);
-            ok = 0;
+            ok = false;
             break;
           }
         }
@@ -324,7 +324,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
               igraph_vector_int_push_back(&data->to_add, v2)) {
             igraphmodule_handle_igraph_error();
             igraph_vector_int_clear(&data->to_add);
-            ok = 0;
+            ok = false;
             break;
           }
           if (values != 0) {
@@ -332,7 +332,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
             if (PyList_Append(data->to_add_values, new_value)) {
               Py_DECREF(new_value);
               igraph_vector_int_clear(&data->to_add);
-              ok = 0;
+              ok = false;
               break;
             }
           }
@@ -375,7 +375,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
           if (igraph_vector_int_push_back(&data->to_delete, eid)) {
             igraphmodule_handle_igraph_error();
             igraph_vector_int_clear(&data->to_delete);
-            ok = 0;
+            ok = false;
             break;
           }
         }
@@ -386,7 +386,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
               igraph_vector_int_push_back(&data->to_add, v2)) {
             igraphmodule_handle_igraph_error();
             igraph_vector_int_clear(&data->to_add);
-            ok = 0;
+            ok = false;
             break;
           }
           if (values != 0) {
@@ -394,7 +394,7 @@ static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
             if (PyList_Append(data->to_add_values, new_value)) {
               Py_DECREF(new_value);
               igraph_vector_int_clear(&data->to_add);
-              ok = 0;
+              ok = false;
               break;
             }
           }
@@ -424,7 +424,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
   igraph_vs_t vs1, vs2;
   igraph_vit_t vit;
   igraph_integer_t vid1 = -1, vid2 = -1, eid = -1;
-  igraph_bool_t ok = 1;
+  igraph_bool_t ok = true;
   igraphmodule_i_Graph_adjmatrix_set_index_data_t data;
   char* attr;
 
@@ -451,7 +451,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
         /* Deleting the edge between vid1 and vid2 if it is there */
         if (igraph_delete_edges(graph, igraph_ess_1(eid))) {
           igraphmodule_handle_igraph_error();
-          ok = 0;
+          ok = false;
         }
       }
     } else {
@@ -460,7 +460,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
         eid = igraph_ecount(graph);
         if (igraph_add_edge(graph, vid1, vid2)) {
           igraphmodule_handle_igraph_error();
-          ok = 0;
+          ok = false;
         }
       }
       if (ok && values != 0) {
@@ -492,13 +492,13 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
       /* Complete submatrix */
       if (igraph_vit_create(graph, vs1, &vit)) {
         igraphmodule_handle_igraph_error();
-        ok = 0;
+        ok = false;
       } else {
         while (!IGRAPH_VIT_END(vit)) {
           vid1 = IGRAPH_VIT_GET(vit);
           if (igraphmodule_i_Graph_adjmatrix_set_index_row(
                 graph, vid1, &vs2, IGRAPH_OUT, values, new_value, &data) == 0) {
-            ok = 0;
+            ok = false;
             break;
           }
           IGRAPH_VIT_NEXT(vit);
@@ -511,7 +511,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
       /* Second phase: do the deletions in one batch */
       if (igraph_delete_edges(graph, igraph_ess_vector(&data.to_delete))) {
         igraphmodule_handle_igraph_error();
-        ok = 0;
+        ok = false;
       }
     }
 
@@ -526,7 +526,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
           if (PyList_Size(values) != igraph_ecount(graph)) {
             PyErr_SetString(PyExc_ValueError, "hmmm, attribute value list "
                 "length mismatch, this is most likely a bug.");
-            ok = 0;
+            ok = false;
           }
         }
       }
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 98bd09e40..05bdcef53 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -23,6 +23,8 @@
 
 #include "pyhelpers.h"
 
+#include <stdbool.h>
+
 #ifdef PY_IGRAPH_PROVIDES_PY_NONE
 PyObject* Py_None;
 #endif
@@ -239,8 +241,8 @@ long igraphmodule_Py_HashPointer(void *p) {
  * in PyPy as part of the limited API.
  */
 int igraphmodule_helpers_init() {
-  static int called = 0;
-  int success = 0;
+  static bool called = false;
+  bool success = false;
 
   if (called) {
     PyErr_SetString(PyExc_RuntimeError, "igraphmodule_helpers_init() called twice");
@@ -268,8 +270,8 @@ int igraphmodule_helpers_init() {
   }
 #endif
 
-  called = 1;
-  success = 1;
+  called = true;
+  success = true;
 
 #if defined(PY_IGRAPH_PROVIDES_PY_NONE) || defined(PY_IGRAPH_PROVIDES_BOOL_CONSTANTS)
 cleanup:
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 03c3dc0f0..67cba83bc 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -329,7 +329,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
   PyObject** pObj;
   PyObject *key, *value, *it, *item, *keys;
 
-  igraph_bool_t ok = 1;
+  igraph_bool_t ok = true;
 
   if (!PyArg_ParseTuple(args, "|O", &items[0]))
     return NULL;
@@ -350,17 +350,17 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
       /* Object has a "keys" method, so we iterate over the keys */
       keys = PyObject_CallObject(keys_func, 0);
       if (keys == 0) {
-        ok = 0;
+        ok = false;
       } else {
         /* Iterate over the keys */
         it = PyObject_GetIter(keys);
         if (it == 0) {
-          ok = 0;
+          ok = false;
         } else {
           while (ok && ((key = PyIter_Next(it)) != 0)) {
             value = PyObject_GetItem(obj, key);
             if (value == 0) {
-              ok = 0;
+              ok = false;
             } else {
               PyObject_SetItem((PyObject*)self, key, value);
               Py_DECREF(value);
@@ -369,7 +369,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
           }
           Py_DECREF(it);
           if (PyErr_Occurred())
-            ok = 0;
+            ok = false;
         }
         Py_DECREF(keys);
       }
@@ -378,20 +378,20 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
        * yields tuples when treated as an iterator */
       it = PyObject_GetIter(obj);
       if (!it) {
-        ok = 0;
+        ok = false;
       } else {
         while (ok && ((item = PyIter_Next(it)) != 0)) {
           if (!PySequence_Check(item) || PyBaseString_Check(item)) {
             PyErr_SetString(PyExc_TypeError, "cannot convert update sequence element to a sequence");
-            ok = 0;
+            ok = false;
           } else {
             key = PySequence_GetItem(item, 0);
             if (key == 0) {
-              ok = 0;
+              ok = false;
             } else {
               value = PySequence_GetItem(item, 1);
               if (value == 0) {
-                ok = 0;
+                ok = false;
               } else {
                 PyObject_SetItem((PyObject*)self, key, value);
                 Py_DECREF(value);
@@ -403,7 +403,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
         }
         Py_DECREF(it);
         if (PyErr_Occurred())
-          ok = 0;
+          ok = false;
       }
     }
 
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 643077076..573c66280 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -710,7 +710,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
     } else if (PyCallable_Check(item)) {
       /* Call the callable for every vertex in the current sequence to
        * determine what's up */
-      igraph_bool_t was_excluded = 0;
+      igraph_bool_t was_excluded = false;
       igraph_vector_int_t v;
 
       if (igraph_vector_int_init(&v, 0)) {

From 81a4fc9a53c643bf77a323b0c63a45fab8fa5674 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 22 Nov 2022 19:05:12 +0100
Subject: [PATCH 0943/1681] doc: remove incorrect claim about 1-damping being
 the PageRank of dangling nodes, closes #614

---
 src/_igraph/graphobject.c | 2 --
 src/igraph/structural.py  | 3 +--
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 646caf835..a5b903bbb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14590,8 +14590,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  C{None} means all of the vertices.\n"
    "@param directed: whether to consider directed paths.\n"
    "@param damping: the damping factor.\n"
-   "  M{1-damping} is the PageRank value for vertices with no\n"
-   "  incoming links.\n"
    "@param reset: the distribution over the vertices to be used when resetting\n"
    "  the random walk. Can be a sequence, an iterable or a vertex attribute\n"
    "  name as long as they return a list of floats whose length is equal to\n"
diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index 2aa0283ab..870329bc1 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -51,8 +51,7 @@ def _pagerank(
     @param vertices: the indices of the vertices being queried.
       C{None} means all of the vertices.
     @param directed: whether to consider directed paths.
-    @param damping: the damping factor. M{1-damping} is the PageRank value
-      for nodes with no incoming links. It is also the probability of
+    @param damping: the damping factor. It is also the probability of
       resetting the random walk to a uniform distribution in each step.
     @param weights: edge weights to be used. Can be a sequence or iterable
       or even an edge attribute name.

From 6a6e82c6a0d80f1c7f4f2c1a4967aa79612f254b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 22 Nov 2022 22:17:02 +0100
Subject: [PATCH 0944/1681] docs: fix description of damping for PageRank

---
 src/igraph/structural.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index 870329bc1..e5b78ddf0 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -51,7 +51,7 @@ def _pagerank(
     @param vertices: the indices of the vertices being queried.
       C{None} means all of the vertices.
     @param directed: whether to consider directed paths.
-    @param damping: the damping factor. It is also the probability of
+    @param damping: the damping factor. M{1-damping} is the probability of
       resetting the random walk to a uniform distribution in each step.
     @param weights: edge weights to be used. Can be a sequence or iterable
       or even an edge attribute name.

From 7b37dbff6ae3edd427b291a4563713dfa70c25e8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 23 Nov 2022 15:21:10 +1100
Subject: [PATCH 0945/1681] Move umap compute weights to separate global
 function

---
 src/_igraph/graphobject.c  | 91 ++------------------------------------
 src/_igraph/igraphmodule.c | 88 ++++++++++++++++++++++++++++++++++++
 src/igraph/__init__.py     |  3 +-
 tests/test_layouts.py      |  3 +-
 4 files changed, 96 insertions(+), 89 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b6405b340..f452bd137 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8145,58 +8145,6 @@ PyObject *igraphmodule_Graph_layout_umap(
   return (PyObject *) result_o;
 }
 
-/** \ingroup python_interface_graph
- * \brief Compute weights for Uniform Manifold Approximation and Projection (UMAP)
- * \return the weights given that graph
- * \sa igraph_layout_umap_compute_weights
- */
-PyObject *igraphmodule_Graph_layout_umap_compute_weights(
-    igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
-{
-  static char *kwlist[] = { "dist", NULL };
-  igraph_vector_t *dist = 0;
-  igraph_vector_t weights;
-  PyObject *dist_o = Py_None;
-  PyObject *result_o;
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &dist_o))
-    return NULL;
-
-  /* Initialize distances */
-  if (dist_o != Py_None) {
-    dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
-    if (!dist) {
-      PyErr_NoMemory();
-      return NULL;
-    }
-    if (igraphmodule_PyObject_to_vector_t(dist_o, dist, 0)) {
-      free(dist);
-      return NULL;
-    }
-  }
-
-  /* Initialize weights */
-  if (igraph_vector_init(&weights, 0)) {
-      igraph_vector_destroy(dist); free(dist);
-      PyErr_NoMemory();
-      return NULL;
-  }
-
-  /* Call the function */
-  if (igraph_layout_umap_compute_weights(&self->g, dist, &weights)) {
-      igraph_vector_destroy(&weights);
-      igraph_vector_destroy(dist); free(dist);
-      PyErr_NoMemory();
-      return NULL;
-  }
-  igraph_vector_destroy(dist); free(dist);
-
-  /* Convert output to Python list */
-  result_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
-  igraph_vector_destroy(&weights);
-  return (PyObject *) result_o;
-}
-
 
 /** \ingroup python_interface_graph
  * \brief Places the vertices of a bipartite graph according to a simple two-layer
@@ -15691,37 +15639,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Internal function, undocumented.\n\n"
    "@see: Graph.layout_sugiyama()\n\n"},
 
-  /* interface to igraph_layout_umap_compute_weights */
-  {"layout_umap_compute_weights",
-   (PyCFunction) igraphmodule_Graph_layout_umap_compute_weights,
-   METH_VARARGS | METH_KEYWORDS,
-   "layout_umap_compute_weights(dist)\n"
-   "--\n\n"
-   "@param dist: distances associated with the graph edges.\n"
-   "@return: Symmetrized weights associated with each edge. If the distance\n"
-   "  graph has both directed edges between a pair of vertices, one of the\n"
-   "  returned weights will be set to zero.\n\n"
-   "Compute undirected UMAP weights from directed distance graph.\n\n"
-   "UMAP is a layout algorithm that usually takes as input a directed\n"
-   "distance graph, e.g. a k nearest neighbor graph based on Euclidean\n"
-   "distance between points in a vector space. The graph is directed\n"
-   "because vertex v1 might consider vertex v2 a close neighbor, but v2\n"
-   "itself might have many neighbors that are closer than v1.\n"
-   "This function computes the symmetrized weights from the distance graph\n"
-   "using union as the symmetry operator. In simple terms, if either vertex\n"
-   "considers the other a close neighbor, they will be treated as close\n"
-   "neighbors.\n\n"
-   "This function can be used as a separate preprocessing step to\n"
-   "Graph.layout_umap(). For efficiency reasons, the returned weights have the\n"
-   "same length as the input distances, however because of the symmetryzation\n"
-   "some information is lost. Therefore, the weight of one of the edges is set\n"
-   "to zero whenever edges in opposite directions are found in the input\n"
-   "distance graph. You can pipe the output of this function directly into\n"
-   "Graph.layout_umap() as follows:\n"
-   "C{weights = graph.layout_umap_compute_weights(dist)}\n"
-   "C{layout = graph.layout_umap(weights=weights)}\n\n"
-   "@see: Graph.layout_umap()\n\n"},
-
   /* interface to igraph_layout_umap */
   {"layout_umap",
    (PyCFunction) igraphmodule_Graph_layout_umap,
@@ -15738,7 +15655,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: precomputed edge weights if you have them, as an alternative\n"
    "  to setting the C{dist} argument. Zero weights will be ignored if this\n"
    "  argument is set, e.g. if you computed the weights via\n"
-   "  Graph.layout_umap_compute_weights().\n"
+   "  igraph.layout_umap_compute_weights().\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
    "@param seed: if C{None}, uses a random starting layout for the\n"
@@ -15756,13 +15673,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "if weights are precomputed, the graph will be treated as undirected. A special\n"
    "case is when the graph is directed but the precomputed weights are symmetrized\n"
    "in a way only one of each pair of opposite edges has nonzero weight, e.g. as\n"
-   "computed by Graph.layout_umap_compute_weights(). For example:\n"
-   "C{weights = graph.layout_umap_compute_weights(dist)}\n"
+   "computed by igraph.layout_umap_compute_weights(). For example:\n"
+   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@newfield ref: Reference\n"
    "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
    "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
-   "@see: Graph.layout_umap_compute_weights()\n\n"},
+   "@see: igraph.layout_umap_compute_weights()\n\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 2ba4554fb..21d5cb3bd 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -639,6 +639,64 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   return Py_BuildValue("nn", (Py_ssize_t)distance12, (Py_ssize_t)distance21);
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Compute weights for Uniform Manifold Approximation and Projection (UMAP)
+ * \return the weights given that graph
+ * \sa igraph_umap_compute_weights
+ */
+PyObject *igraphmodule_umap_compute_weights(
+    PyObject *self, PyObject * args, PyObject * kwds)
+{
+  static char *kwlist[] = { "graph", "dist", NULL };
+  igraph_vector_t *dist = 0;
+  igraph_vector_t weights;
+  PyObject *dist_o = Py_None, *graph_o = Py_None;
+  PyObject *result_o;
+  igraphmodule_GraphObject * graph;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &dist_o))
+    return NULL;
+
+  /* Initialize distances */
+  if (dist_o != Py_None) {
+    dist = (igraph_vector_t*)malloc(sizeof(igraph_vector_t));
+    if (!dist) {
+      PyErr_NoMemory();
+      return NULL;
+    }
+    if (igraphmodule_PyObject_to_vector_t(dist_o, dist, 0)) {
+      free(dist);
+      return NULL;
+    }
+  }
+
+  /* Extract graph from Python object */
+  graph = (igraphmodule_GraphObject*)graph_o;
+
+  /* Initialize weights */
+  if (igraph_vector_init(&weights, 0)) {
+      igraph_vector_destroy(dist); free(dist);
+      PyErr_NoMemory();
+      return NULL;
+  }
+
+  /* Call the function */
+  if (igraph_layout_umap_compute_weights(&graph->g, dist, &weights)) {
+      igraph_vector_destroy(&weights);
+      igraph_vector_destroy(dist); free(dist);
+      PyErr_NoMemory();
+      return NULL;
+  }
+  igraph_vector_destroy(dist); free(dist);
+
+  /* Convert output to Python list */
+  result_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_vector_destroy(&weights);
+  return (PyObject *) result_o;
+}
+
+
 #define LOCALE_CAPSULE_TYPE "igraph._igraph.locale_capsule"
 
 void igraphmodule__destroy_locale_capsule(PyObject *capsule) {
@@ -766,6 +824,36 @@ static PyMethodDef igraphmodule_methods[] =
     "@return: C{True} if there exists some simple graph that can realize the given\n"
     "  degree sequence, C{False} otherwise.\n"
   },
+  {"umap_compute_weights", (PyCFunction)igraphmodule_umap_compute_weights,
+   METH_VARARGS | METH_KEYWORDS,
+   "layout_umap_compute_weights(graph, dist)\n"
+   "--\n\n"
+   "@param graph: directed graph to compute weights for.\n"
+   "@param dist: distances associated with the graph edges.\n"
+   "@return: Symmetrized weights associated with each edge. If the distance\n"
+   "  graph has both directed edges between a pair of vertices, one of the\n"
+   "  returned weights will be set to zero.\n\n"
+   "Compute undirected UMAP weights from directed distance graph.\n\n"
+   "UMAP is a layout algorithm that usually takes as input a directed\n"
+   "distance graph, e.g. a k nearest neighbor graph based on Euclidean\n"
+   "distance between points in a vector space. The graph is directed\n"
+   "because vertex v1 might consider vertex v2 a close neighbor, but v2\n"
+   "itself might have many neighbors that are closer than v1.\n"
+   "This function computes the symmetrized weights from the distance graph\n"
+   "using union as the symmetry operator. In simple terms, if either vertex\n"
+   "considers the other a close neighbor, they will be treated as close\n"
+   "neighbors.\n\n"
+   "This function can be used as a separate preprocessing step to\n"
+   "Graph.layout_umap(). For efficiency reasons, the returned weights have the\n"
+   "same length as the input distances, however because of the symmetryzation\n"
+   "some information is lost. Therefore, the weight of one of the edges is set\n"
+   "to zero whenever edges in opposite directions are found in the input\n"
+   "distance graph. You can pipe the output of this function directly into\n"
+   "Graph.layout_umap() as follows:\n"
+   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
+   "C{layout = graph.layout_umap(weights=weights)}\n\n"
+   "@see: Graph.layout_umap()\n"
+  },
   {"set_progress_handler", igraphmodule_set_progress_handler, METH_O,
       "set_progress_handler(handler)\n--\n\n"
       "Sets the handler to be called when igraph is performing a long operation.\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 2eeedc3e9..a518843f6 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -71,6 +71,7 @@
     set_progress_handler,
     set_random_number_generator,
     set_status_handler,
+    umap_compute_weights,
     __igraph_version__,
 )
 from igraph.adjacency import (
@@ -963,7 +964,7 @@ def __reduce__(self):
 for name in dir(Graph):
     if not name.startswith("layout_"):
         continue
-    if name in ("layout_auto", "layout_sugiyama", "layout_umap_compute_weights"):
+    if name in ("layout_auto", "layout_sugiyama"):
         continue
     setattr(Graph, name, _layout_method_wrapper(getattr(Graph, name)))
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index c6e0079bc..3f8910bce 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -1,6 +1,7 @@
 import unittest
 from math import hypot
 from igraph import Graph, Layout, BoundingBox, InternalError
+from igraph import umap_compute_weights
 
 
 class LayoutTests(unittest.TestCase):
@@ -324,7 +325,7 @@ def testUMAPComputeWeights(self):
         dist = [1, 1.5, 1.8, 2.0, 3.4, 0.5]
         # NOTE: you need a directed graph to make sense of the symmetryzation
         g = Graph(edges, directed=True)
-        weights = g.layout_umap_compute_weights(dist)
+        weights = umap_compute_weights(g, dist)
         self.assertEqual(
             weights,
             [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0])

From cb1b4e29ef8d0a95ef75f01db0d82181aa9f0f7e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 23 Nov 2022 10:06:08 +0100
Subject: [PATCH 0946/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 857a5b7c0..4584cfd5e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 857a5b7c03bde9801f1dbbec492c0ce6d92e0845
+Subproject commit 4584cfd5e43912e4bffb34f736d969f6cd68b18d

From 2113731e5b3cbaaafb27f932e642ead96f6d34ca Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 24 Nov 2022 12:13:41 +1100
Subject: [PATCH 0947/1681] Changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index df018e649..95165e219 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,16 @@
 
 ## [Unreleased]
 
+### Changed
+
+- UMAP layout now exposes the computation of the symmetrized edge weights via
+  `umap_compute_weights()`. The layout function, `Graph.layout_umap()`, can
+  now be called either on a directed graph with edge distances, or on an
+  undirected graph with edge weights, typically computed via
+  `umap_compute_weights()` or precomputed by the user. Moreover, the
+  `sampling_prob` argument was faulty and has been removed. See PR
+  [#613](https://github.com/igraph/python-igraph/pull/613) for details.
+
 ### Fixed
 
 - `Graph.Data_Frame()` now handles the `Int64` data type from `pandas`, thanks

From a45988f0e751da68ca6ebd2aa44915320e02892d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 25 Nov 2022 09:44:46 +0100
Subject: [PATCH 0948/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4584cfd5e..b4771e733 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4584cfd5e43912e4bffb34f736d969f6cd68b18d
+Subproject commit b4771e733d8f23648c859a7c487d705a41fbd3c2

From 9ce085a7d111b19aadda20b88af6809dce49737a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 25 Nov 2022 22:50:53 +0100
Subject: [PATCH 0949/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b4771e733..b58dc67f7 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b4771e733d8f23648c859a7c487d705a41fbd3c2
+Subproject commit b58dc67f71458f5cb273e8ab58526be35de426e3

From bd6d3dc11f52f6254839b7aca6e394799f9c107e Mon Sep 17 00:00:00 2001
From: Adriankhl <dlshcbmuipmam@hotmail.com>
Date: Fri, 25 Nov 2022 20:39:12 +0100
Subject: [PATCH 0950/1681] fix: Graph.DataFrame() can now process dataframe
 with non-comparable data types

---
 src/igraph/io/objects.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index b731783fb..6cc550a24 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -459,7 +459,7 @@ def _construct_graph_from_dataframe(
 
         # Bring DataFrame(s) into same format as with 'use_vids=True'
         if vertices is None:
-            vertices = pd.DataFrame({"name": np.unique(edges.values[:, :2])})
+            vertices = pd.DataFrame({"name": pd.unique(edges.values[:, :2].ravel())})
 
         if vertices.iloc[:, 0].isna().any():
             warn(

From ccf4984313d17d9924e9c8f92d3cdbe18c997b53 Mon Sep 17 00:00:00 2001
From: Adriankhl <dlshcbmuipmam@hotmail.com>
Date: Fri, 25 Nov 2022 20:51:45 +0100
Subject: [PATCH 0951/1681] test: add a test for graph generation from pandas
 dataframe with both number and string data

---
 tests/test_generators.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tests/test_generators.py b/tests/test_generators.py
index d9bdc4ed3..26c8cae61 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -522,6 +522,11 @@ def testDataFrame(self):
         g = Graph.DataFrame(edges)
         self.assertTrue(g.vcount() == 3)
 
+        # dataframe with both int data and str data
+        edges = pd.DataFrame({"source": [1, 2, 2], "target": ["A", "B", "A"]})
+        g = Graph.DataFrame(edges, use_vids=False)
+        self.assertTrue(g.vs["name"] == [1, "A", 2, "B"])
+
         # Invalid input
         with self.assertRaisesRegex(ValueError, "two columns"):
             edges = pd.DataFrame({"source": [1, 2, 3]})

From afae3a847f7a0b41d7dc8784e2b33b14cabc6aa8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 1 Dec 2022 19:35:38 +0100
Subject: [PATCH 0952/1681] fix: fix a bug in VertexDendrogram.optimal_count()

---
 src/igraph/clustering.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b9859ae29..f2a7cef0e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -848,13 +848,17 @@ def optimal_count(self):
             return self._optimal_count
 
         n = self._graph.vcount()
-        max_q, optimal_count = 0, 1
-        for step in range(min(n - 1, len(self._merges))):
+        if n == 0:
+            return 0
+
+        max_q, optimal_count = 0, n - len(self._merges)
+        for step in range(min(n - 1, len(self._merges) + 1)):
             membs = community_to_membership(self._merges, n, step)
             q = self._graph.modularity(membs, **self._modularity_params)
             if q > max_q:
                 optimal_count = n - step
                 max_q = q
+
         self._optimal_count = optimal_count
         return optimal_count
 

From 00bc09ab15bd8992cbb4ccfc82450d26e7811ed7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 1 Dec 2022 19:48:36 +0100
Subject: [PATCH 0953/1681] fix: VertexClustering now handles partial
 dendrograms correctly, fixes #17 and #616

---
 CHANGELOG.md            |  2 ++
 src/igraph/community.py | 46 ++++++++++++++++++++---------------------
 2 files changed, 25 insertions(+), 23 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 95165e219..9ec077c67 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -20,6 +20,8 @@
 
 - `Graph.layout_lgl()` `root` argument is now optional (as it should have been).
 
+- The `VertexClustering` class now handles partial dendrograms correctly.
+
 ## [0.10.2] - 2022-10-14
 
 ### Added
diff --git a/src/igraph/community.py b/src/igraph/community.py
index a7628a358..19d1f15b5 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -1,8 +1,8 @@
 from igraph._igraph import GraphBase
 from igraph.clustering import VertexDendrogram, VertexClustering
-from igraph.utils import (
-    safemax,
-)
+from igraph.utils import safemax
+
+from typing import List, Sequence, Tuple
 
 
 def _community_fastgreedy(graph, weights=None):
@@ -24,16 +24,7 @@ def _community_fastgreedy(graph, weights=None):
       in very large networks. Phys Rev E 70, 066111 (2004).
     """
     merges, qs = GraphBase.community_fastgreedy(graph, weights)
-
-    # qs may be shorter than |V|-1 if we are left with a few separated
-    # communities in the end; take this into account
-    diff = graph.vcount() - len(qs)
-    qs.reverse()
-    if qs:
-        optimal_count = qs.index(max(qs)) + diff + 1
-    else:
-        optimal_count = diff
-
+    optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
         graph, merges, optimal_count, modularity_params=dict(weights=weights)
     )
@@ -286,7 +277,7 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     @param clusters: the number of clusters we would like to see. This
       practically defines the "level" where we "cut" the dendrogram to
       get the membership vector of the vertices. If C{None}, the dendrogram
-      is cut at the level which maximizes the modularity when the graph is
+      is cut at the level that maximizes the modularity when the graph is
       unweighted; otherwise the dendrogram is cut at at a single cluster
       (because cluster count selection based on modularities does not make
       sense for this method if not all the weights are equal).
@@ -298,13 +289,12 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
       modularity or at the desired number of clusters.
     """
     merges, qs = GraphBase.community_edge_betweenness(graph, directed, weights)
-    if qs is not None:
-        qs.reverse()
     if clusters is None:
-        if qs:
-            clusters = qs.index(max(qs)) + 1
+        if qs is not None:
+            clusters = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
         else:
             clusters = 1
+
     return VertexDendrogram(
         graph, merges, clusters, modularity_params=dict(weights=weights)
     )
@@ -385,11 +375,7 @@ def _community_walktrap(graph, weights=None, steps=4):
       networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
     """
     merges, qs = GraphBase.community_walktrap(graph, weights, steps)
-    qs.reverse()
-    if qs:
-        optimal_count = qs.index(max(qs)) + 1
-    else:
-        optimal_count = 1
+    optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
         graph, merges, optimal_count, modularity_params=dict(weights=weights)
     )
@@ -537,3 +523,17 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
         return GraphBase.modularity(self, membership.membership, weights)
     else:
         return GraphBase.modularity(self, membership, weights)
+
+
+def _optimal_cluster_count_from_merges_and_modularity(
+    graph, merges: Sequence[Tuple[int, int]], qs: List[float]
+) -> float:
+    """Helper function to find the optimal cluster count for a hierarchical
+    clustering of a graph, given the merge matrix and the list of modularity
+    values after each merge.
+
+    Reverses the modularity vector as a side effect.
+    """
+    no_of_comps = graph.vcount() - len(merges)
+    qs.reverse()
+    return qs.index(max(qs)) + no_of_comps

From fbc54d0bfb10b819537f8b20b7e2df5107ec2e8e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Dec 2022 14:06:14 +0100
Subject: [PATCH 0954/1681] refactor: moved deprecated() to igraph.utils

---
 src/igraph/__init__.py   | 9 +--------
 src/igraph/clustering.py | 3 +--
 src/igraph/structural.py | 3 +--
 src/igraph/utils.py      | 8 ++++++++
 4 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a518843f6..f7fbf2999 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -259,6 +259,7 @@
 )
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
+    deprecated,
     numpy_to_contiguous_memoryview,
     rescale,
 )
@@ -267,14 +268,6 @@
 import os
 import sys
 
-from warnings import warn
-
-
-def deprecated(message):
-    """Prints a warning message related to the deprecation of some igraph
-    feature."""
-    warn(message, DeprecationWarning, stacklevel=3)
-
 
 class Graph(GraphBase):
     """Generic graph.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index f2a7cef0e..d54d684f5 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -14,6 +14,7 @@
 from igraph.drawing.matplotlib.dendrogram import MatplotlibDendrogramDrawer
 from igraph.statistics import Histogram
 from igraph.summary import _get_wrapper_for_width
+from igraph.utils import deprecated
 
 
 class Clustering:
@@ -1599,7 +1600,5 @@ def _connected_components(graph, mode="strong"):
 
 def _clusters(graph, mode="strong"):
     """Deprecated alias to L{Graph.connected_components()}."""
-    from igraph import deprecated
-
     deprecated("Graph.clusters() is deprecated; use Graph.connected_components() instead")
     return graph.connected_components(mode=mode)
diff --git a/src/igraph/structural.py b/src/igraph/structural.py
index e5b78ddf0..9f8014271 100644
--- a/src/igraph/structural.py
+++ b/src/igraph/structural.py
@@ -4,6 +4,7 @@
     arpack_options as default_arpack_options,
 )
 from igraph.statistics import Histogram
+from igraph.utils import deprecated
 
 
 def _indegree(graph, *args, **kwds):
@@ -84,7 +85,5 @@ def _pagerank(
 
 def _shortest_paths(graph, *args, **kwds):
     """Deprecated alias to L{Graph.distances()}."""
-    from igraph import deprecated
-
     deprecated("Graph.shortest_paths() is deprecated; use Graph.distances() instead")
     return graph.distances(*args, **kwds)
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 48f226774..f4f1f7573 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -6,12 +6,14 @@
 
 from collections.abc import MutableMapping
 from itertools import chain
+from warnings import warn
 
 import os
 import tempfile
 
 __all__ = (
     "dbl_epsilon",
+    "deprecated",
     "multidict",
     "named_temporary_file",
     "numpy_to_contiguous_memoryview",
@@ -23,6 +25,12 @@
 __docformat__ = "restructuredtext en"
 
 
+def deprecated(message):
+    """Prints a warning message related to the deprecation of some igraph
+    feature."""
+    warn(message, DeprecationWarning, stacklevel=3)
+
+
 def _is_running_in_ipython():
     """Internal function that determines whether igraph is running inside
     IPython or not."""

From 7848bcbc8b81fa248362f56d5593d366836deb1f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Dec 2022 14:09:39 +0100
Subject: [PATCH 0955/1681] refactor: renamed resolution_parameter=... argument
 of community_leiden() to resolution=..., closes #620

---
 CHANGELOG.md                |  3 +++
 src/_igraph/graphobject.c   | 14 +++++++-------
 src/igraph/community.py     | 20 ++++++++++++++------
 tests/test_decomposition.py |  4 ++--
 4 files changed, 26 insertions(+), 15 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9ec077c67..7f8f5e9df 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,9 @@
   `umap_compute_weights()` or precomputed by the user. Moreover, the
   `sampling_prob` argument was faulty and has been removed. See PR
   [#613](https://github.com/igraph/python-igraph/pull/613) for details.
+- The `resolution_parameter` argument of `Graph.community_leiden()` was renamed
+  to `resolution` for sake of consistency. The old variant still works with a
+  deprecation warning, but will be removed in a future version.
 
 ### Fixed
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index be47f20c0..df3ad6bb3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12518,7 +12518,7 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
 
-  static char *kwlist[] = {"edge_weights", "node_weights", "resolution_parameter",
+  static char *kwlist[] = {"edge_weights", "node_weights", "resolution",
                            "normalize_resolution", "beta", "initial_membership", "n_iterations", NULL};
 
   PyObject *edge_weights_o = Py_None;
@@ -12529,7 +12529,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
 
   int error = 0;
   Py_ssize_t n_iterations = 2;
-  double resolution_parameter = 1.0;
+  double resolution = 1.0;
   double beta = 0.01;
   igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
   igraph_vector_int_t *membership = NULL;
@@ -12538,7 +12538,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   igraph_real_t quality = 0.0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOdOn", kwlist,
-        &edge_weights_o, &node_weights_o, &resolution_parameter, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
+        &edge_weights_o, &node_weights_o, &resolution, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
     return NULL;
 
   if (n_iterations >= 0) {
@@ -12597,14 +12597,14 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         }
       }
     }
-    resolution_parameter /= igraph_vector_sum(node_weights);
+    resolution /= igraph_vector_sum(node_weights);
   }
 
   /* Run actual Leiden algorithm for several iterations. */
   if (!error) {
     error = igraph_community_leiden(&self->g,
                                     edge_weights, node_weights,
-                                    resolution_parameter, beta,
+                                    resolution, beta,
                                     start, n_iterations, membership,
                                     &nb_clusters, &quality);
   }
@@ -17070,14 +17070,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_community_leiden,
    METH_VARARGS | METH_KEYWORDS,
    "community_leiden(edge_weights=None, node_weights=None, "
-   "resolution_parameter=1.0, normalize_resolution=False, beta=0.01, "
+   "resolution=1.0, normalize_resolution=False, beta=0.01, "
    "initial_membership=None, n_iterations=2)\n--\n\n"
    "Finds the community structure of the graph using the Leiden algorithm of\n"
    "Traag, van Eck & Waltman.\n\n"
    "@param edge_weights: edge weights to be used. Can be a sequence or\n"
    "  iterable or even an edge attribute name.\n"
    "@param node_weights: the node weights used in the Leiden algorithm.\n"
-   "@param resolution_parameter: the resolution parameter to use.\n"
+   "@param resolution: the resolution parameter to use.\n"
    "  Higher resolutions lead to more smaller communities, while \n"
    "  lower resolutions lead to fewer larger communities.\n"
    "@param normalize_resolution: if set to true, the resolution parameter\n"
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 19d1f15b5..b2121177c 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -1,6 +1,6 @@
 from igraph._igraph import GraphBase
 from igraph.clustering import VertexDendrogram, VertexClustering
-from igraph.utils import safemax
+from igraph.utils import deprecated, safemax
 
 from typing import List, Sequence, Tuple
 
@@ -423,11 +423,12 @@ def _community_leiden(
     graph,
     objective_function="CPM",
     weights=None,
-    resolution_parameter=1.0,
+    resolution=1.0,
     beta=0.01,
     initial_membership=None,
     n_iterations=2,
     node_weights=None,
+    **kwds
 ):
     """Finds the community structure of the graph using the Leiden
     algorithm of Traag, van Eck & Waltman.
@@ -436,9 +437,9 @@ def _community_leiden(
       Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
     @param weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
-    @param resolution_parameter: the resolution parameter to use.
-      Higher resolutions lead to more smaller communities, while
-      lower resolutions lead to fewer larger communities.
+    @param resolution: the resolution parameter to use. Higher resolutions 
+      lead to more smaller communities, while lower resolutions lead to fewer
+      larger communities.
     @param beta: parameter affecting the randomness in the Leiden
       algorithm. This affects only the refinement step of the algorithm.
     @param initial_membership: if provided, the Leiden algorithm
@@ -463,11 +464,18 @@ def _community_leiden(
     if objective_function.lower() not in ("cpm", "modularity"):
         raise ValueError('objective_function must be "CPM" or "modularity".')
 
+    if "resolution_parameter" in kwds:
+        deprecated("resolution_parameter keyword argument is deprecated, use resolution=... instead")
+        resolution = kwds.pop("resolution_parameter")
+
+    if kwds:
+        raise TypeError('unexpected keyword argument')
+
     membership = GraphBase.community_leiden(
         graph,
         edge_weights=weights,
         node_weights=node_weights,
-        resolution_parameter=resolution_parameter,
+        resolution=resolution,
         normalize_resolution=(objective_function == "modularity"),
         beta=beta,
         initial_membership=initial_membership,
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 43be061a4..8fe223a7f 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -513,7 +513,7 @@ def testLeiden(self):
         set_random_number_generator(random)
         # We don't find the optimal partition if we are greedy
         cl = G.community_leiden(
-            "CPM", resolution_parameter=1, weights="weight", beta=0, n_iterations=-1
+            "CPM", resolution=1, weights="weight", beta=0, n_iterations=-1
         )
         self.assertMembershipsEqual(cl, [0, 0, 1, 1, 1, 2, 2, 2])
 
@@ -525,7 +525,7 @@ def testLeiden(self):
         # refined).
         cl = G.community_leiden(
             "CPM",
-            resolution_parameter=1,
+            resolution=1,
             weights="weight",
             beta=5,
             n_iterations=-1,

From e736cd9ec1334e549ab48f433dea6e58820f4c02 Mon Sep 17 00:00:00 2001
From: gruebel <anton.gruebel@gmail.com>
Date: Fri, 9 Dec 2022 22:17:59 +0100
Subject: [PATCH 0956/1681] add Python 3.11 classifier to setup.py

---
 README.md | 2 +-
 setup.py  | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c24867860..1c54f5dbb 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 [![Build and test with tox](https://github.com/igraph/python-igraph/actions/workflows/build.yml/badge.svg)](https://github.com/igraph/python-igraph/actions/workflows/build.yml)
-[![PyPI pyversions](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://pypi.python.org/pypi/igraph)
+[![PyPI pyversions](https://img.shields.io/pypi/pyversions/igraph)](https://pypi.python.org/pypi/igraph)
 [![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
 [![Documentation Status](https://readthedocs.org/projects/igraph/badge/?version=latest)](https://igraph.readthedocs.io/)
 
diff --git a/setup.py b/setup.py
index ca25d2c52..0ac08c9ca 100644
--- a/setup.py
+++ b/setup.py
@@ -985,6 +985,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3.11",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",

From 5a11840d3e813ca8fe5e699b203f34ee04534a56 Mon Sep 17 00:00:00 2001
From: gruebel <anton.gruebel@gmail.com>
Date: Fri, 9 Dec 2022 22:18:58 +0100
Subject: [PATCH 0957/1681] change Python 3.11 version to GA one in GitHub
 workflow

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2a8f70609..b852fd99b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -294,7 +294,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.11.0-rc.2'
+          python-version: '3.11'
 
       - name: Build C core
         run: |

From 3473422b93510f40c1dd0496bb487889d6fac7c0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 10 Dec 2022 20:26:11 +0100
Subject: [PATCH 0958/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b58dc67f7..b51cb8d56 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b58dc67f71458f5cb273e8ab58526be35de426e3
+Subproject commit b51cb8d5657e68bf63fe335416fe4a5a80c57412

From 6949432a0f1c7be898590cd2dbe33b8b597ca498 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 11 Dec 2022 19:08:42 +0100
Subject: [PATCH 0959/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index b51cb8d56..1ec65ac06 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b51cb8d5657e68bf63fe335416fe4a5a80c57412
+Subproject commit 1ec65ac069da1ab487aea64752a8e518cc748bb7

From 46ce53f75c270762fb021b23bc33369d591730f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 12 Dec 2022 10:44:29 +0100
Subject: [PATCH 0960/1681] doc: improve the documentation of vertex_attrs and
 edge_attrs in Graph.__init__

---
 src/igraph/__init__.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index f7fbf2999..a89be5af0 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -362,10 +362,13 @@ def __init__(self, *args, **kwds):
         @keyword directed: whether the graph should be directed
         @keyword graph_attrs: the attributes of the graph as a dictionary.
         @keyword vertex_attrs: the attributes of the vertices as a dictionary.
-          Every dictionary value must be an iterable with exactly M{n} items.
-        @keyword edge_attrs: the attributes of the edges as a dictionary. Every
-          dictionary value must be an iterable with exactly M{m} items where
-          M{m} is the number of edges.
+          The keys of the dictionary must be the names of the attributes; the
+          values must be iterables with exactly M{n} items where M{n} is the
+          number of vertices.
+        @keyword edge_attrs: the attributes of the edges as a dictionary. The
+          keys of the dictionary must be the names of the attributes; the values
+          must be iterables with exactly M{m} items where M{m} is the number of
+          edges.
         """
         # Pop the special __ptr keyword argument
         ptr = kwds.pop("__ptr", None)

From 2bdb0fe27bfac43e535423f6767647f14185c499 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 12 Dec 2022 13:12:23 +0000
Subject: [PATCH 0961/1681] build(deps): bump pypa/cibuildwheel from 2.11.2 to
 2.11.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.11.2 to 2.11.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.11.2...v2.11.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b852fd99b..0483306be 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,14 +63,14 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -137,7 +137,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -196,7 +196,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.2
+        uses: pypa/cibuildwheel@v2.11.3
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a30cbbba10b6a13533331addaca49bec29f28e2f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 13 Dec 2022 16:29:19 +0100
Subject: [PATCH 0962/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 1ec65ac06..678815111 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 1ec65ac069da1ab487aea64752a8e518cc748bb7
+Subproject commit 678815111bc3f4bc243cfc38932b3efbb38f695f

From 796f3a93d405ad3e8cc44f3104c06549c50d1652 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 15 Dec 2022 20:00:24 +0100
Subject: [PATCH 0963/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 678815111..3ffeca6dc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 678815111bc3f4bc243cfc38932b3efbb38f695f
+Subproject commit 3ffeca6dc9333768e503f68ceb2d6d6ddea416b4

From a9dc7aa2250257116faf3a3f1bc6bbf29d3f13c4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 26 Dec 2022 13:09:31 +0000
Subject: [PATCH 0964/1681] build(deps): bump pypa/cibuildwheel from 2.11.3 to
 2.11.4

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.11.3 to 2.11.4.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.11.3...v2.11.4)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0483306be..27b803dd7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,14 +63,14 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -137,7 +137,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -196,7 +196,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.3
+        uses: pypa/cibuildwheel@v2.11.4
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 143ca3c9e37641a135fd378e45a7b53aa8f1bc3a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 28 Dec 2022 12:30:46 +0100
Subject: [PATCH 0965/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3ffeca6dc..a69989656 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3ffeca6dc9333768e503f68ceb2d6d6ddea416b4
+Subproject commit a6998965612df1d20be08e324838bcab81086092

From 7f808bd8c470d17b7dbe0c3aa0b64c9958f4e5dc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 29 Dec 2022 17:28:38 +0100
Subject: [PATCH 0966/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a69989656..3bfdc13f2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a6998965612df1d20be08e324838bcab81086092
+Subproject commit 3bfdc13f28aaa6c6f1aa5f5d092b4ca31a5235f5

From 7772cba53b2b90e679ce851aec574c9dea8115e9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 31 Dec 2022 21:28:57 +0100
Subject: [PATCH 0967/1681] chore: updated to igraph 0.10.3

---
 src/_igraph/graphobject.c | 2 +-
 vendor/source/igraph      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index df3ad6bb3..17cc9b231 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6283,7 +6283,7 @@ PyObject *igraphmodule_Graph_subgraph_edges(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_es_t(list, &es, &self->g, 0))
     return NULL;
 
-  if (igraph_subgraph_edges(&self->g, &sg, es, PyObject_IsTrue(delete_vertices))) {
+  if (igraph_subgraph_from_edges(&self->g, &sg, es, PyObject_IsTrue(delete_vertices))) {
     igraphmodule_handle_igraph_error();
     igraph_es_destroy(&es);
     return NULL;
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3bfdc13f2..ae908007e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3bfdc13f28aaa6c6f1aa5f5d092b4ca31a5235f5
+Subproject commit ae908007efae21623c16ff752780a14a78aa149d

From 6a65d16bf9de28b882addc71a6fcdd6734f8af3d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 31 Dec 2022 21:29:37 +0100
Subject: [PATCH 0968/1681] chore: updated changelog

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7f8f5e9df..4768e003a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.3.
+
 - UMAP layout now exposes the computation of the symmetrized edge weights via
   `umap_compute_weights()`. The layout function, `Graph.layout_umap()`, can
   now be called either on a directed graph with edge distances, or on an
@@ -11,6 +13,7 @@
   `umap_compute_weights()` or precomputed by the user. Moreover, the
   `sampling_prob` argument was faulty and has been removed. See PR
   [#613](https://github.com/igraph/python-igraph/pull/613) for details.
+
 - The `resolution_parameter` argument of `Graph.community_leiden()` was renamed
   to `resolution` for sake of consistency. The old variant still works with a
   deprecation warning, but will be removed in a future version.

From b4c04ab78fd6fca96793c6e77bda887968c77620 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 31 Dec 2022 21:29:53 +0100
Subject: [PATCH 0969/1681] fix: test script now builds the C core of igraph
 for macOS 12.0

---
 test.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/test.sh b/test.sh
index 215dd5e97..0e55c78e8 100755
--- a/test.sh
+++ b/test.sh
@@ -38,6 +38,8 @@ if [ x$CLEAN = x1 ]; then
     rm -rf vendor/build vendor/install
 fi
 
+export MACOSX_DEPLOYMENT_TARGET=12.0
+
 # pip install is called in verbose mode so we can see the compiler warnings
 $VENV_DIR/bin/pip install -v .[plotting,test]
 $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}

From 2c918471dc44aaa0f8708e979b7df2ce3dea466c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 31 Dec 2022 21:34:14 +0100
Subject: [PATCH 0970/1681] chore: bumped version to 0.10.3

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4768e003a..b3a39147f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.3] - 2022-12-31
 
 ### Changed
 
@@ -441,7 +441,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.2...master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.3...master
+[0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3
 [0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
 [0.10.1]: https://github.com/igraph/python-igraph/compare/0.10.0...0.10.1
 [0.10.0]: https://github.com/igraph/python-igraph/compare/0.9.11...0.10.0
diff --git a/src/igraph/version.py b/src/igraph/version.py
index cb33a78fc..32f861113 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 2)
+__version_info__ = (0, 10, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 502281f752d2ca39adecca24c7781a6a9adc42ee Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 1 Jan 2023 11:31:49 +0100
Subject: [PATCH 0971/1681] fix: RTD prebuild script should fail early if
 needed

---
 scripts/rtd_prebuild.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
index b35e22f0a..9b41bab13 100755
--- a/scripts/rtd_prebuild.sh
+++ b/scripts/rtd_prebuild.sh
@@ -1,5 +1,7 @@
 #!/bin/sh
 
+set -e
+
 echo "Compile and install igraph into venv. This might take a few minutes..."
 /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/bin/pip wheel -q -w dist .
 /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/bin/pip install -q --force-reinstall dist/*.whl

From 8f54f856b4c404c3bc0a4e7a15d9569f3d0d9f1b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 1 Jan 2023 11:32:07 +0100
Subject: [PATCH 0972/1681] doc: fix build of gallery examples on RTD

---
 scripts/patch_modularized_graph_methods.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 0ad893737..085b9f539 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -9,6 +9,7 @@
 auxiliary_imports = [
     ('typing', '*'),
     ('igraph.io.files', '_identify_format'),
+    ('igraph.community', '_optimal_cluster_count_from_merges_and_modularity'),
 ]
 
 

From f73bbc42f206f1d31b8c7723002e36826672bf98 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 1 Jan 2023 11:39:09 +0100
Subject: [PATCH 0973/1681] fix: fix a circular import in RTD patched build

---
 src/igraph/clustering.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index d54d684f5..47cb58f7d 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,8 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
-from igraph._igraph import GraphBase
-from igraph import community_to_membership
+from igraph._igraph import GraphBase, community_to_membership
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette

From 94d14b2fc6694825d93298cf11d35efeecba82ba Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 1 Jan 2023 12:45:10 +0100
Subject: [PATCH 0974/1681] fix: add sphinxcontrib-jquery to bring back JQuery
 for newer Sphinx versions

---
 doc/source/conf.py          | 1 +
 doc/source/requirements.txt | 3 ++-
 scripts/mkdoc.sh            | 2 +-
 3 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index aeced121c..2226aa156 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -68,6 +68,7 @@ def get_igraph_version():
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
 sys.path.insert(0, os.path.abspath('sphinxext'))
 extensions = [
+    'sphinxcontrib.jquery',
     'sphinx.ext.coverage',
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 88d997594..a5350bfa4 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,8 +2,9 @@ pip
 wheel
 requests>=2.28.1
 
-sphinxbootstrap4theme
 sphinx-gallery
+sphinx-rtd-theme
+sphinxcontrib-jquery
 pydoctor
 
 numpy
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3e3a659f1..82ed81625 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -57,7 +57,7 @@ if [ ! -d ".venv" ]; then
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme sphinx-gallery
+.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme sphinx-gallery sphinxcontrib-jquery
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From ee03c3cb08cfb6dbd2fcdf68d377fae8f3c601b6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 1 Jan 2023 12:59:47 +0100
Subject: [PATCH 0975/1681] doc: restore sphinxbootstrap4theme in doc
 requirements

---
 doc/source/conf.py          | 3 ++-
 doc/source/requirements.txt | 1 +
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 2226aa156..bf3853af3 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -17,13 +17,14 @@
 import os
 import importlib
 from pathlib import Path
-import sphinxbootstrap4theme
 
 
 # Check if we are inside readthedocs, the conf is quite different there
 is_inside_rtd = os.getenv("READTHEDOCS", "") == "True"
 rtd_version = os.getenv("READTHEDOCS_VERSION", "")
 
+if not is_inside_rtd:
+    import sphinxbootstrap4theme
 
 # Utility functions
 # NOTE: these could be improved, esp by importing igraph, but that
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index a5350bfa4..af675f44c 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,6 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
+sphinxbootstrap4theme
 sphinx-gallery
 sphinx-rtd-theme
 sphinxcontrib-jquery

From 2261de0d020807dee4a168175c96571e865adedb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 11 Jan 2023 11:05:51 +0100
Subject: [PATCH 0976/1681] doc: fixed vertex count in quickstart example,
 thanks to @pauljurczak

---
 doc/examples_sphinx-gallery/quickstart.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/examples_sphinx-gallery/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
index 8edf0c9d3..8fcefb43e 100644
--- a/doc/examples_sphinx-gallery/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -18,8 +18,8 @@
 import igraph as ig
 import matplotlib.pyplot as plt
 
-# Construct a graph with 3 vertices
-n_vertices = 3
+# Construct a graph with 5 vertices
+n_vertices = 5
 edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
 g = ig.Graph(n_vertices, edges)
 

From 79d4b2dc5794d17711392d6073b9bc5c70222271 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Jan 2023 17:44:35 +0100
Subject: [PATCH 0977/1681] doc: fix the documentation of the 'seed' argument
 of Graph.layout_kamada_kawai(), closes #626

---
 src/_igraph/graphobject.c | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 17cc9b231..111b9284d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15322,9 +15322,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "An Algorithm for Drawing General Undirected Graphs.\n"
    "Information Processing Letters, 31/1, 7--15, 1989.\n\n"
    "@param maxiter: the maximum number of iterations to perform.\n"
-   "@param seed: if C{None}, uses a random starting layout for the\n"
-   "  algorithm. If a matrix (list of lists), uses the given matrix\n"
-   "  as the starting position.\n"
+   "@param seed: when C{None}, uses a circular layout as a starting point for the\n"
+   "  algorithm when no bounds are given, or a random layout when bounds are\n"
+   "  specified for the coordinated. When the argument is a matrix (list of\n"
+   "  lists), it uses the given matrix as the initial layout.\n"
    "@param epsilon: quit if the energy of the system changes less than\n"
    "  epsilon. See the original paper for details.\n"
    "@param kkconst: the Kamada-Kawai vertex attraction constant.\n"

From a09df6f7be4d26de5c69de49798a24ccf4fbfa2d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Jan 2023 18:06:47 +0100
Subject: [PATCH 0978/1681] fix: Kamada-Kawai layout iteration count now scales
 with the number of vertices; closes #627

---
 src/_igraph/graphobject.c | 42 ++++++++++++++++++++++++++++-----------
 1 file changed, 30 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 111b9284d..791054cf2 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7214,9 +7214,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   igraph_matrix_t m;
   igraph_bool_t use_seed = false;
   igraph_error_t ret;
-  Py_ssize_t niter = 1000, dim = 2;
-  double kkconst, epsilon = 0.0;
-  PyObject *result_o, *seed_o=Py_None;
+  igraph_integer_t maxiter;
+  Py_ssize_t dim = 2;
+  igraph_real_t kkconst;
+  double epsilon = 0.0;
+  PyObject *result_o, *maxiter_o=Py_None, *seed_o=Py_None, *kkconst_o=Py_None;
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
   PyObject *miny_o=Py_None, *maxy_o=Py_None;
   PyObject *minz_o=Py_None, *maxz_o=Py_None;
@@ -7234,10 +7236,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
 }
 
   kkconst = igraph_vcount(&self->g);
+  maxiter = 50 * igraph_vcount(&self->g);
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nddOOOOOOOn", kwlist,
-                                   &niter, &epsilon,
-                                   &kkconst, &seed_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdOOOOOOOOn", kwlist,
+                                   &maxiter_o, &epsilon,
+                                   &kkconst_o, &seed_o,
                                    &minx_o, &maxx_o,
                                    &miny_o, &maxy_o,
                                    &minz_o, &maxz_o, &dim))
@@ -7249,8 +7252,22 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
-  CHECK_SSIZE_T_RANGE_POSITIVE(niter, "number of iterations");
+  /* Convert number of iterations */
+  if (maxiter_o != 0 && maxiter_o != Py_None) {
+    if (igraphmodule_PyObject_to_integer_t(maxiter_o, &maxiter)) {
+      return NULL;
+    }
+  }
+  CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "number of iterations");
+
+  /* Convert Kamada-Kawai constant */
+  if (kkconst_o != 0 && kkconst_o != Py_None) {
+    if (igraphmodule_PyObject_to_real_t(kkconst_o, &kkconst)) {
+      return NULL;
+    }
+  }
 
+  /* Handle seed */
   if (seed_o == 0 || seed_o == Py_None) {
     if (igraph_matrix_init(&m, 1, 1)) {
       igraphmodule_handle_igraph_error();
@@ -7304,11 +7321,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   }
   if (dim == 2)
     ret = igraph_layout_kamada_kawai
-      (&self->g, &m, use_seed, niter, epsilon, kkconst,
+      (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy);
   else
     ret = igraph_layout_kamada_kawai_3d
-      (&self->g, &m, use_seed, niter, epsilon, kkconst,
+      (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
 
   DESTROY_VECTORS;
@@ -15315,13 +15332,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"layout_kamada_kawai",
    (PyCFunction) igraphmodule_Graph_layout_kamada_kawai,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_kamada_kawai(maxiter=1000, epsilon=0, kkconst=None, seed=None, "
+   "layout_kamada_kawai(maxiter=None, epsilon=0, kkconst=None, seed=None, "
    "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2)\n--\n\n"
    "Places the vertices on a plane according to the Kamada-Kawai algorithm.\n\n"
    "This is a force directed layout, see Kamada, T. and Kawai, S.:\n"
    "An Algorithm for Drawing General Undirected Graphs.\n"
    "Information Processing Letters, 31/1, 7--15, 1989.\n\n"
-   "@param maxiter: the maximum number of iterations to perform.\n"
+   "@param maxiter: the maximum number of iterations to perform. C{None} selects\n"
+   "  a reasonable default based on the number of vertices.\n"
    "@param seed: when C{None}, uses a circular layout as a starting point for the\n"
    "  algorithm when no bounds are given, or a random layout when bounds are\n"
    "  specified for the coordinated. When the argument is a matrix (list of\n"
@@ -15329,7 +15347,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param epsilon: quit if the energy of the system changes less than\n"
    "  epsilon. See the original paper for details.\n"
    "@param kkconst: the Kamada-Kawai vertex attraction constant.\n"
-   "  C{None} means the square of the number of vertices.\n"
+   "  C{None} means the number of vertices.\n"
    "@param minx: if not C{None}, it must be a vector with exactly as many\n"
    "  elements as there are vertices in the graph. Each element is a\n"
    "  minimum constraint on the X value of the vertex in the layout.\n"

From d6c49d842516236bc07e29976132a9c6af68431c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Jan 2023 19:00:02 +0100
Subject: [PATCH 0979/1681] fix: replace deprecated ConfigParser.readfp() with
 ConfigParser.read_file()

---
 src/igraph/configuration.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index aa9922333..708133e50 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -313,7 +313,7 @@ def load(self, stream=None):
         if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
-        self._config.readfp(stream)
+        self._config.read_file(stream)
         self._filename = getattr(stream, "name", None)
         if file_was_open:
             stream.close()

From 55d227407571b8dd1146c032a2a6c633808f7a15 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Jan 2023 21:47:58 +0100
Subject: [PATCH 0980/1681] doc: update link to Python branch status in README
 [ci skip]

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1c54f5dbb..c22ea7ed8 100644
--- a/README.md
+++ b/README.md
@@ -270,8 +270,8 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.7 to 3.10, inclusive. Please refer to [this
-page](https://devguide.python.org/#branchstatus) for the status of Python
+means that we support Python 3.7 to 3.11, inclusive. Please refer to [this
+page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
 

From 6655f668b330a501a9ef3bcfd7f5bcac97cfe497 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 19 Jan 2023 14:42:32 +0000
Subject: [PATCH 0981/1681] build(deps): bump pypa/cibuildwheel from 2.11.4 to
 2.12.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.11.4 to 2.12.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.11.4...v2.12.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 27b803dd7..d26d4f032 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,14 +63,14 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -137,7 +137,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -196,7 +196,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.11.4
+        uses: pypa/cibuildwheel@v2.12.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From b17386a683746d45b1556f6bc0658f9c0fc8385e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jan 2023 16:14:03 +0100
Subject: [PATCH 0982/1681] fix: improve error message for union() and
 intersection() when not all graphs are named

---
 src/igraph/operators/functions.py | 20 +++++++++++++++-----
 1 file changed, 15 insertions(+), 5 deletions(-)

diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index fe9f34f48..d50cc4fbb 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -128,7 +128,7 @@ def union(graphs, byname="auto"):
             False, ignore vertex names. If True, merge vertices based on names. If
             'auto', use True if all graphs have named vertices and False otherwise
             (in the latter case, a warning is generated too).
-    
+
     Returns:
         the union graph
 
@@ -148,9 +148,14 @@ def union(graphs, byname="auto"):
     if byname == "auto":
         byname = n_named == ngr
         if n_named not in (0, ngr):
-            warn("Some, but not all graphs are named, not using vertex names")
+            warn(
+                f"Some, but not all graphs are named (got {n_named} named, "
+                f"{ngr-n_named} unnamed), not using vertex names"
+            )
     elif byname and (n_named != ngr):
-        raise RuntimeError("Some graphs are not named")
+        raise RuntimeError(
+            f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
+        )
     # Now we know that byname is only used is all graphs are named
 
     # Trivial cases
@@ -337,9 +342,14 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     if byname == "auto":
         byname = n_named == ngr
         if n_named not in (0, ngr):
-            warn("Some, but not all graphs are named, not using vertex names")
+            warn(
+                f"Some, but not all graphs are named (got {n_named} named, "
+                f"{ngr-n_named} unnamed), not using vertex names"
+            )
     elif byname and (n_named != ngr):
-        raise AttributeError("Some graphs are not named")
+        raise RuntimeError(
+            f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
+        )
     # Now we know that byname is only used is all graphs are named
 
     # Trivial cases

From 346fb495b7e9435211d521ef5e2545e6838f4415 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jan 2023 16:26:43 +0100
Subject: [PATCH 0983/1681] fix: fix drawing of VertexDendrogram with the Cairo
 backend, closes #628

---
 src/igraph/drawing/cairo/dendrogram.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index c1dc06db8..9e7b2a7dc 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -136,7 +136,7 @@ def draw(self, dendro, **kwds):
         # Calculate space needed for individual items at the
         # bottom of the dendrogram
         item_boxes = [
-            dendro._item_box_size(context, horiz, idx) for idx in range(dendro._nitems)
+            self._item_box_size(dendro, context, horiz, idx) for idx in range(dendro._nitems)
         ]
 
         # Small correction for cases when the right edge of the labels is

From 4250b6bf11241de97526cac4e71eee70ce3e0f34 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jan 2023 16:26:58 +0100
Subject: [PATCH 0984/1681] fix: fix drawing of VertexDendrogram with the
 Matplotlib backend

---
 src/igraph/drawing/matplotlib/dendrogram.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index 9e87b835b..4354ce143 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -72,6 +72,10 @@ def draw(self, dendro, orientation="lr", **kwds):
 
         ax = self.context
 
+        # Pop unneeded arguments from kwds that are passed down to us by
+        # default but cannot be interpreted by Matplotlib
+        kwds.pop("palette", None)
+
         # Styling defaults
         kwds["edgecolor"] = kwds.pop("color", "black")
         if ("lw" not in kwds) and ("linewidth" not in kwds):

From cd9cf639d0e908b72720f2de5d8d2f75690296a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jan 2023 16:29:17 +0100
Subject: [PATCH 0985/1681] chore: updated changelog

---
 CHANGELOG.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b3a39147f..0966c2527 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- Fixed the drawing of `VertexDendrogram` instances, both in the Cairo and the
+  Matplotlib backends.
+
 ## [0.10.3] - 2022-12-31
 
 ### Changed

From df5cbf24d64dc2cd960c74ef95cbac1e2491fd02 Mon Sep 17 00:00:00 2001
From: pmp-p <mail.peny@free.fr>
Date: Mon, 23 Jan 2023 01:14:26 +0100
Subject: [PATCH 0986/1681] first build try for @skelsec

---
 src/_igraph/graphobject.c | 28 ++++++++++++++--------------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 791054cf2..7a2fc9b62 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1620,7 +1620,7 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
   } else {
     if (igraph_diameter(&self->g, 0,
           /* from, to, vertex_path, edge_path */
-          0, 0, &res, 0, 
+          0, 0, &res, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -1657,7 +1657,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
 
   if (weights) {
     if (igraph_diameter_dijkstra(&self->g, weights, &len,
-          /* from, to, vertex_path, edge_path */          
+          /* from, to, vertex_path, edge_path */
           &from, &to, 0, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
@@ -1673,7 +1673,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   } else {
     if (igraph_diameter(&self->g, &len,
           /* from, to, vertex_path, edge_path */
-          &from, &to, 0, 0, 
+          &from, &to, 0, 0,
           PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
       igraphmodule_handle_igraph_error();
       return NULL;
@@ -3636,7 +3636,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   if (self == NULL) {
     return NULL;
   }
-  
+
   weights_o = igraphmodule_vector_t_to_PyList(&weights, IGRAPHMODULE_TYPE_FLOAT);
   if (!weights_o) {
     Py_DECREF(self);
@@ -4258,7 +4258,7 @@ PyObject *igraphmodule_Graph_chordal_completion(
 
     alpham1_ptr = &alpham1;
   }
-  
+
   if (igraph_vector_int_init(&edges, 0)) {
     igraphmodule_handle_igraph_error();
     if (alpham1_ptr) {
@@ -4490,7 +4490,7 @@ PyObject *igraphmodule_Graph_connected_components(
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  
+
   if (igraph_vector_int_init(&res2, 10)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res1);
@@ -5362,7 +5362,7 @@ PyObject *igraphmodule_Graph_is_chordal(
 
     alpham1_ptr = &alpham1;
   }
-  
+
   if (igraph_is_chordal(
         &self->g,
         alpha_ptr, /* alpha */
@@ -5430,7 +5430,7 @@ PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject
     igraphmodule_handle_igraph_error();
     return NULL;
   }
-  
+
   if (igraph_vector_int_init(&alpham1, 0)) {
     igraph_vector_int_destroy(&alpha);
     igraphmodule_handle_igraph_error();
@@ -6755,7 +6755,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(size, "motif size");
-  
+
   if (cut_prob_list == Py_None) {
     if (igraph_vector_init(&cut_prob, size)) {
       return igraphmodule_handle_igraph_error();
@@ -6795,7 +6795,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(size, "motif size");
-  
+
   if (sample == Py_None) {
     PyErr_SetString(PyExc_TypeError, "sample size must be given");
     return NULL;
@@ -8381,7 +8381,7 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
  * \sa igraph_get_edgelist
  */
 PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
-                                          PyObject * args, PyObject * kwds)
+                                          PyObject * _null)
 {
   igraph_vector_int_t edgelist;
   PyObject *result_o;
@@ -10585,7 +10585,7 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &vid_o, &mode_o))
     return NULL;
-  
+
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return NULL;
 
   if (igraphmodule_PyObject_to_vid(vid_o, &vid, &self->g)) {
@@ -13700,7 +13700,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
    "      This is the default choice as it supports both directed and\n"
    "      undirected graphs.\n"
-  }, 
+  },
 
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
@@ -17249,7 +17249,7 @@ int igraphmodule_Graph_register_type() {
 
     { Py_mp_subscript, igraphmodule_Graph_mp_subscript },
     { Py_mp_ass_subscript, igraphmodule_Graph_mp_assign_subscript },
-  
+
     { 0 }
   };
 

From 1a6b714821ed0965f2a22e0ebde3ed3ba7f21317 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 23 Jan 2023 19:21:42 +0100
Subject: [PATCH 0987/1681] fix: fix signature of METH_NOARGS Python functions,
 they should have an extra unused PyObject* argument

---
 src/_igraph/edgeobject.c      | 12 ++---
 src/_igraph/edgeseqobject.c   |  6 +--
 src/_igraph/graphobject.c     | 91 +++++++++++++++++------------------
 src/_igraph/graphobject.h     |  6 +--
 src/_igraph/igraphmodule.c    |  2 +-
 src/_igraph/vertexobject.c    | 18 +++----
 src/_igraph/vertexseqobject.c |  6 +--
 7 files changed, 69 insertions(+), 72 deletions(-)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index abed303f1..82b8ae9e4 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -37,7 +37,7 @@
 
 PyTypeObject* igraphmodule_EdgeType;
 
-PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self);
+PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self, PyObject* _null);
 
 /**
  * \ingroup python_interface_edge
@@ -151,7 +151,7 @@ static PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
   PyObject *s;
   PyObject *attrs;
 
-  attrs = igraphmodule_Edge_attributes(self);
+  attrs = igraphmodule_Edge_attributes(self, NULL);
   if (attrs == 0)
     return NULL;
 
@@ -256,14 +256,14 @@ Py_ssize_t igraphmodule_Edge_attribute_count(igraphmodule_EdgeObject* self) {
 /** \ingroup python_interface_edge
  * \brief Returns the list of attribute names
  */
-PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self) {
-  return self->gref ? igraphmodule_Graph_edge_attributes(self->gref) : 0;
+PyObject* igraphmodule_Edge_attribute_names(igraphmodule_EdgeObject* self, PyObject* Py_UNUSED(_null)) {
+  return self->gref ? igraphmodule_Graph_edge_attributes(self->gref, NULL) : NULL;
 }
 
 /** \ingroup python_interface_edge
  * \brief Returns a dict with attribute names and values
  */
-PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self) {
+PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self, PyObject* Py_UNUSED(_null)) {
   igraphmodule_GraphObject *o = self->gref;
   PyObject *names, *dict;
   Py_ssize_t i, n;
@@ -277,7 +277,7 @@ PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self) {
     return NULL;
   }
 
-  names = igraphmodule_Graph_edge_attributes(o);
+  names = igraphmodule_Graph_edge_attributes(o, NULL);
   if (!names) {
     Py_DECREF(dict);
     return NULL;
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index b22b641af..2ea925fe5 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -259,8 +259,8 @@ PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
 /** \ingroup python_interface_edgeseq
  * \brief Returns the list of attribute names
  */
-PyObject* igraphmodule_EdgeSeq_attribute_names(igraphmodule_EdgeSeqObject* self) {
-  return igraphmodule_Graph_edge_attributes(self->gref);
+PyObject* igraphmodule_EdgeSeq_attribute_names(igraphmodule_EdgeSeqObject* self, PyObject* Py_UNUSED(_null)) {
+  return igraphmodule_Graph_edge_attributes(self->gref, NULL);
 }
 
 /** \ingroup python_interface_edgeseq
@@ -373,7 +373,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
   return result;
 }
 
-PyObject* igraphmodule_EdgeSeq_is_all(igraphmodule_EdgeSeqObject* self) {
+PyObject* igraphmodule_EdgeSeq_is_all(igraphmodule_EdgeSeqObject* self, PyObject* Py_UNUSED(_null)) {
   if (igraph_es_is_all(&self->es)) {
     Py_RETURN_TRUE;
   } else {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7a2fc9b62..4aefc16e9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -392,7 +392,7 @@ PyObject *igraphmodule_Graph_str(igraphmodule_GraphObject * self)
  * \brief Creates a copy of the graph
  * \return the copy of the graph
  */
-PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   igraphmodule_GraphObject *result_o;
   igraph_t g;
@@ -416,7 +416,7 @@ PyObject *igraphmodule_Graph_copy(igraphmodule_GraphObject * self)
  * \return the number of vertices as a \c PyObject
  * \sa igraph_vcount
  */
-PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null))
 {
   return igraphmodule_integer_t_to_PyObject(igraph_vcount(&self->g));
 }
@@ -426,7 +426,7 @@ PyObject *igraphmodule_Graph_vcount(igraphmodule_GraphObject * self)
  * \return the number of edges as a \c PyObject
  * \sa igraph_ecount
  */
-PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null))
 {
   return igraphmodule_integer_t_to_PyObject(igraph_ecount(&self->g));
 }
@@ -436,7 +436,7 @@ PyObject *igraphmodule_Graph_ecount(igraphmodule_GraphObject * self)
  * \return \c True if the graph is directed, \c False otherwise.
  * \sa igraph_is_directed
  */
-PyObject *igraphmodule_Graph_is_directed(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_is_directed(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null))
 {
   if (igraph_is_directed(&self->g))
     Py_RETURN_TRUE;
@@ -533,7 +533,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
  * \return \c True if the graph is simple, \c False otherwise.
  * \sa igraph_is_simple
  */
-PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
   if (igraph_is_simple(&self->g, &res)) {
@@ -551,8 +551,8 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject *self) {
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
  */
-PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject * self,
-                                     PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_is_tree(igraphmodule_GraphObject* self,
+                                     PyObject* args, PyObject* kwds)
 {
   static char *kwlist[] = { "mode", NULL };
   PyObject *mode_o = Py_None;
@@ -1133,7 +1133,7 @@ PyObject *igraphmodule_Graph_is_mutual(igraphmodule_GraphObject *self,
  * \return \c True if the graph has multiple edges, \c False otherwise.
  * \sa igraph_has_multiple
  */
-PyObject *igraphmodule_Graph_has_multiple(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_has_multiple(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
   if (igraph_has_multiple(&self->g, &res)) {
@@ -1739,9 +1739,9 @@ PyObject *igraphmodule_Graph_girth(igraphmodule_GraphObject *self,
  * \ingroup python_interface_graph
  * \brief Calculates the convergence degree of the edges in a graph
  */
-PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_t res;
-    PyObject *o;
+  PyObject *o;
 
   igraph_vector_init(&res, 0);
   if (igraph_convergence_degree(&self->g, &res, 0, 0)) {
@@ -1750,8 +1750,9 @@ PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self)
     return NULL;
   }
 
-  o=igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
+  o = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&res);
+
   return o;
 }
 
@@ -1759,7 +1760,7 @@ PyObject *igraphmodule_Graph_convergence_degree(igraphmodule_GraphObject *self)
  * \ingroup python_interface_graph
  * \brief Calculates the sizes of the convergence fields in a graph
  */
-PyObject *igraphmodule_Graph_convergence_field_size(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_convergence_field_size(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_t ins, outs;
   PyObject *o1, *o2;
 
@@ -1772,8 +1773,8 @@ PyObject *igraphmodule_Graph_convergence_field_size(igraphmodule_GraphObject *se
     return NULL;
   }
 
-  o1=igraphmodule_vector_t_to_PyList(&ins, IGRAPHMODULE_TYPE_INT);
-  o2=igraphmodule_vector_t_to_PyList(&outs, IGRAPHMODULE_TYPE_INT);
+  o1 = igraphmodule_vector_t_to_PyList(&ins, IGRAPHMODULE_TYPE_INT);
+  o2 = igraphmodule_vector_t_to_PyList(&outs, IGRAPHMODULE_TYPE_INT);
   igraph_vector_destroy(&ins);
   igraph_vector_destroy(&outs);
   return Py_BuildValue("NN", o1, o2);
@@ -1893,7 +1894,7 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
  * \return the Prufer sequence as a Python object
  * \sa igraph_to_prufer
  */
-PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   igraph_vector_int_t res;
   PyObject *list;
@@ -3658,7 +3659,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
  * \return the list of articulation points in a PyObject
  * \sa igraph_articulation_points
  */
-PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_int_t res;
   PyObject *o;
   if (igraph_vector_int_init(&res, 0)) {
@@ -4207,7 +4208,7 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
  * \return the list of bridges in a PyObject
  * \sa igraph_bridges
  */
-PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_bridges(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_int_t res;
   PyObject *o;
   if (igraph_vector_int_init(&res, 0)) {
@@ -5422,7 +5423,7 @@ PyObject *igraphmodule_Graph_linegraph(igraphmodule_GraphObject * self) {
  * \brief Conducts a maximum cardinality search on the graph.
  * \sa igraph_maximum_cardinality_search
  */
-PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_maximum_cardinality_search(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_int_t alpha, alpham1;
   PyObject *alpha_o, *alpham1_o;
 
@@ -6583,7 +6584,7 @@ PyObject *igraphmodule_Graph_is_bipartite(igraphmodule_GraphObject *self,
  * \return the dyad census as a 3-tuple
  * \sa igraph_dyad_census
  */
-PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_real_t mut, asym, nul;
   PyObject *mut_o, *asym_o, *nul_o;
 
@@ -6617,7 +6618,7 @@ PyObject *igraphmodule_Graph_dyad_census(igraphmodule_GraphObject *self) {
  * \return the triangles of the graph as a list of triplets with vertex IDs
  * \sa igraph_list_triangles
  */
-PyObject *igraphmodule_Graph_list_triangles(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_list_triangles(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_int_t res;
   PyObject *res_o;
 
@@ -6850,7 +6851,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
  * \return the triad census as a list
  * \sa igraph_triad_census
  */
-PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_vector_t res;
   PyObject *list;
 
@@ -6873,7 +6874,7 @@ PyObject *igraphmodule_Graph_triad_census(igraphmodule_GraphObject *self) {
  * Cycles and cycle bases                                             *
  **********************************************************************/
 
-PyObject *igraphmodule_Graph_is_acyclic(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph_is_acyclic(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
   if (igraph_is_acyclic(&self->g, &res)) {
@@ -6888,7 +6889,7 @@ PyObject *igraphmodule_Graph_is_acyclic(igraphmodule_GraphObject *self) {
   }
 }
 
-PyObject *igraphmodule_Graph_is_dag(igraphmodule_GraphObject * self) {
+PyObject *igraphmodule_Graph_is_dag(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
   if (igraph_is_dag(&self->g, &res)) {
@@ -8381,7 +8382,7 @@ PyObject *igraphmodule_Graph_laplacian(igraphmodule_GraphObject * self,
  * \sa igraph_get_edgelist
  */
 PyObject *igraphmodule_Graph_get_edgelist(igraphmodule_GraphObject * self,
-                                          PyObject * _null)
+                                          PyObject* Py_UNUSED(_null))
 {
   igraph_vector_int_t edgelist;
   PyObject *result_o;
@@ -10398,7 +10399,7 @@ int igraphmodule_Graph_mp_assign_subscript(igraphmodule_GraphObject * self,
 /** \ingroup python_interface_graph
  * \brief Returns the attribute list of the graph
  */
-PyObject *igraphmodule_Graph_attributes(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_attributes(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   return PyDict_Keys(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_GRAPH]);
 }
@@ -10406,8 +10407,7 @@ PyObject *igraphmodule_Graph_attributes(igraphmodule_GraphObject * self)
 /** \ingroup python_interface_graph
  * \brief Returns the attribute list of the graph's vertices
  */
-PyObject *igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject *
-                                               self)
+PyObject *igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   return PyDict_Keys(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_VERTEX]);
 }
@@ -10415,7 +10415,7 @@ PyObject *igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject *
 /** \ingroup python_interface_graph
  * \brief Returns the attribute list of the graph's edges
  */
-PyObject *igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   return PyDict_Keys(ATTR_STRUCT_DICT(&self->g)[ATTRHASH_IDX_EDGE]);
 }
@@ -11346,7 +11346,7 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
  * \brief Returns all minimal s-t separators of a graph
  */
 PyObject *igraphmodule_Graph_all_minimal_st_separators(
-    igraphmodule_GraphObject * self) {
+    igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   PyObject* result_o;
   igraph_vector_int_list_t res;
 
@@ -11437,7 +11437,7 @@ PyObject *igraphmodule_Graph_is_minimal_separator(igraphmodule_GraphObject * sel
  * \brief Returns the minimum size separators of the graph
  */
 PyObject *igraphmodule_Graph_minimum_size_separators(
-    igraphmodule_GraphObject * self) {
+    igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   PyObject* result_o;
   igraph_vector_int_list_t res;
 
@@ -11465,8 +11465,7 @@ PyObject *igraphmodule_Graph_minimum_size_separators(
 /** \ingroup python_interface_graph
  * \brief Calculates the cohesive block structure of a graph
  */
-PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self,
-    PyObject *args, PyObject *kwds) {
+PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   PyObject *blocks_o, *cohesion_o, *parents_o, *result_o;
   igraph_vector_int_list_t blocks;
   igraph_vector_int_t cohesion, parents;
@@ -11582,7 +11581,7 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
 /** \ingroup python_interface_graph
  * \brief Find all largest cliques in a graph
  */
-PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_largest_cliques(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   PyObject *list;
   igraph_vector_int_list_t res;
@@ -11702,7 +11701,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
 /** \ingroup python_interface_graph
  * \brief Returns the clique number of the graph
  */
-PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject * self)
+PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
   igraph_integer_t i;
 
@@ -11759,10 +11758,9 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
 /** \ingroup python_interface_graph
  * \brief Find all largest independent_vertex_sets in a graph
  */
-PyObject
-  *igraphmodule_Graph_largest_independent_vertex_sets(igraphmodule_GraphObject
-                                                      * self)
-{
+PyObject *igraphmodule_Graph_largest_independent_vertex_sets(
+  igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
+) {
   PyObject *list;
   igraph_vector_int_list_t res;
 
@@ -11784,10 +11782,9 @@ PyObject
 /** \ingroup python_interface_graph
  * \brief Find all maximal independent vertex sets in a graph
  */
-PyObject
-  *igraphmodule_Graph_maximal_independent_vertex_sets(igraphmodule_GraphObject
-                                                      * self)
-{
+PyObject *igraphmodule_Graph_maximal_independent_vertex_sets(
+  igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
+) {
   PyObject *list;
   igraph_vector_int_list_t res;
 
@@ -11809,9 +11806,9 @@ PyObject
 /** \ingroup python_interface_graph
  * \brief Returns the independence number of the graph
  */
-PyObject *igraphmodule_Graph_independence_number(igraphmodule_GraphObject *
-                                                 self)
-{
+PyObject *igraphmodule_Graph_independence_number(
+  igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
+) {
   igraph_integer_t i;
 
   if (igraph_independence_number(&self->g, &i)) {
@@ -12813,7 +12810,7 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
  * Python integer. This allows us to use igraph graphs with the Python ctypes
  * module without any additional conversions.
  */
-PyObject *igraphmodule_Graph__raw_pointer(igraphmodule_GraphObject *self) {
+PyObject *igraphmodule_Graph__raw_pointer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)) {
   return PyLong_FromVoidPtr(&self->g);
 }
 
@@ -13920,7 +13917,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@see: Graph.bipartite_projection_size()\n"},
 
   /* interface to igraph_bridges */
-  {"bridges", (PyCFunction)igraphmodule_Graph_bridges,
+  {"bridges", (PyCFunction) igraphmodule_Graph_bridges,
    METH_NOARGS,
    "bridges()\n--\n\n"
    "Returns the list of bridges in the graph.\n\n"
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 164b875cb..29e022239 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -55,8 +55,8 @@ int igraphmodule_Graph_register_type(void);
 PyObject* igraphmodule_Graph_subclass_from_igraph_t(PyTypeObject* type, igraph_t *graph);
 PyObject* igraphmodule_Graph_from_igraph_t(igraph_t *graph);
 
-PyObject* igraphmodule_Graph_attributes(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject* self);
-PyObject* igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject* self);
+PyObject* igraphmodule_Graph_attributes(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null));
+PyObject* igraphmodule_Graph_vertex_attributes(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null));
+PyObject* igraphmodule_Graph_edge_attributes(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null));
 
 #endif
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 21d5cb3bd..6fa7d7f04 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -706,7 +706,7 @@ void igraphmodule__destroy_locale_capsule(PyObject *capsule) {
   }
 }
 
-PyObject* igraphmodule__enter_safelocale(PyObject* self) {
+PyObject* igraphmodule__enter_safelocale(PyObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_safelocale_t* loc;
   PyObject* capsule;
 
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 67cba83bc..f2894a36c 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -37,7 +37,7 @@
 
 PyTypeObject* igraphmodule_VertexType;
 
-PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self);
+PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self, PyObject* _null);
 
 /**
  * \ingroup python_interface_vertex
@@ -151,7 +151,7 @@ static PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
   PyObject *s;
   PyObject *attrs;
 
-  attrs = igraphmodule_Vertex_attributes(self);
+  attrs = igraphmodule_Vertex_attributes(self, NULL);
   if (attrs == 0) {
     return NULL;
   }
@@ -257,14 +257,14 @@ Py_ssize_t igraphmodule_Vertex_attribute_count(igraphmodule_VertexObject* self)
 /** \ingroup python_interface_vertex
  * \brief Returns the list of attribute names
  */
-PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self) {
-  return self->gref ? igraphmodule_Graph_vertex_attributes(self->gref) : 0;
+PyObject* igraphmodule_Vertex_attribute_names(igraphmodule_VertexObject* self, PyObject* Py_UNUSED(_null)) {
+  return self->gref ? igraphmodule_Graph_vertex_attributes(self->gref, NULL) : NULL;
 }
 
 /** \ingroup python_interface_vertex
  * \brief Returns a dict with attribue names and values
  */
-PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self) {
+PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self, PyObject* Py_UNUSED(_null)) {
   igraphmodule_GraphObject *o = self->gref;
   PyObject *names, *dict;
   Py_ssize_t i, n;
@@ -278,7 +278,7 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self) {
     return NULL;
   }
 
-  names = igraphmodule_Graph_vertex_attributes(o);
+  names = igraphmodule_Graph_vertex_attributes(o, NULL);
   if (!names) {
     Py_DECREF(dict);
     return NULL;
@@ -425,7 +425,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
  * \param args positional arguments
  * \param kwds keyword arguments
  */
-PyObject* igraphmodule_Vertex_all_edges(PyObject* self) {
+PyObject* igraphmodule_Vertex_all_edges(PyObject* self, PyObject* Py_UNUSED(_null)) {
   return PyObject_CallMethod(self, "incident", "i", (int) IGRAPH_ALL);
 }
 
@@ -437,7 +437,7 @@ PyObject* igraphmodule_Vertex_all_edges(PyObject* self) {
  * \param args positional arguments
  * \param kwds keyword arguments
  */
-PyObject* igraphmodule_Vertex_in_edges(PyObject* self) {
+PyObject* igraphmodule_Vertex_in_edges(PyObject* self, PyObject* Py_UNUSED(_null)) {
   return PyObject_CallMethod(self, "incident", "i", (int) IGRAPH_IN);
 }
 
@@ -449,7 +449,7 @@ PyObject* igraphmodule_Vertex_in_edges(PyObject* self) {
  * \param args positional arguments
  * \param kwds keyword arguments
  */
-PyObject* igraphmodule_Vertex_out_edges(PyObject* self) {
+PyObject* igraphmodule_Vertex_out_edges(PyObject* self, PyObject* Py_UNUSED(_null)) {
   return PyObject_CallMethod(self, "incident", "i", (int) IGRAPH_OUT);
 }
 
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 573c66280..5183510c6 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -250,8 +250,8 @@ PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
 /** \ingroup python_interface_vertexseq
  * \brief Returns the list of attribute names
  */
-PyObject* igraphmodule_VertexSeq_attribute_names(igraphmodule_VertexSeqObject* self) {
-  return igraphmodule_Graph_vertex_attributes(self->gref);
+PyObject* igraphmodule_VertexSeq_attribute_names(igraphmodule_VertexSeqObject* self, PyObject* Py_UNUSED(_null)) {
+  return igraphmodule_Graph_vertex_attributes(self->gref, NULL);
 }
 
 /** \ingroup python_interface_vertexseq
@@ -1041,7 +1041,7 @@ PyObject* igraphmodule_VertexSeq__name_index(igraphmodule_VertexSeqObject* self,
  * \ingroup python_interface_vertexseq
  * Re-creates the dictionary that maps vertex names to vertex IDs.
  */
-PyObject* igraphmodule_VertexSeq__reindex_names(igraphmodule_VertexSeqObject* self) {
+PyObject* igraphmodule_VertexSeq__reindex_names(igraphmodule_VertexSeqObject* self, PyObject* Py_UNUSED(_null)) {
   igraphmodule_index_vertex_names(&self->gref->g, 1);
   Py_RETURN_NONE;
 }

From 222efa9d6a866317441e410c7205bc3a8631d614 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 24 Jan 2023 20:41:04 +0100
Subject: [PATCH 0988/1681] feat: skip header installation when building a wasm
 wheel with emscripten

---
 setup.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index 0ac08c9ca..ab012f516 100644
--- a/setup.py
+++ b/setup.py
@@ -39,9 +39,12 @@
 LIBIGRAPH_FALLBACK_LIBRARIES = ["igraph"]
 LIBIGRAPH_FALLBACK_LIBRARY_DIRS = []
 
-# Check whether we are compiling for PyPy. Headers will not be installed
-# for PyPy.
-SKIP_HEADER_INSTALL = (platform.python_implementation() == "PyPy") or (
+# Check whether we are compiling for PyPy or wasm with emscripten. Headers will
+# not be installed in these cases, or when the SKIP_HEADER_INSTALL envvar is
+# set explicitly.
+SKIP_HEADER_INSTALL = (
+    platform.python_implementation() == "PyPy" or
+    (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten") or
     "SKIP_HEADER_INSTALL" in os.environ
 )
 

From 8c260e9c8a5305fce0e23b7ada7851aa9e2cc255 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 25 Jan 2023 10:11:41 +0100
Subject: [PATCH 0989/1681] fix: closeness_cutoff() broken handloing of cutoff
 argument

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4aefc16e9..706741407 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4362,8 +4362,8 @@ PyObject *igraphmodule_Graph_closeness(igraphmodule_GraphObject * self,
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       return NULL;
     }
-    if (igraph_closeness_cutoff(&self->g, &res, 0, 0, vs, mode, weights,
-        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+    if (igraph_closeness_cutoff(&self->g, &res, NULL, NULL, vs, mode, weights,
+        PyObject_IsTrue(normalized_o), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }

From 4262c328ec4db5db3baf5733f8c521eaf5288767 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 25 Jan 2023 10:15:52 +0100
Subject: [PATCH 0990/1681] chore: update changelog [skip ci]

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0966c2527..bac663026 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,7 @@
 
 - Fixed the drawing of `VertexDendrogram` instances, both in the Cairo and the
   Matplotlib backends.
+- The `cutoff` and `normalized` arguments of `Graph.closeness()` did not function correctly.
 
 ## [0.10.3] - 2022-12-31
 

From 6792363425b4716ea550a998697a786f29c560d7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 25 Jan 2023 12:18:26 +0100
Subject: [PATCH 0991/1681] doc: following up the master -> main rename in
 source files

---
 CHANGELOG.md | 2 +-
 README.md    | 5 +++--
 setup.py     | 2 +-
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index bac663026..7dda8a4bb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -449,7 +449,7 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.3...master
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.3...main
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3
 [0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
 [0.10.1]: https://github.com/igraph/python-igraph/compare/0.10.0...0.10.1
diff --git a/README.md b/README.md
index c22ea7ed8..92892f595 100644
--- a/README.md
+++ b/README.md
@@ -186,8 +186,9 @@ pip install git+https://github.com/igraph/python-igraph
 
 This automatically fetches the development version from the repository, builds
 the package and installs it. By default, this will install the Python interface
-from the `master` branch, which is used as the basis for the development of the
-current release series. Unstable and breaking changes are being made in the `develop` branch. You can install this similarly by doing
+from the `main` branch, which is used as the basis for the development of the
+current release series. Unstable and breaking changes are being made in the
+`develop` branch. You can install this similarly by doing
 
 ```bash
 pip install git+https://github.com/igraph/python-igraph@develop
diff --git a/setup.py b/setup.py
index ab012f516..f6918f254 100644
--- a/setup.py
+++ b/setup.py
@@ -908,7 +908,7 @@ def get_tag(self):
     author_email="ntamas@gmail.com",
     project_urls={
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
-        "Changelog": "https://github.com/igraph/python-igraph/blob/master/CHANGELOG.md",
+        "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
         "Documentation": "https://igraph.readthedocs.io",
         "Source Code": "https://github.com/igraph/python-igraph",

From f3c1e117bf3790476cacd0dfcc5ceafe3ce21b50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 26 Jan 2023 20:54:19 +0100
Subject: [PATCH 0992/1681] chore: bumped vendored igraph to 0.10.4

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ae908007e..c9426b5d9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ae908007efae21623c16ff752780a14a78aa149d
+Subproject commit c9426b5d9fa841d93a311f46ddef9ed1d97576ac

From 3047d7ddcf0e4a0dd3aa17ac2653ad7d5f01d0c0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 Jan 2023 16:38:08 +0100
Subject: [PATCH 0993/1681] feat: added support for sources=... and targets=...
 for betweenness and edge betweenness

---
 CHANGELOG.md              |   6 ++
 src/_igraph/graphobject.c | 160 +++++++++++++++++++++++++++++++++-----
 tests/test_structural.py  |  17 ++++
 3 files changed, 163 insertions(+), 20 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7dda8a4bb..15bc0d319 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 ## [Unreleased]
 
+### Added
+
+- Betweenness and edge betweenness scores can now be calculated for a subset of
+  the shortest paths originating from or terminating in a certain set of
+  vertices only.
+
 ### Fixed
 
 - Fixed the drawing of `VertexDendrogram` instances, both in the Cairo and the
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 706741407..dac864739 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3870,28 +3870,46 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vertices", "directed", "cutoff", "weights",
-    "nobigint", NULL };
+    "sources", "targets", NULL };
   PyObject *directed = Py_True;
   PyObject *vobj = Py_None, *list;
   PyObject *cutoff = Py_None;
   PyObject *weights_o = Py_None;
-  PyObject *nobigint = Py_True;
+  PyObject *sources_o = Py_None;
+  PyObject *targets_o = Py_None;
   igraph_vector_t res, *weights = 0;
   igraph_bool_t return_single = false;
-  igraph_vs_t vs;
-
-  /* nobigint is now unused but we kept here for sake of backwards compatibility */
+  igraph_bool_t is_subsetted = false;
+  igraph_vs_t vs, sources, targets;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOO", kwlist,
                                    &vobj, &directed, &cutoff, &weights_o,
-                                   &nobigint)) {
+                                   &sources_o, &targets_o)) {
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
+  if (igraphmodule_PyObject_to_vs_t(sources_o, &sources, &self->g, NULL, NULL)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(targets_o, &targets, &self->g, NULL, NULL)) {
+    igraph_vs_destroy(&sources);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  is_subsetted = !igraph_vs_is_all(&sources) || !igraph_vs_is_all(&targets);
+
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
+    igraph_vs_destroy(&targets);
+    igraph_vs_destroy(&sources);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3899,13 +3917,25 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
 
   if (igraph_vector_init(&res, 0)) {
     igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&targets);
+    igraph_vs_destroy(&sources);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     return igraphmodule_handle_igraph_error();
   }
 
   if (cutoff == Py_None) {
-    if (igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed), weights)) {
+    if (is_subsetted) {
+      retval = igraph_betweenness_subset(
+        &self->g, &res, vs, PyObject_IsTrue(directed), sources, targets, weights
+      );
+    } else {
+      retval = igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed), weights);
+    }
+
+    if (retval) {
       igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       igraphmodule_handle_igraph_error();
@@ -3915,13 +3945,29 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
     PyObject *cutoff_num = PyNumber_Float(cutoff);
     if (cutoff_num == NULL) {
       igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       return NULL;
     }
+
+    if (is_subsetted) {
+      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
+      igraph_vector_destroy(&res);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      Py_DECREF(cutoff_num);
+      PyErr_SetString(PyExc_ValueError, "subsetting and cutoffs may not be used at the same time");
+      return NULL;
+    }
+
     if (igraph_betweenness_cutoff(&self->g, &res, vs, PyObject_IsTrue(directed),
         weights, PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       Py_DECREF(cutoff_num);
@@ -3932,6 +3978,8 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   } else {
     PyErr_SetString(PyExc_TypeError, "cutoff value must be None or integer");
     igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&targets);
+    igraph_vs_destroy(&sources);
     igraph_vector_destroy(&res);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     return NULL;
@@ -3942,8 +3990,10 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   else
     list = PyFloat_FromDouble(VECTOR(res)[0]);
 
-  igraph_vector_destroy(&res);
   igraph_vs_destroy(&vs);
+  igraph_vs_destroy(&targets);
+  igraph_vs_destroy(&sources);
+  igraph_vector_destroy(&res);
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   return list;
@@ -4819,39 +4869,92 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
                                               PyObject * args,
                                               PyObject * kwds)
 {
-  static char *kwlist[] = { "directed", "cutoff", "weights", NULL };
+  static char *kwlist[] = { "directed", "cutoff", "weights", "sources", "targets", NULL };
   igraph_vector_t res, *weights = 0;
   PyObject *list, *directed = Py_True, *cutoff = Py_None;
   PyObject *weights_o = Py_None;
+  PyObject *sources_o = Py_None;
+  PyObject *targets_o = Py_None;
+  igraph_vs_t sources;
+  igraph_vs_t targets;
+  igraph_error_t retval;
+  igraph_bool_t is_subsetted = false;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
-                                   &directed, &cutoff, &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
+                                   &directed, &cutoff, &weights_o, &sources_o, &targets_o))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
     ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  igraph_vector_init(&res, igraph_ecount(&self->g));
+  if (igraphmodule_PyObject_to_vs_t(sources_o, &sources, &self->g, NULL, NULL)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(targets_o, &targets, &self->g, NULL, NULL)) {
+    igraph_vs_destroy(&sources);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  is_subsetted = !igraph_vs_is_all(&sources) || !igraph_vs_is_all(&targets);
+
+  if (igraph_vector_init(&res, igraph_ecount(&self->g))) {
+    igraph_vs_destroy(&targets);
+    igraph_vs_destroy(&sources);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+  }
 
   if (cutoff == Py_None) {
-    if (igraph_edge_betweenness(&self->g, &res, PyObject_IsTrue(directed), weights)) {
-      igraphmodule_handle_igraph_error();
+    if (is_subsetted) {
+      retval = igraph_edge_betweenness_subset(
+        &self->g, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), sources, targets, weights
+      );
+    } else {
+      retval = igraph_edge_betweenness(
+        &self->g, &res, PyObject_IsTrue(directed), weights
+      );
+    }
+    if (retval) {
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       igraph_vector_destroy(&res);
+      igraphmodule_handle_igraph_error();
       return NULL;
     }
   } else if (PyNumber_Check(cutoff)) {
     PyObject *cutoff_num = PyNumber_Float(cutoff);
     if (!cutoff_num) {
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       igraph_vector_destroy(&res); return NULL;
     }
+
+    if (is_subsetted) {
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
+      if (weights) { igraph_vector_destroy(weights); free(weights); }
+      igraph_vector_destroy(&res);
+      Py_DECREF(cutoff_num);
+      PyErr_SetString(PyExc_ValueError, "subsetting and cutoffs may not be used at the same time");
+      return NULL;
+    }
+
     if (igraph_edge_betweenness_cutoff(&self->g, &res, PyObject_IsTrue(directed),
         weights, PyFloat_AsDouble(cutoff_num))) {
-      igraphmodule_handle_igraph_error();
       igraph_vector_destroy(&res);
+      igraph_vs_destroy(&targets);
+      igraph_vs_destroy(&sources);
       if (weights) { igraph_vector_destroy(weights); free(weights); }
       Py_DECREF(cutoff_num);
+      igraphmodule_handle_igraph_error();
       return NULL;
     }
     Py_DECREF(cutoff_num);
@@ -4861,10 +4964,13 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
     return NULL;
   }
 
+  igraph_vs_destroy(&targets);
+  igraph_vs_destroy(&sources);
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   igraph_vector_destroy(&res);
+
   return list;
 }
 
@@ -13871,11 +13977,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@see: hub_score()\n"
   },
 
-  /* interface to igraph_betweenness[_estimate] */
+  /* interface to igraph_betweenness, igraph_betweenness_cutoff and igraph_betweenness_subset */
   {"betweenness", (PyCFunction) igraphmodule_Graph_betweenness,
    METH_VARARGS | METH_KEYWORDS,
-   "betweenness(vertices=None, directed=True, cutoff=None, weights=None)\n--\n\n"
+   "betweenness(vertices=None, directed=True, cutoff=None, weights=None, sources=None, targets=None)\n--\n\n"
    "Calculates or estimates the betweenness of vertices in a graph.\n\n"
+   "Also supports calculating betweenness with shortest path length cutoffs or\n"
+   "considering shortest paths only from certain source vertices or to certain\n"
+   "target vertices.\n\n"
    "Keyword arguments:\n"
    "@param vertices: the vertices for which the betweennesses must be returned.\n"
    "  If C{None}, assumes all of the vertices in the graph.\n"
@@ -13886,6 +13995,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
+   "@param sources: the set of source vertices to consider when calculating\n"
+   "  shortest paths.\n"
+   "@param targets: the set of target vertices to consider when calculating\n"
+   "  shortest paths.\n"
    "@return: the (possibly cutoff-limited) betweenness of the given vertices in a list\n"},
 
   /* interface to biconnected_components */
@@ -14187,11 +14300,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the calculated eccentricities in a list, or a single number if\n"
    "  a single vertex was supplied.\n"},
 
-  /* interface to igraph_edge_betweenness[_estimate] */
+  /* interface to igraph_edge_betweenness, igraph_edge_betweenness_cutoff and igraph_edge_betweenness_subset */
   {"edge_betweenness", (PyCFunction) igraphmodule_Graph_edge_betweenness,
    METH_VARARGS | METH_KEYWORDS,
-   "edge_betweenness(directed=True, cutoff=None, weights=None)\n--\n\n"
+   "edge_betweenness(directed=True, cutoff=None, weights=None, sources=None, targets=None)\n--\n\n"
    "Calculates or estimates the edge betweennesses in a graph.\n\n"
+   "Also supports calculating edge betweenness with shortest path length cutoffs or\n"
+   "considering shortest paths only from certain source vertices or to certain\n"
+   "target vertices.\n\n"
    "@param directed: whether to consider directed paths.\n"
    "@param cutoff: if it is an integer, only paths less than or equal to this\n"
    "  length are considered, effectively resulting in an estimation of the\n"
@@ -14199,6 +14315,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  returned.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
+   "@param sources: the set of source vertices to consider when calculating\n"
+   "  shortest paths.\n"
+   "@param targets: the set of target vertices to consider when calculating\n"
+   "  shortest paths.\n"
    "@return: a list with the (exact or estimated) edge betweennesses of all\n"
    "  edges.\n"},
 
diff --git a/tests/test_structural.py b/tests/test_structural.py
index b9b1d0b54..0e3fbab70 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -237,28 +237,45 @@ class CentralityTests(unittest.TestCase):
     def testBetweennessCentrality(self):
         g = Graph.Star(5)
         self.assertTrue(g.betweenness() == [6.0, 0.0, 0.0, 0.0, 0.0])
+
         g = Graph(5, [(0, 1), (0, 2), (0, 3), (1, 4)])
         self.assertTrue(g.betweenness() == [5.0, 3.0, 0.0, 0.0, 0.0])
         self.assertTrue(g.betweenness(cutoff=2) == [3.0, 1.0, 0.0, 0.0, 0.0])
         self.assertTrue(g.betweenness(cutoff=1) == [0.0, 0.0, 0.0, 0.0, 0.0])
+
         g = Graph.Lattice([3, 3], circular=False)
         self.assertTrue(
             g.betweenness(cutoff=2) == [0.5, 2.0, 0.5, 2.0, 4.0, 2.0, 0.5, 2.0, 0.5]
         )
 
+        observed = g.betweenness(sources=[0, 8], targets=[0, 8])
+        self.assertEquals(len(observed), g.vcount())
+        for x, y in zip(observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]):
+            self.assertAlmostEquals(x, y)
+        self.assertRaises(ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+
     def testEdgeBetweennessCentrality(self):
         g = Graph.Star(5)
         self.assertTrue(g.edge_betweenness() == [4.0, 4.0, 4.0, 4.0])
+
         g = Graph(5, [(0, 1), (0, 2), (0, 3), (1, 4)])
         self.assertTrue(g.edge_betweenness() == [6.0, 4.0, 4.0, 4.0])
         self.assertTrue(g.edge_betweenness(cutoff=2) == [4.0, 3.0, 3.0, 2.0])
         self.assertTrue(g.edge_betweenness(cutoff=1) == [1.0, 1.0, 1.0, 1.0])
+
         g = Graph.Ring(5)
         self.assertTrue(g.edge_betweenness() == [3.0, 3.0, 3.0, 3.0, 3.0])
         self.assertTrue(
             g.edge_betweenness(weights=[4, 1, 1, 1, 1]) == [0.5, 3.5, 5.5, 5.5, 3.5]
         )
 
+        g = Graph.Lattice([3, 3], circular=False)
+        observed = g.edge_betweenness(sources=[0, 8], targets=[0, 8])
+        self.assertEquals(len(observed), g.ecount())
+        for x, y in zip(observed, [1 / 2, 1 / 2, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 3, 1 / 2, 1 / 6, 1 / 2]):
+            self.assertAlmostEquals(x, y)
+        self.assertRaises(ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+
     def testClosenessCentrality(self):
         g = Graph.Star(5)
         cl = g.closeness()

From 06d120aa2c4a7708cff79cd0d86d04e865f885a5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 Jan 2023 17:02:46 +0100
Subject: [PATCH 0994/1681] feat: added Graph.vertex_coloring_greedy()

---
 CHANGELOG.md              |  3 +++
 src/_igraph/convert.c     | 13 ++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 51 +++++++++++++++++++++++++++++++++++++++
 tests/test_coloring.py    | 37 ++++++++++++++++++++++++++++
 tests/test_structural.py  |  4 +--
 6 files changed, 107 insertions(+), 2 deletions(-)
 create mode 100644 tests/test_coloring.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 15bc0d319..5ac08cd3c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,9 @@
 
 ### Added
 
+- Added `Graph.vertex_coloring_greedy()` to calculate a greedy vertex coloring
+  for the graph.
+
 - Betweenness and edge betweenness scores can now be calculated for a subset of
   the shortest paths originating from or terminating in a certain set of
   vertices only.
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 1405e989d..466653296 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -513,6 +513,19 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
   TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_coloring_greedy_t
+ */
+int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result) {
+  static igraphmodule_enum_translation_table_entry_t coloring_greedy_tt[] = {
+        {"colored_neighbors", IGRAPH_COLORING_GREEDY_COLORED_NEIGHBORS},
+        {"dsatur", IGRAPH_COLORING_GREEDY_DSATUR},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(coloring_greedy_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_community_comparison_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index c4c895458..15bf4ead8 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -58,6 +58,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
 int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
   igraph_barabasi_algorithm_t *result);
 int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o, igraph_bliss_sh_t *result);
+int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result);
 int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
                   igraph_community_comparison_t *result);
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dac864739..f35d3db96 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11637,6 +11637,43 @@ PyObject *igraphmodule_Graph_cohesive_blocks(igraphmodule_GraphObject *self, PyO
   return result_o;
 }
 
+/**********************************************************************
+ * Coloring                                                           *
+ **********************************************************************/
+
+PyObject *igraphmodule_Graph_vertex_coloring_greedy(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  static char *kwlist[] = { "method", NULL };
+  igraph_vector_int_t result;
+  igraph_coloring_greedy_t heuristics;
+  PyObject *heuristics_o = Py_None;
+  PyObject *result_o;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &heuristics_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_coloring_greedy_t(heuristics_o, &heuristics)) {
+    return NULL;
+  }
+
+  if (igraph_vector_int_init(&result, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_vertex_coloring_greedy(&self->g, &result, heuristics)) {
+    igraph_vector_int_destroy(&result);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  result_o = igraphmodule_vector_int_t_to_PyList(&result);
+  igraph_vector_int_destroy(&result);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Cliques and independent sets                                       *
  **********************************************************************/
@@ -16818,6 +16855,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "It is advised to use that.\n"
   },
 
+  /************/
+  /* COLORING */
+  /************/
+  {"vertex_coloring_greedy", (PyCFunction) igraphmodule_Graph_vertex_coloring_greedy,
+   METH_VARARGS | METH_KEYWORDS,
+   "vertex_coloring_greedy(method=\"colored_neighbors\")\n--\n\n"
+   "Calculates a greedy vertex coloring for the graph based on some heuristics.\n\n"
+   "@param method: the heuristics to use. C{colored_neighbors} always picks the\n"
+   "  vertex with the largest number of colored neighbors as the next vertex to\n"
+   "  pick a color for. C{dsatur} picks the vertex with the largest number of\n"
+   "  I{unique} colors in its neighborhood; this is also known as the DSatur\n"
+   "  heuristics (hence the name).\n"
+  },
+
   /********************************/
   /* CLIQUES AND INDEPENDENT SETS */
   /********************************/
diff --git a/tests/test_coloring.py b/tests/test_coloring.py
new file mode 100644
index 000000000..a3791384d
--- /dev/null
+++ b/tests/test_coloring.py
@@ -0,0 +1,37 @@
+import unittest
+from igraph import Graph
+
+
+def assert_valid_vertex_coloring(graph, coloring):
+    assert min(coloring) == 0
+    for edge in graph.es:
+        source, target = edge.tuple
+        assert source == target or coloring[source] != coloring[target]
+
+
+class VertexColoringTests(unittest.TestCase):
+    def testGreedyVertexColoring(self):
+        g = Graph.Famous("petersen")
+
+        col = g.vertex_coloring_greedy()
+        assert_valid_vertex_coloring(g, col)
+        
+        col = g.vertex_coloring_greedy("colored_neighbors")
+        assert_valid_vertex_coloring(g, col)
+        
+        col = g.vertex_coloring_greedy("dsatur")
+        assert_valid_vertex_coloring(g, col)
+
+
+def suite():
+    vertex_coloring_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexColoringTests)
+    return unittest.TestSuite([vertex_coloring_suite])
+
+
+def test():
+    runner = unittest.TextTestRunner()
+    runner.run(suite())
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 0e3fbab70..9ec5493ed 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -249,9 +249,9 @@ def testBetweennessCentrality(self):
         )
 
         observed = g.betweenness(sources=[0, 8], targets=[0, 8])
-        self.assertEquals(len(observed), g.vcount())
+        self.assertEqual(len(observed), g.vcount())
         for x, y in zip(observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]):
-            self.assertAlmostEquals(x, y)
+            self.assertAlmostEqual(x, y)
         self.assertRaises(ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
 
     def testEdgeBetweennessCentrality(self):

From c710884245bf38924138862ac6369849e08d581b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 Jan 2023 17:09:53 +0100
Subject: [PATCH 0995/1681] fix: remove deprecated construct from a unit test

---
 tests/test_structural.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 9ec5493ed..557398859 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -271,9 +271,9 @@ def testEdgeBetweennessCentrality(self):
 
         g = Graph.Lattice([3, 3], circular=False)
         observed = g.edge_betweenness(sources=[0, 8], targets=[0, 8])
-        self.assertEquals(len(observed), g.ecount())
+        self.assertEqual(len(observed), g.ecount())
         for x, y in zip(observed, [1 / 2, 1 / 2, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 3, 1 / 2, 1 / 6, 1 / 2]):
-            self.assertAlmostEquals(x, y)
+            self.assertAlmostEqual(x, y)
         self.assertRaises(ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
 
     def testClosenessCentrality(self):

From 580cf5dd0e9f2c403cd8622a95b7306ded2d539c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 Jan 2023 17:13:48 +0100
Subject: [PATCH 0996/1681] chore: bumped version to 0.10.4

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5ac08cd3c..402ea417f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.4] - 2022-01-27
 
 ### Added
 
@@ -458,7 +458,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.3...main
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.4...main
+[0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3
 [0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
 [0.10.1]: https://github.com/igraph/python-igraph/compare/0.10.0...0.10.1
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 32f861113..b93074332 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 3)
+__version_info__ = (0, 10, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From b6ebd8eb277fc1d0e33340a6624629a10c638992 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 27 Jan 2023 17:38:05 +0100
Subject: [PATCH 0997/1681] fix: set up appropriate default for the vertex
 coloring heuristics

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f35d3db96..7ba3e693f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -11646,7 +11646,7 @@ PyObject *igraphmodule_Graph_vertex_coloring_greedy(
 ) {
   static char *kwlist[] = { "method", NULL };
   igraph_vector_int_t result;
-  igraph_coloring_greedy_t heuristics;
+  igraph_coloring_greedy_t heuristics = IGRAPH_COLORING_GREEDY_COLORED_NEIGHBORS;
   PyObject *heuristics_o = Py_None;
   PyObject *result_o;
 

From 6a437c93d661a443081cdea0dfc24b645cddba9a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Anton=20Gr=C3=BCbel?= <anton.gruebel@gmail.com>
Date: Sun, 29 Jan 2023 22:33:29 +0100
Subject: [PATCH 0998/1681] split aarch64 build into manylinux and musllinux to
 prevent GHA timeout (#635)

* split aarch64 build into manylinux and musllinux to prevent GHA timeout

* temporarily disable condition on aarch84 builds to see whether the new configuration works

* Revert "temporarily disable condition on aarch84 builds to see whether the new configuration works"

This reverts commit d9ca8fc8f963091cbc5d2511a299b966b27304d5.

---------

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .github/workflows/build.yml | 22 ++++++++++++++++++++--
 1 file changed, 20 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d26d4f032..f5d6a795d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -48,8 +48,8 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
-  build_wheel_linux_aarch64:
-    name: Build wheels on Linux (aarch64)
+  build_wheel_linux_aarch64_manylinux:
+    name: Build wheels on Linux (aarch64/manylinux)
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
@@ -69,6 +69,24 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
+      - uses: actions/upload-artifact@v3
+        with:
+          path: ./wheelhouse/*.whl
+
+  build_wheel_linux_aarch64_musllinux:
+    name: Build wheels on Linux (aarch64/musllinux)
+    runs-on: ubuntu-20.04
+    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    steps:
+      - uses: actions/checkout@v3
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - name: Set up QEMU
+        id: qemu
+        uses: docker/setup-qemu-action@v2
+
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.12.0
         env:

From ddecc7c57b823d94538cfc860c19a03d02b36e04 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 31 Jan 2023 14:16:06 +0100
Subject: [PATCH 0999/1681] make things more generic by detecting Emscripten
 and not only pyodide

---
 setup.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index dd7721f49..6be61230b 100644
--- a/setup.py
+++ b/setup.py
@@ -59,9 +59,9 @@ def building_on_windows_msvc() -> bool:
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
-def building_to_wasm() -> bool:
-    """Returns True when building to WebAssembly"""
-    return "PYODIDE" in os.environ
+def building_with_emscripten() -> bool:
+    """Returns True when building with Emscripten to WebAssembly"""
+    return (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
 
 
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
@@ -249,7 +249,7 @@ def _compile_in(
         args = [cmake]
 
         # Build to wasm requires invocation of the Emscripten SDK
-        if building_to_wasm():
+        if building_with_emscripten():
             emcmake = which("emcmake")
             if not emcmake:
                 print(

From 8b19ce1a670a5c82e5ddce5137be1f503a6dd35b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 31 Jan 2023 21:16:29 +0100
Subject: [PATCH 1000/1681] doc: do not use 'latest' or 'stable' as version
 numbers in readthedocs

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index bf3853af3..99028dfe7 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -42,7 +42,7 @@ def get_igraphdir():
 
 def get_igraph_version():
     '''Get igraph version'''
-    if rtd_version != '':
+    if rtd_version and rtd_version not in ('latest', 'stable'):
         return rtd_version
 
     version_file = get_igraphdir() / 'version.py'

From dea8a394c9f866ca5d3a461b9caa6b350fb3dc6d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 31 Jan 2023 21:52:18 +0100
Subject: [PATCH 1001/1681] doc: use version number from READTHEDOCS_VERSION
 only for tags

---
 doc/source/conf.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 99028dfe7..a31dba8b7 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -22,6 +22,7 @@
 # Check if we are inside readthedocs, the conf is quite different there
 is_inside_rtd = os.getenv("READTHEDOCS", "") == "True"
 rtd_version = os.getenv("READTHEDOCS_VERSION", "")
+rtd_version_type = os.getenv("READTHEDOCS_VERSION_TYPE", "unknown")
 
 if not is_inside_rtd:
     import sphinxbootstrap4theme
@@ -42,7 +43,7 @@ def get_igraphdir():
 
 def get_igraph_version():
     '''Get igraph version'''
-    if rtd_version and rtd_version not in ('latest', 'stable'):
+    if rtd_version and rtd_version_type == "tag":
         return rtd_version
 
     version_file = get_igraphdir() / 'version.py'

From 45b278c1543f9affef8a7dadf618b74005e997f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Feb 2023 22:28:15 +0100
Subject: [PATCH 1002/1681] fix: remove defunct
 Graph.community_leading_eigenvector_naive() function, closes #637

---
 CHANGELOG.md            |  9 +++++++++
 doc/source/analysis.rst |  1 -
 src/igraph/__init__.py  |  3 ---
 src/igraph/community.py | 34 ----------------------------------
 4 files changed, 9 insertions(+), 38 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 402ea417f..ae776db49 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,14 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Removed
+
+- Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a
+  breaking change because it was already removed from the C core a long time
+  ago so the function in the Python interface did not do anything useful
+  either.
+
 ## [0.10.4] - 2022-01-27
 
 ### Added
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 1be2277df..aef415fcf 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -348,7 +348,6 @@ Clustering
 - :meth:`Graph.community_infomap`
 - :meth:`Graph.community_label_propagation`
 - :meth:`Graph.community_leading_eigenvector`
-- :meth:`Graph.community_leading_eigenvector_naive`
 - :meth:`Graph.community_leiden`
 - :meth:`Graph.community_multilevel` (a version of Louvain)
 - :meth:`Graph.community_optimal_modularity` (exact solution, < 100 vertices)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a89be5af0..4e0136ba5 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -103,7 +103,6 @@
 from igraph.community import (
     _community_fastgreedy,
     _community_infomap,
-    _community_leading_eigenvector_naive,
     _community_leading_eigenvector,
     _community_label_propagation,
     _community_multilevel,
@@ -653,7 +652,6 @@ def es(self):
     # Community detection/clustering
     community_fastgreedy = _community_fastgreedy
     community_infomap = _community_infomap
-    community_leading_eigenvector_naive = _community_leading_eigenvector_naive
     community_leading_eigenvector = _community_leading_eigenvector
     community_label_propagation = _community_label_propagation
     community_multilevel = _community_multilevel
@@ -1071,7 +1069,6 @@ def write(graph, filename, *args, **kwds):
     _export_graph_to_tuple_list,
     _community_fastgreedy,
     _community_infomap,
-    _community_leading_eigenvector_naive,
     _community_leading_eigenvector,
     _community_label_propagation,
     _community_multilevel,
diff --git a/src/igraph/community.py b/src/igraph/community.py
index b2121177c..74a290a7a 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -64,40 +64,6 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
     )
 
 
-def _community_leading_eigenvector_naive(graph, clusters=None, return_merges=False):
-    """Naive implementation of Newman's eigenvector community structure detection.
-
-    This function splits the network into two components
-    according to the leading eigenvector of the modularity matrix and
-    then recursively takes the given number of steps by splitting the
-    communities as individual networks. This is not the correct way,
-    however, see the reference for explanation. Consider using the
-    correct L{Graph.community_leading_eigenvector} method instead.
-
-    @param clusters: the desired number of communities. If C{None}, the
-      algorithm tries to do as many splits as possible. Note that the
-      algorithm won't split a community further if the signs of the leading
-      eigenvector are all the same, so the actual number of discovered
-      communities can be less than the desired one.
-    @param return_merges: whether the returned object should be a
-      dendrogram instead of a single clustering.
-    @return: an appropriate L{VertexClustering} or L{VertexDendrogram}
-      object.
-
-    @newfield ref: Reference
-    @ref: MEJ Newman: Finding community structure in networks using the
-    eigenvectors of matrices, arXiv:physics/0605087"""
-    if clusters is None:
-        clusters = -1
-    cl, merges, q = GraphBase.community_leading_eigenvector_naive(
-        graph, clusters, return_merges
-    )
-    if merges is None:
-        return VertexClustering(graph, cl, modularity=q)
-    else:
-        return VertexDendrogram(graph, merges, safemax(cl) + 1)
-
-
 def _community_leading_eigenvector(
     graph, clusters=None, weights=None, arpack_options=None
 ):

From ff16f5cf451379ea76e5b3a34b4aa99b130cf218 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 Feb 2023 22:33:10 +0100
Subject: [PATCH 1003/1681] doc: add more info about how to determine the
 matching revision of the C core, closes #636

---
 doc/source/install.rst | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5b7b9dd3d..7eef1fa66 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -62,8 +62,14 @@ Compiling |igraph| from source
 You might want to compile |igraph| to test a recently added feature ahead of release or
 to install |igraph| on architectures not covered by our continuous development pipeline.
 
-.. note:: In all cases, the Python interface needs to be compiled against a **matching** version of
-  the |igraph| core C library.
+.. note:: In all cases, the Python interface needs to be compiled against
+   a **matching** version of the |igraph| core C library. If you used ``git``
+   to check out the source tree, ``git`` was probably smart enough to check out
+   the matching version of igraph's C core as a submodule into
+   ``vendor/source/igraph``. You can use ``git submodule update --init
+   --recursive`` to check out the submodule manually, or you can run ``git
+   submodule status`` to print the exact revision of igraph's C core that
+   should be used with the Python interface.
 
 Compiling using pip
 -------------------

From 0b17fa405ff51b1e6b73168a316066109ba3305d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 10:19:02 +0100
Subject: [PATCH 1004/1681] fix: removed unused 'params' parameter from
 VertexDendrogram

---
 src/igraph/clustering.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 47cb58f7d..c7270a52b 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -62,7 +62,8 @@ def __init__(self, membership, params=None):
         @param membership: the membership list -- that is, the cluster
           index in which each element of the set belongs to.
         @param params: additional parameters to be stored in this
-          object's dictionary."""
+          object's dictionary.
+        """
         self._membership = list(membership)
         if len(self._membership) > 0:
             self._len = max(m for m in self._membership if m is not None) + 1
@@ -788,7 +789,7 @@ class VertexDendrogram(Dendrogram):
     vertex set of a graph."""
 
     def __init__(
-        self, graph, merges, optimal_count=None, params=None, modularity_params=None
+        self, graph, merges, optimal_count=None, modularity_params=None
     ):
         """Creates a dendrogram object for a given graph.
 
@@ -799,7 +800,6 @@ def __init__(
           clustering algorithm that produces the dendrogram. C{None} means
           that such a hint is not available; the optimal count will then be
           selected based on the modularity in such a case.
-        @param params: additional parameters to be stored in this object.
         @param modularity_params: arguments that should be passed to
           L{Graph.modularity} when the modularity is (re)calculated. If the
           original graph was weighted, you should pass a dictionary

From 423b3217d3dac5d37260debd309a42ff3c2009fc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 10:35:27 +0100
Subject: [PATCH 1005/1681] fix: fix forwarding of resolution parameter to the
 low-level modularity() method from the Graph class, closes #640

---
 src/igraph/community.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/igraph/community.py b/src/igraph/community.py
index 74a290a7a..834744707 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -403,7 +403,7 @@ def _community_leiden(
       Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
     @param weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
-    @param resolution: the resolution parameter to use. Higher resolutions 
+    @param resolution: the resolution parameter to use. Higher resolutions
       lead to more smaller communities, while lower resolutions lead to fewer
       larger communities.
     @param beta: parameter affecting the randomness in the Leiden
@@ -431,7 +431,10 @@ def _community_leiden(
         raise ValueError('objective_function must be "CPM" or "modularity".')
 
     if "resolution_parameter" in kwds:
-        deprecated("resolution_parameter keyword argument is deprecated, use resolution=... instead")
+        deprecated(
+            "resolution_parameter keyword argument is deprecated, use "
+            "resolution=... instead"
+        )
         resolution = kwds.pop("resolution_parameter")
 
     if kwds:
@@ -448,10 +451,10 @@ def _community_leiden(
         n_iterations=n_iterations,
     )
 
+    modularity_params = {"resolution": resolution}
     if weights is not None:
-        modularity_params = dict(weights=weights)
-    else:
-        modularity_params = {}
+        modularity_params["weights"] = weights
+
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
@@ -494,9 +497,11 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
     if isinstance(membership, VertexClustering):
         if membership.graph != self:
             raise ValueError("clustering object belongs to another graph")
-        return GraphBase.modularity(self, membership.membership, weights)
+        return GraphBase.modularity(
+            self, membership.membership, weights, resolution, directed
+        )
     else:
-        return GraphBase.modularity(self, membership, weights)
+        return GraphBase.modularity(self, membership, weights, resolution, directed)
 
 
 def _optimal_cluster_count_from_merges_and_modularity(

From 18a903e17cf47bdcb45bd003afccd677eba47e65 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 14:25:22 +0100
Subject: [PATCH 1006/1681] feat: VertexClustering returned from
 Graph.community_leiden() now stores the value of the quality function

---
 src/_igraph/graphobject.c |  2 +-
 src/igraph/community.py   | 12 +++++++++---
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7ba3e693f..69f544187 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12784,7 +12784,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     free(membership);
   }
 
-  return error ? NULL : res;
+  return error ? NULL : Py_BuildValue("Nd", res, (double) quality);
 }
 
 /**********************************************************************
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 834744707..61af2a3b1 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -420,7 +420,9 @@ def _community_leiden(
       If this is not provided, it will be automatically determined on the
       basis of whether you want to use CPM or modularity. If you do provide
       this, please make sure that you understand what you are doing.
-    @return: an appropriate L{VertexClustering} object.
+    @return: an appropriate L{VertexClustering} object with an extra attribute
+      called C{quality} that stores the value of the internal quality function
+      optimized by the algorithm.
 
     @newfield ref: Reference
     @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
@@ -440,7 +442,7 @@ def _community_leiden(
     if kwds:
         raise TypeError('unexpected keyword argument')
 
-    membership = GraphBase.community_leiden(
+    membership, quality = GraphBase.community_leiden(
         graph,
         edge_weights=weights,
         node_weights=node_weights,
@@ -451,11 +453,15 @@ def _community_leiden(
         n_iterations=n_iterations,
     )
 
+    params = {"quality": quality}
+
     modularity_params = {"resolution": resolution}
     if weights is not None:
         modularity_params["weights"] = weights
 
-    return VertexClustering(graph, membership, modularity_params=modularity_params)
+    return VertexClustering(
+        graph, membership, params=params, modularity_params=modularity_params
+    )
 
 
 def _modularity(self, membership, weights=None, resolution=1, directed=True):

From 02f37ab55310dff5826980d4726b0b535957644d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 14:27:01 +0100
Subject: [PATCH 1007/1681] chore: updated changelog

---
 CHANGELOG.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ae776db49..65fa445a7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,17 @@
 
 ## [Unreleased]
 
+### Added
+
+- The `VertexClustering` object returned from `Graph.community_leiden()` now
+  contains an extra property named `quality` that stores the value of the
+  internal quality function optimized by the algorithm.
+
+### Fixed
+
+- `resolution` parameter is now correctly taken into account when calling
+  `Graph.modularity()`
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From 61111f229dedc131b9a1b5f014b4bbcb884b20fb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 5 Mar 2023 14:05:28 +0100
Subject: [PATCH 1008/1681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c9426b5d9..df540582b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c9426b5d9fa841d93a311f46ddef9ed1d97576ac
+Subproject commit df540582b4c2b267e573fc42d7ca654573960072

From bdada6f6c3bbeb170cd56b4ed8c23332433710f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Mar 2023 18:03:18 +0100
Subject: [PATCH 1009/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index df540582b..47c76b691 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit df540582b4c2b267e573fc42d7ca654573960072
+Subproject commit 47c76b691c8158daea48648f3d47129e682d4651

From be0d890307c5e52d971a094e895d599716dca2e9 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 13 Mar 2023 19:40:15 +1100
Subject: [PATCH 1010/1681] Add Spanish tutorial by @adriandiazlab (#642)

* Add Spanish tutorial by @adriandiazlab

* fix: let's try with all-lowercase filenames

* A few corrections in style and language

---------

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 doc/source/index.rst       |   3 +-
 doc/source/tutorial.es.rst | 815 +++++++++++++++++++++++++++++++++++++
 2 files changed, 817 insertions(+), 1 deletion(-)
 create mode 100644 doc/source/tutorial.es.rst

diff --git a/doc/source/index.rst b/doc/source/index.rst
index 040b4c5c5..aca648dfb 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -67,7 +67,7 @@ Documentation
 
        - :doc:`Quick start <tutorials/quickstart>`
        - :doc:`Gallery of examples <tutorials/index>`
-       - :doc:`Extended tutorial <tutorial>`
+       - :doc:`Extended tutorial <tutorial>` (:doc:`Español <tutorial.es>`)
 
     .. container::
 
@@ -103,6 +103,7 @@ Documentation for `python-igraph <= 0.10.1` is available on our `old website <ht
    install
    tutorials/index
    tutorial
+   tutorial.es
    api/index
    generation
    analysis
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
new file mode 100644
index 000000000..a94945b63
--- /dev/null
+++ b/doc/source/tutorial.es.rst
@@ -0,0 +1,815 @@
+.. include:: include/global.rst
+
+.. _tutorial:
+
+.. currentmodule:: igraph
+
+========
+Tutorial
+========
+
+Esta página es un tutorial detallado de las capacidades de |igraph| para Python. Para obtener una impresión rápida de lo que |igraph| puede hacer, consulte el :doc:`tutorials/quickstart`. Si aún no ha instalado |igraph|, siga las instrucciones de :doc:`install`.
+
+.. note::
+   Para el lector impaciente, vea la página :doc:`tutorials/index` para ejemplos cortos y autocontenidos.
+   
+Comenzar con |igraph|
+=====================
+
+La manera más común de usar |igraph| es como una importanción con nombre dentro de un ambiente de Python (por ejemplo, un simple shell de Python, a `IPython`_ shell, un `Jupyter`_ notebook o una instancia JupyterLab, `Google Colab <https://colab.research.google.com/>`_, o un `IDE <https://www.spyder-ide.org/>`_)::
+
+  $ python
+  Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
+  Type "help", "copyright", "credits" or "license" for more information.
+  >>> import igraph as ig
+  
+Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombre que hayas elegido)::
+
+  >>> import igraph as ig
+  >>> print(ig.__version__)
+  0.9.8
+
+.. note::
+   Es posible utilizar *importación con asterisco* para |igraph|::
+
+    >>> from igraph import *
+    
+   pero en general se desaconseja <https://stackoverflow.com/questions/2386714/why-is-import-bad>`_.
+
+Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :command:`igraph` desde tu terminal::
+
+  $ igraph
+  No configuration file, using defaults
+  igraph 0.9.6 running inside Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  Type "copyright", "credits" or "license" for more information.
+  >>>
+
+.. note::
+   Para los usuarios de Windows encontrarán el script dentro del subdirectorio file:`scripts`
+   de Python y puede que tengan que añadirlo manualmente a su ruta.
+   
+Este script inicia un intérprete de comandos apropiado (`IPython`_ o `IDLE <https://docs.python.org/3/library/idle.html>`_ si se encuentra, de lo contrario un intérprete de comandos Python puro) y utiliza *importación con asterisco* (véase más arriba). Esto es a veces conveniente para usar las funciones de |igraph|.
+
+.. note::
+   Puede especificar qué shell debe utilizar este script a través 
+   :doc:`configuration` de |igraph|.
+
+Este tutorial asumirá que has importado igraph usando el de nombres ``ig``.
+
+Creando un grafo
+================
+
+La forma más sencilla de crear un grafo es con el constructor :class:`Graph`. Para hacer un grafo vacío:
+
+  >>> g = ig.Graph()
+  
+Para hacer un grafo con 10 nodos (numerados ``0`` to ``9``) y dos aristas que conecten los nodos ``0-1`` y ``0-5``::
+
+  >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
+  
+Podemos imprimir el grafo para obtener un resumen de sus nodos y aristas::
+
+  >>> print(g)
+  IGRAPH U--- 10 2 --
+  + edges:
+  0--1 0--5
+  
+Tenemos entonces: grafo no dirigido (**U**ndirected) con **10** vértices y **2** aristas, que se enlistan en la última parte. Si el grafo tiene un atributo "nombre", también se imprime.
+
+.. note::
+   ``summary`` es similar a ``print`` pero no enlista las aristas, lo cual
+   es conveniente para grafos grandes con millones de aristas::
+   
+     >>> summary(g)
+     IGRAPH U--- 10 2 --
+   
+Añadir y borrar vértices y aristas
+==================================
+
+Empecemos de nuevo con un grafo vacío. Para añadir vértices a un grafo existente, utiliza :meth:`Graph.add_vertices`::
+
+  >>> g = ig.Graph()
+  >>> g.add_vertices(3)
+  
+En |igraph|, los vértices se numeran siempre a partir de cero El número de un vértice es el *ID del vértice*. Un vértice puede tener o no un nombre.
+
+Del mismo modo, para añadir aristas se utiliza :meth:`Graph.add_edges`::
+
+  >>> g.add_edges([(0, 1), (1, 2)])
+  
+Las aristas se añaden especificando el vértice origen y el vértice destino de cada arista. Esta llamada añade dos aristas, una que conecta los vértices ``0`` y ``1``, y otra que conecta los vértices ``1`` y ``2``. Las aristas también se numeran a partir de cero (el *ID del arista*) y tienen un nombre opcional.
+
+.. warning::
+
+  Crear un grafo vacío y añadir vértices y aristas como se muestra aquí puede ser mucho más lento que crear un grafo con sus vértices y aristas como se ha demostrado anteriormente. Si la velocidad es una preocupación, deberías evitar especialmente añadir vértices y aristas *de uno en uno*. Si necesitas hacerlo de todos modos, puedes usar :meth:`Graph.add_vertex` y :meth:`Graph.add_edge`.
+
+Si intentas añadir aristas a vértices con IDs no válidos (por ejemplo, intentas añadir una arista al vértice ``5`` cuando el grafo sólo tiene tres vértices), obtienes un error :exc:`igraph.InternalError`::
+
+  >>> g.add_edges([(5, 4)])
+  Traceback (most recent call last):
+    File "<stdin>", line 1, in <module>
+    File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
+      res = GraphBase.add_edges(self, es)
+  igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
+  
+El mensaje intenta explicar qué ha fallado (``cannot add edges. -- Invalid
+vertex id``) junto con la línea correspondiente del código fuente en la que se ha producido el error.
+
+.. note::
+   El rastreo completo, incluida la información sobre el código fuente, es útil cuando
+   se informa de errores en nuestro
+   `Página de problemas de GitHub <https://github.com/igraph/python-igraph/issues>`_. Por favor, inclúyalo
+   completo si crea un nuevo asunto.
+
+Añadamos más vértices y aristas a nuestro grafo::
+
+  >>> g.add_edges([(2, 0)])
+  >>> g.add_vertices(3)
+  >>> g.add_edges([(2, 3), (3, 4), (4, 5), (5, 3)])
+  >>> print(g)
+  IGRAPH U---- 6 7 --
+  + edges:
+  0--1 1--2 0--2 2--3 3--4 4--5 3--5
+  
+Ahora tenemos un grafo no dirigido con 6 vértices y 7 aristas. Los IDs de los vértices y aristas son siempre *continuos*, por lo que si eliminas un vértice todos los vértices subsiguientes serán renumerados. Cuando se renumera un vértice, las aristas **no** se renumeran, pero sí sus vértices de origen y destino. Utilice :meth:`Graph.delete_vertices` y :meth:`Graph.delete_edges` para realizar estas operaciones. Por ejemplo, para eliminar la arista que conecta los vértices ``2-3``, obten sus IDs y luego eliminalos::
+
+  >>> g.get_eid(2, 3)
+  3
+  >>> g.delete_edges(3)
+  
+Generar grafos
+==============
+
+|igraph| incluye generadores de grafos tanto deterministas como estocásticos. Los generadores *deterministas* producen el mismo grafo cada vez que se llama a la función, por ejemplo::
+
+  >>> g = ig.Graph.Tree(127, 2)
+  >>> summary(g)
+  IGRAPH U--- 127 126 --
+  
+Utiliza :meth:`Graph.Tree` para generar un grafo regular en forma de árbol con 127 vértices, cada vértice con dos hijos (y un padre, por supuesto). No importa cuántas veces llames a :meth:`Graph.Tree`, el grafo generado será siempre el mismo si utilizas los mismos parámetros::
+
+  >>> g2 = ig.Graph.Tree(127, 2)
+  >>> g2.get_edgelist() == g.get_edgelist()
+  True
+  
+El fragmento de código anterior también muestra el método :meth:`~Graph.get_edgelist()`, que devuelve una lista de vértices de origen y destino para todas las aristas, ordenados por el ID de la arista. Si imprimes los 10 primeros elementos, obtienes::
+
+  >>> g2.get_edgelist()[:10]
+  [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
+  
+Los generadores *estocásticos* producen un grafo diferente cada vez; por ejemplo, :meth:`Graph.GRG`::
+
+  >>> g = ig.Graph.GRG(100, 0.2)
+  >>> summary(g)
+  IGRAPH U---- 100 516 --
+  + attr: x (v), y (v)
+  
+.. note::
+   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de   
+   vértice y ningún atributo de arista.
+
+Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleatoria y uniforme dentro del cuadrado unitario y los pares de puntos más cercanos entre sí respecto a una distancia predefinida *d* se conectan mediante una arista. Si se generan GRGs con los mismos parámetros, serán diferentes::
+
+  >>> g2 = ig.Graph.GRG(100, 0.2)
+  >>> g.get_edgelist() == g2.get_edgelist()
+  False
+  
+Una forma un poco más relajada de comprobar si los grafos son equivalentes es mediante :meth:`~Graph.isomorphic()`::
+
+  >>> g.isomorphic(g2)
+  False
+  
+Comprobar por el isomorfismo puede llevar un tiempo en el caso de grafos grandes (en este caso, la respuesta puede darse rápidamente comprobando las distribuciones de grados de los dos grafos).
+
+Establecer y recuperar atributos
+================================
+
+Como se ha mencionado anteriormente, en |igraph| cada vértice y cada arista tienen un ID numérico de ``0`` en adelante. Por lo tanto, la eliminación de vértices o aristas puede causar la reasignación de los ID de vértices y/o aristas. Además de los IDs, los vértices y aristas pueden tener *atributos* como un nombre, coordenadas para graficar, metadatos y pesos. El propio grafo puede tener estos atributos también (por ejemplo, un nombre, que se mostrará en ``print`` o :meth:`Graph.summary`). En cierto sentido, cada :class:`Graph`, vértice y arista pueden utilizarse como un diccionario de Python para almacenar y recuperar estos atributos.
+
+Para demostrar el uso de los atributos, creemos una red social sencilla::
+
+  >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
+  
+Cada vértice representa una persona, por lo que queremos almacenar nombres, edades y géneros::
+
+  >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
+  >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
+  >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
+  >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
+  
+:attr:`Graph.vs` y :attr:`Graph.es` son la forma estándar de obtener una secuencia de todos los vértices y aristas respectivamente. El valor debe ser una lista con la misma longitud que los vértices (para :attr:`Graph.vs`) o aristas (para :attr:`Graph.es`). Esto asigna un atributo a *todos* los vértices/aristas a la vez.
+
+Para asignar o modificar un atributo para un solo vértice/borde, puedes hacer lo siguiente::
+
+ >>> g.es[0]["is_formal"] = True
+
+De hecho, un solo vértice se representa mediante la clase :class:`Vertex`, y una sola arista mediante :class:`Edge`. Ambos, junto con :class:`Graph`, pueden ser tecleados como un diccionario para establecer atributos, por ejemplo, para añadir una fecha al grafo::
+
+  >>> g["date"] = "2009-01-10"
+  >>> print(g["date"])
+  2009-01-10
+
+Para recuperar un diccionario de atributos, puedes utilizar :meth:`Graph.attributes`, :meth:`Vertex.attributes` y :meth:`Edge.attributes`.
+
+Además, cada :class:`Vertex` tiene una propiedad especial, :attr:`Vertex.index`, que se utiliza para averiguar el ID de un vértice. Cada :class:`Edge` tiene :attr:`Edge.index` más dos propiedades adicionales, :attr:`Edge.source` y :attr:`Edge.target`, que se utilizan para encontrar los IDs de los vértices conectados por esta arista. Para obtener ambas propiedades a la vez, puedes utilizar :attr:`Edge.tuple`.
+
+Para asignar atributos a un subconjunto de vértices o aristas, puedes utilizar el corte::
+
+  >>> g.es[:1]["is_formal"] = True
+  
+La salida de ``g.es[:1]`` es una instancia de :class:`~seq.EdgeSeq`, mientras que :class:`~seq.VertexSeq` es la clase equivalente que representa subconjuntos de vértices.
+
+Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
+
+  >>> g.vs[3]["foo"] = "bar"
+  >>> g.vs["foo"]
+  [None, None, None, 'bar', None, None, None]
+  >>> del g.vs["foo"]
+  >>> g.vs["foo"]
+  Traceback (most recent call last):
+    File "<stdin>", line 25, in <module>
+  KeyError: 'Attribute does not exist'
+  
+.. warning::
+   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un 
+   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el 
+   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros 
+   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como 
+   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres 
+   cargar el grafo en Python.
+   
+   
+Propiedades estructurales de los grafos
+=======================================
+
+Además de las funciones simples de manipulación de grafos y atributos descritas anteriormente, |igraph| proporciona un amplio conjunto de métodos para calcular varias propiedades estructurales de los grafos. Está más allá del alcance de este tutorial documentar todos ellos, por lo que esta sección sólo presentará algunos de ellos con fines ilustrativos. Trabajaremos con la pequeña red social que construimos en la sección anterior.
+
+Probablemente, la propiedad más sencilla en la que se puede pensar es el "grado del vértice" (:dfn:`vertex degree`). El grado de un vértice es igual al número de aristas incidentes a él. En el caso de los grafos dirigidos, también podemos definir el ``grado de entrada`` (:dfn:`in-degree`, el número de aristas que apuntan hacia el vértice) y el ``grado de salida`` (:dfn:`out-degree`, el número de aristas que se originan en el vértice)::
+
+  >>> g.degree()
+  [3, 1, 4, 3, 2, 3, 2]
+  
+Si el grafo fuera dirigido, habríamos podido calcular los grados de entrada y salida por separado utilizando ``g.degree(mode="in")`` y ``g.degree(mode="out")``. También puedes usar un único ID de un vértice o una lista de ID de los vértices a :meth:`~Graph.degree` si quieres calcular los grados sólo para un subconjunto de vértices::
+
+  >>> g.degree(6)
+  2
+  >>> g.degree([2,3,4])
+  [4, 3, 2]
+  
+Este procedimiento se aplica a la mayoría de las propiedades estructurales que |igraph| puede calcular. Para las propiedades de los vértices, los métodos aceptan un ID o una lista de IDs de los vértices (y si se omiten, el valor predeterminado es el conjunto de todos los vértices). Para las propiedades de las aristas, los métodos también aceptan un único ID de o una lista de IDs de aristas. En lugar de una lista de IDs, también puedes proporcionar una instancia :class:`VertexSeq` o una instancia :class:`EdgeSeq` apropiadamente. Más adelante, en el próximo capítulo "consulta de vértices y aristas", aprenderás a restringirlos exactamente a los vértices o aristas que quieras.
+
+.. note::
+
+   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o 
+   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En 
+   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la 
+   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de 
+   ello es la centralidad de los vectores propios (:meth:`Graph.evcent()`)
+
+Además de los grados, |igraph| incluye rutinas integradas para calcular muchas otras propiedades de centralidad, como la intermediación de vértices y aristas o el PageRank de Google (:meth:`Graph.pagerank`), por nombrar algunas. Aquí sólo ilustramos la interrelación de aristas::
+
+  >>> g.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+
+Ahora también podemos averiguar qué conexiones tienen la mayor centralidad de intermediación
+con un poco de magia de Python::
+
+  >>> ebs = g.edge_betweenness()
+  >>> max_eb = max(ebs)
+  >>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
+  [(0, 1), (0, 2)]
+  
+La mayoría de las propiedades estructurales también pueden ser obtenidas para un subconjunto de vértices o aristas o para un solo vértice o arista llamando al método apropiado de la clase :class:`VertexSeq` o :class:`EdgeSeq` de interés::
+
+  >>> g.vs.degree()
+  [3, 1, 4, 3, 2, 3, 2]
+  >>> g.es.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+  >>> g.vs[2].degree()
+  4
+  
+Busqueda de vértices y aristas basada en atributos
+==================================================
+
+Selección de vértices y aristas
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Tomando como ejemplo la red social anterirormente creada, te gustaría averiguar quién tiene el mayor grado o centralidad de intermediación. Puedes hacerlo con las herramientas presentadas hasta ahora y conocimientos básicos de Python, pero como es una tarea común seleccionar vértices y aristas basándose en atributos o propiedades estructurales, |igraph| te ofrece una forma más fácil de hacerlo::
+
+  >>> g.vs.select(_degree=g.maxdegree())["name"]
+  ['Claire']
+
+La sintaxis puede parecer un poco rara a primera vista, así que vamos a tratar de interpretarla paso a paso. meth:`~VertexSeq.select` es un método de :class:`VertexSeq` y su único propósito es filtrar un :class:`VertexSeq` basándose en las propiedades de los vértices individuales. La forma en que filtra los vértices depende de sus argumentos posicionales y de palabras clave. Los argumentos posicionales (los que no tienen un nombre explícito como ``_degree`` siempre se procesan antes que los argumentos de palabra clave de la siguiente manera:
+
+- Si el primer argumento posicional es ``None``, se devuelve una secuencia vacía (que no contiene vértices)::
+
+    >>> seq = g.vs.select(None)
+    >>> len(seq)
+    0
+
+- Si el primer argumento posicional es un objeto invocable (es decir, una función, un método vinculado o cualquier cosa que se comporte como una función), el objeto será llamado para cada vértice que esté actualmente en la secuencia. Si la función devuelve ``True``, el vértice será incluido, en caso contrario será excluido::
+
+    >>> graph = ig.Graph.Full(10)
+    >>> only_odd_vertices = graph.vs.select(lambda vertex: vertex.index % 2 == 1)
+    >>> len(only_odd_vertices)
+    5
+
+- Si el primer argumento posicional es un iterable (es decir, una lista, un generador o cualquier cosa sobre la que se pueda iterar), *debe* devolver enteros y estos enteros se considerarán como índices del conjunto de vértices actual (que *no* es necesariamente todo el grafo). Sólo se incluirán en el conjunto de vértices filtrados los vértices que coincidan con los índices dados. Los numero flotantes, las cadenas y los ID de vértices no válidos seran omitidos::
+
+    >>> seq = graph.vs.select([2, 3, 7])
+    >>> len(seq)
+    3
+    >>> [v.index for v in seq]
+    [2, 3, 7]
+    >>> seq = seq.select([0, 2])         # filtering an existing vertex set
+    >>> [v.index for v in seq]
+    [2, 7]
+    >>> seq = graph.vs.select([2, 3, 7, "foo", 3.5])
+    >>> len(seq)
+    3
+
+- Si el primer argumento posicional es un número entero, se espera que todos los demás argumentos sean también números enteros y se interpretan como índices del conjunto de vértices actual. Esto solo es "azucar sintáctica", se podría conseguir un efecto equivalente pasando una lista como primer argumento posicional, de esta forma se pueden omitir los corchetes::
+
+    >>> seq = graph.vs.select(2, 3, 7)
+    >>> len(seq)
+    3
+    
+Los argumentos clave ("keyword argument") pueden utilizarse para filtrar los vértices en función de sus atributos o sus propiedades estructurales. El nombre de cada argumento clave consiste como máximo de dos partes: el nombre del atributo o propiedad estructural y el operador de filtrado. El operador puede omitirse; en ese caso, automáticamente se asume el operador de igualdad. Las posibilidades son las siguientes (donde *name* indica el nombre del atributo o propiedad):
+
+================ ================================================================
+Keyword argument Significado
+================ ================================================================
+``name_eq``      El valor del atributo/propiedad debe ser *igual* a 
+---------------- ----------------------------------------------------------------
+``name_ne``      El valor del atributo/propiedad debe *no ser igual* a
+---------------- ----------------------------------------------------------------
+``name_lt``      El valor del atributo/propiedad debe ser *menos* que
+---------------- ----------------------------------------------------------------
+``name_le``      El valor del atributo/propiedad debe ser *inferior o igual a*
+---------------- ----------------------------------------------------------------
+``name_gt``      El valor del atributo/propiedad debe ser *mayor que*
+---------------- ----------------------------------------------------------------
+``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a* 
+---------------- ----------------------------------------------------------------
+``name_in``      El valor del atributo/propiedad debe estar *incluido en*, el cual tiene que ser
+                 una secuencia en este caso
+---------------- ----------------------------------------------------------------
+``name_notin``   El valor del atributo/propiedad debe *no estar incluido en* ,
+                 el cual tiene que ser una secuencia en este caso
+================ ================================================================
+
+Por ejemplo, el siguiente comando te da las personas menores de 30 años en nuestra red social imaginaria::
+
+  >>> g.vs.select(age_lt=30)
+
+.. note::
+   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más 
+   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el 
+   operador de igualdad en una lista de argumentos.
+   
+Para ahorrarte algo de tecleo, puedes incluso omitir el método :meth:`~VertexSeq.select` si
+desea::
+
+  >>> g.vs(age_lt=30)
+   
+También hay algunas propiedades estructurales especiales para seleccionar los aristas:
+
+- Utilizando ``_source`` or ``_from`` en función de los vértices de donde se originan las aristas. Por ejemplo, para seleccionar todas las aristas procedentes de Claire (que tiene el índice de vértice 2)::
+
+    >>> g.es.select(_source=2)
+
+- Usar los filtros ``_target`` o ``_to`` en base a los vértices de destino. Esto es diferente de ``_source`` and ``_from`` si el grafo es dirigido.
+
+- ``_within`` toma un objeto :class:`VertexSeq` o un set de vértices y selecciona todos los aristas que se originan y terminan en un determinado set de vértices. Por ejemplo, la siguiente expresión selecciona todos los aristas entre Claire (índice 2), Dennis (índice 3) y Esther (índice 4)::
+
+    >>> g.es.select(_within=[2,3,4])
+
+- ``_between`` toma una tupla que consiste en dos objetos :class:`VertexSeq` o una listas que contienen los indices de los vértices o un objeto :class:`Vertex` y selecciona todas las aristas que se originan en uno de los conjuntos y terminan en el otro. Por ejemplo, para seleccionar todas las aristas que conectan a los hombres con las mujeres::
+
+    >>> men = g.vs.select(gender="m")
+    >>> women = g.vs.select(gender="f")
+    >>> g.es.select(_between=(men, women))
+
+Encontrar un solo vértice o arista con algunas propiedades
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+En muchos casos buscamos un solo vértice o arista de un grafo con algunas propiedades, sin importar cuál de las coincidencias se devuelve, ya sea si éxiste mútliples coincidencias, o bien sabemos de antemano que sólo habrá una coincidencia. Un ejemplo típico es buscar vértices por su nombre en la propiedad ``name``. Los objetos :class:`VertexSeq` y :class:`EdgeSeq` proveen el método :meth:`~VertexSeq.find` para esos casos. Esté método funciona de manera similar a :meth:`~VertexSeq.select`, pero devuelve solo la primer coincidencia si hay multiples resultados, y señala una excepción si no se encuentra ninguna coincidencia. Por ejemplo, para buscar el vértice correspondiente a Claire, se puede hacer lo siguiente::
+
+  >>> claire = g.vs.find(name="Claire")
+  >>> type(claire)
+  igraph.Vertex
+  >>> claire.index
+  2
+  
+La búsqueda de un nombre desconocido dará lugar a una excepción::
+
+  >>> g.vs.find(name="Joe")
+  Traceback (most recent call last):
+    File "<stdin>", line 1, in <module>
+  ValueError: no such vertex
+
+Búsqueda de vértices por nombres
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Buscar vértices por su nombre es una operación muy común, y normalmente es mucho más fácil recordar los nombres de los vértices de un grafo que sus IDs. Para ello, |igraph| trata el atributo ``name`` de los vértices de forma especial; se indexan de forma que los vértices se pueden buscar por sus nombre. Para hacer las cosas incluso más fácil, |igraph| acepta nombres de vértices (casi) en cualquier lugar dónde se espere especificar un ID de un vérice, e incluso, acepta colecciones (tuplas,listas,etc.) de nombres de vértices dónde sea que se esperé una lista de IDs de vértices. Por ejemplo, puedes buscar el grado (número de conexiones) de Dennis de la siguiente manera::
+
+  >>> g.degree("Dennis")
+  3
+
+o alternativamente::
+
+  >>> g.vs.find("Dennis").degree()
+  3
+  
+El mapeo entre los nombres de los vértices y los IDs es mantenido de forma transparente por |igraph| en segundo plano; cada vez que el grafo cambia, |igraph| también actualiza el mapeo interno. Sin embargo, la singularidad de los nombres de los vértices *no* se impone; puedes crear fácilmente un grafo en el que dos vértices tengan el mismo nombre, pero igraph sólo devolverá uno de ellos cuando los busques por nombres, el otro sólo estará disponible por su índice.
+
+Tratar un grafo como una matriz de adyacencia 
+=============================================
+
+La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyacencia, las filas y columnas están etiquetadas por los vértices del grafo: los elementos de la matriz indican si los vértices *i* y *j* tienen una arista común (*i, j*). La matriz de adyacencia del grafo de nuestra red social imaginaria es::
+
+  >>> g.get_adjacency()
+  Matrix([
+    [0, 1, 1, 0, 0, 1, 0],
+    [1, 0, 0, 0, 0, 0, 0],
+    [1, 0, 0, 1, 1, 1, 0],
+    [0, 0, 1, 0, 1, 0, 1],
+    [0, 0, 1, 1, 0, 0, 0],
+    [1, 0, 1, 0, 0, 0, 1],
+    [0, 0, 0, 1, 0, 1, 0]
+  ])
+  
+Por ejemplo, Claire (``[1, 0, 0, 1, 1, 1, 0]``) está directamente conectada con Alice (que tiene el índice 0), Dennis (índice 3), Esther (índice 4) y Frank (índice 5), pero no con Bob (índice 1) ni con George (índice 6).
+
+Diseños ("layouts") y graficar
+==============================
+
+Un grafo es un objeto matemático abstracto sin una representación específica en el espacio 2D o 3D. Esto significa que cuando queremos visualizar un grafo, tenemos que encontrar primero un trazado de los vértices a las coordenadas en el espacio bidimensional o tridimensional, preferiblemente de una manera que sea agradable a la vista. Una rama separada de la teoría de grafos, denominada dibujo de grafos, trata de resolver este problema mediante varios algoritmos de disposición de grafos. igraph implementa varios algoritmos de diseño y también es capaz de dibujarlos en la pantalla o en un archivo PDF, PNG o SVG utilizando la `libreria Cairo <https://www.cairographics.org>`_.
+
+.. important::
+
+   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o 
+   matplotlib.
+
+Algoritmos de diseños ("layouts")
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Los métodos de diseño en |igraph| se encuentran en el objeto :class:`Graph`, y siempre comienzan con ``layout_``. La siguiente tabla los resume:
+
+==================================== =============== =============================================
+Method name                          Short name      Algorithm description
+==================================== =============== =============================================
+``layout_circle``                    ``circle``,     Disposición determinista que coloca los 
+                                     ``circular``    vértices en un círculo
+------------------------------------ --------------- ---------------------------------------------
+``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout] 
+                                                     para grafos grandes
+------------------------------------ --------------- ---------------------------------------------
+``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold 
+------------------------------------ --------------- ---------------------------------------------
+``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold 
+                                     ``fr_3d``       en tres dimensiones
+------------------------------------ --------------- ---------------------------------------------
+``layout_kamada_kawai``              ``kk``          El algoritmo dirigido Kamada-Kawai
+------------------------------------ --------------- ---------------------------------------------
+``layout_kamada_kawai_3d``           ``kk3d``,       El algoritmo dirigido Kamada-Kawai
+                                     ``kk_3d``       en tres dimensiones
+------------------------------------ --------------- ---------------------------------------------
+``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para 
+                                     ``lgl``,        grafos grandes
+                                     ``large_graph``
+------------------------------------ --------------- ---------------------------------------------
+``layout_random``                    ``random``      Coloca los vértices de forma totalmente aleatoria
+------------------------------------ --------------- ---------------------------------------------
+``layout_random_3d``                 ``random_3d``   Coloca los vértices de forma totalmente aleatoria en 3D
+------------------------------------ --------------- ---------------------------------------------
+``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil 
+                                     ``tree``        para grafos (casi) arbóreos
+------------------------------------ --------------- ---------------------------------------------
+``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una  
+                                                     post-transformación de coordenadas polares,
+                                     ``tree``        útil para grafos (casi) arbóreos
+------------------------------------ --------------- ---------------------------------------------
+``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices 
+                                     ``spherical``,  de manera uniforme en la superficie de una esfera 
+                                     ``circular_3d``
+==================================== =============== =============================================
+
+.. _Distributed Recursive Layout: https://www.osti.gov/doecode/biblio/54626
+.. _Large Graph Layout: https://sourceforge.net/projects/lgl/
+
+Los algoritmos de diseño pueden ser llamados directamente o utilizando :meth:`~Graph.layout`::
+
+  >>> layout = g.layout_kamada_kawai()
+  >>> layout = g.layout("kamada_kawai")
+
+El primer argumento del método :meth:`~Graph.layout` debe ser el nombre corto del algoritmo de diseño (mirar la tabla anterior). Todos los demás argumentos posicionales y de palabra clave se pasan intactos al método de diseño elegido. Por ejemplo, las dos llamadas siguientes son completamente equivalentes::
+
+  >>> layout = g.layout_reingold_tilford(root=[2])
+  >>> layout = g.layout("rt", [2])
+
+Los métodos de diseño devuelven un objeto :class:`~layout.Layout` que se comporta principalmente como una lista de listas. Cada entrada de la lista en un objeto :class:`~layout.Layout` corresponde a un vértice en el grafo original y contiene las coordenadas del vértice en el espacio 2D o 3D. Los objetos :class:`~layout.Layout` también contienen algunos métodos útiles para traducir, escalar o rotar las coordenadas en un lote. Sin embargo, la principal utilidad de los objetos :class:`~layout.Layout` es que puedes pasarlos a la función :func:`~drawing.plot` junto con el grafo para obtener un dibujo en 2D.
+
+Dibujar un grafo utilizando un diseño ("layout")
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Por ejemplo, podemos trazar nuestra red social imaginaria con el algoritmo de distribución Kamada-Kawai de la siguiente manera::
+
+  >>> layout = g.layout("kk")
+  >>> ig.plot(g, layout=layout)
+  
+Esto debería abrir un visor de imágenes externo que muestre una representación visual de la red, algo parecido a lo que aparece en la siguiente figura (aunque la colocación exacta de los nodos puede ser diferente en su máquina, ya que la disposición no es determinista):
+
+.. figure:: figures/tutorial_social_network_1.png
+   :alt: The visual representation of our social network (Cairo backend)
+   :align: center
+
+Nuestra red social con el algoritmo de distribución Kamada-Kawai
+
+Si prefiere utilizar `matplotlib`_ como motor de trazado, cree un eje y utilice el argumento ``target``::
+
+  >>> import matplotlib.pyplot as plt
+  >>> fig, ax = plt.subplots()
+  >>> ig.plot(g, layout=layout, target=ax)
+
+.. figure:: figures/tutorial_social_network_1_mpl.png
+   :alt: The visual representation of our social network (matplotlib backend)
+   :align: center
+
+Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar los nombres como etiquetas de los vértices y colorear los vértices según el género. Las etiquetas de los vértices se toman del atributo ``label`` por defecto y los colores de los vértices se determinan por el atributo ``color``::
+
+  >>> g.vs["label"] = g.vs["name"]
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+
+Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
+
+.. figure:: figures/tutorial_social_network_2.png
+   :alt: The visual representation of our social network - with names and genders
+   :align: center
+
+Nuestra red social - con nombres como etiquetas y géneros como colores
+
+y para matplotlib:
+
+.. figure:: figures/tutorial_social_network_2_mpl.png
+   :alt: The visual representation of our social network - with names and genders
+   :align: center
+
+En lugar de especificar las propiedades visuales como atributos de vértices y aristas, también puedes darlas como argumentos a :func:`~drawing.plot`::
+
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
+  
+Este último enfoque es preferible si quiere mantener las propiedades de la representación visual de su gráfico separadas del propio gráfico. Puedes simplemente crear un diccionario de Python que contenga los argumentos que contenga las palabras clave que pasarias a la función :func:`~drawing.plot` y luego usar el doble asterisco (``**``) para pasar tus atributos de estilo específicos a :func:`~drawing.plot`::
+
+  >>> visual_style = {}
+  >>> visual_style["vertex_size"] = 20
+  >>> visual_style["vertex_color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> visual_style["vertex_label"] = g.vs["name"]
+  >>> visual_style["edge_width"] = [1 + 2 * int(is_formal) for is_formal in g.es["is_formal"]]
+  >>> visual_style["layout"] = layout
+  >>> visual_style["bbox"] = (300, 300)
+  >>> visual_style["margin"] = 20
+  >>> ig.plot(g, **visual_style)
+
+El gráfico final muestra los vínculos formales con líneas gruesas y los informales con líneas finas:
+
+.. figure:: figures/tutorial_social_network_3.png
+   :alt: The visual representation of our social network - with names, genders and formal ties
+   :align: center
+
+   Nuestra red social - también muestra qué vínculos son formales
+
+Para resumirlo todo: hay propiedades especiales de vértices y aristas que corresponden a la representación visual del grafo. Estos atributos anulan la configuración por defecto de |igraph| (es decir, el color, el peso, el nombre, la forma, el diseño, etc.). Las dos tablas siguientes resumen los atributos visuales más utilizados para los vértices y las aristas, respectivamente:
+
+Atributos de los vértices que controlan los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+=============== ====================== ==========================================
+Attribute name  Keyword argument       Purpose
+=============== ====================== ==========================================
+``color``       ``vertex_color``       Color del vertice
+--------------- ---------------------- ------------------------------------------
+``font``        ``vertex_font``        Familia tipográfica del vértice
+--------------- ---------------------- ------------------------------------------
+``label``       ``vertex_label``       Etiqueta del vértice.
+--------------- ---------------------- ------------------------------------------
+``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los 
+                                       vértices, en relación con el centro de los 
+                                       mismos. Se interpreta como un ángulo en 
+                                       radianes, cero significa 'a la derecha'.
+--------------- ---------------------- ------------------------------------------
+``label_color`` ``vertex_label_color`` Color de la etiqueta del vértice
+--------------- ---------------------- ------------------------------------------
+``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice, 
+                                       en relación con el tamaño del vértice 
+--------------- ---------------------- ------------------------------------------
+``label_size``  ``vertex_label_size``  Tamaño de letra de la etiqueta de vértice
+--------------- ---------------------- ------------------------------------------
+``order``       ``vertex_order``       Orden de dibujo de los vértices. Vértices
+                                       con un parámetro de orden menor se 
+                                       dibujarán primero.
+--------------- ---------------------- ------------------------------------------
+``shape``       ``vertex_shape``       La forma del vértice,. Algunas formas:
+                                       ``rectangle``, ``circle``, ``hidden``,
+                                       ``triangle-up``, ``triangle-down``. Ver
+                                       :data:`drawing.known_shapes`.
+--------------- ---------------------- ------------------------------------------
+``size``        ``vertex_size``        El tamaño del vértice en pixels
+=============== ====================== ==========================================
+
+Atributos de las aristas que controlan los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+=============== ====================== ==========================================
+Attribute name  Keyword argument       Purpose
+=============== ====================== ==========================================
+``color``       ``edge_color``         Color de la arista
+--------------- ---------------------- ------------------------------------------
+``curved``      ``edge_curved``        la curvatura de la arista. Valores positivos
+                                       corresponden  a aristas curvadas en sentido 
+                                       contrario a las manecillas del reloj, valores 
+                                       negativos lo contrario. Una curvatura cero 
+                                       representa aristas rectas. ``True`` significa 
+                                       una curvatura de 0.5, ``False`` es una
+                                       curvatura de cero.
+--------------- ---------------------- ------------------------------------------
+``font``        ``edge_font``          Familia tipográfica del arista
+--------------- ---------------------- ------------------------------------------
+``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
+                                       arista si el grafo es dirigido, relativo a 
+                                       15 pixels.
+--------------- ---------------------- ------------------------------------------
+``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
+                                       pixels.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Anchura del borde en píxeles
+--------------- ---------------------- ------------------------------------------
+``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
+--------------- ---------------------- ------------------------------------------
+``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
+                                       alrededor de la etiqueta de borde (solo en )
+                                       matplotlib)
+--------------- ---------------------- ------------------------------------------
+``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
+                                       arista de forma que se alinee con la 
+                                       dirección de la arista. Las etiquetas que 
+                                       estarían al revés se voltean (sólo matplotlib).
+=============== ====================== ==========================================
+
+Argumentos genéricos de ``plot()``
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Estos ajustes se pueden especificar como argumentos de palabra clave a la función ``plot`` para controlar la apariencia general del gráfico.
+
+================ ================================================================
+Keyword argument Purpose
+================ ================================================================
+``autocurve``    Determinación automática de la curvatura de las aristas en grafos 
+                 con múltiples aristas. El estandar es ``True`` para grafos
+                 con menos de 10000 aristas y  ``False`` para el caso contrario.
+---------------- ----------------------------------------------------------------
+``bbox``         La caja delimitadora del gráfico. Debe ser una tupla que contenga
+                 la anchura y la altura deseadas del gráfico. Por default el gráfico
+                 tiene 600 pixels de ancho y 600 pixels de largo.
+---------------- ----------------------------------------------------------------
+``layout``       El diseño que se va a utilizar. Puede ser una instancia de ``layout``
+                 una lista de tuplas que contengan coordenadas X-Y, o el nombre
+                 un algoritmo de diseño. El valor por defecto es ``auto``, que 
+                 selecciona un algoritmo de diseño automáticamente basado en el tamaño
+                 y la conectividad del grafo.
+---------------- ----------------------------------------------------------------
+``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y 
+                 a la derecha del gráfico.
+================ ================================================================
+
+Especificación de colores en los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+|igraph| entiende las siguientes especificaciones de color siempre que espera un color (por ejemplo, colores de aristas, vértices o etiquetas en los respectivos atributos):
+
+***Nombres de colores X11***
+
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+
+***Especificación del color en la sintaxis CSS***
+
+Se trata de una cadena según uno de los siguientes formatos (donde *R*, *G* y *B* denotan los componentes rojo, verde y azul, respectivamente):
+
+-   ``#RRGGBB``, los componentes van de 0 a 255 en formato hexadecimal. Ejemplo: ``"#0088ff"``
+-   ``#RGB``, los componentes van de 0 a 15 en formato hexadecimal. Ejemplo: ``"#08f"``
+-   ``rgb(R, G, B)``, los componentes van de 0 a 255 o de 0% a 100%. Ejemplo: ``"rgb(0, 127, 255)"`` o ``"rgb(0%, 50%, 100%)"``.
+
+Guardar gráficos
+^^^^^^^^^^^^^^^^
+
+|igraph| puede usarse para crear gráficos de calidad de publicación solicitando  la función :func:`~drawing.plot` que guarde el gráfico en un archivo en lugar de mostrarlo en pantalla. Para ello, basta con pasar el nombre del archivo destino como argumento adicional después del grafo mismo. El formato preferido se deduce de la extensión. |igraph| puede guardar en cualquier cosa que soporte Cairo, incluyendo archivos SVG, PDF y PNG. Los archivos SVG o PDF pueden ser convertidos posteriormente al formato PostScript (``.ps``) o PostScript encapsulado (``.eps``) si lo prefieres, mientras que los archivos PNG pueden ser convertidos a TIF (``.tif``)::
+
+  >>> ig.plot(g, "social_network.pdf", **visual_style)
+
+Si estas usando matplotlib, puedes guardar el gŕafico como de costumbre::
+
+  >>> fig, ax = plt.subplots()
+  >>> ig.plot(g, **visual_style)
+  >>> fig.savefig("social_network.pdf")
+
+Muchos formatos de archivos son admitidos por matplotlib.
+
+|igraph| y el mundo exterior 
+============================
+
+Ningún módulo de grafos estaría completo sin algún tipo de funcionalidad de importación/exportación que permita al paquete comunicarse con programas y kits de herramientas externos. |igraph| no es una excepción: proporciona funciones para leer los formatos de grafos más comunes y para guardar objetos :class:`Graph` en archivos que obedezcan estas especificaciones de formato. La siguiente tabla resume los formatos que igraph puede leer o escribir:
+
+================ ============= ============================ =============================
+Format           Short name    Reader method                Writer method
+================ ============= ============================ =============================
+Adjacency list   ``lgl``       :meth:`Graph.Read_Lgl`       :meth:`Graph.write_lgl`
+(a.k.a. `LGL`_)
+---------------- ------------- ---------------------------- -----------------------------
+Adjacency matrix ``adjacency`` :meth:`Graph.Read_Adjacency` :meth:`Graph.write_adjacency`
+---------------- ------------- ---------------------------- -----------------------------
+DIMACS           ``dimacs``    :meth:`Graph.Read_DIMACS`    :meth:`Graph.write_dimacs`
+---------------- ------------- ---------------------------- -----------------------------
+DL               ``dl``        :meth:`Graph.Read_DL`        not supported yet
+---------------- ------------- ---------------------------- -----------------------------
+Edge list        ``edgelist``, :meth:`Graph.Read_Edgelist`  :meth:`Graph.write_edgelist`
+                 ``edges``,
+                 ``edge``
+---------------- ------------- ---------------------------- -----------------------------
+`GraphViz`_      ``graphviz``, not supported yet            :meth:`Graph.write_dot`
+                 ``dot``
+---------------- ------------- ---------------------------- -----------------------------
+GML              ``gml``       :meth:`Graph.Read_GML`       :meth:`Graph.write_gml`
+---------------- ------------- ---------------------------- -----------------------------
+GraphML          ``graphml``   :meth:`Graph.Read_GraphML`   :meth:`Graph.write_graphml`
+---------------- ------------- ---------------------------- -----------------------------
+Gzipped GraphML  ``graphmlz``  :meth:`Graph.Read_GraphMLz`  :meth:`Graph.write_graphmlz`
+---------------- ------------- ---------------------------- -----------------------------
+LEDA             ``leda``      not supported yet            :meth:`Graph.write_leda`
+---------------- ------------- ---------------------------- -----------------------------
+Labeled edgelist ``ncol``      :meth:`Graph.Read_Ncol`      :meth:`Graph.write_ncol`
+(a.k.a. `NCOL`_)
+---------------- ------------- ---------------------------- -----------------------------
+`Pajek`_ format  ``pajek``,    :meth:`Graph.Read_Pajek`     :meth:`Graph.write_pajek`
+                 ``net``
+---------------- ------------- ---------------------------- -----------------------------
+Pickled graph    ``pickle``    :meth:`Graph.Read_Pickle`    :meth:`Graph.write_pickle`
+================ ============= ============================ =============================
+
+.. _GraphViz: https://www.graphviz.org
+.. _LGL: https://lgl.sourceforge.net/#FileFormat
+.. _NCOL: https://lgl.sourceforge.net/#FileFormat
+.. _Pajek: http://mrvar.fdv.uni-lj.si/pajek/
+
+Como ejercicio, descarga la representación gráfica del conocido `Estudio del club de karate de Zacarías <https://en.wikipedia.org/wiki/Zachary%27s_karate_club>`_ en formato graphml. Dado que se trata de un archivo GraphML, debe utilizar el método de lectura GraphML de la tabla anterior (asegúrese de utilizar la ruta adecuada al archivo descargado)::
+
+  >>> karate = ig.Graph.Read_GraphML("zachary.graphml")
+  >>> ig.summary(karate)
+  IGRAPH UNW- 34 78 -- Zachary's karate club network
+
+Si quieres convertir el mismo grafo a, digamos, el formato de Pajek, puedes hacerlo con el método de la tabla anterior::
+
+  >>> karate.write_pajek("zachary.net")
+  
+.. note::
+   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden 
+   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los 
+   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres 
+   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien 
+   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no 
+   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión 
+   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo 
+   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y 
+   leer grafos. 
+
+También existen dos métodos de ayuda: :func:`read` es un punto de entrada genérico para los métodos de lectura que intenta deducir el formato adecuado a partir de la extensión del archivo. :meth:`Graph.write` es lo contrario de :func:`read`: permite guardar un grafo en el que el formato preferido se deduce de nuevo de la extensión. La detección del formato de :func:`read` y :meth:`Graph.write` se puede anular mediante el argumento ``format`` de la palabra clave ("keyword"), la cual acepta los nombres cortos de los otros formatos de la tabla anterior::
+
+  >>> karate = ig.load("zachary.graphml")
+  >>> karate.write("zachary.net")
+  >>> karate.write("zachary.my_extension", format="gml")
+
+Dónde ir a continuación
+=======================
+
+Este tutorial sólo ha arañado la superficie de lo que |igraph| puede hacer. Los planes a largo plazo son ampliar este tutorial para convertirlo en una documentación adecuada de estilo manual para igraph en los próximos capítulos. Un buen punto de partida es la documentación de la clase `Graph`. Si te quedas atascado, intenta preguntar primero en nuestro `Discourse group`_ - quizás haya alguien que pueda ayudarte inmediatamente.
+
+.. _Discourse group: https://igraph.discourse.group
+.. _matplotlib: https://matplotlib.org/
+.. _IPython: https://ipython.readthedocs.io/en/stable/
+.. _Jupyter: https://jupyter.org/
+
+
+
+
+
+
+
+
+
+
+
+

From 709c6b1c99f271e21717e9b5f9e5f918d1e69300 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Mar 2023 14:05:47 +0000
Subject: [PATCH 1011/1681] build(deps): bump pypa/cibuildwheel from 2.12.0 to
 2.12.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.0 to 2.12.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.0...v2.12.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f5d6a795d..cf9edebae 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -214,7 +214,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 79a7829ffbec5f3ae542b904b2d88217188a2b6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Mar 2023 23:14:17 +0100
Subject: [PATCH 1012/1681] fix: VertexClustering.giant() now works with null
 graphs, closes #649

---
 src/igraph/clustering.py    | 7 +++++--
 tests/test_decomposition.py | 7 +++++++
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index c7270a52b..c4b345a47 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -427,8 +427,11 @@ def giant(self):
         @return: a copy of the largest cluster.
         """
         ss = self.sizes()
-        max_size = max(ss)
-        return self.subgraph(ss.index(max_size))
+        if ss:
+            max_size = max(ss)
+            return self.subgraph(ss.index(max_size))
+        else:
+            return self._graph.copy()
 
     def __plot__(self, backend, context, *args, **kwds):
         """Plots the clustering to the given Cairo context or matplotlib Axes.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 8fe223a7f..a7ad5bd49 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -167,6 +167,13 @@ def testSizesWithNone(self):
         cl = VertexClustering(self.graph, [0, 0, 0, None, 1, 1, 2, None, 2, None])
         self.assertTrue(cl.sizes() == [3, 2, 2])
 
+    def testClusteringOfNullGraph(self):
+        null_graph = Graph()
+        cl = VertexClustering(null_graph, [])
+        self.assertTrue(cl.sizes() == [])
+        self.assertTrue(cl.giant().vcount() == 0)
+        self.assertTrue(cl.giant().ecount() == 0)
+
 
 class CoverTests(unittest.TestCase):
     def setUp(self):

From abd21c71848c70cd5efb4f1913b1f8a892a2fe80 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Mar 2023 23:15:56 +0100
Subject: [PATCH 1013/1681] chore: updated changelog

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 65fa445a7..7dbf0e0a3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,9 @@
 - `resolution` parameter is now correctly taken into account when calling
   `Graph.modularity()`
 
+- `VertexClustering.giant()` now accepts the null graph. The giant component of
+  a null graph is the null graph according to our conventions.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From 3334f535918b2ebd74e93b678c1a140a820bf477 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 15 Mar 2023 14:22:09 +0100
Subject: [PATCH 1014/1681] doc: fix title of Spanish tutorial to make it
 distinguishable from the English one in the sidebar

---
 doc/source/tutorial.es.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index a94945b63..d6e89d39c 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -4,9 +4,9 @@
 
 .. currentmodule:: igraph
 
-========
-Tutorial
-========
+==================
+Tutorial (Español)
+==================
 
 Esta página es un tutorial detallado de las capacidades de |igraph| para Python. Para obtener una impresión rápida de lo que |igraph| puede hacer, consulte el :doc:`tutorials/quickstart`. Si aún no ha instalado |igraph|, siga las instrucciones de :doc:`install`.
 

From e4bf36ffa2c7452877afdfb241a15641c13e738f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 16 Mar 2023 15:20:38 +0100
Subject: [PATCH 1015/1681] docs: improve linegraph() docs

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 69f544187..5f27d40e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14676,7 +14676,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The line graph of a directed graph is slightly different: two vertices\n"
    "are connected by a directed edge iff the target of the first vertex's\n"
    "corresponding edge is the same as the source of the second vertex's\n"
-   "corresponding edge.\n"
+   "corresponding edge.\n\n"
+   "Edge M{i} in the original graph will map to vertex M{i} of the line graph.\n"
   },
 
   /* interface to igraph_maxdegree */

From 72e427480e58d7813065818bd908b0e08c10cc0f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 18 Mar 2023 22:33:03 +0100
Subject: [PATCH 1016/1681] doc: increase spacing between parameters in
 parameter lists of the API docs, closes #648

---
 doc/source/_pydoctor_templates/extra.css | 7 +++++++
 doc/source/conf.py                       | 7 ++++---
 2 files changed, 11 insertions(+), 3 deletions(-)
 create mode 100644 doc/source/_pydoctor_templates/extra.css

diff --git a/doc/source/_pydoctor_templates/extra.css b/doc/source/_pydoctor_templates/extra.css
new file mode 100644
index 000000000..f5a70f56a
--- /dev/null
+++ b/doc/source/_pydoctor_templates/extra.css
@@ -0,0 +1,7 @@
+/* increase spacing between parameters in a parameter list, and make sure
+ * that parameter names are aligned to the top */
+.fieldTable tr td {
+  padding: 3px 4px 10px 10px !important;
+  vertical-align: top;
+}
+
diff --git a/doc/source/conf.py b/doc/source/conf.py
index a31dba8b7..212b0a831 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -262,18 +262,19 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
     '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
     #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
     '--project-base-dir=' + _igraph_dir,
-    ]
+    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates'
+]
 
 # Using --no-sidebar option to skip the sidebar because the pydoctor output is
 # integrated in a smaller div with a custom CSS.
 if not is_inside_rtd:
     pydoctor_args.extend([
         '--no-sidebar',
-        ])
+    ])
 else:
     pydoctor_args.extend([
         '--theme=readthedocs',
-        ])
+    ])
 pydoctor_args.append(_igraph_dir)
 
 # RTD needs no postprocessing for pydoctor, while Jekyll does

From 3431498a4a80cecc0960da5c2cc0279fd412206e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 09:33:36 +0100
Subject: [PATCH 1017/1681] feat: allow the plotting backend to be defined
 explicitly in plot()

---
 CHANGELOG.md                   |  3 +++
 src/igraph/drawing/__init__.py | 15 ++++++++++++---
 2 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7dbf0e0a3..4b00f57ef 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,9 @@
 
 ### Added
 
+- The `plot()` function now takes a `backend` keyword argument that can be used
+  to specify the plotting backend explicitly.
+
 - The `VertexClustering` object returned from `Graph.community_leiden()` now
   contains an extra property named `quality` that stores the value of the
   internal quality function optimized by the algorithm.
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index eab1907eb..5ae708ccc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -192,6 +192,10 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       argument has an effect only if igraph is run inside IPython and C{target}
       is C{None}.
 
+    @keyword backend: the plotting backend to use; one of C{"cairo"},
+      C{"matplotlib"} or C{"plotly"}. C{None} means to try to decide the backend
+      from the plotting target and the default igraph configuration object.
+
     @return: an appropriate L{CairoPlot} object for the Cairo backend, the
       Matplotlib C{Axes} object for the Matplotlib backend, and the C{Figure}
       object for the plotly backend.
@@ -205,8 +209,13 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     cairo = find_cairo()
     plotly = find_plotly()
 
-    # Switch backend based on target (first) and config (second)
-    if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
+    backend = kwds.pop("backend", None)
+
+    # Switch backend based on target (first) and config (second) if it was not
+    # selected explicitly
+    if backend is not None:
+        pass
+    elif hasattr(plt, "Axes") and isinstance(target, plt.Axes):
         backend = "matplotlib"
     elif hasattr(plotly, "graph_objects") and isinstance(
         target, plotly.graph_objects.Figure
@@ -218,7 +227,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
         backend = Configuration.instance()["plotting.backend"]
 
     if backend not in VALID_BACKENDS:
-        raise ValueError("unknown plotting backend: {0!r}".format(backend))
+        raise ValueError(f"unknown plotting backend: {backend!r}")
 
     if backend in ("matplotlib", "plotly"):
         # Choose palette

From 6aef873764548d2fd614a156e4e9e91368b908b7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 09:34:57 +0100
Subject: [PATCH 1018/1681] fix: specify Cairo backend explicitly in Cairo
 plotting tests in case the default backend is overridden on the user's
 machine

---
 tests/drawing/cairo/test_graph.py | 36 +++++++++++++++----------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index eacec226d..eccd60618 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -15,14 +15,14 @@
 
 
 cairo = find_cairo()
-has_cairo = hasattr(cairo, 'version')
+has_cairo = hasattr(cairo, "version")
 
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
     @classmethod
-    def setUpClass(self):
+    def setUpClass(cls):
         if not has_cairo:
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
@@ -30,29 +30,30 @@ def setUpClass(self):
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
-        plot(g, target=result_image_folder / 'graph_basic.png')
+        plot(g, target=result_image_folder / "graph_basic.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
-        plot(g, target=result_image_folder / 'graph_directed.png')
+        plot(g, target=result_image_folder / "graph_directed.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
         plot(
             g,
-            target=result_image_folder / 'graph_mark_groups_directed.png',
-            mark_groups=True)
+            target=result_image_folder / "graph_mark_groups_directed.png",
+            backend="cairo",
+            mark_groups=True,
+        )
 
-    @image_comparison(
-        baseline_images=["graph_mark_groups_squares_directed"]
-    )
+    @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
         plot(
             g,
-            target=result_image_folder / 'graph_mark_groups_squares_directed.png',
+            target=result_image_folder / "graph_mark_groups_squares_directed.png",
+            backend="cairo",
             mark_groups=True,
             vertex_shape="square",
         )
@@ -60,7 +61,7 @@ def test_mark_groups_squares(self):
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
-    def setUpClass(self):
+    def setUpClass(cls):
         if not has_cairo:
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
@@ -71,7 +72,8 @@ def test_clustering_directed_small(self):
         clu = VertexClustering(g, [0] * 5)
         plot(
             clu,
-            target=result_image_folder / 'clustering_directed.png',
+            backend="cairo",
+            target=result_image_folder / "clustering_directed.png",
             mark_groups=True,
         )
 
@@ -79,11 +81,12 @@ def test_clustering_directed_small(self):
     def test_clustering_directed_large(self):
         g = Graph.Ring(50, directed=True)
         clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
-        layout = [(x*2.5, y*2.5) for x, y in g.layout("circle")]
+        layout = [(x * 2.5, y * 2.5) for x, y in g.layout("circle")]
         plot(
             clu,
+            backend="cairo",
             layout=layout,
-            target=result_image_folder / 'clustering_directed_large.png',
+            target=result_image_folder / "clustering_directed_large.png",
             mark_groups=True,
         )
 
@@ -91,10 +94,7 @@ def test_clustering_directed_large(self):
 def suite():
     graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
     clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
-    return unittest.TestSuite([
-        graph,
-        clustering,
-    ])
+    return unittest.TestSuite([graph, clustering])
 
 
 def test():

From f01cb4202420111a145e9cf97e12263839804344 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 10:44:51 +0100
Subject: [PATCH 1019/1681] test: make Cairo drawing tests deterministic

---
 .../baseline_images/clustering_directed.png   | Bin 31493 -> 33794 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 16701 -> 18287 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 17353 -> 19005 bytes
 .../graph_mark_groups_directed.png            | Bin 17353 -> 19005 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 14924 -> 16548 bytes
 tests/drawing/cairo/test_graph.py             |  10 +++++++---
 6 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 712f1b95f8fdc22b4eb1b2683143634a81146a14..3971f801c44b9b241ad55579c2d37825480b32bf 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index eccd60618..31d4fdc11 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -1,9 +1,7 @@
-import os
 import random
 import unittest
 
-
-from igraph import Graph, InternalError, plot, VertexClustering
+from igraph import Graph, plot, VertexClustering
 from igraph.drawing import find_cairo
 
 # FIXME: find a better way to do this that works for both direct call and module
@@ -27,6 +25,9 @@ def setUpClass(cls):
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
+    def setUp(self) -> None:
+        random.seed(42)
+
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
@@ -66,6 +67,9 @@ def setUpClass(cls):
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
+    def setUp(self) -> None:
+        random.seed(42)
+
     @image_comparison(baseline_images=["clustering_directed"])
     def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)

From ddeb521fab808a2b0a8cc5521e34405db849eea8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 15:26:50 +0100
Subject: [PATCH 1020/1681] feat: added granular loop edge handling for
 Graph.Adjacency() and Graph.Weighted_Adjacency(), fixes #647

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4b00f57ef..a791d6de1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,11 @@
   contains an extra property named `quality` that stores the value of the
   internal quality function optimized by the algorithm.
 
+- `Graph.Adjacency()` and `Graph.Weighted_Adjacency()` now supports
+  `loops="once"`, `loops="twice"` and `loops="ignore"` to control how loop
+  edges are handled in a more granular way. `loops=True` and `loops=False`
+  keep on working as in earlier versions.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling

From 79f87354450e7b95b55905ce69e0f7f8c26617f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 17:57:47 +0100
Subject: [PATCH 1021/1681] feat: added granular loop edge handling for
 Graph.Adjacency() and Graph.Weighted_Adjacency(), fixes #647

---
 src/igraph/io/adjacency.py  |  21 +++--
 src/igraph/sparse_matrix.py | 108 ++++++++++++++-------
 tests/test_generators.py    | 181 +++++++++++++++++++++++++++++++++++-
 3 files changed, 269 insertions(+), 41 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 940402869..5f4c3a5c4 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -4,7 +4,7 @@
 )
 
 
-def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwargs):
+def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
     """Generates a graph from its adjacency matrix.
 
     @param matrix: the adjacency matrix. Possible types are:
@@ -26,6 +26,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
         the matrix (including the diagonal)
       - C{"lower"} - undirected graph with the lower left triangle of
         the matrix (including the diagonal)
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the multiplicity
+        of the corresponding loop edge. When C{"twice"}, the diagonal is assumed
+        to contain I{twice} the multiplicity of the corresponding loop edge.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
@@ -46,7 +51,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
         pd = None
 
     if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
-        return _graph_from_sparse_matrix(cls, matrix, mode=mode)
+        return _graph_from_sparse_matrix(cls, matrix, mode=mode, loops=loops)
 
     if (pd is not None) and isinstance(matrix, pd.DataFrame):
         vertex_names = matrix.index.tolist()
@@ -57,7 +62,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
     if (np is not None) and isinstance(matrix, np.ndarray):
         matrix = matrix.tolist()
 
-    graph = super(Graph, cls).Adjacency(matrix, mode=mode)
+    graph = super(Graph, cls).Adjacency(matrix, mode=mode, loops=loops)
 
     # Add vertex names if present
     if vertex_names is not None:
@@ -67,7 +72,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
 
 
 def _construct_graph_from_weighted_adjacency(
-    cls, matrix, mode="directed", attr="weight", loops=True
+    cls, matrix, mode="directed", attr="weight", loops="once"
 ):
     """Generates a graph from its weighted adjacency matrix.
 
@@ -92,9 +97,11 @@ def _construct_graph_from_weighted_adjacency(
       These values can also be given as strings without the C{ADJ} prefix.
     @param attr: the name of the edge attribute that stores the edge
       weights.
-    @param loops: whether to include loop edges. When C{False}, the diagonal
-      of the adjacency matrix will be ignored.
-
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the weight of the
+        corresponding loop edge. When C{"twice"}, the diagonal is assumed to
+        contain I{twice} the weight of the corresponding loop edge.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index bcf5436fe..82a7b7120 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -47,10 +47,37 @@ def _convert_mode_argument(mode):
     return mode
 
 
+def _maybe_halve_diagonal(m, condition):
+    """Halves all items in the diagonal of the given SciPy sparse matrix in
+    coo mode _if_ and _only if_ the given condition is True.
+
+    Returns the row, column and data arrays.
+    """
+    data_array = m.data
+    if condition:
+        # We can't do data_array[m.row == m.col] /= 2 here because we would be
+        # modifying the array in-place and the end user wouldn't like if we
+        # messed with their matrix. So we make a copy.
+        data_array = data_array.copy()
+        idxs, = (m.row == m.col).nonzero()
+        for i in idxs:
+            data_array[i] /= 2
+
+    return m.row, m.col, data_array
+
+
 # Logic to get graph from scipy sparse matrix. This would be simple if there
 # weren't so many modes.
-def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
-    """Construct graph from sparse matrix, unweighted"""
+def _graph_from_sparse_matrix(klass, matrix, mode="directed", loops="once"):
+    """Construct graph from sparse matrix, unweighted.
+
+    @param loops: specifies how the diagonal of the matrix should be handled:
+
+      - C{"ignore"} - ignore loop edges in the diagonal
+      - C{"once"} - treat the diagonal entries as loop edge counts
+      - C{"twice"} - treat the diagonal entries as I{twice} the number
+        of loop edges
+    """
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
@@ -67,16 +94,21 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
 
     mode = _convert_mode_argument(mode)
 
+    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
+
     if mode == "directed":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i != j or keep_loops:
+                edges.extend([(i, j)] * n)
 
     elif mode in ("max", "plus"):
         fun = max if mode == "max" else add
         nedges = {}
-        for i, j, n in zip(m.row, m.col, m.data):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i == j and not keep_loops:
+                continue
             pair = (i, j) if i < j else (j, i)
             nedges[pair] = fun(nedges.get(pair, 0), n)
 
@@ -86,12 +118,12 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
         )
 
     elif mode == "min":
-        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+        tmp = {(i, j): n for i, j, n in zip(m_row, m_col, m_data)}
 
         nedges = {}
         for pair, weight in tmp.items():
             i, j = pair
-            if i == j:
+            if i == j and keep_loops:
                 nedges[pair] = weight
             elif i < j:
                 nedges[pair] = min(weight, tmp.get((j, i), 0))
@@ -102,30 +134,36 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
         )
 
     elif mode == "upper":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j > i or (keep_loops and j == i):
+                edges.extend([(i, j)] * n)
 
     elif mode == "lower":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j < i or (keep_loops and j == i):
+                edges.extend([(i, j)] * n)
 
     else:
-        raise ValueError("invalid mode")
+        raise ValueError(f"invalid mode: {mode!r}")
 
     return klass(nvert, edges=edges, directed=(mode == "directed"))
 
 
 def _graph_from_weighted_sparse_matrix(
-    klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True
+    klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops="once"
 ):
     """Construct graph from sparse matrix, weighted
 
     NOTE: Of course, you cannot emcompass a fully general weighted multigraph
     with a single adjacency matrix, so we don't try to do it here either.
+
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the weight of the
+        corresponding loop edge. When C{"twice"}, the diagonal is assumed to
+        contain I{twice} the weight of the corresponding loop edge.
     """
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
@@ -143,35 +181,39 @@ def _graph_from_weighted_sparse_matrix(
 
     mode = _convert_mode_argument(mode)
 
+    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
+
     if mode == "directed":
-        if not loops:
+        if not keep_loops:
             edges, weights = [], []
-            for i, j, n in zip(m.row, m.col, m.data):
+            for i, j, n in zip(m_row, m_col, m_data):
                 if i != j:
                     edges.append((i, j))
                     weights.append(n)
-        else:
-            edges = list(zip(m.row, m.col))
-            weights = list(m.data)
+        else:   # loops == "once" or True
+            edges = list(zip(m_row, m_col))
+            weights = list(m_data)
 
     elif mode in ("max", "plus"):
         fun = max if mode == "max" else add
         nedges = {}
-        for i, j, n in zip(m.row, m.col, m.data):
-            if i == j and not loops:
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i == j and not keep_loops:
                 continue
+
             pair = (i, j) if i < j else (j, i)
             nedges[pair] = fun(nedges.get(pair, 0), n)
 
         edges, weights = zip(*nedges.items())
 
     elif mode == "min":
-        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+        tmp = {(i, j): n for i, j, n in zip(m_row, m_col, m_data)}
 
         nedges = {}
         for pair, weight in tmp.items():
             i, j = pair
-            if i == j and loops:
+            if i == j and keep_loops:
                 nedges[pair] = weight
             elif i < j:
                 nedges[pair] = min(weight, tmp.get((j, i), 0))
@@ -185,20 +227,20 @@ def _graph_from_weighted_sparse_matrix(
 
     elif mode == "upper":
         edges, weights = [], []
-        for i, j, n in zip(m.row, m.col, m.data):
-            if j > i or (loops and j == i):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j > i or (keep_loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
     elif mode == "lower":
         edges, weights = [], []
-        for i, j, n in zip(m.row, m.col, m.data):
-            if j < i or (loops and j == i):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j < i or (keep_loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
     else:
-        raise ValueError("invalid mode")
+        raise ValueError(f"invalid mode: {mode!r}")
 
     return klass(
         nvert, edges=edges, directed=(mode == "directed"), edge_attrs={attr: weights}
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 26c8cae61..25bfb56d9 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -362,11 +362,95 @@ def testAdjacencyNumPy(self):
         el = g.get_edgelist()
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
 
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
+
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
 
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+
+    @unittest.skipIf(np is None, "test case depends on NumPy")
+    def testAdjacencyNumPyLoopHandling(self):
+        mat = np.array(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2)])
+
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
     )
@@ -389,6 +473,13 @@ def testSparseAdjacency(self):
         self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
 
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2), (1, 3)])
+
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
@@ -396,6 +487,77 @@ def testSparseAdjacency(self):
         self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
 
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+
+    @unittest.skipIf(
+        (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
+    )
+    def testSparseAdjacencyLoopHandling(self):
+        mat = sparse.coo_matrix(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (1, 3)])
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (1, 3)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+
     def testWeightedAdjacency(self):
         mat = [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
 
@@ -414,6 +576,11 @@ def testWeightedAdjacency(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
         mat = np.array(
@@ -435,10 +602,15 @@ def testWeightedAdjacencyNumPy(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
     )
-    def testSparseWeighedAdjacency(self):
+    def testSparseWeightedAdjacency(self):
         mat = sparse.coo_matrix(
             [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
         )
@@ -471,6 +643,13 @@ def testSparseWeighedAdjacency(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
         edges = pd.DataFrame(

From c8efd805c96dc3364fe8d38bc481765dc1eb687a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:12:15 +0100
Subject: [PATCH 1022/1681] feat: added Graph.get_shortest_path() convenience
 function

---
 CHANGELOG.md              |  3 ++
 src/_igraph/graphobject.c | 85 +++++++++++++++++++++++++++++++++++++--
 tests/test_structural.py  |  8 ++++
 3 files changed, 93 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a791d6de1..06aa43232 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,9 @@
   edges are handled in a more granular way. `loops=True` and `loops=False`
   keep on working as in earlier versions.
 
+- Added `Graph.get_shortest_path()` as a convenience function for cases when
+  only one shortest path is needed between a given source and target vertices.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5f27d40e3..477b0ae11 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5118,6 +5118,67 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a single shortest path between a source and a target vertex
+ * \return a list containing a single shortest path from the source to the target
+ * \sa igraph_get_shortest_path
+ */
+PyObject *igraphmodule_Graph_get_shortest_path(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
+) {
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
+  igraph_vector_t *weights=0;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_integer_t from, to;
+  PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+  igraph_vector_int_t vec;
+  igraph_bool_t use_edges = false;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(to_o, &to, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
+
+  if (igraph_vector_int_init(&vec, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Call the C function */
+  if (igraph_get_shortest_path_dijkstra(&self->g, use_edges ? 0 : &vec,
+        use_edges ? &vec : 0, from, to, weights, mode)) {
+    igraph_vector_int_destroy(&vec);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* We don't need these anymore, the result is in vec */
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  /* Convert to Python list of paths */
+  list = igraphmodule_vector_int_t_to_PyList(&vec);
+  igraph_vector_int_destroy(&vec);
+
+  return list ? list : NULL;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates the shortest paths from/to a given node in the graph
  * \return a list containing shortest paths from/to the given node
@@ -5194,8 +5255,6 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   list = igraphmodule_vector_int_list_t_to_PyList(&veclist);
   igraph_vector_int_list_destroy(&veclist);
   return list ? list : NULL;
-
-  return list;
 }
 
 /** \ingroup python_interface_graph
@@ -14453,7 +14512,27 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  feedback arc set problem. In: Proc Inf Process Lett 319-323, 1993.\n"
   },
 
-  // interface to igraph_get_shortest_paths
+  /* interface to igraph_get_shortest_path */
+  {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "@param v: the source vertex of the path\n"
+   "@param to: the target vertex of the path\n"
+   "@param weights: edge weights in a list or the name of an edge attribute\n"
+   "  holding edge weights. If C{None}, all edges are assumed to have\n"
+   "  equal weight.\n"
+   "@param mode: the directionality of the paths. C{\"out\"} means to\n"
+   "  calculate paths from source to target, following edges according to\n"
+   "  their natural direction. C{\"in\"} means to calculate paths from target\n"
+   "  to source, flipping the direction of each edge on-the-fly. C{\"all\"}\n"
+   "  means to ignore edge directions.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"},
+
+  /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 557398859..67b183398 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -787,6 +787,14 @@ def testDistances(self):
             == [row[2:4] for row in expected]
         )
 
+    def testGetShortestPath(self):
+        g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3))
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, output="vpath"))
+        self.assertEqual([0, 2], g.get_shortest_path(0, 3, output="epath"))
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, output="x")
+        self.assertRaises(TypeError, g.get_shortest_path, 0)
+
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
         sps = g.get_shortest_paths(0)

From 22484a9fdfae4534745cdf7170499be32c4383db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:39:33 +0100
Subject: [PATCH 1023/1681] feat: added Graph.get_shortest_path_astar()

---
 src/_igraph/graphobject.c | 139 ++++++++++++++++++++++++++++++++++++++
 tests/test_structural.py  |  32 ++++++---
 2 files changed, 163 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 477b0ae11..8986018e1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5178,6 +5178,118 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   return list ? list : NULL;
 }
 
+typedef struct {
+  PyObject* func;
+  PyObject* graph;
+} igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t;
+
+igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
+  igraph_real_t *result, igraph_integer_t from, igraph_integer_t to,
+  void *extra
+) {
+  igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t* data =
+    (igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t*)extra;
+  PyObject* from_o;
+  PyObject* to_o;
+  PyObject* result_o;
+
+  from_o = igraphmodule_integer_t_to_PyObject(from);
+  if (from_o == NULL) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  to_o = igraphmodule_integer_t_to_PyObject(to);
+  if (to_o == NULL) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  result_o = PyObject_CallFunction(data->func, "OOO", data->graph, from_o, to_o);
+  Py_DECREF(from_o);
+  Py_DECREF(to_o);
+
+  if (result_o == NULL) {
+    /* Error in callback, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  if (igraphmodule_PyObject_to_real_t(result_o, result)) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  return IGRAPH_SUCCESS;
+}
+
+/** \ingroup python_interface_graph
+ * \brief Calculates a single shortest path between a source and a target vertex using the A-star algorithm
+ * \return a list containing a single shortest path from the source to the target
+ * \sa igraph_get_shortest_path_astar
+ */
+PyObject *igraphmodule_Graph_get_shortest_path_astar(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
+) {
+  static char *kwlist[] = { "v", "to", "heuristics", "weights", "mode", "output", NULL };
+  igraph_vector_t *weights=0;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_integer_t from, to;
+  PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *heuristics_o;
+  igraph_vector_int_t vec;
+  igraph_bool_t use_edges = false;
+  igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t extra;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOO|OOO!", kwlist, &from_o,
+        &to_o, &heuristics_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(to_o, &to, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
+
+  if (igraph_vector_int_init(&vec, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  extra.func = heuristics_o;
+  extra.graph = (PyObject*) self;
+
+  /* Call the C function */
+  if (igraph_get_shortest_path_astar(&self->g, use_edges ? 0 : &vec,
+        use_edges ? &vec : 0, from, to, weights, mode,
+        igraphmodule_i_Graph_get_shortest_path_astar_callback,
+        &extra
+  )) {
+    igraph_vector_int_destroy(&vec);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* We don't need these anymore, the result is in vec */
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  /* Convert to Python list of paths */
+  list = igraphmodule_vector_int_t_to_PyList(&vec);
+  igraph_vector_int_destroy(&vec);
+
+  return list ? list : NULL;
+}
+
 
 /** \ingroup python_interface_graph
  * \brief Calculates the shortest paths from/to a given node in the graph
@@ -14603,6 +14715,33 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  argument). Note that in case of mode=C{\"in\"},\n"
    "  the vertices in a path are returned in reversed order!"},
 
+  /* interface to igraph_get_shortest_path_astar */
+  {"get_shortest_path_astar", (PyCFunction) igraphmodule_Graph_get_shortest_path_astar,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_shortest_path(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "Calculates the shortest path from a source vertex to a target vertex in a\n"
+   "graph using the A-Star algorithm and a heuristic function.\n\n"
+   "@param v: the source vertex of the path\n"
+   "@param to: the target vertex of the path\n"
+   "@param heuristics: a function that will be called with the graph and two\n"
+   "  vertices, and must return an estimate of the cost of the path from the\n"
+   "  first vertex to the second vertex. The A-Star algorithm is guaranteed to\n"
+   "  return an optimal solution if the heuristic is I{admissible}, i.e. if it\n"
+   "  does never overestimate the cost of the shortest path from the given\n"
+   "  source vertex to the given target vertex.\n"
+   "@param weights: edge weights in a list or the name of an edge attribute\n"
+   "  holding edge weights. If C{None}, all edges are assumed to have\n"
+   "  equal weight.\n"
+   "@param mode: the directionality of the paths. C{\"out\"} means to\n"
+   "  calculate paths from source to target, following edges according to\n"
+   "  their natural direction. C{\"in\"} means to calculate paths from target\n"
+   "  to source, flipping the direction of each edge on-the-fly. C{\"all\"}\n"
+   "  means to ignore edge directions.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"},
+
   /* interface to igraph_get_all_simple_paths */
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 67b183398..afe6413da 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -868,21 +868,21 @@ def testGetAllShortestPaths(self):
 
     def testGetKShortestPaths(self):
         g = Graph(4, [(0, 1), (1, 2), (1, 3), (2, 4), (3, 4), (4, 5)], directed=True)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 0))
         expected = [[0]]
         self.assertEqual(expected, sps)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 5, 2))
         expected = [[0, 1, 2, 4, 5], [0, 1, 3, 4, 5]]
         self.assertEqual(expected, sps)
-    
+
         sps = sorted(g.get_k_shortest_paths(1, 4, 2))
         expected = [[1, 2, 4], [1, 3, 4]]
         self.assertEqual(expected, sps)
-    
+
         g = Graph.Lattice([5, 5], circular=False)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 12, 6))
         expected = [
             [0, 1, 2, 7, 12],
@@ -893,7 +893,7 @@ def testGetKShortestPaths(self):
             [0, 5, 10, 11, 12],
         ]
         self.assertEqual(expected, sps)
-    
+
         g = Graph.Lattice([100, 100], circular=False)
         sps = sorted(g.get_k_shortest_paths(0, 202, 6))
         expected = [
@@ -905,12 +905,12 @@ def testGetKShortestPaths(self):
             [0, 100, 200, 201, 202],
         ]
         self.assertEqual(expected, sps)
-    
+
         g = Graph([(0, 1), (1, 2), (0, 2)])
         g.es["weight"] = [0.5, 0.5, 1]
         sps = sorted(g.get_k_shortest_paths(0, 2, 2, weights="weight"))
         self.assertEqual(sorted([[0, 2], [0, 1, 2]]), sorted(sps))
-    
+
     def testGetAllSimplePaths(self):
         g = Graph.Ring(20)
         sps = sorted(g.get_all_simple_paths(0, 10))
@@ -965,6 +965,22 @@ def testPathLengthHist(self):
         h = g.path_length_hist(False)
         self.assertTrue(h.unconnected == 20)
 
+    def testGetShortestPathsAStar(self):
+        n = 4
+        g = Graph.Lattice((n, n), circular=False)
+        xs, ys = list(range(n)) * n, sum(([i] * n for i in range(n)), [])
+        g.vs["coord"] = list(zip(xs, ys))
+
+        def heuristics(graph, u, v):
+            ux, uy = graph.vs[u]["coord"]
+            vx, vy = graph.vs[v]["coord"]
+            return ((ux - vx) ** 2 + (uy - vy) ** 2) ** 0.5
+
+        self.assertEqual(
+            [0, 1, 5, 6, 10, 11],
+            g.get_shortest_path_astar(0, 11, heuristics)
+        )
+
 
 class DominatorTests(unittest.TestCase):
     def compareDomTrees(self, alist, blist):

From fcde6bdd012701553516ae71ab52f4545b77843b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:41:02 +0100
Subject: [PATCH 1024/1681] chore: updated changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 06aa43232..0d15855ec 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,10 @@
 - Added `Graph.get_shortest_path()` as a convenience function for cases when
   only one shortest path is needed between a given source and target vertices.
 
+- Added `Graph.get_shortest_path_astar()` to calculate the shortest path
+  between two vertices using the A-star algorithm and an appropriate
+  heuristic function.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling

From f35a35e04ca186cb78191d7a540b4c50bc5f09c2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 25 Mar 2023 10:38:07 +0100
Subject: [PATCH 1025/1681] feat: VertexCover constructor now accepts vertex
 names, closes #617

---
 CHANGELOG.md             |  3 +++
 src/igraph/clustering.py | 20 ++++++++++++++++++++
 2 files changed, 23 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0d15855ec..a66ffaaef 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,9 @@
   between two vertices using the A-star algorithm and an appropriate
   heuristic function.
 
+- The `VertexCover` constructor now allows referring to vertices by names
+  instead of IDs.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index c4b345a47..42e224a86 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1089,6 +1089,8 @@ def __init__(self, graph, clusters=None):
         if clusters is None:
             clusters = [range(graph.vcount())]
 
+        self._resolve_names_in_clusters(graph, clusters)
+
         super().__init__(clusters, n=graph.vcount())
         if self._n > graph.vcount():
             raise ValueError(
@@ -1216,6 +1218,24 @@ def _formatted_cluster_iterator(self):
             for cluster in self:
                 yield ", ".join(str(member) for member in cluster)
 
+    @staticmethod
+    def _resolve_names_in_clusters(graph, clusters):
+        if not graph.is_named():
+            return
+
+        names = graph.vs["name"]
+        name_to_index = dict((k, v) for v, k in enumerate(names))
+
+        for idx, cluster in enumerate(clusters):
+            if any(isinstance(item, str) for item in cluster):
+                new_cluster = []
+                for item in cluster:
+                    if isinstance(item, str):
+                        new_cluster.append(name_to_index.get(item, item))
+                    else:
+                        new_cluster.append(item)
+                clusters[idx] = new_cluster
+
 
 class CohesiveBlocks(VertexCover):
     """The cohesive block structure of a graph.

From bbe93df7f2b1c7b7406688e9f806881d18fccb2f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 14:41:29 +1000
Subject: [PATCH 1026/1681] First blobs of code

---
 src/igraph/drawing/__init__.py         |   6 +-
 src/igraph/drawing/matplotlib/graph.py | 162 ++++++++++++++++++++++++-
 2 files changed, 165 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 5ae708ccc..ec1a8168f 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -41,7 +41,10 @@
 from igraph.drawing.cairo.matrix import CairoMatrixDrawer
 from igraph.drawing.cairo.histogram import CairoHistogramDrawer
 from igraph.drawing.cairo.palette import CairoPaletteDrawer
-from igraph.drawing.matplotlib.graph import MatplotlibGraphDrawer
+from igraph.drawing.matplotlib.graph import (
+    MatplotlibGraphDrawer,
+    GraphArtist,
+)
 from igraph.drawing.matplotlib.matrix import MatplotlibMatrixDrawer
 from igraph.drawing.matplotlib.histogram import MatplotlibHistogramDrawer
 from igraph.drawing.matplotlib.palette import MatplotlibPaletteDrawer
@@ -54,6 +57,7 @@
     "BoundingBox",
     "CairoGraphDrawer",
     "MatplotlibGraphDrawer",
+    "GraphArtist",
     "DefaultGraphDrawer",
     "Plot",
     "Point",
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6673929ff..a3dd32de7 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -24,13 +24,171 @@
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
-__all__ = ("MatplotlibGraphDrawer",)
+__all__ = (
+    "MatplotlibGraphDrawer",
+    "GraphArtist",
+    )
 
-_, plt = find_matplotlib()
+mpl, plt = find_matplotlib()
 
 #####################################################################
 
 
+# NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
+class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
+    """Artist for an igraph.Graph object.
+
+    Arguments:
+        graph: An igraph.Graph object to plot
+        layout: A layout object or matrix of coordinates to use for plotting.
+            Each element or row should describes the coordinates for a vertex.
+        vertex_style: A dictionary specifying style options for vertices.
+        edge_style: A dictionary specifying style options for edges.
+    """
+    def __init__(
+        self,
+        graph,
+        layout=None,
+        vertex_style=None,
+        edge_style=None,
+        vertex_label_style=None,
+        edge_label_style=None,
+        **kwargs,
+    ):
+
+        super().__init__()
+        self.graph = graph
+        self.layout = self.ensure_layout(layout)
+        self.vertex_style = vertex_style
+        self.edge_style = edge_style
+        self.vertex_label_style = vertex_label_style
+        self.edge_label_style = edge_label_style
+
+        self._clear_state()
+
+    def _clear_state(self):
+        self._vertex_artist = None
+        self._vertex_indx = None
+        self._edge_artist = None
+        self._edge_indx = None
+        self._vertex_labels = None
+        self._edge_labels = None
+
+    def get_children(self):
+        artists = [self._vertex_artist, self._edge_artist]
+        if self._vertex_labels is not None:
+            artists.extend(self._vertex_labels)
+        if self._edge_labels is not None:
+            artists.extend(self._edge_labels)
+        return tuple(a for a in artists if a is not None)
+
+    def get_datalim(self):
+        import numpy as np
+
+        mins = np.min(self.layout, axis=0)
+        maxs = np.max(self.layout, axis=0)
+
+        return (mins, maxs)
+
+    def _reprocess(self, *):
+        """Process the actual drawing."""
+        # nuke old state and mark as stale
+        self._clear_state()
+        self.stale = True
+
+        # get local refs to everything (just for less typing)
+        graph = self.graph
+        edge_style = self.edge_style
+        vertex_style = self.vertex_style
+        edge_label_style = self.edge_label_style
+        vertex_label_style = self.vertex_label_style
+
+        # get the layout
+        pos = self.layout.coords
+
+        # handle the edges
+        edge_style_dict = generate_edge_styles(graph, edge_style)
+        self._edge_artist, self._edge_indx = (
+            _generate_straight_edges(graph.edges(), pos,
+                                     edge_style_dict, ax=self.axes))
+
+        # handle the nodes
+        vertex_style_dict = generate_node_styles(graph, node_style)
+        self._vertex_artist, self._vertex_indx = (
+            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
+
+        # TODO handle the text
+
+        # handle the node labels
+        if vertex_label_style is not None:
+            vlabel_style_dict = generate_vertex_label_styles(
+                    graph,
+                    vertex_label_style)
+            self._vertex_label_dict = (
+                _generate_vertex_labels(pos, vlabel_style_dict, ax=self.axes))
+
+        # handle the edge labels
+        if edge_label_style is not None:
+            elabel_style_dict = generate_edge_label_styles(graph,
+                                                           edge_label_style)
+            self._edge_label_dict = (
+                _generate_edge_labels(pos, elabel_style_dict, ax=self.axes))
+
+        # TODO sort out all of the things that need to be forwarded
+        for child in self.get_children():
+            # set the figure / axes on child, this is needed
+            # by some internals
+            child.set_figure(self.figure)
+            child.axes = self.axes
+            # forward the clippath/box to the children need this logic
+            # because mpl exposes some fast-path logic
+            clip_path = self.get_clip_path()
+            if clip_path is None:
+                clip_box = self.get_clip_box()
+                child.set_clip_box(clip_box)
+            else:
+                child.set_clip_path(clip_path)
+
+    @_stale_wrapper
+    def draw(self, renderer, *args, **kwargs):
+        """Draw each of the children, with some buffering mechanism."""
+        if not self.get_visible():
+            return
+
+        if not self.get_children():
+            self._reprocess()
+
+        elif self.stale:
+            self._reprocess(reset_pos=False)
+
+        for art in self.get_children():
+            art.draw(renderer, *args, **kwargs)
+
+    def contains(self, mouseevent):
+        """Track 'contains' event for mouse interactions."""
+        props = {}
+        edge_hit, edge_props = self._edge_artist.contains(mouseevent)
+        vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
+        props['vertices'] = [self._node_indx[j]
+                          for j in vertex_props.get('ind', [])]
+        props['edges'] = [self._edge_indx[j]
+                          for j in edge_props.get('ind', [])]
+
+        return edge_hit | node_hit, props
+
+    def pick(self, mouseevent):
+        """Track 'pick' event for mouse interactions."""
+        # Pick self
+        if self.pickable():
+            picker = self.get_picker()
+            if callable(picker):
+                inside, prop = picker(self, mouseevent)
+            else:
+                inside, prop = self.contains(mouseevent)
+            if inside:
+                self.figure.canvas.pick_event(mouseevent, self, **prop)
+
+
 class MatplotlibGraphDrawer(AbstractGraphDrawer):
     """Graph drawer that uses a pyplot.Axes as context"""
 

From df01256a3553fcbf8b0677e02851f9eef1dec3f6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 14:57:47 +1000
Subject: [PATCH 1027/1681] A bit more logic

---
 src/igraph/drawing/matplotlib/graph.py | 28 +++++++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index a3dd32de7..86e0647b5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -73,6 +73,7 @@ def _clear_state(self):
         self._edge_indx = None
         self._vertex_labels = None
         self._edge_labels = None
+        self._group_artist = None
 
     def get_children(self):
         artists = [self._vertex_artist, self._edge_artist]
@@ -80,8 +81,25 @@ def get_children(self):
             artists.extend(self._vertex_labels)
         if self._edge_labels is not None:
             artists.extend(self._edge_labels)
+        if self._group_artist is not None:
+            artists.extend(self._group_artist)
         return tuple(a for a in artists if a is not None)
 
+    def get_vertices(self):
+        return self._vertex_artist
+
+    def get_edges(seff):
+        return self._edge_artist
+
+    def get_groups(self):
+        return self._group_artist
+
+    def get_vertex_labels(self):
+        return self._vertex_labels
+
+    def get_edge_labels(self):
+        return self._edge_labels
+
     def get_datalim(self):
         import numpy as np
 
@@ -91,7 +109,11 @@ def get_datalim(self):
         return (mins, maxs)
 
     def _reprocess(self, *):
-        """Process the actual drawing."""
+        """Prepare artist and children for the actual drawing.
+
+        Children are not drawn here, but the dictionaries of properties are
+        marshalled to their specific artists.
+        """
         # nuke old state and mark as stale
         self._clear_state()
         self.stale = True
@@ -106,13 +128,13 @@ def _reprocess(self, *):
         # get the layout
         pos = self.layout.coords
 
-        # handle the edges
+        # edges
         edge_style_dict = generate_edge_styles(graph, edge_style)
         self._edge_artist, self._edge_indx = (
             _generate_straight_edges(graph.edges(), pos,
                                      edge_style_dict, ax=self.axes))
 
-        # handle the nodes
+        # vertices
         vertex_style_dict = generate_node_styles(graph, node_style)
         self._vertex_artist, self._vertex_indx = (
             _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))

From bf3a18393088c8b9e6ea3f160c2d57a024213934 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 18:09:23 +1000
Subject: [PATCH 1028/1681] Move more logic to artist

---
 src/igraph/drawing/matplotlib/graph.py | 114 +++++++++++++++----------
 1 file changed, 68 insertions(+), 46 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 86e0647b5..562465422 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -53,7 +53,8 @@ def __init__(
         edge_style=None,
         vertex_label_style=None,
         edge_label_style=None,
-        **kwargs,
+        mark_groups=False,
+        **kwds,
     ):
 
         super().__init__()
@@ -63,9 +64,36 @@ def __init__(
         self.edge_style = edge_style
         self.vertex_label_style = vertex_label_style
         self.edge_label_style = edge_label_style
+        self.mark_groups = mark_groups
+        self.edge_curved = self._set_edge_curve(**kwds)
+        self.palette = kwds.pop("palette", None)
+        self.kwds = kwds
 
         self._clear_state()
 
+    def _set_edge_curve(self, **kwds):
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in self.graph.edge_attributes()
+            and self.graph.ecount() < 10000
+        ):
+            from igraph import autocurve
+
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            return autocurve(
+                graph,
+                attribute=None,
+                default=default,
+            )
+        return None
+
     def _clear_state(self):
         self._vertex_artist = None
         self._vertex_indx = None
@@ -124,9 +152,19 @@ def _reprocess(self, *):
         vertex_style = self.vertex_style
         edge_label_style = self.edge_label_style
         vertex_label_style = self.vertex_label_style
+        layout = self.layout
+        kwds = self.kwds
 
-        # get the layout
-        pos = self.layout.coords
+        # Determine the order in which we will draw the vertices and edges
+        # These methods come from AbstractGraphDrawer
+        vertex_order = self._determine_vertex_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
+
+        # FIXME FIXME
+        # vertices
+        vertex_style_dict = generate_node_styles(graph, node_style)
+        self._vertex_artist, self._vertex_indx = (
+            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
 
         # edges
         edge_style_dict = generate_edge_styles(graph, edge_style)
@@ -134,10 +172,6 @@ def _reprocess(self, *):
             _generate_straight_edges(graph.edges(), pos,
                                      edge_style_dict, ax=self.axes))
 
-        # vertices
-        vertex_style_dict = generate_node_styles(graph, node_style)
-        self._vertex_artist, self._vertex_indx = (
-            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
 
         # TODO handle the text
 
@@ -172,7 +206,7 @@ def _reprocess(self, *):
                 child.set_clip_path(clip_path)
 
     @_stale_wrapper
-    def draw(self, renderer, *args, **kwargs):
+    def draw(self, renderer, *args, **kwds):
         """Draw each of the children, with some buffering mechanism."""
         if not self.get_visible():
             return
@@ -184,7 +218,7 @@ def draw(self, renderer, *args, **kwargs):
             self._reprocess(reset_pos=False)
 
         for art in self.get_children():
-            art.draw(renderer, *args, **kwargs)
+            art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
@@ -262,32 +296,20 @@ def draw(self, graph, *args, **kwds):
         directed = graph.is_directed()
         ax = self.ax
 
-        # Palette
-        palette = kwds.pop("palette", None)
-
-        # Calculate/get the layout of the graph
-        layout = self.ensure_layout(kwds.get("layout", None), graph)
-
-        # Decide whether we need to calculate the curvature of edges
-        # automatically -- and calculate them if needed.
-        autocurve = kwds.get("autocurve", None)
-        if autocurve or (
-            autocurve is None
-            and "edge_curved" not in kwds
-            and "curved" not in graph.edge_attributes()
-            and graph.ecount() < 10000
-        ):
-            from igraph import autocurve
-
-            default = kwds.get("edge_curved", 0)
-            if default is True:
-                default = 0.5
-            default = float(default)
-            kwds["edge_curved"] = autocurve(
-                graph,
-                attribute=None,
-                default=default,
-            )
+        # Create artist
+        art = GraphArtist(
+            graph,
+            layout=kwds.get("layout", None),
+            vertex_style=None,
+            edge_style=None,
+            vertex_label_style=None,
+            edge_label_style=None,
+            mark_groups=False,
+            **kwds,
+        )
+
+        ax.add_artist(art)
+        art._reprocess()
 
         # Construct the vertex, edge and label drawers
         vertex_drawer = self.vertex_drawer_factory(ax, palette, layout)
@@ -392,9 +414,6 @@ def draw(self, graph, *args, **kwds):
                     legend_info["labels"],
                 )
 
-        # Determine the order in which we will draw the vertices and edges
-        vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order = self._determine_edge_order(graph, kwds)
 
         # Construct the iterator that we will use to draw the vertices
         vs = graph.vs
@@ -475,24 +494,24 @@ def draw(self, graph, *args, **kwds):
                     dest_vertex,
                 )
 
-                text_kwargs = {}
-                text_kwargs['ha'] = halign.value
-                text_kwargs['va'] = valign.value
+                text_kwds = {}
+                text_kwds['ha'] = halign.value
+                text_kwds['va'] = valign.value
 
                 if visual_edge.background is not None:
-                    text_kwargs['bbox'] = dict(
+                    text_kwds['bbox'] = dict(
                         facecolor=visual_edge.background,
                         edgecolor='none',
                     )
-                    text_kwargs['ha'] = 'center'
-                    text_kwargs['va'] = 'center'
+                    text_kwds['ha'] = 'center'
+                    text_kwds['va'] = 'center'
 
                 if visual_edge.align_label:
                     # Rotate the text to align with the edge
                     rotation = edge_drawer.get_label_rotation(
                         visual_edge, src_vertex, dest_vertex,
                     )
-                    text_kwargs['rotation'] = rotation
+                    text_kwds['rotation'] = rotation
 
                 ax.text(
                     x,
@@ -500,10 +519,13 @@ def draw(self, graph, *args, **kwds):
                     label,
                     fontsize=visual_edge.label_size,
                     color=visual_edge.label_color,
-                    **text_kwargs,
+                    **text_kwds,
                     # TODO: offset, etc.
                 )
 
+        # Set new data limits
+        ax.update_datalim(art.get_datalim())
+
         # Despine
         ax.spines["right"].set_visible(False)
         ax.spines["top"].set_visible(False)

From 7dc40b3552e8b215302422fc9ce1bb59d6075c53 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:50:52 +1000
Subject: [PATCH 1029/1681] Container artist with children creates, but fails
 to show

---
 src/igraph/drawing/matplotlib/edge.py   |  13 +-
 src/igraph/drawing/matplotlib/graph.py  | 626 +++++++++++++-----------
 src/igraph/drawing/matplotlib/vertex.py |   5 +-
 3 files changed, 338 insertions(+), 306 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index adbdfab89..607f98de9 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -163,7 +163,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["codes"].append("LINETO")
 
         # Draw the edge
-        stroke = mpl.patches.PathPatch(
+        arrowshaft = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -172,7 +172,6 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
         )
-        ax.add_patch(stroke)
 
         # Draw the arrow head
         arrowhead = mpl.patches.Polygon(
@@ -185,7 +184,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             facecolor=edge.color,
             edgecolor="none",
         )
-        ax.add_patch(arrowhead)
+        return [arrowshaft, arrowhead]
 
     def draw_loop_edge(self, edge, vertex):
         """Draws a loop edge.
@@ -201,7 +200,7 @@ def draw_loop_edge(self, edge, vertex):
         radius = vertex.size * 1.5
         center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
         center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        stroke = mpl.patches.Arc(
+        art = mpl.patches.Arc(
             (center_x, center_y),
             radius / 2.0,
             radius / 2.0,
@@ -212,7 +211,7 @@ def draw_loop_edge(self, edge, vertex):
             edgecolor=edge.color,
         )
         # FIXME: make a PathCollection??
-        ax.add_patch(stroke)
+        return [art]
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         """Draws an undirected edge.
@@ -247,7 +246,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             path["vertices"].append(dest_vertex.position)
             path["codes"].append("LINETO")
 
-        stroke = mpl.patches.PathPatch(
+        art = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -257,4 +256,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             linewidth=edge.width,
         )
         # FIXME: make a PathCollection??
-        ax.add_artist(stroke)
+        return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 562465422..576584b7b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -14,6 +14,7 @@
 """
 
 from warnings import warn
+from functools import wraps
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
@@ -27,7 +28,7 @@
 __all__ = (
     "MatplotlibGraphDrawer",
     "GraphArtist",
-    )
+)
 
 mpl, plt = find_matplotlib()
 
@@ -35,6 +36,17 @@
 
 
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
+def _stale_wrapper(func):
+    @wraps(func)
+    def inner(self, *args, **kwargs):
+        try:
+            func(self, *args, **kwargs)
+        finally:
+            self.stale = False
+
+    return inner
+
+
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
@@ -45,33 +57,53 @@ class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
         vertex_style: A dictionary specifying style options for vertices.
         edge_style: A dictionary specifying style options for edges.
     """
+
     def __init__(
         self,
         graph,
+        vertex_drawer_factory=MatplotlibVertexDrawer,
+        edge_drawer_factory=MatplotlibEdgeDrawer,
         layout=None,
-        vertex_style=None,
-        edge_style=None,
-        vertex_label_style=None,
-        edge_label_style=None,
         mark_groups=False,
+        palette=None,
         **kwds,
     ):
-
         super().__init__()
         self.graph = graph
-        self.layout = self.ensure_layout(layout)
-        self.vertex_style = vertex_style
-        self.edge_style = edge_style
-        self.vertex_label_style = vertex_label_style
-        self.edge_label_style = edge_label_style
+        self.layout = self.ensure_layout(layout, graph)
+        self.vertex_drawer_factory = vertex_drawer_factory
+        self.edge_drawer_factory = edge_drawer_factory
         self.mark_groups = mark_groups
         self.edge_curved = self._set_edge_curve(**kwds)
-        self.palette = kwds.pop("palette", None)
+        self.palette = palette
         self.kwds = kwds
 
         self._clear_state()
 
+    def _clear_state(self):
+        self._vertex_artists = []
+        self._edge_artists = []
+        self._vertex_labels = []
+        self._edge_labels = []
+        self._group_artists = []
+        self._legend_info = {}
+
+    def get_children(self):
+        artists = sum(
+            [
+                self._vertex_artists,
+                self._edge_artists,
+                self._vertex_labels,
+                self._edge_labels,
+                self._group_artists,
+            ],
+            [],
+        )
+        return tuple(artists)
+
     def _set_edge_curve(self, **kwds):
+        graph = self.graph
+
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
         autocurve = kwds.get("autocurve", None)
@@ -94,33 +126,14 @@ def _set_edge_curve(self, **kwds):
             )
         return None
 
-    def _clear_state(self):
-        self._vertex_artist = None
-        self._vertex_indx = None
-        self._edge_artist = None
-        self._edge_indx = None
-        self._vertex_labels = None
-        self._edge_labels = None
-        self._group_artist = None
-
-    def get_children(self):
-        artists = [self._vertex_artist, self._edge_artist]
-        if self._vertex_labels is not None:
-            artists.extend(self._vertex_labels)
-        if self._edge_labels is not None:
-            artists.extend(self._edge_labels)
-        if self._group_artist is not None:
-            artists.extend(self._group_artist)
-        return tuple(a for a in artists if a is not None)
-
     def get_vertices(self):
-        return self._vertex_artist
+        return self._vertex_artists
 
-    def get_edges(seff):
-        return self._edge_artist
+    def get_edges(self):
+        return self._edge_artists
 
     def get_groups(self):
-        return self._group_artist
+        return self._group_artists
 
     def get_vertex_labels(self):
         return self._vertex_labels
@@ -136,7 +149,250 @@ def get_datalim(self):
 
         return (mins, maxs)
 
-    def _reprocess(self, *):
+    def _draw_vertex_labels(self):
+        kwds = self.kwds
+        layout = self.layout
+        vertex_builder = self.vertex_builder
+        vertex_order = self.vertex_order
+
+        # Construct the iterator that we will use to draw the vertex labels
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            if vertex.label is None:
+                continue
+
+            label_size = kwds.get(
+                "vertex_label_size",
+                vertex.label_size,
+            )
+
+            art = mpl.text.Text(
+                *coords,
+                vertex.label,
+                fontsize=label_size,
+                ha="center",
+                va="center",
+                transform=self.axes.transData,
+                clip_on=True,
+                # TODO: overlap, offset, etc.
+            )
+            self._vertex_labels.append(art)
+
+    def _draw_edge_labels(self):
+        graph = self.graph
+        kwds = self.kwds
+        vertex_builder = self.vertex_builder
+        edge_builder = self.edge_builder
+        edge_drawer = self.edge_drawer
+        edge_order = self.edge_order
+
+        labels = kwds.get("edge_label", None)
+        if labels is None:
+            return
+
+        edge_label_iter = (
+            (labels[i], edge_builder[i], graph.es[i]) for i in range(edge_order)
+        )
+        for label, visual_edge, edge in edge_label_iter:
+            # Ask the edge drawer to propose an anchor point for the label
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            (x, y), (halign, valign) = edge_drawer.get_label_position(
+                visual_edge,
+                src_vertex,
+                dest_vertex,
+            )
+
+            text_kwds = {}
+            text_kwds["ha"] = halign.value
+            text_kwds["va"] = valign.value
+
+            if visual_edge.background is not None:
+                text_kwds["bbox"] = dict(
+                    facecolor=visual_edge.background,
+                    edgecolor="none",
+                )
+                text_kwds["ha"] = "center"
+                text_kwds["va"] = "center"
+
+            if visual_edge.align_label:
+                # Rotate the text to align with the edge
+                rotation = edge_drawer.get_label_rotation(
+                    visual_edge,
+                    src_vertex,
+                    dest_vertex,
+                )
+                text_kwds["rotation"] = rotation
+
+            art = mpl.text.Text(
+                x,
+                y,
+                label,
+                fontsize=visual_edge.label_size,
+                color=visual_edge.label_color,
+                transform=self.axes.transData,
+                clip_on=True,
+                **text_kwds,
+                # TODO: offset, etc.
+            )
+            self._vertex_labels.append(art)
+
+    def _draw_groups(self):
+        """Draw the highlighted vertex groups, if requested"""
+        # Deferred import to avoid a cycle in the import graph
+        from igraph.clustering import VertexClustering, VertexCover
+
+        kwds = self.kwds
+        palette = self.palette
+        layout = self.layout
+        vertex_builder = self.vertex_builder
+
+        if not kwds.get("mark_groups", False):
+            return
+
+        # Figure out what to do with mark_groups in order to be able to
+        # iterate over it and get memberlist-color pairs
+        mark_groups = kwds["mark_groups"]
+        if isinstance(mark_groups, dict):
+            # Dictionary mapping vertex indices or tuples of vertex
+            # indices to colors
+            group_iter = iter(mark_groups.items())
+        elif isinstance(mark_groups, (VertexClustering, VertexCover)):
+            # Vertex clustering
+            group_iter = ((group, color) for color, group in enumerate(mark_groups))
+        elif hasattr(mark_groups, "__iter__"):
+            # Lists, tuples, iterators etc
+            group_iter = iter(mark_groups)
+        else:
+            # False
+            group_iter = iter({}.items())
+
+        if kwds.get("legend", False):
+            legend_info = {
+                "handles": [],
+                "labels": [],
+            }
+
+        # Iterate over color-memberlist pairs
+        for group, color_id in group_iter:
+            if not group or color_id is None:
+                continue
+
+            color = palette.get(color_id)
+
+            if isinstance(group, VertexSeq):
+                group = [vertex.index for vertex in group]
+            if not hasattr(group, "__iter__"):
+                raise TypeError("group membership list must be iterable")
+
+            # Get the vertex indices that constitute the convex hull
+            hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
+
+            # Calculate the preferred rounding radius for the corners
+            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
+
+            # Construct the polygon
+            polygon = [layout[idx] for idx in hull]
+
+            if len(polygon) == 2:
+                # Expand the polygon (which is a flat line otherwise)
+                a, b = Point(*polygon[0]), Point(*polygon[1])
+                c = corner_radius * (a - b).normalized()
+                n = Point(-c[1], c[0])
+                polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+            else:
+                # Expand the polygon around its center of mass
+                center = Point(
+                    *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                )
+                polygon = [
+                    Point(*point).towards(center, -corner_radius) for point in polygon
+                ]
+
+            # Draw the hull
+            # FIXME: defer this to the draw operation!
+            facecolor = (color[0], color[1], color[2], 0.25 * color[3])
+            drawer = MatplotlibPolygonDrawer(self.axes)
+            drawer.draw(
+                polygon,
+                corner_radius=corner_radius,
+                facecolor=facecolor,
+                edgecolor=color,
+            )
+
+            if kwds.get("legend", False):
+                legend_info["handles"].append(
+                    plt.Rectangle(
+                        (0, 0),
+                        0,
+                        0,
+                        facecolor=facecolor,
+                        edgecolor=color,
+                    )
+                )
+                legend_info["labels"].append(str(color_id))
+
+        if kwds.get("legend", False):
+            self.legend_info = legend_info
+
+    def _draw_vertices(self):
+        """Draw the vertices"""
+        graph = self.graph
+        layout = self.layout
+        vertex_drawer = self.vertex_drawer
+        vertex_builder = self.vertex_builder
+        vertex_order = self.vertex_order
+
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            art = vertex_drawer.draw(visual_vertex, vertex, coords)
+            self._vertex_artists.append(art)
+
+    def _draw_edges(self):
+        """Draw the edges"""
+        graph = self.graph
+        vertex_builder = self.vertex_builder
+        edge_drawer = self.edge_drawer
+        edge_builder = self.edge_builder
+        edge_order = self.edge_order
+
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        directed = graph.is_directed()
+        if directed:
+            # Arrows and the likes
+            drawer_method = edge_drawer.draw_directed_edge
+        else:
+            # Lines
+            drawer_method = edge_drawer.draw_undirected_edge
+        for edge, visual_edge in edge_coord_iter:
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            arts = drawer_method(visual_edge, src_vertex, dest_vertex)
+            self._edge_artists.extend(arts)
+
+    def _reprocess(self):
         """Prepare artist and children for the actual drawing.
 
         Children are not drawn here, but the dictionaries of properties are
@@ -148,54 +404,38 @@ def _reprocess(self, *):
 
         # get local refs to everything (just for less typing)
         graph = self.graph
-        edge_style = self.edge_style
-        vertex_style = self.vertex_style
-        edge_label_style = self.edge_label_style
-        vertex_label_style = self.vertex_label_style
+        palette = self.palette
         layout = self.layout
         kwds = self.kwds
 
+        # Construct the vertex, edge and label drawers
+        self.vertex_drawer = self.vertex_drawer_factory(self.axes, palette, layout)
+        self.edge_drawer = self.edge_drawer_factory(self.axes, palette)
+
+        # Construct the visual vertex/edge builders based on the specifications
+        # provided by the vertex_drawer and the edge_drawer
+        self.vertex_builder = self.vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
+        self.edge_builder = self.edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
-        vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order = self._determine_edge_order(graph, kwds)
-
-        # FIXME FIXME
-        # vertices
-        vertex_style_dict = generate_node_styles(graph, node_style)
-        self._vertex_artist, self._vertex_indx = (
-            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
-
-        # edges
-        edge_style_dict = generate_edge_styles(graph, edge_style)
-        self._edge_artist, self._edge_indx = (
-            _generate_straight_edges(graph.edges(), pos,
-                                     edge_style_dict, ax=self.axes))
-
-
-        # TODO handle the text
-
-        # handle the node labels
-        if vertex_label_style is not None:
-            vlabel_style_dict = generate_vertex_label_styles(
-                    graph,
-                    vertex_label_style)
-            self._vertex_label_dict = (
-                _generate_vertex_labels(pos, vlabel_style_dict, ax=self.axes))
-
-        # handle the edge labels
-        if edge_label_style is not None:
-            elabel_style_dict = generate_edge_label_styles(graph,
-                                                           edge_label_style)
-            self._edge_label_dict = (
-                _generate_edge_labels(pos, elabel_style_dict, ax=self.axes))
+        self.vertex_order = self._determine_vertex_order(graph, kwds)
+        self.edge_order = self._determine_edge_order(graph, kwds)
+
+        self._draw_groups()
+        self._draw_vertices()
+        self._draw_edges()
+        self._draw_vertex_labels()
+        self._draw_edge_labels()
 
+        # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
         for child in self.get_children():
-            # set the figure / axes on child, this is needed
-            # by some internals
+            # set the figure / axes on child, this ensures each primitive
+            # knows where to draw
             child.set_figure(self.figure)
             child.axes = self.axes
+
             # forward the clippath/box to the children need this logic
             # because mpl exposes some fast-path logic
             clip_path = self.get_clip_path()
@@ -215,7 +455,7 @@ def draw(self, renderer, *args, **kwds):
             self._reprocess()
 
         elif self.stale:
-            self._reprocess(reset_pos=False)
+            self._reprocess()
 
         for art in self.get_children():
             art.draw(renderer, *args, **kwds)
@@ -225,12 +465,10 @@ def contains(self, mouseevent):
         props = {}
         edge_hit, edge_props = self._edge_artist.contains(mouseevent)
         vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
-        props['vertices'] = [self._node_indx[j]
-                          for j in vertex_props.get('ind', [])]
-        props['edges'] = [self._edge_indx[j]
-                          for j in edge_props.get('ind', [])]
+        props["vertices"] = [self._node_indx[j] for j in vertex_props.get("ind", [])]
+        props["edges"] = [self._edge_indx[j] for j in edge_props.get("ind", [])]
 
-        return edge_hit | node_hit, props
+        return edge_hit | vertex_hit, props
 
     def pick(self, mouseevent):
         """Track 'pick' event for mouse interactions."""
@@ -293,235 +531,29 @@ def draw(self, graph, *args, **kwds):
             )
 
         # Some abbreviations for sake of simplicity
-        directed = graph.is_directed()
         ax = self.ax
 
         # Create artist
         art = GraphArtist(
             graph,
-            layout=kwds.get("layout", None),
-            vertex_style=None,
-            edge_style=None,
-            vertex_label_style=None,
-            edge_label_style=None,
-            mark_groups=False,
+            vertex_drawer_factory=self.vertex_drawer_factory,
+            edge_drawer_factory=self.edge_drawer_factory,
+            *args,
             **kwds,
         )
 
+        # Bind artist to axes
         ax.add_artist(art)
-        art._reprocess()
 
-        # Construct the vertex, edge and label drawers
-        vertex_drawer = self.vertex_drawer_factory(ax, palette, layout)
-        edge_drawer = self.edge_drawer_factory(ax, palette)
-
-        # Construct the visual vertex/edge builders based on the specifications
-        # provided by the vertex_drawer and the edge_drawer
-        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
-        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
-
-        # Draw the highlighted groups (if any)
-        if "mark_groups" in kwds:
-            mark_groups = kwds["mark_groups"]
-
-            # Deferred import to avoid a cycle in the import graph
-            from igraph.clustering import VertexClustering, VertexCover
-
-            # Figure out what to do with mark_groups in order to be able to
-            # iterate over it and get memberlist-color pairs
-            if isinstance(mark_groups, dict):
-                # Dictionary mapping vertex indices or tuples of vertex
-                # indices to colors
-                group_iter = iter(mark_groups.items())
-            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
-                # Vertex clustering
-                group_iter = ((group, color) for color, group in enumerate(mark_groups))
-            elif hasattr(mark_groups, "__iter__"):
-                # Lists, tuples, iterators etc
-                group_iter = iter(mark_groups)
-            else:
-                # False
-                group_iter = iter({}.items())
-
-            if kwds.get("legend", False):
-                legend_info = {
-                    "handles": [],
-                    "labels": [],
-                }
-
-            # Iterate over color-memberlist pairs
-            for group, color_id in group_iter:
-                if not group or color_id is None:
-                    continue
-
-                color = palette.get(color_id)
-
-                if isinstance(group, VertexSeq):
-                    group = [vertex.index for vertex in group]
-                if not hasattr(group, "__iter__"):
-                    raise TypeError("group membership list must be iterable")
-
-                # Get the vertex indices that constitute the convex hull
-                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
-
-                # Calculate the preferred rounding radius for the corners
-                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
-
-                # Construct the polygon
-                polygon = [layout[idx] for idx in hull]
-
-                if len(polygon) == 2:
-                    # Expand the polygon (which is a flat line otherwise)
-                    a, b = Point(*polygon[0]), Point(*polygon[1])
-                    c = corner_radius * (a - b).normalized()
-                    n = Point(-c[1], c[0])
-                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
-                else:
-                    # Expand the polygon around its center of mass
-                    center = Point(
-                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
-                    )
-                    polygon = [
-                        Point(*point).towards(center, -corner_radius)
-                        for point in polygon
-                    ]
-
-                # Draw the hull
-                facecolor = (color[0], color[1], color[2], 0.25 * color[3])
-                drawer = MatplotlibPolygonDrawer(ax)
-                drawer.draw(
-                    polygon,
-                    corner_radius=corner_radius,
-                    facecolor=facecolor,
-                    edgecolor=color,
-                )
-
-                if kwds.get("legend", False):
-                    legend_info["handles"].append(
-                        plt.Rectangle(
-                            (0, 0),
-                            0,
-                            0,
-                            facecolor=facecolor,
-                            edgecolor=color,
-                        )
-                    )
-                    legend_info["labels"].append(str(color_id))
-
-            if kwds.get("legend", False):
-                ax.legend(
-                    legend_info["handles"],
-                    legend_info["labels"],
-                )
-
-
-        # Construct the iterator that we will use to draw the vertices
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vs, vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = (
-                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
-            )
-
-        # Draw the vertices
-        drawer_method = vertex_drawer.draw
-        for vertex, visual_vertex, coords in vertex_coord_iter:
-            drawer_method(visual_vertex, vertex, coords)
-
-        # Construct the iterator that we will use to draw the vertex labels
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
-
-        # Draw the vertex labels
-        for vertex, coords in vertex_coord_iter:
-            if vertex.label is None:
-                continue
-
-            label_size = kwds.get(
-                "vertex_label_size",
-                vertex.label_size,
-            )
-
-            ax.text(
-                *coords,
-                vertex.label,
-                fontsize=label_size,
-                ha='center',
-                va='center',
-                # TODO: overlap, offset, etc.
-            )
-
-        # Construct the iterator that we will use to draw the edges
-        es = graph.es
-        if edge_order is None:
-            # Default edge order
-            edge_coord_iter = zip(es, edge_builder)
-        else:
-            # Specified edge order
-            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
-
-        # Draw the edges
-        if directed:
-            drawer_method = edge_drawer.draw_directed_edge
-        else:
-            drawer_method = edge_drawer.draw_undirected_edge
-        for edge, visual_edge in edge_coord_iter:
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            drawer_method(visual_edge, src_vertex, dest_vertex)
+        # Create children artists (this also binds them to the axes)
+        art._reprocess()
 
-        # Draw the edge labels
-        labels = kwds.get("edge_label", None)
-        if labels is not None:
-            edge_label_iter = (
-                (labels[i], edge_builder[i], graph.es[i]) for i in range(graph.ecount())
+        # Legend for groups
+        if ("mark_groups" in kwds) and kwds.get("legend", False):
+            ax.legend(
+                art._legend_info["handles"],
+                art._legend_info["labels"],
             )
-            for label, visual_edge, edge in edge_label_iter:
-                # Ask the edge drawer to propose an anchor point for the label
-                src, dest = edge.tuple
-                src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-                (x, y), (halign, valign) = edge_drawer.get_label_position(
-                    visual_edge,
-                    src_vertex,
-                    dest_vertex,
-                )
-
-                text_kwds = {}
-                text_kwds['ha'] = halign.value
-                text_kwds['va'] = valign.value
-
-                if visual_edge.background is not None:
-                    text_kwds['bbox'] = dict(
-                        facecolor=visual_edge.background,
-                        edgecolor='none',
-                    )
-                    text_kwds['ha'] = 'center'
-                    text_kwds['va'] = 'center'
-
-                if visual_edge.align_label:
-                    # Rotate the text to align with the edge
-                    rotation = edge_drawer.get_label_rotation(
-                        visual_edge, src_vertex, dest_vertex,
-                    )
-                    text_kwds['rotation'] = rotation
-
-                ax.text(
-                    x,
-                    y,
-                    label,
-                    fontsize=visual_edge.label_size,
-                    color=visual_edge.label_color,
-                    **text_kwds,
-                    # TODO: offset, etc.
-                )
 
         # Set new data limits
         ax.update_datalim(art.get_datalim())
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 3a7db0d90..00270a010 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -44,6 +44,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
         return VisualVertexBuilder
 
     def draw(self, visual_vertex, vertex, coords):
+        """Build the Artist for a vertex and return it."""
         ax = self.context
 
         width = (
@@ -57,7 +58,7 @@ def draw(self, visual_vertex, vertex, coords):
             else visual_vertex.size
         )
 
-        stroke = visual_vertex.shape.draw_path(
+        art = visual_vertex.shape.draw_path(
             ax,
             coords[0],
             coords[1],
@@ -68,4 +69,4 @@ def draw(self, visual_vertex, vertex, coords):
             linewidth=visual_vertex.frame_width,
             zorder=visual_vertex.zorder,
         )
-        ax.add_patch(stroke)
+        return art

From e310f201dbb76dfaa761470fbe355efbdc2f2832 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:56:05 +1000
Subject: [PATCH 1030/1681] Forwarder as in grave

---
 src/igraph/drawing/matplotlib/graph.py | 29 +++++++++++++++++++++++++-
 1 file changed, 28 insertions(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 576584b7b..6fdef7f03 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -14,7 +14,7 @@
 """
 
 from warnings import warn
-from functools import wraps
+from functools import wraps, partial
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
@@ -37,6 +37,7 @@
 
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
+    """Decorator to manage artist state."""
     @wraps(func)
     def inner(self, *args, **kwargs):
         try:
@@ -47,6 +48,32 @@ def inner(self, *args, **kwargs):
     return inner
 
 
+def _forwarder(forwards, cls=None):
+    """Decorator to forward specific methods to Artist children."""
+    if cls is None:
+        return partial(_forwarder, forwards)
+
+    def make_forward(name):
+        def method(self, *args, **kwargs):
+            ret = getattr(cls.mro()[1], name)(self, *args, **kwargs)
+            for c in self.get_children():
+                getattr(c, name)(*args, **kwargs)
+            return ret
+
+        return method
+
+    for f in forwards:
+        method = make_forward(f)
+        method.__name__ = f
+        method.__doc__ = 'broadcasts {} to children'.format(f)
+        setattr(cls, f, method)
+
+    return cls
+
+
+@_forwarder(('set_clip_path', 'set_clip_box', 'set_transform',
+             'set_snap', 'set_sketch_params', 'set_figure',
+             'set_animated', 'set_picker'))
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 

From 33e57b590ee109623baca52abaeb5195c6d5382f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:58:01 +1000
Subject: [PATCH 1031/1681] Remove unused import

---
 src/igraph/drawing/__init__.py         | 6 +-----
 src/igraph/drawing/matplotlib/graph.py | 1 -
 2 files changed, 1 insertion(+), 6 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index ec1a8168f..5ae708ccc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -41,10 +41,7 @@
 from igraph.drawing.cairo.matrix import CairoMatrixDrawer
 from igraph.drawing.cairo.histogram import CairoHistogramDrawer
 from igraph.drawing.cairo.palette import CairoPaletteDrawer
-from igraph.drawing.matplotlib.graph import (
-    MatplotlibGraphDrawer,
-    GraphArtist,
-)
+from igraph.drawing.matplotlib.graph import MatplotlibGraphDrawer
 from igraph.drawing.matplotlib.matrix import MatplotlibMatrixDrawer
 from igraph.drawing.matplotlib.histogram import MatplotlibHistogramDrawer
 from igraph.drawing.matplotlib.palette import MatplotlibPaletteDrawer
@@ -57,7 +54,6 @@
     "BoundingBox",
     "CairoGraphDrawer",
     "MatplotlibGraphDrawer",
-    "GraphArtist",
     "DefaultGraphDrawer",
     "Plot",
     "Point",
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6fdef7f03..113dac3b5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -27,7 +27,6 @@
 
 __all__ = (
     "MatplotlibGraphDrawer",
-    "GraphArtist",
 )
 
 mpl, plt = find_matplotlib()

From 794410eb6f944d503dfb34a764c547cc355a5ef4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 19:32:03 +1000
Subject: [PATCH 1032/1681] Injected axes into builders should be used for
 transData

---
 src/igraph/drawing/matplotlib/edge.py  |  8 +++++
 src/igraph/drawing/matplotlib/graph.py | 41 ++++++++++++++++++--------
 src/igraph/drawing/shapes.py           | 39 ++++++++++++++++++++----
 3 files changed, 71 insertions(+), 17 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 607f98de9..3919f370d 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -171,6 +171,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            transform=ax.transData,
+            clip_on=True,
         )
 
         # Draw the arrow head
@@ -183,6 +185,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             closed=True,
             facecolor=edge.color,
             edgecolor="none",
+            transform=ax.transData,
+            clip_on=True,
         )
         return [arrowshaft, arrowhead]
 
@@ -209,6 +213,8 @@ def draw_loop_edge(self, edge, vertex):
             linewidth=edge.width,
             facecolor="none",
             edgecolor=edge.color,
+            transform=ax.transData,
+            clip_on=True,
         )
         # FIXME: make a PathCollection??
         return [art]
@@ -254,6 +260,8 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            transform=ax.transData,
+            clip_on=True,
         )
         # FIXME: make a PathCollection??
         return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 113dac3b5..7146ba8a5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -25,9 +25,7 @@
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
-__all__ = (
-    "MatplotlibGraphDrawer",
-)
+__all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
 
@@ -37,6 +35,7 @@
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""
+
     @wraps(func)
     def inner(self, *args, **kwargs):
         try:
@@ -64,15 +63,24 @@ def method(self, *args, **kwargs):
     for f in forwards:
         method = make_forward(f)
         method.__name__ = f
-        method.__doc__ = 'broadcasts {} to children'.format(f)
+        method.__doc__ = "broadcasts {} to children".format(f)
         setattr(cls, f, method)
 
     return cls
 
 
-@_forwarder(('set_clip_path', 'set_clip_box', 'set_transform',
-             'set_snap', 'set_sketch_params', 'set_figure',
-             'set_animated', 'set_picker'))
+@_forwarder(
+    (
+        "set_clip_path",
+        "set_clip_box",
+        "set_transform",
+        "set_snap",
+        "set_sketch_params",
+        "set_figure",
+        "set_animated",
+        "set_picker",
+    )
+)
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
@@ -170,9 +178,21 @@ def get_edge_labels(self):
     def get_datalim(self):
         import numpy as np
 
+        vertex_builder = self.vertex_builder
+
         mins = np.min(self.layout, axis=0)
         maxs = np.max(self.layout, axis=0)
 
+        # Pad by vertex size, to ensure they fit
+        if vertex_builder.size is not None:
+            mins -= vertex_builder.size * 1.1
+            maxs += vertex_builder.size * 1.1
+        else:
+            mins[0] -= vertex_builder.width * 0.55
+            mins[1] -= vertex_builder.height * 0.55
+            maxs[0] += vertex_builder.width * 0.55
+            maxs[1] += vertex_builder.height * 0.55
+
         return (mins, maxs)
 
     def _draw_vertex_labels(self):
@@ -424,7 +444,7 @@ def _reprocess(self):
         Children are not drawn here, but the dictionaries of properties are
         marshalled to their specific artists.
         """
-        # nuke old state and mark as stale
+        # clear state and mark as stale
         self._clear_state()
         self.stale = True
 
@@ -477,10 +497,7 @@ def draw(self, renderer, *args, **kwds):
         if not self.get_visible():
             return
 
-        if not self.get_children():
-            self._reprocess()
-
-        elif self.stale:
+        if (not self.get_children()) or self.stale:
             self._reprocess()
 
         for art in self.get_children():
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index d4ca9fc49..69d39bb4d 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,12 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (center_x - width / 2, center_y - height / 2), width, height, **kwargs
+                (center_x - width / 2, center_y - height / 2),
+                width,
+                height,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
             )
         else:
             ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
@@ -163,7 +168,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
 
         @see: ShapeDrawer.draw_path"""
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
-            return mpl.patches.Circle((center_x, center_y), width / 2, **kwargs)
+            return mpl.patches.Circle(
+                (center_x, center_y),
+                width / 2,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
 
@@ -197,7 +208,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y - 0.333 * height],
                 [center_x, center_x + 0.667 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.move_to(center_x - width / 2, center_y + height / 2)
             ctx.line_to(center_x, center_y - height / 2)
@@ -234,7 +251,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y + 0.333 * height],
                 [center_x, center_y - 0.667 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
 
         else:
             ctx.move_to(center_x - width / 2, center_y - height / 2)
@@ -273,7 +296,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y],
                 [center_x, center_y + 0.5 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.move_to(center_x - width / 2, center_y)
             ctx.line_to(center_x, center_y + height / 2)

From 6e24ea651a6c293ee42f5d0b16669a53574b9e7b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 20:52:24 +1000
Subject: [PATCH 1033/1681] Working except for zorder

---
 src/igraph/drawing/matplotlib/edge.py  | 5 +++++
 src/igraph/drawing/matplotlib/graph.py | 6 +++---
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 3919f370d..04dabf22e 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -51,6 +51,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             width = 2.0
             background = None
             align_label = False
+            zorder = 1
 
         return VisualEdgeBuilder
 
@@ -171,6 +172,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -185,6 +187,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             closed=True,
             facecolor=edge.color,
             edgecolor="none",
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -213,6 +216,7 @@ def draw_loop_edge(self, edge, vertex):
             linewidth=edge.width,
             facecolor="none",
             edgecolor=edge.color,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -260,6 +264,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 7146ba8a5..49fd0d9d0 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -237,14 +237,14 @@ def _draw_edge_labels(self):
         vertex_builder = self.vertex_builder
         edge_builder = self.edge_builder
         edge_drawer = self.edge_drawer
-        edge_order = self.edge_order
+        edge_order = self.edge_order or range(self.graph.ecount())
 
         labels = kwds.get("edge_label", None)
         if labels is None:
             return
 
         edge_label_iter = (
-            (labels[i], edge_builder[i], graph.es[i]) for i in range(edge_order)
+            (labels[i], edge_builder[i], graph.es[i]) for i in edge_order
         )
         for label, visual_edge, edge in edge_label_iter:
             # Ask the edge drawer to propose an anchor point for the label
@@ -469,8 +469,8 @@ def _reprocess(self):
         self.edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
-        self._draw_vertices()
         self._draw_edges()
+        self._draw_vertices()
         self._draw_vertex_labels()
         self._draw_edge_labels()
 

From 9121dbb10b8491927b5d48af20c6df216350d701 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 20:57:57 +1000
Subject: [PATCH 1034/1681] Manual management of zorder

---
 src/igraph/drawing/matplotlib/graph.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 49fd0d9d0..66e1ab30f 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -125,14 +125,17 @@ def _clear_state(self):
     def get_children(self):
         artists = sum(
             [
-                self._vertex_artists,
+                self._group_artists,
                 self._edge_artists,
-                self._vertex_labels,
+                self._vertex_artists,
                 self._edge_labels,
-                self._group_artists,
+                self._vertex_labels,
             ],
             [],
         )
+
+        # NOTE: looks like we have to manage the zorder ourselves
+        artists.sort(key=lambda x: x.zorder)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):

From 8e63abd9ccacca5c095b2f8136b73615140f5457 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 21:33:56 +1000
Subject: [PATCH 1035/1681] zorder in the draw function makes children more
 consistent

---
 src/igraph/drawing/matplotlib/graph.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 66e1ab30f..ad8098102 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -134,8 +134,6 @@ def get_children(self):
             [],
         )
 
-        # NOTE: looks like we have to manage the zorder ourselves
-        artists.sort(key=lambda x: x.zorder)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -503,7 +501,8 @@ def draw(self, renderer, *args, **kwds):
         if (not self.get_children()) or self.stale:
             self._reprocess()
 
-        for art in self.get_children():
+        # NOTE: looks like we have to manage the zorder ourselves
+        for art in sorted(self.get_children(), key=lambda x: x.zorder):
             art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):

From 9bb39625895355c9de42141c02d09989a3cee4ca Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 21:54:24 +1000
Subject: [PATCH 1036/1681] Return artist in group hull and speed up sorting
 for zorder

---
 src/igraph/drawing/matplotlib/graph.py   | 7 +++++--
 src/igraph/drawing/matplotlib/polygon.py | 6 ++++--
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ad8098102..6bcd474ba 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -367,12 +367,13 @@ def _draw_groups(self):
             # FIXME: defer this to the draw operation!
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
             drawer = MatplotlibPolygonDrawer(self.axes)
-            drawer.draw(
+            art = drawer.draw(
                 polygon,
                 corner_radius=corner_radius,
                 facecolor=facecolor,
                 edgecolor=color,
             )
+            self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -502,7 +503,9 @@ def draw(self, renderer, *args, **kwds):
             self._reprocess()
 
         # NOTE: looks like we have to manage the zorder ourselves
-        for art in sorted(self.get_children(), key=lambda x: x.zorder):
+        children = list(self.get_children())
+        children.sort(key=lambda x: x.zorder)
+        for art in children:
             art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 9cbbf6546..0e10fa4c3 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -80,8 +80,10 @@ def draw(self, points, corner_radius=0, **kwds):
             codes.extend([mpl.path.Path.CURVE4] * 3)
             u = v
 
-        stroke = mpl.patches.PathPatch(
+        art = mpl.patches.PathPatch(
             mpl.path.Path(path, codes=codes, closed=True),
+            transform=ax.transData,
+            clip_on=True,
             **kwds,
         )
-        ax.add_patch(stroke)
+        return art

From 59e2ce514722345ab3a153e8e9b94ef2f9a4a2fd Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:07:24 +1000
Subject: [PATCH 1037/1681] Update a few test baseline images, which were
 manually verified

---
 .../test_graph/clustering_directed.png        | Bin 36425 -> 23399 bytes
 .../test_graph/graph_basic.png                | Bin 24565 -> 22749 bytes
 .../test_graph/graph_directed.png             | Bin 25533 -> 23715 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 25533 -> 23715 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 ++-
 5 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index bd2235aa56e1f2decda6b0d4907ddc8817eaed1f..4d3486fe3173ae2f0814632c30485c2efd94a6b2 100644
GIT binary patch
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 0cec58830..594b7489e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -78,7 +78,8 @@ def test_mark_groups_squares(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o",
              layout=self.layout_small_ring)
-        dot = ax.get_children()[0]
+        graph_artist = ax.get_children()[0]
+        dot = graph_artist.get_vertices()[0]
         dot.set_facecolor("blue")
         dot.radius *= 0.5
 

From 74cdbf8096e436b8f0e67efaf76099b5aa33515a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:10:05 +1000
Subject: [PATCH 1038/1681] Remove PathCollection TODOs

---
 src/igraph/drawing/matplotlib/edge.py  | 4 +---
 src/igraph/drawing/matplotlib/graph.py | 1 -
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 04dabf22e..929555ecf 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -56,7 +56,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
         return VisualEdgeBuilder
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:  # TODO
+        if src_vertex == dest_vertex:
             return self.draw_loop_edge(edge, src_vertex)
 
         ax = self.context
@@ -220,7 +220,6 @@ def draw_loop_edge(self, edge, vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        # FIXME: make a PathCollection??
         return [art]
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
@@ -268,5 +267,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        # FIXME: make a PathCollection??
         return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6bcd474ba..5ee0ebbf8 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -364,7 +364,6 @@ def _draw_groups(self):
                 ]
 
             # Draw the hull
-            # FIXME: defer this to the draw operation!
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
             drawer = MatplotlibPolygonDrawer(self.axes)
             art = drawer.draw(

From 4c10be2063d3b5ddc8865e2c25a03a50a78e8e99 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:16:07 +1000
Subject: [PATCH 1039/1681] Check contains

---
 src/igraph/drawing/matplotlib/graph.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5ee0ebbf8..5bfda2636 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -509,17 +509,22 @@ def draw(self, renderer, *args, **kwds):
 
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
-        props = {}
-        edge_hit, edge_props = self._edge_artist.contains(mouseevent)
-        vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
-        props["vertices"] = [self._node_indx[j] for j in vertex_props.get("ind", [])]
-        props["edges"] = [self._edge_indx[j] for j in edge_props.get("ind", [])]
+        props = {"vertices": [], "edges": []}
+        hit = False
+        for i, art in enumerate(self._edge_artists):
+            edge_hit = art.contains(mouseevent)[0]
+            hit |= edge_hit
+            props["edges"].append(i)
 
-        return edge_hit | vertex_hit, props
+        for i, art in enumerate(self._vertex_artists):
+            vertex_hit = art.contains(mouseevent)[0]
+            hit |= vertex_hit
+            props["vertices"].append(i)
+
+        return hit, props
 
     def pick(self, mouseevent):
         """Track 'pick' event for mouse interactions."""
-        # Pick self
         if self.pickable():
             picker = self.get_picker()
             if callable(picker):

From 05c7437cdeb90c81f2f975588c2e47380b0df034 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 23:27:33 +1000
Subject: [PATCH 1040/1681] Revert test image

---
 .../test_graph/clustering_directed.png        | Bin 23399 -> 36425 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 4d3486fe3173ae2f0814632c30485c2efd94a6b2..bd2235aa56e1f2decda6b0d4907ddc8817eaed1f 100644
GIT binary patch
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D<#A&W


From 9f660d44392ba59478635363f1a4b9f462bbacc2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 06:43:20 +1000
Subject: [PATCH 1041/1681] mark_groups now works, update baseline test images

---
 src/igraph/drawing/matplotlib/graph.py        |  29 +++++++++++++-----
 src/igraph/drawing/matplotlib/polygon.py      |   1 +
 .../test_graph/clustering_directed.png        | Bin 36425 -> 34606 bytes
 .../test_graph/clustering_directed_large.png  | Bin 60676 -> 60151 bytes
 4 files changed, 23 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5bfda2636..d6942d8ea 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -133,7 +133,6 @@ def get_children(self):
             ],
             [],
         )
-
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -162,21 +161,35 @@ def _set_edge_curve(self, **kwds):
         return None
 
     def get_vertices(self):
+        """Get vertex artists."""
         return self._vertex_artists
 
     def get_edges(self):
+        """Get edge artists.
+
+        Note that for directed edges, an edge might have more than one
+        artist, e.g. arrow shaft and arrowhead.
+        """
         return self._edge_artists
 
     def get_groups(self):
+        """Get group/cluster/cover artists."""
         return self._group_artists
 
     def get_vertex_labels(self):
+        """Get vertex label artists."""
         return self._vertex_labels
 
     def get_edge_labels(self):
+        """Get edge label artists."""
         return self._edge_labels
 
     def get_datalim(self):
+        """Get limits on x/y axes based on the graph layout data.
+
+        There is a small padding based on the size of the vertex marker to
+        ensure it fits into the canvas.
+        """
         import numpy as np
 
         vertex_builder = self.vertex_builder
@@ -228,6 +241,7 @@ def _draw_vertex_labels(self):
                 va="center",
                 transform=self.axes.transData,
                 clip_on=True,
+                zorder=3,
                 # TODO: overlap, offset, etc.
             )
             self._vertex_labels.append(art)
@@ -286,6 +300,7 @@ def _draw_edge_labels(self):
                 color=visual_edge.label_color,
                 transform=self.axes.transData,
                 clip_on=True,
+                zorder=3,
                 **text_kwds,
                 # TODO: offset, etc.
             )
@@ -299,14 +314,14 @@ def _draw_groups(self):
         kwds = self.kwds
         palette = self.palette
         layout = self.layout
+        mark_groups = self.mark_groups
         vertex_builder = self.vertex_builder
 
-        if not kwds.get("mark_groups", False):
+        if not mark_groups:
             return
 
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
-        mark_groups = kwds["mark_groups"]
         if isinstance(mark_groups, dict):
             # Dictionary mapping vertex indices or tuples of vertex
             # indices to colors
@@ -315,6 +330,10 @@ def _draw_groups(self):
             # Vertex clustering
             group_iter = ((group, color) for color, group in enumerate(mark_groups))
         elif hasattr(mark_groups, "__iter__"):
+            # One-off generators: we need to store the actual list for future
+            # calls (e.g. resizing, recoloring, etc.). If we don't do this,
+            # the generator is exhausted: we cannot rewind it.
+            self.mark_groups = mark_groups = list(mark_groups)
             # Lists, tuples, iterators etc
             group_iter = iter(mark_groups)
         else:
@@ -571,10 +590,6 @@ def __init__(
         self.edge_drawer_factory = edge_drawer_factory
 
     def draw(self, graph, *args, **kwds):
-        # Deferred import to avoid a cycle in the import graph
-        from igraph.clustering import VertexClustering, VertexCover
-
-        # Positional arguments are not used
         if args:
             warn(
                 "Positional arguments to plot functions are ignored "
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 0e10fa4c3..8e429a9b8 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -84,6 +84,7 @@ def draw(self, points, corner_radius=0, **kwds):
             mpl.path.Path(path, codes=codes, closed=True),
             transform=ax.transData,
             clip_on=True,
+            zorder=4,
             **kwds,
         )
         return art
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index bd2235aa56e1f2decda6b0d4907ddc8817eaed1f..8a8179e05c9997cca1a174bfa5702e803efa1167 100644
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From 8a7f368db90a1b70114e9bc106913fb1d018eaee Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 13:13:01 +1000
Subject: [PATCH 1042/1681] Vertex label offset

---
 src/igraph/drawing/matplotlib/graph.py | 32 ++++++++++++++++++++------
 1 file changed, 25 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index d6942d8ea..bb7e24247 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -210,6 +210,8 @@ def get_datalim(self):
         return (mins, maxs)
 
     def _draw_vertex_labels(self):
+        import numpy as np
+
         kwds = self.kwds
         layout = self.layout
         vertex_builder = self.vertex_builder
@@ -233,16 +235,34 @@ def _draw_vertex_labels(self):
                 vertex.label_size,
             )
 
-            art = mpl.text.Text(
-                *coords,
+            # Locate text relative to vertex in data units. This is consistent
+            # with the vertex size being in data units, but might be not fully
+            # satisfactory when zooming in/out. In that case, revisit this
+            # section
+            dist = vertex.label_dist
+            angle = vertex.label_angle
+            if vertex.size is not None:
+                vertex_width = vertex.size
+                vertex_height = vertex.size
+            else:
+                vertex_width = vertex.width
+                vertex_height = vertex.height
+            xtext = coords[0] + dist * vertex_width * np.cos(angle)
+            ytext = coords[1] + dist * vertex_height * np.sin(angle)
+            xytext = (xtext, ytext)
+            textcoords = 'data'
+
+            art = mpl.text.Annotation(
                 vertex.label,
+                coords,
+                xytext=xytext,
+                textcoords=textcoords,
                 fontsize=label_size,
                 ha="center",
                 va="center",
                 transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
-                # TODO: overlap, offset, etc.
             )
             self._vertex_labels.append(art)
 
@@ -292,17 +312,15 @@ def _draw_edge_labels(self):
                 )
                 text_kwds["rotation"] = rotation
 
-            art = mpl.text.Text(
-                x,
-                y,
+            art = mpl.text.Annotation(
                 label,
+                (x, y),
                 fontsize=visual_edge.label_size,
                 color=visual_edge.label_color,
                 transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
                 **text_kwds,
-                # TODO: offset, etc.
             )
             self._vertex_labels.append(art)
 

From a57011db4ebe2f7b71d8c408a737e51701d573d8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:43:27 +1000
Subject: [PATCH 1043/1681] Correct logic in draw

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../test_graph/graph_edit_children.png        | Bin 24177 -> 22431 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index bb7e24247..5b2ed04bd 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -535,7 +535,7 @@ def draw(self, renderer, *args, **kwds):
         if not self.get_visible():
             return
 
-        if (not self.get_children()) or self.stale:
+        if not self.get_children():
             self._reprocess()
 
         # NOTE: looks like we have to manage the zorder ourselves
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png
index 33fa772b2dfe4aa8da5819da407060178cb44a0f..14a9122d80c3d75900e9c77d4a09d04e540763f2 100644
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From c8ef8175a62311a255b38cba1cef40b5fdffcab7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:48:54 +1000
Subject: [PATCH 1044/1681] Try new conditional import for matplotlib

---
 src/igraph/drawing/matplotlib/graph.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5b2ed04bd..0524d052b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -28,6 +28,10 @@
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
+if mpl is not None:
+    Artist = mpl.artist.Artist
+else:
+    Artist = object
 
 #####################################################################
 
@@ -81,7 +85,7 @@ def method(self, *args, **kwargs):
         "set_picker",
     )
 )
-class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
+class Graph(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
     Arguments:
@@ -250,7 +254,7 @@ def _draw_vertex_labels(self):
             xtext = coords[0] + dist * vertex_width * np.cos(angle)
             ytext = coords[1] + dist * vertex_height * np.sin(angle)
             xytext = (xtext, ytext)
-            textcoords = 'data'
+            textcoords = "data"
 
             art = mpl.text.Annotation(
                 vertex.label,
@@ -619,7 +623,7 @@ def draw(self, graph, *args, **kwds):
         ax = self.ax
 
         # Create artist
-        art = GraphArtist(
+        art = Graph(
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,

From 5659847341eede1383c27714578cae244b00858b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:55:08 +1000
Subject: [PATCH 1045/1681] Try again with mpl imports

---
 src/igraph/drawing/matplotlib/graph.py |  4 ++--
 tests/drawing/matplotlib/test_graph.py | 18 +++++++++++-------
 2 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 0524d052b..1d5854f2e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -28,9 +28,9 @@
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
-if mpl is not None:
+try:
     Artist = mpl.artist.Artist
-else:
+except AttributeError:
     Artist = object
 
 #####################################################################
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 594b7489e..bbc7554d2 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -15,6 +15,7 @@
 
 try:
     import matplotlib as mpl
+
     mpl.use("agg")
     import matplotlib.pyplot as plt
 except ImportError:
@@ -68,16 +69,20 @@ def test_mark_groups_squares(self):
         plt.close("all")
         g = Graph.Ring(5, directed=True)
         fig, ax = plt.subplots()
-        plot(g, target=ax, mark_groups=True, vertex_shape="s",
-             layout=self.layout_small_ring)
+        plot(
+            g,
+            target=ax,
+            mark_groups=True,
+            vertex_shape="s",
+            layout=self.layout_small_ring,
+        )
 
     @image_comparison(baseline_images=["graph_edit_children"], remove_text=True)
     def test_mark_groups_squares(self):
         plt.close("all")
         g = Graph.Ring(5)
         fig, ax = plt.subplots()
-        plot(g, target=ax, vertex_shape="o",
-             layout=self.layout_small_ring)
+        plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
         dot = graph_artist.get_vertices()[0]
         dot.set_facecolor("blue")
@@ -87,7 +92,7 @@ def test_mark_groups_squares(self):
     def test_gh_587(self):
         plt.close("all")
         g = Graph.Ring(5)
-        with overridden_configuration('plotting.backend', 'matplotlib'):
+        with overridden_configuration("plotting.backend", "matplotlib"):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
 
 
@@ -169,8 +174,7 @@ def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)
         clu = VertexClustering(g, [0] * 5)
         fig, ax = plt.subplots()
-        plot(clu, target=ax, mark_groups=True,
-             layout=self.layout_small_ring)
+        plot(clu, target=ax, mark_groups=True, layout=self.layout_small_ring)
 
     @image_comparison(baseline_images=["clustering_directed_large"], remove_text=True)
     def test_clustering_directed_large(self):

From 495ce27a930c7939f9c8d7afe4fd1b21f2629548 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 15:01:04 +1000
Subject: [PATCH 1046/1681] New try for import of Artist

---
 src/igraph/drawing/matplotlib/graph.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 1d5854f2e..f60c354c2 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -18,7 +18,7 @@
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
-from igraph.drawing.utils import Point
+from igraph.drawing.utils import Point, FakeModule
 
 from .edge import MatplotlibEdgeDrawer
 from .polygon import MatplotlibPolygonDrawer
@@ -31,7 +31,7 @@
 try:
     Artist = mpl.artist.Artist
 except AttributeError:
-    Artist = object
+    Artist = FakeModule
 
 #####################################################################
 

From 3f6bdbbea4af46e9dbdadb30c0e7877008adc738 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 6 Apr 2023 23:43:24 +0200
Subject: [PATCH 1047/1681] fix: allow NumPy integers as colors when plotting,
 closes #656

---
 src/igraph/drawing/colors.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 67d226d97..4c977e04b 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -84,14 +84,14 @@ def get(self, v):
             return self._cache[v]
         except KeyError:
             pass
-        if isinstance(v, int):
+        if isinstance(v, str):
+            result = color_name_to_rgba(v)
+        else:
             if v < 0:
                 raise IndexError("color index must be non-negative")
             if v >= self._length:
                 raise IndexError("color index too large")
             result = self._get(v)
-        else:
-            result = color_name_to_rgba(v)
         self._cache[v] = result
         return result
 
@@ -466,7 +466,7 @@ def color_name_to_rgba(color, palette=None):
             try:
                 components = palette.get(color)
             except AttributeError:
-                raise ValueError("palette index used when no palette was given")
+                raise ValueError("palette index used when no palette was given") from None
         if len(components) < 4:
             components += [1.0] * (4 - len(components))
     else:

From db979528eb1634252b1b89bdcca33907acee64fa Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Apr 2023 19:26:47 +1000
Subject: [PATCH 1048/1681] matplotlib artist: Graph.set

---
 src/igraph/drawing/matplotlib/graph.py | 79 ++++++++++++++++++--------
 1 file changed, 55 insertions(+), 24 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f60c354c2..bc0607907 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -36,6 +36,14 @@
 #####################################################################
 
 
+class _Unset:
+    def __repr__(self):
+        return "<UNSET>"
+
+
+_UNSET = _Unset()
+
+
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""
@@ -101,26 +109,31 @@ def __init__(
         graph,
         vertex_drawer_factory=MatplotlibVertexDrawer,
         edge_drawer_factory=MatplotlibEdgeDrawer,
+        mark_groups=None,
         layout=None,
-        mark_groups=False,
         palette=None,
         **kwds,
     ):
         super().__init__()
         self.graph = graph
-        self.layout = self.ensure_layout(layout, graph)
         self.vertex_drawer_factory = vertex_drawer_factory
         self.edge_drawer_factory = edge_drawer_factory
-        self.mark_groups = mark_groups
-        self.edge_curved = self._set_edge_curve(**kwds)
-        self.palette = palette
         self.kwds = kwds
+        self.kwds["mark_groups"] = mark_groups
+        self.kwds["palette"] = palette
+        self.kwds["layout"] = layout
 
+        self._kwds_post_update()
+
+    def _kwds_post_update(self):
+        self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
+        self.edge_curved = self._set_edge_curve(**self.kwds)
         self._clear_state()
+        self.stale = True
 
     def _clear_state(self):
-        self._vertex_artists = []
-        self._edge_artists = []
+        self._vertices = []
+        self._edges = []
         self._vertex_labels = []
         self._edge_labels = []
         self._group_artists = []
@@ -130,8 +143,8 @@ def get_children(self):
         artists = sum(
             [
                 self._group_artists,
-                self._edge_artists,
-                self._vertex_artists,
+                self._edges,
+                self._vertices,
                 self._edge_labels,
                 self._vertex_labels,
             ],
@@ -166,7 +179,7 @@ def _set_edge_curve(self, **kwds):
 
     def get_vertices(self):
         """Get vertex artists."""
-        return self._vertex_artists
+        return self._vertices
 
     def get_edges(self):
         """Get edge artists.
@@ -174,7 +187,7 @@ def get_edges(self):
         Note that for directed edges, an edge might have more than one
         artist, e.g. arrow shaft and arrowhead.
         """
-        return self._edge_artists
+        return self._edges
 
     def get_groups(self):
         """Get group/cluster/cover artists."""
@@ -197,9 +210,10 @@ def get_datalim(self):
         import numpy as np
 
         vertex_builder = self.vertex_builder
+        layout = self.kwds["layout"]
 
-        mins = np.min(self.layout, axis=0)
-        maxs = np.max(self.layout, axis=0)
+        mins = np.min(layout, axis=0)
+        maxs = np.max(layout, axis=0)
 
         # Pad by vertex size, to ensure they fit
         if vertex_builder.size is not None:
@@ -217,7 +231,7 @@ def _draw_vertex_labels(self):
         import numpy as np
 
         kwds = self.kwds
-        layout = self.layout
+        layout = self.kwds["layout"]
         vertex_builder = self.vertex_builder
         vertex_order = self.vertex_order
 
@@ -334,9 +348,9 @@ def _draw_groups(self):
         from igraph.clustering import VertexClustering, VertexCover
 
         kwds = self.kwds
-        palette = self.palette
-        layout = self.layout
-        mark_groups = self.mark_groups
+        palette = self.kwds["palette"]
+        layout = self.kwds["layout"]
+        mark_groups = self.kwds["mark_groups"]
         vertex_builder = self.vertex_builder
 
         if not mark_groups:
@@ -433,7 +447,7 @@ def _draw_groups(self):
     def _draw_vertices(self):
         """Draw the vertices"""
         graph = self.graph
-        layout = self.layout
+        layout = self.kwds["layout"]
         vertex_drawer = self.vertex_drawer
         vertex_builder = self.vertex_builder
         vertex_order = self.vertex_order
@@ -449,7 +463,7 @@ def _draw_vertices(self):
             )
         for vertex, visual_vertex, coords in vertex_coord_iter:
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
-            self._vertex_artists.append(art)
+            self._vertices.append(art)
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -478,7 +492,7 @@ def _draw_edges(self):
             src, dest = edge.tuple
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             arts = drawer_method(visual_edge, src_vertex, dest_vertex)
-            self._edge_artists.extend(arts)
+            self._edges.extend(arts)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
@@ -487,13 +501,15 @@ def _reprocess(self):
         marshalled to their specific artists.
         """
         # clear state and mark as stale
+        # since all children artists are part of the state, clearing it
+        # will trigger a deletion by the backend at the next draw cycle
         self._clear_state()
         self.stale = True
 
         # get local refs to everything (just for less typing)
         graph = self.graph
-        palette = self.palette
-        layout = self.layout
+        palette = self.kwds["palette"]
+        layout = self.kwds["layout"]
         kwds = self.kwds
 
         # Construct the vertex, edge and label drawers
@@ -548,16 +564,31 @@ def draw(self, renderer, *args, **kwds):
         for art in children:
             art.draw(renderer, *args, **kwds)
 
+    def set(
+        self,
+        **kwds,
+    ):
+        """Set multiple parameters at once.
+
+        The same options can be used as in the igraph.plot function.
+        """
+        if len(kwds) == 0:
+            return
+
+        self.kwds.update(kwds)
+        # NOTE: this also clears the state and sets the stale property
+        self._kwds_post_update()
+
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
         props = {"vertices": [], "edges": []}
         hit = False
-        for i, art in enumerate(self._edge_artists):
+        for i, art in enumerate(self._edges):
             edge_hit = art.contains(mouseevent)[0]
             hit |= edge_hit
             props["edges"].append(i)
 
-        for i, art in enumerate(self._vertex_artists):
+        for i, art in enumerate(self._vertices):
             vertex_hit = art.contains(mouseevent)[0]
             hit |= vertex_hit
             props["vertices"].append(i)

From c261f28b0eccb93238177326f70f67dc734f877d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 8 Apr 2023 14:06:20 +1000
Subject: [PATCH 1049/1681] Add specific set methods via decorator

---
 src/igraph/drawing/__init__.py         |  5 ++-
 src/igraph/drawing/graph.py            |  2 +-
 src/igraph/drawing/matplotlib/graph.py | 49 +++++++++++++++++++++++++-
 3 files changed, 53 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 5ae708ccc..06bcda90a 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -264,13 +264,16 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
             warn("%s does not support plotting" % (obj,))
             return
         else:
-            plotter(
+            result = plotter(
                 backend,
                 target,
                 palette=palette,
                 *args,
                 **kwds,
             )
+            # NOTE: for matplotlib, result is the container Artist. It would be
+            # good to return this instead of target, like we do for Cairo.
+            # However, that breaks API so let's wait for a major release
 
             if save_path is not None:
                 if backend == "matplotlib":
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ce56fe7ad..aa38d0571 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -555,4 +555,4 @@ def __plot__(self, backend, context, *args, **kwds):
         "drawer_factory",
         DrawerDirectory.resolve(self, backend)(context),
     )
-    drawer.draw(self, *args, **kwds)
+    return drawer.draw(self, *args, **kwds)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index bc0607907..ff2c06afa 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -81,6 +81,52 @@ def method(self, *args, **kwargs):
     return cls
 
 
+def _additional_set_methods(attributes, cls=None):
+    """Decorator to add specific set methods for children properties."""
+    if cls is None:
+        return partial(_additional_set_methods, attributes)
+
+    def make_setter(name):
+        def method(self, value):
+            self.set(**{name: value})
+        return method
+
+    for attr in attributes:
+        desc = attr.replace('_', ' ')
+        method = make_setter(attr)
+        method.__name__ = f"set_{attr}"
+        method.__doc__ = f"Set {desc}."
+        setattr(cls, f"set_{attr}", method)
+
+    return cls
+
+
+@_additional_set_methods(
+    (
+        "vertex_color",
+        "vertex_size",
+        "vertex_font",
+        "vertex_label",
+        "vertex_label_angle",
+        "vertex_label_color",
+        "vertex_label_dist",
+        "vertex_label_size",
+        "vertex_order",
+        "vertex_shape",
+        "vertex_size",
+        "edge_color",
+        "edge_curved",
+        "edge_font",
+        "edge_arrow_size",
+        "edge_arrow_width",
+        "edge_width",
+        "edge_label",
+        "edge_background",
+        "edge_align_label",
+        "autocurve",
+        "layout",
+    )
+)
 @_forwarder(
     (
         "set_clip_path",
@@ -576,7 +622,6 @@ def set(
             return
 
         self.kwds.update(kwds)
-        # NOTE: this also clears the state and sets the stale property
         self._kwds_post_update()
 
     def contains(self, mouseevent):
@@ -693,3 +738,5 @@ def draw(self, graph, *args, **kwds):
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()
+
+        return art

From cfdbe4af569c82906db06b53e791db2c96471f77 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 8 Apr 2023 14:25:05 +1000
Subject: [PATCH 1050/1681] Add docs on new feature in example from gallery

---
 doc/examples_sphinx-gallery/visual_style.py | 22 +++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 8273edfd6..9d33968a1 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -47,3 +47,25 @@
 #    default, you can use igraph's `configuration instance
 #    :class:`igraph.configuration.Configuration`. A quick example on how to use
 #    it can be found here: :ref:`tutorials-configuration`.
+
+# %%
+# In the matplotlib backend, igraph creates a special container
+# :class:`igraph.drawing.matplotlib.graph.Graph` which is a matplotlib Artist
+# and the first child of the target Axes. That object can be used to customize
+# the plot appearance after the initial drawing, e.g.:
+g = ig.Graph.Barabasi(n=30, m=1)
+fig, ax = plt.subplots()
+ig.plot(g, target=ax)
+artist = ax.get_children()[0]
+# Option 1:
+artist.set(vertex_color="blue")
+# Option 2:
+artist.set_vertex_color("blue")
+plt.show()
+
+# %%
+# .. note::
+#    The ``artist.set`` method can be used to change multiple properties at
+#    once and is generally more efficient than multiple calls to specific
+#    ``artist.set_...` methods.
+

From c665543e2983fbeabf855ced7e370290a8b50866 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Apr 2023 11:33:35 +0200
Subject: [PATCH 1051/1681] feat: added Graph.Triangular_Lattice() and
 Graph.Hexagonal_Lattice(), closes #658

---
 src/_igraph/graphobject.c | 110 ++++++++++++++++++++++++++++++++++++--
 tests/test_generators.py  |  35 ++++++++++++
 2 files changed, 141 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8986018e1..dcbb0bd87 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2583,6 +2583,47 @@ PyObject *igraphmodule_Graph_Growing_Random(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a regular hexagonal lattice
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hexagonal_lattice
+ */
+PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
+                                     PyObject * args, PyObject * kwds)
+{
+  igraph_vector_int_t dimvector;
+  igraph_bool_t directed;
+  igraph_bool_t mutual;
+  PyObject *o_directed = Py_False, *o_mutual = Py_True;
+  PyObject *o_dimvector = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "dim", "directed", "mutual", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &o_dimvector, &o_directed, &o_mutual))
+    return NULL;
+
+  directed = PyObject_IsTrue(o_directed);
+  mutual = PyObject_IsTrue(o_mutual);
+
+  if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
+    return NULL;
+
+  if (igraph_hexagonal_lattice(&g, &dimvector, directed, mutual)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&dimvector);
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&dimvector);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from an incidence matrix
  * \return a reference to the newly generated Python igraph object
@@ -2730,9 +2771,9 @@ PyObject *igraphmodule_Graph_K_Regular(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a regular lattice
+ * \brief Generates a regular square lattice
  * \return a reference to the newly generated Python igraph object
- * \sa igraph_lattice
+ * \sa igraph_square_lattice
  */
 PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
                                      PyObject * args, PyObject * kwds)
@@ -3547,6 +3588,47 @@ PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a regular triangular lattice
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_triangular_lattice
+ */
+PyObject *igraphmodule_Graph_Triangular_Lattice(PyTypeObject * type,
+                                     PyObject * args, PyObject * kwds)
+{
+  igraph_vector_int_t dimvector;
+  igraph_bool_t directed;
+  igraph_bool_t mutual;
+  PyObject *o_directed = Py_False, *o_mutual = Py_True;
+  PyObject *o_dimvector = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "dim", "directed", "mutual", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &o_dimvector, &o_directed, &o_mutual))
+    return NULL;
+
+  directed = PyObject_IsTrue(o_directed);
+  mutual = PyObject_IsTrue(o_mutual);
+
+  if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
+    return NULL;
+
+  if (igraph_triangular_lattice(&g, &dimvector, directed, mutual)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&dimvector);
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&dimvector);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on the Watts-Strogatz model
  * \return a reference to the newly generated Python igraph object
@@ -13663,6 +13745,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param citation: whether the new edges should originate from the most\n"
    "   recently added vertex.\n"},
 
+  /* interface to igraph_hexagonal_lattice */
+  {"Hexagonal_Lattice", (PyCFunction) igraphmodule_Graph_Hexagonal_Lattice,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hexagonal_Lattice(dim, directed=False, mutual=True)\n--\n\n"
+   "Generates a regular hexagonal lattice.\n\n"
+   "@param dim: list with the dimensions of the lattice\n"
+   "@param directed: whether to create a directed graph.\n"
+   "@param mutual: whether to create all connections as mutual\n"
+   "    in case of a directed graph.\n"},
+
   /* interface to igraph_incidence */
   {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
@@ -13777,11 +13869,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  either \"in\", \"out\", \"mutual\" or \"undirected\"\n"
    "@param center: Vertex ID for the central vertex in the star.\n"},
 
-  // interface to igraph_lattice
+  // interface to igraph_square_lattice
   {"Lattice", (PyCFunction) igraphmodule_Graph_Lattice,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Lattice(dim, nei=1, directed=False, mutual=True, circular=True)\n--\n\n"
-   "Generates a regular lattice.\n\n"
+   "Generates a regular square lattice.\n\n"
    "@param dim: list with the dimensions of the lattice\n"
    "@param nei: value giving the distance (number of steps) within which\n"
    "   two vertices will be connected.\n"
@@ -14013,6 +14105,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      undirected graphs.\n"
   },
 
+  /* interface to igraph_triangular_lattice */
+  {"Triangular_Lattice", (PyCFunction) igraphmodule_Graph_Triangular_Lattice,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Triangular_Lattice(dim, directed=False, mutual=True)\n--\n\n"
+   "Generates a regular triangular lattice.\n\n"
+   "@param dim: list with the dimensions of the lattice\n"
+   "@param directed: whether to create a directed graph.\n"
+   "@param mutual: whether to create all connections as mutual\n"
+   "    in case of a directed graph.\n"},
+
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 25bfb56d9..104f27cf3 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -129,6 +129,24 @@ def testFullCitation(self):
 
         self.assertRaises(ValueError, Graph.Full_Citation, -2)
 
+    def testHexagonalLattice(self):
+        el = [
+            (0, 1), (0, 6), (1, 2), (2, 3), (2, 8), (3, 4), (4, 10),
+            (5, 6), (5, 11), (6, 7), (7, 8), (7, 13), (8, 9), (9, 10),
+            (9, 15), (11, 12), (12, 13), (13, 14), (14, 15)
+        ]
+        g = Graph.Hexagonal_Lattice([2, 2])
+        self.assertEqual(sorted(g.get_edgelist()), el)
+
+        g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=False)
+        self.assertEqual(sorted(g.get_edgelist()), el)
+
+        g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
+        self.assertEqual(
+            sorted(g.get_edgelist()),
+            sorted(el + [(y, x) for x, y in el])
+        )
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")
@@ -346,6 +364,23 @@ def testSBM(self):
         pref_matrix[0][1] = 0.7
         self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
 
+    def testTriangularLattice(self):
+        g = Graph.Triangular_Lattice([2, 2])
+        self.assertEqual(
+            sorted(g.get_edgelist()), [(0, 1), (0, 2), (0, 3), (1, 3), (2, 3)]
+        )
+
+        g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=False)
+        self.assertEqual(
+            sorted(g.get_edgelist()), [(0, 1), (0, 2), (0, 3), (1, 3), (2, 3)]
+        )
+
+        g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=True)
+        self.assertEqual(
+            sorted(g.get_edgelist()),
+            [(0, 1), (0, 2), (0, 3), (1, 0), (1, 3), (2, 0), (2, 3), (3, 0), (3, 1), (3, 2)]
+        )
+
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testAdjacencyNumPy(self):
         mat = np.array(

From a633ab24d66e0aff15c424ac759fd795d54f5b8f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Apr 2023 22:07:28 +0200
Subject: [PATCH 1052/1681] doc: fixing a few documentation warnings

---
 doc/source/tutorial.es.rst  | 2 +-
 src/_igraph/graphobject.c   | 5 +++--
 src/_igraph/igraphmodule.c  | 4 ++--
 src/igraph/sparse_matrix.py | 2 +-
 4 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index d6e89d39c..ea5727155 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -1,6 +1,6 @@
 .. include:: include/global.rst
 
-.. _tutorial:
+.. _tutorial_es:
 
 .. currentmodule:: igraph
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dcbb0bd87..9b958d806 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14634,7 +14634,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
    METH_VARARGS | METH_KEYWORDS,
-   "" },
+   "eigen_adjacency(algorithm=None, which=None, arpack_options=None)\n--\n\n" },
 
   /* interface to igraph_[st_]edge_connectivity */
   {"edge_connectivity", (PyCFunction) igraphmodule_Graph_edge_connectivity,
@@ -14820,7 +14820,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_shortest_path_astar */
   {"get_shortest_path_astar", (PyCFunction) igraphmodule_Graph_get_shortest_path_astar,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_path(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_path_astar(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a\n"
    "graph using the A-Star algorithm and a heuristic function.\n\n"
    "@param v: the source vertex of the path\n"
@@ -16128,6 +16128,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_layout_sugiyama",
    (PyCFunction) igraphmodule_Graph_layout_sugiyama,
    METH_VARARGS | METH_KEYWORDS,
+   "_layout_sugiyama()\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.layout_sugiyama()\n\n"},
 
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 6fa7d7f04..50e2d7bca 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -826,7 +826,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"umap_compute_weights", (PyCFunction)igraphmodule_umap_compute_weights,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_umap_compute_weights(graph, dist)\n"
+   "umap_compute_weights(graph, dist)\n"
    "--\n\n"
    "@param graph: directed graph to compute weights for.\n"
    "@param dist: distances associated with the graph edges.\n"
@@ -850,7 +850,7 @@ static PyMethodDef igraphmodule_methods[] =
    "to zero whenever edges in opposite directions are found in the input\n"
    "distance graph. You can pipe the output of this function directly into\n"
    "Graph.layout_umap() as follows:\n"
-   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
+   "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@see: Graph.layout_umap()\n"
   },
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 82a7b7120..3b7622828 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -49,7 +49,7 @@ def _convert_mode_argument(mode):
 
 def _maybe_halve_diagonal(m, condition):
     """Halves all items in the diagonal of the given SciPy sparse matrix in
-    coo mode _if_ and _only if_ the given condition is True.
+    coo mode *if* and *only if* the given condition is True.
 
     Returns the row, column and data arrays.
     """

From 6a1b89d9e904e97d020f7dcba246537c46c40137 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Apr 2023 22:35:41 +0200
Subject: [PATCH 1053/1681] doc: fix documentation build on readthedocs

---
 src/igraph/drawing/colors.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 4c977e04b..6d2dad274 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -86,6 +86,8 @@ def get(self, v):
             pass
         if isinstance(v, str):
             result = color_name_to_rgba(v)
+        elif hasattr(v, "__iter__"):    # lists, tuples etc
+            return result   # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")

From 669fe5b45640b70e1cdc875a4a98bc1dad8d85b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Apr 2023 22:46:10 +0200
Subject: [PATCH 1054/1681] fix: fix typo in previous commit

---
 src/igraph/drawing/colors.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 6d2dad274..192abe308 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -87,7 +87,7 @@ def get(self, v):
         if isinstance(v, str):
             result = color_name_to_rgba(v)
         elif hasattr(v, "__iter__"):    # lists, tuples etc
-            return result   # no need to cache
+            return v   # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")

From 5972fde4fc04f3391d217fa9ce99649f0315425d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 21 Apr 2023 15:11:58 +0200
Subject: [PATCH 1055/1681] fix: remove unused _Unset class and _UNSET instance

---
 src/igraph/drawing/matplotlib/graph.py | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ff2c06afa..31e639104 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -36,14 +36,6 @@
 #####################################################################
 
 
-class _Unset:
-    def __repr__(self):
-        return "<UNSET>"
-
-
-_UNSET = _Unset()
-
-
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""

From e8ab5c578d8c0ce1751426c61d98b5f08baaea42 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 21 Apr 2023 17:53:26 +0200
Subject: [PATCH 1056/1681] refactor: renamed Matplotlib Graph artist to
 GraphArtist

---
 doc/examples_sphinx-gallery/visual_style.py | 2 +-
 src/igraph/drawing/matplotlib/graph.py      | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 9d33968a1..232942a11 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -50,7 +50,7 @@
 
 # %%
 # In the matplotlib backend, igraph creates a special container
-# :class:`igraph.drawing.matplotlib.graph.Graph` which is a matplotlib Artist
+# :class:`igraph.drawing.matplotlib.graph.GraphArtist` which is a matplotlib Artist
 # and the first child of the target Axes. That object can be used to customize
 # the plot appearance after the initial drawing, e.g.:
 g = ig.Graph.Barabasi(n=30, m=1)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 31e639104..4269e5d5e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -131,7 +131,7 @@ def method(self, value):
         "set_picker",
     )
 )
-class Graph(Artist, AbstractGraphDrawer):
+class GraphArtist(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
     Arguments:
@@ -691,7 +691,7 @@ def draw(self, graph, *args, **kwds):
         ax = self.ax
 
         # Create artist
-        art = Graph(
+        art = GraphArtist(
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,

From ae4bd3fac0963b6bf0f0a5dd70a2ab4e8afb6361 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 22 Apr 2023 22:40:52 +0200
Subject: [PATCH 1057/1681] fix: don't treat compiler warnings as errors while
 compiling the C core, refs #654

---
 setup.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/setup.py b/setup.py
index f6918f254..9b9f97da2 100644
--- a/setup.py
+++ b/setup.py
@@ -254,6 +254,11 @@ def _compile_in(
         # No need to build tests
         args.append("-DBUILD_TESTING=OFF")
         
+        # Do not treat compilation warnings as errors in case someone is trying
+        # to "pip install" igraph in an environment for which we don't provide
+        # wheels and the compiler complains about harmless things
+        args.append("-DIGRAPH_WARNINGS_AS_ERRORS=OFF")
+        
         # Set install directory during config step instead of install step in order
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))

From 8b0bc042f5e16917c982f9af89da32bc3201e34d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Apr 2023 14:02:48 +0000
Subject: [PATCH 1058/1681] build(deps): bump pypa/cibuildwheel from 2.12.1 to
 2.12.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.1 to 2.12.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.1...v2.12.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cf9edebae..4b79fe8a3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -214,7 +214,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From eb29a5a59a5e8477e44a60a77853f102ee0b6e64 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 2 May 2023 09:53:59 +1000
Subject: [PATCH 1059/1681] Fix a few doc errors and warnings (#661)

---
 doc/examples_sphinx-gallery/visual_style.py |  7 ++-
 src/_igraph/graphobject.c                   |  8 ++--
 src/_igraph/igraphmodule.c                  | 17 ++++----
 src/igraph/drawing/matplotlib/graph.py      | 48 ++++++++++++---------
 4 files changed, 42 insertions(+), 38 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 232942a11..04f899ef8 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -65,7 +65,6 @@
 
 # %%
 # .. note::
-#    The ``artist.set`` method can be used to change multiple properties at
-#    once and is generally more efficient than multiple calls to specific
-#    ``artist.set_...` methods.
-
+#    The :meth:`igraph.drawing.matplotlib.graph.GraphArtist.set` method can
+#    be used to change multiple properties at once and is generally more
+#    efficient than multiple calls to specific ``artist.set_...`` methods.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9b958d806..821b91588 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16148,7 +16148,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: precomputed edge weights if you have them, as an alternative\n"
    "  to setting the C{dist} argument. Zero weights will be ignored if this\n"
    "  argument is set, e.g. if you computed the weights via\n"
-   "  igraph.layout_umap_compute_weights().\n"
+   "  igraph.umap_compute_weights().\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
    "@param seed: if C{None}, uses a random starting layout for the\n"
@@ -16166,13 +16166,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "if weights are precomputed, the graph will be treated as undirected. A special\n"
    "case is when the graph is directed but the precomputed weights are symmetrized\n"
    "in a way only one of each pair of opposite edges has nonzero weight, e.g. as\n"
-   "computed by igraph.layout_umap_compute_weights(). For example:\n"
-   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
+   "computed by igraph.umap_compute_weights(). For example:\n"
+   "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@newfield ref: Reference\n"
    "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
    "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
-   "@see: igraph.layout_umap_compute_weights()\n\n"},
+   "@see: igraph.umap_compute_weights()\n\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 50e2d7bca..a7edd9315 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -826,16 +826,10 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"umap_compute_weights", (PyCFunction)igraphmodule_umap_compute_weights,
    METH_VARARGS | METH_KEYWORDS,
-   "umap_compute_weights(graph, dist)\n"
-   "--\n\n"
-   "@param graph: directed graph to compute weights for.\n"
-   "@param dist: distances associated with the graph edges.\n"
-   "@return: Symmetrized weights associated with each edge. If the distance\n"
-   "  graph has both directed edges between a pair of vertices, one of the\n"
-   "  returned weights will be set to zero.\n\n"
-   "Compute undirected UMAP weights from directed distance graph.\n\n"
+   "umap_compute_weights(graph, dist)\n--\n\n"
+   "Compute undirected UMAP weights from directed distance graph.\n"
    "UMAP is a layout algorithm that usually takes as input a directed\n"
-   "distance graph, e.g. a k nearest neighbor graph based on Euclidean\n"
+   "distance graph, for instance a k nearest neighbor graph based on Euclidean\n"
    "distance between points in a vector space. The graph is directed\n"
    "because vertex v1 might consider vertex v2 a close neighbor, but v2\n"
    "itself might have many neighbors that are closer than v1.\n"
@@ -852,6 +846,11 @@ static PyMethodDef igraphmodule_methods[] =
    "Graph.layout_umap() as follows:\n"
    "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
+   "@param graph: directed graph to compute weights for.\n"
+   "@param dist: distances associated with the graph edges.\n"
+   "@return: Symmetrized weights associated with each edge. If the distance\n"
+   "  graph has both directed edges between a pair of vertices, one of the\n"
+   "  returned weights will be set to zero.\n\n"
    "@see: Graph.layout_umap()\n"
   },
   {"set_progress_handler", igraphmodule_set_progress_handler, METH_O,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4269e5d5e..34eb62f6e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -81,10 +81,11 @@ def _additional_set_methods(attributes, cls=None):
     def make_setter(name):
         def method(self, value):
             self.set(**{name: value})
+
         return method
 
     for attr in attributes:
-        desc = attr.replace('_', ' ')
+        desc = attr.replace("_", " ")
         method = make_setter(attr)
         method.__name__ = f"set_{attr}"
         method.__doc__ = f"Set {desc}."
@@ -134,12 +135,11 @@ def method(self, value):
 class GraphArtist(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
-    Arguments:
-        graph: An igraph.Graph object to plot
-        layout: A layout object or matrix of coordinates to use for plotting.
-            Each element or row should describes the coordinates for a vertex.
-        vertex_style: A dictionary specifying style options for vertices.
-        edge_style: A dictionary specifying style options for edges.
+    @param graph: An igraph.Graph object to plot
+    @param layout: A layout object or matrix of coordinates to use for plotting.
+        Each element or row should describes the coordinates for a vertex.
+    @param vertex_style: A dictionary specifying style options for vertices.
+    @param edge_style: A dictionary specifying style options for edges.
     """
 
     def __init__(
@@ -247,21 +247,25 @@ def get_datalim(self):
         """
         import numpy as np
 
-        vertex_builder = self.vertex_builder
         layout = self.kwds["layout"]
 
-        mins = np.min(layout, axis=0)
-        maxs = np.max(layout, axis=0)
-
-        # Pad by vertex size, to ensure they fit
-        if vertex_builder.size is not None:
-            mins -= vertex_builder.size * 1.1
-            maxs += vertex_builder.size * 1.1
+        if len(layout) == 0:
+            mins = np.array([0, 0])
+            maxs = np.array([1, 1])
         else:
-            mins[0] -= vertex_builder.width * 0.55
-            mins[1] -= vertex_builder.height * 0.55
-            maxs[0] += vertex_builder.width * 0.55
-            maxs[1] += vertex_builder.height * 0.55
+            mins = np.min(layout, axis=0)
+            maxs = np.max(layout, axis=0)
+
+            # Pad by vertex size, to ensure they fit
+            vertex_builder = self.vertex_builder
+            if vertex_builder.size is not None:
+                mins -= vertex_builder.size * 1.1
+                maxs += vertex_builder.size * 1.1
+            else:
+                mins[0] -= vertex_builder.width * 0.55
+                mins[1] -= vertex_builder.height * 0.55
+                maxs[0] += vertex_builder.width * 0.55
+                maxs[1] += vertex_builder.height * 0.55
 
         return (mins, maxs)
 
@@ -465,7 +469,8 @@ def _draw_groups(self):
                 facecolor=facecolor,
                 edgecolor=color,
             )
-            self._group_artists.append(art)
+            if art is not None:
+                self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -575,7 +580,8 @@ def _reprocess(self):
         for child in self.get_children():
             # set the figure / axes on child, this ensures each primitive
             # knows where to draw
-            child.set_figure(self.figure)
+            if hasattr(child, "set_figure"):
+                child.set_figure(self.figure)
             child.axes = self.axes
 
             # forward the clippath/box to the children need this logic

From e4bf5e10a9a8cbc4b2118117039ada865cb5f045 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 May 2023 11:39:17 +0200
Subject: [PATCH 1060/1681] fix: Graph.layout_reingold_tilford() now accepts
 vertex names as roots, closes #666

---
 CHANGELOG.md              |   3 ++
 src/_igraph/convert.c     | 101 ++++++++++++++++++++++++--------------
 src/_igraph/convert.h     |   8 +--
 src/_igraph/graphobject.c |  14 +++---
 tests/test_layouts.py     |   6 +++
 5 files changed, 85 insertions(+), 47 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a66ffaaef..ebd5c8967 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -34,6 +34,9 @@
 - `VertexClustering.giant()` now accepts the null graph. The giant component of
   a null graph is the null graph according to our conventions.
 
+- `Graph.layout_reingold_tilford()` now accepts vertex names in the `roots=...`
+  keyword argument.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 466653296..a8a46ab5b 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3262,6 +3262,68 @@ int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, ig
   }
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Tries to interpret a Python object as a list of vertex IDs.
+ *
+ * \param o      the Python object
+ * \param result the vertex IDs will be stored here
+ * \param graph  the graph that will be used to interpret vertex names
+ *               if a string was given in o. It may also be a null pointer
+ *               if we don't need name lookups.
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result, igraph_t* graph) {
+    PyObject *iterator;
+    PyObject *item;
+    igraph_integer_t vid;
+
+    if (PyBaseString_Check(o)) {
+      /* exclude strings; they are iterable but cannot yield meaningful vertex IDs */
+      PyErr_SetString(PyExc_TypeError, "cannot convert string to a list of vertex IDs");
+      return 1;
+    }
+
+    iterator = PyObject_GetIter(o);
+    if (iterator == NULL) {
+      PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
+      return 1;
+    }
+
+    if (igraph_vector_int_init(result, 0)) {
+      Py_DECREF(iterator);
+      igraphmodule_handle_igraph_error();
+      return 1;
+    }
+
+    while ((item = PyIter_Next(iterator))) {
+      vid = -1;
+
+      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
+        Py_DECREF(item);
+        break;
+      }
+
+      Py_DECREF(item);
+
+      if (igraph_vector_int_push_back(result, vid)) {
+        igraphmodule_handle_igraph_error();
+        /* no need to destroy 'result' here; will be done outside the loop due
+         * to PyErr_Occurred */
+        break;
+      }
+    }
+
+    Py_DECREF(iterator);
+
+    if (PyErr_Occurred()) {
+      igraph_vector_int_destroy(result);
+      return 1;
+    }
+
+    return 0;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as a vertex selector
@@ -3346,9 +3408,6 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     /* Object cannot be converted to a single vertex ID,
      * assume it is a sequence or iterable */
 
-    PyObject *iterator;
-    PyObject *item;
-
     if (PyBaseString_Check(o)) {
       /* Special case: strings and unicode objects are sequences, but they
        * will not yield valid vertex IDs */
@@ -3358,40 +3417,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     /* Clear the exception set by igraphmodule_PyObject_to_vid */
     PyErr_Clear();
 
-    iterator = PyObject_GetIter(o);
-    if (iterator == NULL) {
-      PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
-      return 1;
-    }
-
-    if (igraph_vector_int_init(&vector, 0)) {
-      Py_DECREF(iterator);
-      igraphmodule_handle_igraph_error();
-      return 1;
-    }
-
-    while ((item = PyIter_Next(iterator))) {
-      vid = -1;
-
-      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
-        Py_DECREF(item);
-        break;
-      }
-
-      Py_DECREF(item);
-
-      if (igraph_vector_int_push_back(&vector, vid)) {
-        igraphmodule_handle_igraph_error();
-        /* no need to destroy 'vector' here; will be done outside the loop due
-         * to PyErr_Occurred */
-        break;
-      }
-    }
-
-    Py_DECREF(iterator);
-
-    if (PyErr_Occurred()) {
-      igraph_vector_int_destroy(&vector);
+    if (igraphmodule_PyObject_to_vid_list(o, &vector, graph)) {
       return 1;
     }
 
@@ -3522,7 +3548,6 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
   return 0;
 }
 
-
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as an edge selector
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 15bf4ead8..d318ce585 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -121,9 +121,11 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
 		igraph_vector_ptr_t *v, PyTypeObject **g_type);
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
-int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
-                  igraph_t *graph, igraph_bool_t *return_single,
-				  igraph_integer_t *single_vid);
+int igraphmodule_PyObject_to_vid_list(PyObject *o, igraph_vector_int_t *vids, igraph_t *graph);
+int igraphmodule_PyObject_to_vs_t(
+  PyObject *o, igraph_vs_t *vs, igraph_t *graph,
+  igraph_bool_t *return_single, igraph_integer_t *single_vid
+);
 int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph);
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 				  igraph_bool_t *return_single);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 821b91588..6e5763f5d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8220,8 +8220,11 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
 
   if (roots_o != Py_None) {
     roots_p = &roots;
-    if (igraphmodule_PyObject_to_vector_int_t(roots_o, roots_p)) return 0;
+    if (igraphmodule_PyObject_to_vid_list(roots_o, roots_p, &self->g)) {
+      return 0;
+    }
   }
+
   if (rootlevels_o != Py_None) {
     rootlevels_p = &rootlevels;
     if (igraphmodule_PyObject_to_vector_int_t(rootlevels_o, rootlevels_p)) {
@@ -9607,17 +9610,16 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
 
   if (vids) {
     igraph_vector_int_t vidsvec;
-    if (igraphmodule_PyObject_to_vector_int_t(vids, &vidsvec)) {
-      PyErr_SetString(PyExc_ValueError,
-                      "Error while converting PyList to igraph_vector_int_t");
+    if (igraphmodule_PyObject_to_vid_list(vids, &vidsvec, &self->g)) {
       return NULL;
     }
     if (igraph_isoclass_subgraph(&self->g, &vidsvec, &isoclass)) {
+      igraph_vector_int_destroy(&vidsvec);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-  }
-  else {
+    igraph_vector_int_destroy(&vidsvec);
+  } else {
     if (igraph_isoclass(&self->g, &isoclass)) {
       igraphmodule_handle_igraph_error();
       return NULL;
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 3f8910bce..cabc9c5ae 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -350,6 +350,12 @@ def testReingoldTilford(self):
         lo = g.layout("rt", root=[0, 100], rootlevel=[2, 10])
         self.assertEqual(lo[100][1] - lo[0][1], 8)
 
+        # test named vertices
+        g.vs["name"] = [f"v{i}" for i in range(g.vcount())]
+        lo = g.layout("rt", root=["v0", "v100"])
+        self.assertEqual(lo[100][1] - lo[0][1], 0)
+
+
     def testBipartite(self):
         g = Graph.Full_Bipartite(3, 2)
 

From 478e896ecb7470655803b6222fa1574ae9ef59f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 May 2023 13:46:09 +0200
Subject: [PATCH 1061/1681] doc: require PyDoctor >= 23.4.0 because of the
 search-related fixes

---
 doc/source/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index af675f44c..959667565 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -6,7 +6,7 @@ sphinxbootstrap4theme
 sphinx-gallery
 sphinx-rtd-theme
 sphinxcontrib-jquery
-pydoctor
+pydoctor>=23.4.0
 
 numpy
 scipy

From c22e1d64ab7be1fbf7e06bff730b4cfb7acc43a7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 11 May 2023 16:11:33 +1000
Subject: [PATCH 1062/1681] Use graph layout attribute if found (#663)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Plotting: use graph layout attribute if found

---------

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 src/igraph/drawing/baseclasses.py             |  19 +++++++++++++-----
 src/igraph/drawing/matplotlib/graph.py        |   4 ++--
 .../test_graph/graph_layout_attribute.png     | Bin 0 -> 8845 bytes
 tests/drawing/matplotlib/test_graph.py        |  10 ++++++++-
 4 files changed, 25 insertions(+), 8 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png

diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 6a983225a..60d819f96 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -121,7 +121,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         raise NotImplementedError
 
     def get_label_position(self, edge, src_vertex, dest_vertex):
-        """returns the position where the label of an edge should be drawn. the
+        """Returns the position where the label of an edge should be drawn. the
         default implementation returns the midpoint of the edge and an alignment
         that tries to avoid overlapping the label with the edge.
 
@@ -266,9 +266,13 @@ def ensure_layout(layout, graph=None):
             C{layout} method of the given I{graph} if I{graph} is
             not C{None}.
 
-          - If I{layout} is C{None}, the C{layout} method of
-            I{graph} will be invoked with no parameters, which
-            will call the default layout algorithm.
+          - If I{layout} is C{None} and I{graph} has a "layout"
+            attribute, call this same function with the value of that
+            attribute.
+
+          - If I{layout} is C{None} and I{graph} does not have a "layout"
+            attribute, the C{layout} method of I{graph} will be invoked
+            with no parameters, which will call the default layout algorithm.
 
           - Otherwise, I{layout} will be passed on to the constructor
             of L{Layout}. This handles lists of lists, lists of tuples
@@ -284,7 +288,12 @@ def ensure_layout(layout, graph=None):
 
         if isinstance(layout, Layout):
             layout = Layout(layout.coords)
-        elif isinstance(layout, str) or layout is None:
+        elif isinstance(layout, str):
+            layout = graph.layout(layout)
+        elif (layout is None) and hasattr(graph, "attributes") and \
+                ('layout' in graph.attributes()):
+            layout = AbstractGraphDrawer.ensure_layout(graph['layout'], graph=graph)
+        elif layout is None:
             layout = graph.layout(layout)
         else:
             layout = Layout(layout)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 34eb62f6e..46839f154 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -253,8 +253,8 @@ def get_datalim(self):
             mins = np.array([0, 0])
             maxs = np.array([1, 1])
         else:
-            mins = np.min(layout, axis=0)
-            maxs = np.max(layout, axis=0)
+            mins = np.min(layout, axis=0).astype(float)
+            maxs = np.max(layout, axis=0).astype(float)
 
             # Pad by vertex size, to ensure they fit
             vertex_builder = self.vertex_builder
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png
new file mode 100644
index 0000000000000000000000000000000000000000..c074d6298e391a5875a827bf43f9d7a9e1b8eb36
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index bbc7554d2..f40bcdb78 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -2,7 +2,7 @@
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering, config
+from igraph import Graph, InternalError, plot, VertexClustering, config, Layout
 
 from ...utils import overridden_configuration
 
@@ -48,6 +48,14 @@ def test_basic(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_layout_attribute"], remove_text=True)
+    def test_layout_attribute(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        g["layout"] = Layout([(x, x) for x in range(g.vcount())])
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+
     @image_comparison(baseline_images=["graph_directed"], remove_text=True)
     def test_directed(self):
         plt.close("all")

From 6948bc24717c658fba16d3769ad4959606144fce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 16 May 2023 00:13:22 +0200
Subject: [PATCH 1063/1681] fix: disallow using integers as vertex names in
 add_vertex(), refs #664

---
 src/igraph/basic.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 0f35f89bf..01b6a0a4e 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -62,6 +62,8 @@ def _add_vertex(graph, name=None, **kwds):
     vertex = graph.vs[vid]
     for key, value in kwds.items():
         vertex[key] = value
+    if isinstance(name, int):
+        raise TypeError("cannot use integers as vertex names; use strings instead")
     if name is not None:
         vertex["name"] = name
     return vertex

From 9d537949a9f3b4aded2c18c7609a05bbeeb788d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 16 May 2023 00:49:21 +0200
Subject: [PATCH 1064/1681] fix: fix failing test

---
 src/igraph/basic.py | 8 ++++++--
 tests/test_basic.py | 9 ++++++---
 2 files changed, 12 insertions(+), 5 deletions(-)

diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 01b6a0a4e..e672ef7d9 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -57,15 +57,19 @@ def _add_vertex(graph, name=None, **kwds):
         C{add_vertices(1)} if you don't need the L{Vertex} object and want
         to avoid the overhead of creating t.
     """
+    if isinstance(name, int):
+        raise TypeError("cannot use integers as vertex names; use strings instead")
+
     vid = graph.vcount()
     graph.add_vertices(1)
     vertex = graph.vs[vid]
+
     for key, value in kwds.items():
         vertex[key] = value
-    if isinstance(name, int):
-        raise TypeError("cannot use integers as vertex names; use strings instead")
+
     if name is not None:
         vertex["name"] = name
+
     return vertex
 
 
diff --git a/tests/test_basic.py b/tests/test_basic.py
index a342d84fa..48ce89d1a 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -120,17 +120,20 @@ def testAddVertex(self):
         self.assertTrue("name" in g.vertex_attributes())
         self.assertEqual(g.vs["name"], [None, "foo"])
 
-        vertex = g.add_vertex(3)
+        self.assertRaises(TypeError, g.add_vertex, 3)
+
+        vertex = g.add_vertex("3")
+        print(g.vcount(), g.ecount())
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())
-        self.assertEqual(g.vs["name"], [None, "foo", 3])
+        self.assertEqual(g.vs["name"], [None, "foo", "3"])
 
         vertex = g.add_vertex(name="bar")
         self.assertTrue(g.vcount() == 4 and g.ecount() == 0)
         self.assertEqual(3, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())
-        self.assertEqual(g.vs["name"], [None, "foo", 3, "bar"])
+        self.assertEqual(g.vs["name"], [None, "foo", "3", "bar"])
 
         vertex = g.add_vertex(name="frob", spam="cheese", ham=42)
         self.assertTrue(g.vcount() == 5 and g.ecount() == 0)

From 36e62e0d105836a6cfa3cc405c772574765ea2cf Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 18 May 2023 16:16:17 +1000
Subject: [PATCH 1065/1681] Subclass matplotlib collection for edges

---
 src/igraph/drawing/matplotlib/edge.py   | 61 ++++++++++++++++++++++---
 src/igraph/drawing/matplotlib/graph.py  | 43 ++++++++++++-----
 src/igraph/drawing/matplotlib/vertex.py | 16 +++++--
 src/igraph/drawing/shapes.py            | 23 ++++------
 4 files changed, 107 insertions(+), 36 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 929555ecf..5a01ce84e 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,6 +1,7 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
 from math import atan2, cos, pi, sin
+from copy import deepcopy
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
@@ -78,9 +79,11 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
             # Determine where the edge intersects the circumference of the
             # vertex shape: Tip of the arrow
-            x2, y2 = intersect_bezier_curve_and_circle(
-                x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
-            )
+            ## FIXME
+            #x2, y2 = intersect_bezier_curve_and_circle(
+            #    x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
+            #)
+            x2, y2 = x_dest, y_dest
 
             # Calculate the arrow head coordinates
             angle = atan2(y_dest - y2, x_dest - x2)  # navid
@@ -136,12 +139,14 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         else:
             # Determine where the edge intersects the circumference of the
             # vertex shape.
-            x2, y2 = dest_vertex.shape.intersection_point(
-                x2, y2, x1, y1, dest_vertex.size
-            )
+            # FIXME
+            #x2, y2 = dest_vertex.shape.intersection_point(
+            #    x2, y2, x1, y1, dest_vertex.size
+            #)
+            x2, y2 = x_dest, y_dest
 
             # Draw the arrowhead
-            angle = atan2(y_dest - y2, x_dest - x2)
+            angle = atan2(y_dest - y_src, x_dest - x_src)
             arrow_size = 15.0 * edge.arrow_size
             arrow_width = 10.0 / edge.arrow_width
             aux_points = [
@@ -268,3 +273,45 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             clip_on=True,
         )
         return [art]
+
+
+class EdgeCollection(mpl.collections.LineCollection):
+    def __init__(self, *args, **kwargs):
+        self._vertex_bboxes = kwargs.pop("vertex_bboxes")
+        ret = super().__init__(*args, **kwargs)
+        self._paths_original = deepcopy(self._paths)
+        return ret
+
+
+    def _update_path_from_vertices(self):
+        # Get actual coordinates of the vertex bbox edges
+        for p, p_orig, bboxes in zip(self._paths, self._paths_original, self._vertex_bboxes):
+            coords = p_orig.vertices
+
+            # Start vertex
+            if coords[0, 0] == coords[1, 0]:
+                bbox_offsetx = 0
+                bbox_offsety = bboxes[0].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])]
+            else:
+                ratio = (coords[1, 1] - coords[0, 1]) / (coords[1, 0] - coords[0, 0])
+                bbox_offsetx = bboxes[0].extents[2 * int(coords[1, 0] > coords[0, 0])]
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])] * abs(ratio)
+            voff = np.array([bbox_offsetx, bbox_offsety])
+            start = ax.transData.inverted().transform(ax.transData.transform(coords[0]) + voff)
+            p.vertices[0] = start
+
+            # End vertex
+            if coords[-2, 0] == coords[-1, 0]:
+                bbox_offsetx = 0
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])]
+            else:
+                ratio = (coords[-1, 1] - coords[-2, 1]) / (coords[-1, 0] - coords[-2, 0])
+                bbox_offsetx = bboxes[0].extents[2 * int(coords[-2, 0] > coords[-1, 0])]
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])] * abs(ratio)
+            voff = np.array([bbox_offsetx, bbox_offsety])
+            end = ax.transData.inverted().transform(ax.transData.transform(coords[-1]) + voff)
+            p.vertices[-1] = end
+            
+    def draw(self, renderer):
+        self._update_path_from_vertices()
+        return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 46839f154..93ab256de 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -30,8 +30,12 @@
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
+    PatchCollection = mpl.collections.PatchCollection
+    IdentityTransform = mpl.transforms.IdentityTransform
 except AttributeError:
     Artist = FakeModule
+    PatchCollection = FakeModule
+    IdentityTransform = FakeModule
 
 #####################################################################
 
@@ -256,16 +260,21 @@ def get_datalim(self):
             mins = np.min(layout, axis=0).astype(float)
             maxs = np.max(layout, axis=0).astype(float)
 
-            # Pad by vertex size, to ensure they fit
-            vertex_builder = self.vertex_builder
-            if vertex_builder.size is not None:
-                mins -= vertex_builder.size * 1.1
-                maxs += vertex_builder.size * 1.1
-            else:
-                mins[0] -= vertex_builder.width * 0.55
-                mins[1] -= vertex_builder.height * 0.55
-                maxs[0] += vertex_builder.width * 0.55
-                maxs[1] += vertex_builder.height * 0.55
+            # 5% padding, on each side
+            pad = (maxs - mins) * 0.05
+            mins -= pad
+            maxs += pad
+
+            ## Pad by vertex size, to ensure they fit
+            #vertex_builder = self.vertex_builder
+            #if vertex_builder.size is not None:
+            #    mins -= vertex_builder.size * 1.1
+            #    maxs += vertex_builder.size * 1.1
+            #else:
+            #    mins[0] -= vertex_builder.width * 0.55
+            #    mins[1] -= vertex_builder.height * 0.55
+            #    maxs[0] += vertex_builder.width * 0.55
+            #    maxs[1] += vertex_builder.height * 0.55
 
         return (mins, maxs)
 
@@ -504,9 +513,19 @@ def _draw_vertices(self):
             vertex_coord_iter = (
                 (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
             )
+        offsets = []
+        patches = []
         for vertex, visual_vertex, coords in vertex_coord_iter:
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
-            self._vertices.append(art)
+            patches.append(art)
+            offsets.append(list(coords))
+        art = PatchCollection(
+            patches,
+            offsets=offsets,
+            offset_transform=self.axes.transData,
+        )
+        art.set_transform(IdentityTransform())
+        self._vertices.append(art)
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -732,7 +751,7 @@ def draw(self, graph, *args, **kwds):
         ax.set_yticks([])
 
         # Set equal aspect to get actual circles
-        ax.set_aspect(1)
+        #ax.set_aspect(1)
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 00270a010..2c3143d28 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -7,6 +7,15 @@
 from igraph.drawing.baseclasses import AbstractVertexDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.shapes import ShapeDrawerDirectory
+from igraph.drawing.matplotlib.utils import find_matplotlib
+from igraph.drawing.utils import FakeModule
+
+mpl, _ = find_matplotlib()
+try:
+    IdentityTransform = mpl.transforms.IdentityTransform
+except AttributeError:
+    IdentityTransform = FakeModule
+
 
 __all__ = ("MatplotlibVertexDrawer",)
 
@@ -36,7 +45,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             # FIXME? mpl.rcParams["font.size"])
             position = dict(func=self.layout.__getitem__)
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
-            size = 0.2
+            size = 30
             width = None
             height = None
             zorder = 2
@@ -60,13 +69,14 @@ def draw(self, visual_vertex, vertex, coords):
 
         art = visual_vertex.shape.draw_path(
             ax,
-            coords[0],
-            coords[1],
+            0, #coords[0], # FIXME
+            0, #coords[1],
             width,
             height,
             facecolor=visual_vertex.color,
             edgecolor=visual_vertex.frame_color,
             linewidth=visual_vertex.frame_width,
             zorder=visual_vertex.zorder,
+            transform=IdentityTransform(),
         )
         return art
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 69d39bb4d..6598766d4 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,10 +96,9 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (center_x - width / 2, center_y - height / 2),
+                - width / 2, - height / 2,
                 width,
                 height,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -169,9 +168,8 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         @see: ShapeDrawer.draw_path"""
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Circle(
-                (center_x, center_y),
+                (0, 0),
                 width / 2,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -211,7 +209,6 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -247,14 +244,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [center_x - 0.5 * width, center_y + 0.333 * height],
-                [center_x + 0.5 * width, center_y + 0.333 * height],
-                [center_x, center_y - 0.667 * height],
+                [- 0.5 * width, 0.333 * height],
+                [0.5 * width, 0.333 * height],
+                [0, -0.667 * height],
             ]
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -291,15 +287,14 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [center_x - 0.5 * width, center_y],
-                [center_x, center_y - 0.5 * height],
-                [center_x + 0.5 * width, center_y],
-                [center_x, center_y + 0.5 * height],
+                [-0.5 * width, 0],
+                [0, -0.5 * height],
+                [0.5 * width, 0],
+                [0, 0.5 * height],
             ]
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )

From 57714e267188052458340320ee9b271f4e9dc3b3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 May 2023 14:00:34 +0000
Subject: [PATCH 1066/1681] build(deps): bump mymindstorm/setup-emsdk from 11
 to 12

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 11 to 12.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v11...v12)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 05857b88c..36babc937 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -181,7 +181,7 @@ jobs:
         with:
           python-version: '3.10.2'
 
-      - uses: mymindstorm/setup-emsdk@v11
+      - uses: mymindstorm/setup-emsdk@v12
         with:
           version: '3.1.14'
 

From aebf64210e56c2c84f0fa3efbed719c95d66a351 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 11:09:50 +1000
Subject: [PATCH 1067/1681] PatchCollection for vertices and edges, according
 to working prototype

---
 src/igraph/drawing/matplotlib/edge.py  | 136 +++++++++++++++----------
 src/igraph/drawing/matplotlib/graph.py |  33 +++++-
 2 files changed, 113 insertions(+), 56 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 5a01ce84e..595c77086 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,6 +1,6 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
-from math import atan2, cos, pi, sin
+from math import atan2, cos, pi, sin, sqrt
 from copy import deepcopy
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
@@ -10,11 +10,16 @@
     euclidean_distance,
     get_bezier_control_points_for_curved_edge,
     intersect_bezier_curve_and_circle,
+    FakeModule,
 )
 
 __all__ = ("MatplotlibEdgeDrawer",)
 
 mpl, plt = find_matplotlib()
+try:
+    PatchCollection = mpl.collections.PatchCollection
+except AttributeError:
+    PatchCollection = FakeModule
 
 
 class MatplotlibEdgeDrawer(AbstractEdgeDrawer):
@@ -168,8 +173,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["vertices"].append([x_arrow_mid, y_arrow_mid])
             path["codes"].append("LINETO")
 
+        # Add arrowhead in the path, the exact positions are recomputed within
+        # EdgeCollection before each draw so they don't matter here. The
+        # path for an arrowhead is: headbase (current), headleft, tip,
+        # headright, headbase, so we need to add 4 (degenerate) vertices.
+        # Assuming the arrowhead uses straight lines, they are all LINETO
+        path["vertices"].extend([path["vertices"][-1] for x in range(4)])
+        path["codes"].extend(["LINETO" for x in range(4)])
+
         # Draw the edge
-        arrowshaft = mpl.patches.PathPatch(
+        arrowpatch = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -182,21 +195,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             clip_on=True,
         )
 
-        # Draw the arrow head
-        arrowhead = mpl.patches.Polygon(
-            [
-                [x2, y2],
-                aux_points[0],
-                aux_points[1],
-            ],
-            closed=True,
-            facecolor=edge.color,
-            edgecolor="none",
-            zorder=edge.zorder,
-            transform=ax.transData,
-            clip_on=True,
-        )
-        return [arrowshaft, arrowhead]
+        return arrowpatch
 
     def draw_loop_edge(self, edge, vertex):
         """Draws a loop edge.
@@ -225,7 +224,7 @@ def draw_loop_edge(self, edge, vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        return [art]
+        return art
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         """Draws an undirected edge.
@@ -272,46 +271,81 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        return [art]
+        return art
 
 
-class EdgeCollection(mpl.collections.LineCollection):
+class EdgeCollection(PatchCollection):
     def __init__(self, *args, **kwargs):
-        self._vertex_bboxes = kwargs.pop("vertex_bboxes")
-        ret = super().__init__(*args, **kwargs)
+        kwargs["match_original"] = True
+        self._vertex_sizes = kwargs.pop("vertex_sizes", None)
+        self._directed = kwargs.pop("directed", False)
+        self._arrow_size = kwargs.pop("arrow_sizes", 0)
+        self._arrow_width = kwargs.pop("arrow_widths", 0)
+        super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
-        return ret
-
 
     def _update_path_from_vertices(self):
-        # Get actual coordinates of the vertex bbox edges
-        for p, p_orig, bboxes in zip(self._paths, self._paths_original, self._vertex_bboxes):
-            coords = p_orig.vertices
-
-            # Start vertex
-            if coords[0, 0] == coords[1, 0]:
-                bbox_offsetx = 0
-                bbox_offsety = bboxes[0].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])]
+        if self._vertex_sizes is None:
+            return
+
+        paths_original = self._paths_original
+        vertex_sizes = self._vertex_sizes
+        trans = self.axes.transData.transform
+        trans_inv = ax.transData.inverted().transform
+
+        # Get actual coordinates of the vertex border (rough)
+        for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
+            self._paths[i] = path = deepcopy(path_orig)
+            coords = path_orig.vertices
+            coordst = trans(coords)
+            self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
+            if self._directed:
+                self._update_path_edge_end_directed(
+                        path, coords, coordst, sizes[1], trans, trans_inv,
+                        self._arrow_sizes[i], self._arrow_widths[i],
+                        )
             else:
-                ratio = (coords[1, 1] - coords[0, 1]) / (coords[1, 0] - coords[0, 0])
-                bbox_offsetx = bboxes[0].extents[2 * int(coords[1, 0] > coords[0, 0])]
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])] * abs(ratio)
-            voff = np.array([bbox_offsetx, bbox_offsety])
-            start = ax.transData.inverted().transform(ax.transData.transform(coords[0]) + voff)
-            p.vertices[0] = start
-
-            # End vertex
-            if coords[-2, 0] == coords[-1, 0]:
-                bbox_offsetx = 0
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])]
-            else:
-                ratio = (coords[-1, 1] - coords[-2, 1]) / (coords[-1, 0] - coords[-2, 0])
-                bbox_offsetx = bboxes[0].extents[2 * int(coords[-2, 0] > coords[-1, 0])]
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])] * abs(ratio)
-            voff = np.array([bbox_offsetx, bbox_offsety])
-            end = ax.transData.inverted().transform(ax.transData.transform(coords[-1]) + voff)
-            p.vertices[-1] = end
-            
+                self._update_path_edge_end_undirected(path, coords, coordst, sizes[1], trans, trans_inv)
+
+    def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
+        theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+        voff = 0 * coordst[0]
+        voff[:] = [cos(theta), sin(theta)]
+        voff *= size
+        start = trans_inv(trans(coords[0]) + voff)
+        path.vertices[0] = start
+
+    def _update_path_edge_end_undirected(
+            elf, path, coords, coordst, size, trans, trans_inv,
+            ):
+        theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
+        voff = 0 * coordst[0]
+        voff[:] = [cos(theta), sin(theta)]
+        voff *= size
+        end = trans_inv(trans(coords[-1]) + voff)
+        path.vertices[-1] = end
+
+    def _update_path_edge_end_directed(
+            self, path, coords, coordst, size, trans, trans_inv,
+            arrow_size, arrow_width):
+
+        def dist(a, b):
+            return sqrt(((a - b)**2).sum())
+
+        # The path for arrows is start-headmid-headleft-tip-headright-headmid
+        # So, tip is the 3rd-to-last and headmid the last
+        theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
+        voff_unity = 0 * coordst[0]
+        voff_unity[:] = [cos(theta), sin(theta)]
+        voff = voff_unity * size
+        voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+
+        tip = trans_inv(trans(coords[-3]) + voff)
+        headbase = trans_inv(trans(tip) + arrow_size * voff_unity)
+        headleft = trans_inv(trans(headbase) + 0.5 * arrow_width * voff_unity_90)
+        headright = trans_inv(trans(headbase) - 0.5 * arrow_width * voff_unity_90)
+        path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
+
     def draw(self, renderer):
         self._update_path_from_vertices()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 93ab256de..15e929c0c 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -20,7 +20,7 @@
 from igraph.drawing.baseclasses import AbstractGraphDrawer
 from igraph.drawing.utils import Point, FakeModule
 
-from .edge import MatplotlibEdgeDrawer
+from .edge import MatplotlibEdgeDrawer, EdgeCollection
 from .polygon import MatplotlibPolygonDrawer
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
@@ -550,11 +550,34 @@ def _draw_edges(self):
         else:
             # Lines
             drawer_method = edge_drawer.draw_undirected_edge
+
+        vertex_sizes = []
+        edgepatches = []
+        arrow_sizes = []
+        arrow_widths = []
         for edge, visual_edge in edge_coord_iter:
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            arts = drawer_method(visual_edge, src_vertex, dest_vertex)
-            self._edges.extend(arts)
+            edge_vertices = [vertex_builder[v] for v in edge.tuple]
+            edge_vertex_sizes = []
+            for visual_vertex in edge_vertices:
+                if visual_vertex.size is not None:
+                    edge_vertex_sizes.append(visual_vertex.size)
+                else:
+                    edge_vertex_sizes.append(
+                            max(visual_vertex.width, visual_vertex.height))
+            art = drawer_method(visual_edge, *edge_vertices)
+            edgepatches.append(art)
+            vertex_sizes.append(edge_vertex_sizes)
+            arrow_sizes.append(visual_edge.arrow_size)
+            arrow_widths.append(visual_edge.arrow_width)
+
+        edgecoll = EdgeCollection(
+            edgepatches,
+            vertex_sizes=vertex_sizes,
+            directed=directed,
+            arrow_sizes=arrow_sizes,
+            arrow_widths=arrow_widths,
+        )
+        self._edges.append(edgecoll)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.

From b7da7d3e99566cc75fa0034b75b9f1aeedd01a6e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 12:55:08 +1000
Subject: [PATCH 1068/1681] Undirected edges kind of work

---
 src/igraph/drawing/matplotlib/edge.py   | 28 ++++++++++++-------------
 src/igraph/drawing/matplotlib/graph.py  |  7 ++++---
 src/igraph/drawing/matplotlib/vertex.py |  4 ++--
 3 files changed, 19 insertions(+), 20 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 595c77086..b979116d9 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -46,8 +46,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             drawing"""
 
             _kwds_prefix = "edge_"
-            arrow_size = 0.007
-            arrow_width = 1.4
+            arrow_size = 10
+            arrow_width = 10
             color = ("#444", self.palette.get)
             curved = (0.0, self._curvature_to_float)
             label = None
@@ -268,7 +268,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
             zorder=edge.zorder,
-            transform=ax.transData,
+            #transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -279,8 +279,8 @@ def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
         self._vertex_sizes = kwargs.pop("vertex_sizes", None)
         self._directed = kwargs.pop("directed", False)
-        self._arrow_size = kwargs.pop("arrow_sizes", 0)
-        self._arrow_width = kwargs.pop("arrow_widths", 0)
+        self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
+        self._arrow_widths = kwargs.pop("arrow_widths", 0)
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
@@ -291,7 +291,7 @@ def _update_path_from_vertices(self):
         paths_original = self._paths_original
         vertex_sizes = self._vertex_sizes
         trans = self.axes.transData.transform
-        trans_inv = ax.transData.inverted().transform
+        trans_inv = self.axes.transData.inverted().transform
 
         # Get actual coordinates of the vertex border (rough)
         for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
@@ -301,11 +301,13 @@ def _update_path_from_vertices(self):
             self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
             if self._directed:
                 self._update_path_edge_end_directed(
-                        path, coords, coordst, sizes[1], trans, trans_inv,
-                        self._arrow_sizes[i], self._arrow_widths[i],
-                        )
+                    path, coords, coordst, sizes[1], trans, trans_inv,
+                    self._arrow_sizes[i], self._arrow_widths[i],
+                )
             else:
-                self._update_path_edge_end_undirected(path, coords, coordst, sizes[1], trans, trans_inv)
+                self._update_path_edge_end_undirected(
+                    path, coords, coordst, sizes[1], trans, trans_inv,
+                )
 
     def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
         theta = atan2(*((coordst[1] - coordst[0])[::-1]))
@@ -317,7 +319,7 @@ def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv)
 
     def _update_path_edge_end_undirected(
             elf, path, coords, coordst, size, trans, trans_inv,
-            ):
+    ):
         theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
@@ -328,10 +330,6 @@ def _update_path_edge_end_undirected(
     def _update_path_edge_end_directed(
             self, path, coords, coordst, size, trans, trans_inv,
             arrow_size, arrow_width):
-
-        def dist(a, b):
-            return sqrt(((a - b)**2).sum())
-
         # The path for arrows is start-headmid-headleft-tip-headright-headmid
         # So, tip is the 3rd-to-last and headmid the last
         theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 15e929c0c..374dff04b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -570,14 +570,15 @@ def _draw_edges(self):
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
 
-        edgecoll = EdgeCollection(
+        art = EdgeCollection(
             edgepatches,
             vertex_sizes=vertex_sizes,
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            transform=self.axes.transData,
         )
-        self._edges.append(edgecoll)
+        self._edges.append(art)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
@@ -612,8 +613,8 @@ def _reprocess(self):
         self.edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
-        self._draw_edges()
         self._draw_vertices()
+        self._draw_edges()
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 2c3143d28..e93e31949 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -69,8 +69,8 @@ def draw(self, visual_vertex, vertex, coords):
 
         art = visual_vertex.shape.draw_path(
             ax,
-            0, #coords[0], # FIXME
-            0, #coords[1],
+            0,
+            0,
             width,
             height,
             facecolor=visual_vertex.color,

From 3b8f660cedcc419c3bcbbcbd0d18834ed0bd1ece Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 14:54:24 +1000
Subject: [PATCH 1069/1681] Edges work, marking groups still buggy

---
 src/igraph/drawing/matplotlib/edge.py  | 45 ++++----------------------
 src/igraph/drawing/matplotlib/graph.py |  3 +-
 2 files changed, 9 insertions(+), 39 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index b979116d9..5e1132fb4 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -46,8 +46,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             drawing"""
 
             _kwds_prefix = "edge_"
-            arrow_size = 10
-            arrow_width = 10
+            arrow_size = 15
+            arrow_width = 15
             color = ("#444", self.palette.get)
             curved = (0.0, self._curvature_to_float)
             label = None
@@ -142,35 +142,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["codes"].extend(["CURVE4"] * 3)
 
         else:
-            # Determine where the edge intersects the circumference of the
-            # vertex shape.
-            # FIXME
-            #x2, y2 = dest_vertex.shape.intersection_point(
-            #    x2, y2, x1, y1, dest_vertex.size
-            #)
-            x2, y2 = x_dest, y_dest
-
-            # Draw the arrowhead
-            angle = atan2(y_dest - y_src, x_dest - x_src)
-            arrow_size = 15.0 * edge.arrow_size
-            arrow_width = 10.0 / edge.arrow_width
-            aux_points = [
-                (
-                    x2 - arrow_size * cos(angle - pi / arrow_width),
-                    y2 - arrow_size * sin(angle - pi / arrow_width),
-                ),
-                (
-                    x2 - arrow_size * cos(angle + pi / arrow_width),
-                    y2 - arrow_size * sin(angle + pi / arrow_width),
-                ),
-            ]
-
-            # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
-            # Draw the line
-            path["vertices"].append([x_arrow_mid, y_arrow_mid])
+            path["vertices"].append(dest_vertex.position)
             path["codes"].append("LINETO")
 
         # Add arrowhead in the path, the exact positions are recomputed within
@@ -188,10 +160,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
             ),
             edgecolor=edge.color,
-            facecolor="none",
+            facecolor=edge.color,
             linewidth=edge.width,
             zorder=edge.zorder,
-            transform=ax.transData,
             clip_on=True,
         )
 
@@ -221,7 +192,6 @@ def draw_loop_edge(self, edge, vertex):
             facecolor="none",
             edgecolor=edge.color,
             zorder=edge.zorder,
-            transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -268,7 +238,6 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
             zorder=edge.zorder,
-            #transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -313,7 +282,7 @@ def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv)
         theta = atan2(*((coordst[1] - coordst[0])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
-        voff *= size
+        voff *= size / 2
         start = trans_inv(trans(coords[0]) + voff)
         path.vertices[0] = start
 
@@ -323,7 +292,7 @@ def _update_path_edge_end_undirected(
         theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
-        voff *= size
+        voff *= size / 2
         end = trans_inv(trans(coords[-1]) + voff)
         path.vertices[-1] = end
 
@@ -335,7 +304,7 @@ def _update_path_edge_end_directed(
         theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
         voff_unity = 0 * coordst[0]
         voff_unity[:] = [cos(theta), sin(theta)]
-        voff = voff_unity * size
+        voff = voff_unity * size / 2
         voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
 
         tip = trans_inv(trans(coords[-3]) + voff)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 374dff04b..59fc1089f 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -523,6 +523,7 @@ def _draw_vertices(self):
             patches,
             offsets=offsets,
             offset_transform=self.axes.transData,
+            match_original=True,
         )
         art.set_transform(IdentityTransform())
         self._vertices.append(art)
@@ -775,7 +776,7 @@ def draw(self, graph, *args, **kwds):
         ax.set_yticks([])
 
         # Set equal aspect to get actual circles
-        #ax.set_aspect(1)
+        ax.set_aspect(1)
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()

From d3e42995072f9893783087bc713ff43f5073fbd4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 15:03:12 +1000
Subject: [PATCH 1070/1681] Vertex labels and related offsets are fine, missing
 group marking

---
 src/igraph/drawing/matplotlib/graph.py | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 59fc1089f..c626338cf 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -316,20 +316,18 @@ def _draw_vertex_labels(self):
             else:
                 vertex_width = vertex.width
                 vertex_height = vertex.height
-            xtext = coords[0] + dist * vertex_width * np.cos(angle)
-            ytext = coords[1] + dist * vertex_height * np.sin(angle)
+            xtext = dist * 0.5 * vertex_width * np.cos(angle)
+            ytext = dist * 0.5 * vertex_height * np.sin(angle)
             xytext = (xtext, ytext)
-            textcoords = "data"
 
             art = mpl.text.Annotation(
                 vertex.label,
                 coords,
                 xytext=xytext,
-                textcoords=textcoords,
+                textcoords='offset points',
                 fontsize=label_size,
                 ha="center",
                 va="center",
-                transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
             )

From f949f158f389719b6285d3dd31934dd7c3599d2a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 18:58:25 +1000
Subject: [PATCH 1071/1681] All works, baseline images unchanged

---
 src/igraph/drawing/matplotlib/edge.py    |   8 +-
 src/igraph/drawing/matplotlib/graph.py   | 127 ++++++++++------------
 src/igraph/drawing/matplotlib/polygon.py | 131 +++++++++++++++--------
 src/igraph/drawing/shapes.py             |   2 +-
 tests/drawing/matplotlib/test_graph.py   |  18 +++-
 5 files changed, 159 insertions(+), 127 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 5e1132fb4..f557964af 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -253,10 +253,7 @@ def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
-    def _update_path_from_vertices(self):
-        if self._vertex_sizes is None:
-            return
-
+    def _update_paths(self):
         paths_original = self._paths_original
         vertex_sizes = self._vertex_sizes
         trans = self.axes.transData.transform
@@ -314,5 +311,6 @@ def _update_path_edge_end_directed(
         path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
 
     def draw(self, renderer):
-        self._update_path_from_vertices()
+        if self._vertex_sizes is not None:
+            self._update_paths()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index c626338cf..f1aab7cff 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -18,10 +18,10 @@
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
-from igraph.drawing.utils import Point, FakeModule
+from igraph.drawing.utils import FakeModule
 
 from .edge import MatplotlibEdgeDrawer, EdgeCollection
-from .polygon import MatplotlibPolygonDrawer
+from .polygon import HullCollection
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
@@ -174,24 +174,24 @@ def _kwds_post_update(self):
         self.stale = True
 
     def _clear_state(self):
-        self._vertices = []
-        self._edges = []
+        self._vertices = None
+        self._edges = None
         self._vertex_labels = []
         self._edge_labels = []
-        self._group_artists = []
+        self._groups = None
         self._legend_info = {}
 
     def get_children(self):
-        artists = sum(
-            [
-                self._group_artists,
-                self._edges,
-                self._vertices,
-                self._edge_labels,
-                self._vertex_labels,
-            ],
-            [],
-        )
+        artists = []
+        if self._groups is not None:
+            artists.append(self._groups)
+        # This way vertices are on top of edges, since they are drawn later
+        if self._edges is not None:
+            artists.append(self._edges)
+        if self._vertices is not None:
+            artists.append(self._vertices)
+        artists.extend(self._edge_labels)
+        artists.extend(self._vertex_labels)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -233,7 +233,7 @@ def get_edges(self):
 
     def get_groups(self):
         """Get group/cluster/cover artists."""
-        return self._group_artists
+        return self._groups
 
     def get_vertex_labels(self):
         """Get vertex label artists."""
@@ -256,25 +256,19 @@ def get_datalim(self):
         if len(layout) == 0:
             mins = np.array([0, 0])
             maxs = np.array([1, 1])
-        else:
-            mins = np.min(layout, axis=0).astype(float)
-            maxs = np.max(layout, axis=0).astype(float)
-
-            # 5% padding, on each side
-            pad = (maxs - mins) * 0.05
-            mins -= pad
-            maxs += pad
-
-            ## Pad by vertex size, to ensure they fit
-            #vertex_builder = self.vertex_builder
-            #if vertex_builder.size is not None:
-            #    mins -= vertex_builder.size * 1.1
-            #    maxs += vertex_builder.size * 1.1
-            #else:
-            #    mins[0] -= vertex_builder.width * 0.55
-            #    mins[1] -= vertex_builder.height * 0.55
-            #    maxs[0] += vertex_builder.width * 0.55
-            #    maxs[1] += vertex_builder.height * 0.55
+            return (mins, maxs)
+
+        # NOTE: Better than this would be to compute bounding boxes explicitely,
+        # e.g. for vertex labels. However, that needs to be done very carefully
+        # (e.g. see the note for mpl.artist.Artist.get_window_extent). We
+        # currently lack the knowledge to ensure that would work well, but
+        # that might change in the future.
+        mins = np.min(layout, axis=0).astype(float)
+        maxs = np.max(layout, axis=0).astype(float)
+        # 8% padding, on each side
+        pad = (maxs - mins) * 0.08
+        mins -= pad
+        maxs += pad
 
         return (mins, maxs)
 
@@ -396,15 +390,15 @@ def _draw_groups(self):
         # Deferred import to avoid a cycle in the import graph
         from igraph.clustering import VertexClustering, VertexCover
 
+        mark_groups = self.kwds["mark_groups"]
+        if not mark_groups:
+            return
+
         kwds = self.kwds
         palette = self.kwds["palette"]
         layout = self.kwds["layout"]
-        mark_groups = self.kwds["mark_groups"]
         vertex_builder = self.vertex_builder
 
-        if not mark_groups:
-            return
-
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
         if isinstance(mark_groups, dict):
@@ -432,6 +426,10 @@ def _draw_groups(self):
             }
 
         # Iterate over color-memberlist pairs
+        polygons = []
+        corner_radii = []
+        facecolors = []
+        edgecolors = []
         for group, color_id in group_iter:
             if not group or color_id is None:
                 continue
@@ -446,38 +444,12 @@ def _draw_groups(self):
             # Get the vertex indices that constitute the convex hull
             hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
 
-            # Calculate the preferred rounding radius for the corners
-            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
-
-            # Construct the polygon
+            # Construct the hull polygon
             polygon = [layout[idx] for idx in hull]
 
-            if len(polygon) == 2:
-                # Expand the polygon (which is a flat line otherwise)
-                a, b = Point(*polygon[0]), Point(*polygon[1])
-                c = corner_radius * (a - b).normalized()
-                n = Point(-c[1], c[0])
-                polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
-            else:
-                # Expand the polygon around its center of mass
-                center = Point(
-                    *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
-                )
-                polygon = [
-                    Point(*point).towards(center, -corner_radius) for point in polygon
-                ]
-
-            # Draw the hull
+            # Calculate rounding radius and facecolor
+            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
-            drawer = MatplotlibPolygonDrawer(self.axes)
-            art = drawer.draw(
-                polygon,
-                corner_radius=corner_radius,
-                facecolor=facecolor,
-                edgecolor=color,
-            )
-            if art is not None:
-                self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -491,6 +463,21 @@ def _draw_groups(self):
                 )
                 legend_info["labels"].append(str(color_id))
 
+            if len(polygon) >= 1:
+                polygons.append(mpl.path.Path(polygon))
+                corner_radii.append(corner_radius)
+                facecolors.append(facecolor)
+                edgecolors.append(color)
+
+        art = HullCollection(
+            polygons,
+            corner_radius=corner_radii,
+            facecolor=facecolors,
+            edgecolor=edgecolors,
+            transform=self.axes.transData,
+        )
+        self._groups = art
+
         if kwds.get("legend", False):
             self.legend_info = legend_info
 
@@ -524,7 +511,7 @@ def _draw_vertices(self):
             match_original=True,
         )
         art.set_transform(IdentityTransform())
-        self._vertices.append(art)
+        self._vertices = art
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -577,7 +564,7 @@ def _draw_edges(self):
             arrow_widths=arrow_widths,
             transform=self.axes.transData,
         )
-        self._edges.append(art)
+        self._edges = art
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 8e429a9b8..c014e9b22 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -1,49 +1,52 @@
+from copy import deepcopy
+
 from igraph.drawing.utils import calculate_corner_radii
 from igraph.utils import consecutive_pairs
+from igraph.drawing.utils import Point, FakeModule
 
 from .utils import find_matplotlib
 
-__all__ = ("MatplotlibPolygonDrawer",)
+__all__ = ("HullCollection",)
 
 mpl, plt = find_matplotlib()
-
-
-class MatplotlibPolygonDrawer:
-    """Class that is used to draw polygons in matplotlib.
-
-    The corner points of the polygon can be set by the C{points}
-    property of the drawer, or passed at construction time. Most
-    drawing methods in this class also have an extra C{points}
-    argument that can be used to override the set of points in the
-    C{points} property."""
-
-    def __init__(self, ax):
-        """Constructs a new polygon drawer that draws on the given
-        Matplotlib axes.
-
-        @param  ax: the matplotlib Axes to draw on
-        """
-        self.context = ax
-
-    def draw(self, points, corner_radius=0, **kwds):
-        """Draws a polygon to the associated axes.
-
-        @param points: the coordinates of the corners of the polygon,
-          in clockwise or counter-clockwise order, or C{None} if we are
-          about to use the C{points} property of the class.
-        @param corner_radius: if zero, an ordinary polygon will be drawn.
-          If positive, the corners of the polygon will be rounded with
-          the given radius.
-        """
-        if len(points) < 2:
-            # Well, a polygon must have at least two corner points
-            return
-
-        ax = self.context
+try:
+    PathCollection = mpl.collections.PathCollection
+except AttributeError:
+    PatchCollection = FakeModule
+
+
+class HullCollection(PathCollection):
+    """Collection for hulls connecting vertex covers/clusters.
+
+    The class takes the normal arguments of a PathCollection, plus one argument
+    called "corner_radius" that specifies how much to smoothen the polygon
+    vertices into round corners. This argument can be a float or a sequence
+    of floats, one for each hull to be drawn.
+    """
+    def __init__(self, *args, **kwargs):
+        self._corner_radii = kwargs.pop("corner_radius", None)
+        super().__init__(*args, **kwargs)
+        self._paths_original = deepcopy(self._paths)
+        try:
+            self._corner_radii = list(iter(self._corner_radii))
+        except TypeError:
+            self._corner_radii = [self._corner_radii for x in self._paths]
+
+    def _update_paths(self):
+        paths_original = self._paths_original
+        corner_radii = self._corner_radii
+        trans = self.axes.transData.transform
+        trans_inv = self.axes.transData.inverted().transform
+
+        for i, (path_orig, radius) in enumerate(zip(paths_original, corner_radii)):
+            self._paths[i] = self._compute_path_with_corner_radius(
+                path_orig, radius, trans, trans_inv,
+            )
+
+    @staticmethod
+    def _round_corners(points, corner_radius):
         if corner_radius <= 0:
-            # No rounded corners, this is simple
-            stroke = mpl.patches.Polygon(points, **kwds)
-            ax.add_patch(stroke)
+            return (points, None)
 
         # Rounded corners. First, we will take each side of the
         # polygon and find what the corner radius should be on
@@ -80,11 +83,47 @@ def draw(self, points, corner_radius=0, **kwds):
             codes.extend([mpl.path.Path.CURVE4] * 3)
             u = v
 
-        art = mpl.patches.PathPatch(
-            mpl.path.Path(path, codes=codes, closed=True),
-            transform=ax.transData,
-            clip_on=True,
-            zorder=4,
-            **kwds,
-        )
-        return art
+        return (path, codes)
+
+    @staticmethod
+    def _expand_path(coordst, radius):
+        if len(coordst) == 1:
+            # Expand a rectangle around a single vertex
+            a = Point(*coordst[0])
+            c = Point(radius, 0)
+            n = Point(-c[1], c[0])
+            polygon = [a + n, a - c, a - n, a + c]
+        elif len(coordst) == 2:
+            # Flat line, make it an actual shape
+            a, b = Point(*coordst[0]), Point(*coordst[1])
+            c = radius * (a - b).normalized()
+            n = Point(-c[1], c[0])
+            polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+        else:
+            # Expand the polygon around its center of mass
+            center = Point(
+                *[sum(coords) / float(len(coords)) for coords in zip(*coordst)]
+            )
+            polygon = [
+                Point(*point).towards(center, -radius) for point in coordst
+            ]
+        return polygon
+
+    def _compute_path_with_corner_radius(
+            self, path_orig, radius, trans, trans_inv,
+    ):
+        # Move to point/canvas coordinates
+        coordst = trans(path_orig.vertices)
+        # Expand around vertices
+        polygon = self._expand_path(coordst, radius)
+        # Compute round corners
+        (polygon, codes) = self._round_corners(polygon, radius)
+        # Return to data coordinates
+        polygon = [trans_inv(x) for x in polygon]
+        return mpl.path.Path(polygon, codes)
+
+    def draw(self, renderer):
+        if self._corner_radii is not None:
+            self._update_paths()
+        return super().draw(renderer)
+
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 6598766d4..df4d00c70 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                - width / 2, - height / 2,
+                (- width / 2, - height / 2),
                 width,
                 height,
                 clip_on=True,
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index f40bcdb78..ad7a64dab 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -86,15 +86,15 @@ def test_mark_groups_squares(self):
         )
 
     @image_comparison(baseline_images=["graph_edit_children"], remove_text=True)
-    def test_mark_groups_squares(self):
+    def test_edit_children(self):
         plt.close("all")
         g = Graph.Ring(5)
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
-        dot = graph_artist.get_vertices()[0]
-        dot.set_facecolor("blue")
-        dot.radius *= 0.5
+        dots = graph_artist.get_vertices()
+        dots.set_facecolor("blue")
+        dots.radius *= 0.5
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):
@@ -190,7 +190,15 @@ def test_clustering_directed_large(self):
         g = Graph.Ring(50, directed=True)
         clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
         fig, ax = plt.subplots()
-        plot(clu, layout=self.layout_large_ring, target=ax, mark_groups=True)
+        plot(
+            clu,
+            vertex_size=17,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+            layout=self.layout_large_ring,
+            target=ax,
+            mark_groups=True,
+        )
 
 
 def suite():

From 682daaea46f0e6a55b9c0c5ca5226075b369ada8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 19:07:43 +1000
Subject: [PATCH 1072/1681] Remove fixed aspect ratio

---
 src/igraph/drawing/matplotlib/graph.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f1aab7cff..80636b723 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -760,9 +760,6 @@ def draw(self, graph, *args, **kwds):
         ax.set_xticks([])
         ax.set_yticks([])
 
-        # Set equal aspect to get actual circles
-        ax.set_aspect(1)
-
         # Autoscale for x/y axis limits
         ax.autoscale_view()
 

From 7c5bb84efd706855b79bc65276fa5e11eb7b8639 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 22:00:24 +1000
Subject: [PATCH 1073/1681] mpl baseline images, tweak some tests

---
 src/igraph/drawing/matplotlib/graph.py        |  35 ++++++++++++++----
 .../test_graph/clustering_directed.png        | Bin 34606 -> 36495 bytes
 .../test_graph/clustering_directed_large.png  | Bin 60151 -> 62421 bytes
 .../test_graph/graph_basic.png                | Bin 22749 -> 22683 bytes
 .../test_graph/graph_directed.png             | Bin 23715 -> 23740 bytes
 .../test_graph/graph_layout_attribute.png     | Bin 8845 -> 18111 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23715 -> 23740 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 0 -> 19296 bytes
 tests/drawing/matplotlib/test_graph.py        |   1 -
 9 files changed, 28 insertions(+), 8 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_squares_directed.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 80636b723..ea09440f5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -258,15 +258,36 @@ def get_datalim(self):
             maxs = np.array([1, 1])
             return (mins, maxs)
 
-        # NOTE: Better than this would be to compute bounding boxes explicitely,
-        # e.g. for vertex labels. However, that needs to be done very carefully
-        # (e.g. see the note for mpl.artist.Artist.get_window_extent). We
-        # currently lack the knowledge to ensure that would work well, but
-        # that might change in the future.
+        # Use the layout as a base, and expand using bboxes from other artists
         mins = np.min(layout, axis=0).astype(float)
         maxs = np.max(layout, axis=0).astype(float)
-        # 8% padding, on each side
-        pad = (maxs - mins) * 0.08
+
+        # NOTE: unlike other Collections, the vertices are a vanilla class:
+        # PatchCollection with an offset transform using transData. Therefore,
+        # care should be taken if one wants to include it here
+        if self._vertices is not None:
+            trans = self.axes.transData.transform
+            trans_inv = self.axes.transData.inverted().transform
+            verts = self._vertices
+            for path, offset in zip(verts.get_paths(), verts._offsets):
+                bbox = path.get_extents()
+                mins = np.minimum(mins, trans_inv(bbox.min + trans(offset)))
+                maxs = np.maximum(maxs, trans_inv(bbox.max + trans(offset)))
+
+        if self._edges is not None:
+            for path in self._edges.get_paths():
+                bbox = path.get_extents()
+                mins = np.minimum(mins, bbox.min)
+                maxs = np.maximum(maxs, bbox.max)
+
+        if self._groups is not None:
+            for path in self._groups.get_paths():
+                bbox = path.get_extents()
+                mins = np.minimum(mins, bbox.min)
+                maxs = np.maximum(maxs, bbox.max)
+
+        # 5% padding, on each side
+        pad = (maxs - mins) * 0.05
         mins -= pad
         maxs += pad
 
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 8a8179e05c9997cca1a174bfa5702e803efa1167..195b0f379f299c97eef8f1455538eac3fa9bbfef 100644
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HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index ad7a64dab..b80776d3d 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -94,7 +94,6 @@ def test_edit_children(self):
         graph_artist = ax.get_children()[0]
         dots = graph_artist.get_vertices()
         dots.set_facecolor("blue")
-        dots.radius *= 0.5
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):

From de52768804f3af27face29120b2e8d59d75164b2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 May 2023 14:02:21 +0000
Subject: [PATCH 1074/1681] build(deps): bump pypa/cibuildwheel from 2.12.3 to
 2.13.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.3 to 2.13.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.3...v2.13.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 36babc937..93d6d40fa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d1e21a0b188a44c3d618f1c10c288394c242b420 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 31 May 2023 21:17:19 +1000
Subject: [PATCH 1075/1681] Update edges upon vertex size change

---
 src/igraph/drawing/matplotlib/edge.py         |   2 +-
 src/igraph/drawing/matplotlib/graph.py        | 106 +++++++++++++-----
 src/igraph/drawing/matplotlib/polygon.py      |   2 +-
 src/igraph/drawing/matplotlib/vertex.py       |  84 +++++++++++++-
 .../test_graph/graph_edit_children.png        | Bin 22431 -> 22535 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 +-
 6 files changed, 165 insertions(+), 32 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index f557964af..d54bb0935 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -13,7 +13,7 @@
     FakeModule,
 )
 
-__all__ = ("MatplotlibEdgeDrawer",)
+__all__ = ("MatplotlibEdgeDrawer", "EdgeCollection")
 
 mpl, plt = find_matplotlib()
 try:
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ea09440f5..cc693de37 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -23,18 +23,16 @@
 from .edge import MatplotlibEdgeDrawer, EdgeCollection
 from .polygon import HullCollection
 from .utils import find_matplotlib
-from .vertex import MatplotlibVertexDrawer
+from .vertex import MatplotlibVertexDrawer, VertexCollection
 
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
-    PatchCollection = mpl.collections.PatchCollection
     IdentityTransform = mpl.transforms.IdentityTransform
 except AttributeError:
     Artist = FakeModule
-    PatchCollection = FakeModule
     IdentityTransform = FakeModule
 
 #####################################################################
@@ -158,8 +156,8 @@ def __init__(
     ):
         super().__init__()
         self.graph = graph
-        self.vertex_drawer_factory = vertex_drawer_factory
-        self.edge_drawer_factory = edge_drawer_factory
+        self._vertex_drawer_factory = vertex_drawer_factory
+        self._edge_drawer_factory = edge_drawer_factory
         self.kwds = kwds
         self.kwds["mark_groups"] = mark_groups
         self.kwds["palette"] = palette
@@ -262,7 +260,7 @@ def get_datalim(self):
         mins = np.min(layout, axis=0).astype(float)
         maxs = np.max(layout, axis=0).astype(float)
 
-        # NOTE: unlike other Collections, the vertices are a vanilla class:
+        # NOTE: unlike other Collections, the vertices are basically a
         # PatchCollection with an offset transform using transData. Therefore,
         # care should be taken if one wants to include it here
         if self._vertices is not None:
@@ -298,8 +296,10 @@ def _draw_vertex_labels(self):
 
         kwds = self.kwds
         layout = self.kwds["layout"]
-        vertex_builder = self.vertex_builder
-        vertex_order = self.vertex_order
+        vertex_builder = self._vertex_builder
+        vertex_order = self._vertex_order
+
+        self._vertex_labels = []
 
         # Construct the iterator that we will use to draw the vertex labels
         if vertex_order is None:
@@ -351,10 +351,12 @@ def _draw_vertex_labels(self):
     def _draw_edge_labels(self):
         graph = self.graph
         kwds = self.kwds
-        vertex_builder = self.vertex_builder
-        edge_builder = self.edge_builder
-        edge_drawer = self.edge_drawer
-        edge_order = self.edge_order or range(self.graph.ecount())
+        vertex_builder = self._vertex_builder
+        edge_builder = self._edge_builder
+        edge_drawer = self._edge_drawer
+        edge_order = self._edge_order or range(self.graph.ecount())
+
+        self._edge_labels = []
 
         labels = kwds.get("edge_label", None)
         if labels is None:
@@ -404,7 +406,7 @@ def _draw_edge_labels(self):
                 zorder=3,
                 **text_kwds,
             )
-            self._vertex_labels.append(art)
+            self._edge_labels.append(art)
 
     def _draw_groups(self):
         """Draw the highlighted vertex groups, if requested"""
@@ -418,7 +420,7 @@ def _draw_groups(self):
         kwds = self.kwds
         palette = self.kwds["palette"]
         layout = self.kwds["layout"]
-        vertex_builder = self.vertex_builder
+        vertex_builder = self._vertex_builder
 
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
@@ -506,9 +508,9 @@ def _draw_vertices(self):
         """Draw the vertices"""
         graph = self.graph
         layout = self.kwds["layout"]
-        vertex_drawer = self.vertex_drawer
-        vertex_builder = self.vertex_builder
-        vertex_order = self.vertex_order
+        vertex_drawer = self._vertex_drawer
+        vertex_builder = self._vertex_builder
+        vertex_order = self._vertex_order
 
         vs = graph.vs
         if vertex_order is None:
@@ -525,7 +527,8 @@ def _draw_vertices(self):
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
             patches.append(art)
             offsets.append(list(coords))
-        art = PatchCollection(
+
+        art = VertexCollection(
             patches,
             offsets=offsets,
             offset_transform=self.axes.transData,
@@ -537,10 +540,10 @@ def _draw_vertices(self):
     def _draw_edges(self):
         """Draw the edges"""
         graph = self.graph
-        vertex_builder = self.vertex_builder
-        edge_drawer = self.edge_drawer
-        edge_builder = self.edge_builder
-        edge_order = self.edge_order
+        vertex_builder = self._vertex_builder
+        edge_drawer = self._edge_drawer
+        edge_builder = self._edge_builder
+        edge_order = self._edge_order
 
         es = graph.es
         if edge_order is None:
@@ -606,18 +609,24 @@ def _reprocess(self):
         kwds = self.kwds
 
         # Construct the vertex, edge and label drawers
-        self.vertex_drawer = self.vertex_drawer_factory(self.axes, palette, layout)
-        self.edge_drawer = self.edge_drawer_factory(self.axes, palette)
+        if not hasattr(self, "_vertex_drawer"):
+            self._vertex_drawer = self._vertex_drawer_factory(self.axes, palette, layout)
+        if not hasattr(self, "_edge_drawer"):
+            self._edge_drawer = self._edge_drawer_factory(self.axes, palette)
 
         # Construct the visual vertex/edge builders based on the specifications
         # provided by the vertex_drawer and the edge_drawer
-        self.vertex_builder = self.vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
-        self.edge_builder = self.edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+        if not hasattr(self, "_vertex_builder"):
+            self._vertex_builder = self._vertex_drawer.VisualVertexBuilder(
+                graph.vs, kwds)
+        if not hasattr(self, "_edge_builder"):
+            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(
+                graph.es, kwds)
 
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
-        self.vertex_order = self._determine_vertex_order(graph, kwds)
-        self.edge_order = self._determine_edge_order(graph, kwds)
+        self._vertex_order = self._determine_vertex_order(graph, kwds)
+        self._edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
         self._draw_vertices()
@@ -625,6 +634,47 @@ def _reprocess(self):
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
+        # When the vertices change size, one has to redraw the edges to match
+        # the boundary of the marker. Unless one has granular control over exactly
+        # what edges to redraw, it's simpler to just redraw the whole thing. That
+        # requires adapting the vertex_builder (already done in VertexCollection)
+        # and then redrawing the container artist.
+        def vertex_size_callback(artist):
+            sizes = artist.get_sizes()
+            for size, vb in zip(sizes, self._vertex_builder):
+                vb.size = size
+            self._reprocess()
+
+        # Callbacks for other vertex properties, to ensure they are in sync
+        # with vertex_builder.
+        # NOTE: no need to reprocess here because it does not affect other
+        # parts of the container artist (e.g. edges)
+        def stale_callback(artist):
+            # If the stale state emerges from other properties, we can salvage
+            # the other artists but we have to update the vertex builder anyway
+            # in case a _reprocess is triggered by something else.
+            prop_pairs = (
+                ("edgecolor", "frame_color"),
+                ("facecolor", "color"),
+                ("linewidth", "frame_width"),
+                ("zorder", "zorder"),
+                ("sizes", "size"),
+            )
+            for mpl_prop, ig_prop in prop_pairs:
+                values = getattr(artist, "get_" + mpl_prop)()
+                try:
+                    iter(values)
+                except TypeError:
+                    values = [values] * len(artist.get_paths())
+                for value, visual_vertex in zip(values, self._vertex_builder):
+                    setattr(visual_vertex, ig_prop, value)
+
+            # If the size is stale, one needs to redraw everything
+            if artist._stale_size:
+                self._reprocess()
+
+        self._vertices._stale_callback_post = stale_callback
+
         # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
         for child in self.get_children():
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index c014e9b22..b68438ada 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -12,7 +12,7 @@
 try:
     PathCollection = mpl.collections.PathCollection
 except AttributeError:
-    PatchCollection = FakeModule
+    PathCollection = FakeModule
 
 
 class HullCollection(PathCollection):
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index e93e31949..89c874d4a 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -13,11 +13,13 @@
 mpl, _ = find_matplotlib()
 try:
     IdentityTransform = mpl.transforms.IdentityTransform
+    PatchCollection = mpl.collections.PatchCollection
 except AttributeError:
     IdentityTransform = FakeModule
+    PatchCollection = FakeModule
 
 
-__all__ = ("MatplotlibVertexDrawer",)
+__all__ = ("MatplotlibVertexDrawer", "VertexCollection")
 
 
 class MatplotlibVertexDrawer(AbstractVertexDrawer):
@@ -80,3 +82,83 @@ def draw(self, visual_vertex, vertex, coords):
             transform=IdentityTransform(),
         )
         return art
+
+
+class VertexCollection(PatchCollection):
+    """Collection of vertex patches for plotting.
+
+    This class takes additional keyword arguments compared to PatchCollection:
+
+    @param vertex_builder: A list of vertex builders to construct the visual
+        vertices. This is updated if the size of the vertices is changed.
+    @param size_callback: A function to be triggered after vertex sizes are
+        changed. Typically this redraws the edges.
+    """
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self._stale_size = False
+
+    def get_sizes(self):
+        """Same as get_size."""
+        return self.get_size()
+
+    def get_size(self):
+        """Get vertex sizes.
+
+        If width and height are unequal, get the largest of the two.
+
+        @return: A list of vertex sizes.
+        """
+        import numpy as np
+
+        sizes = []
+        for path in self.get_paths():
+            bbox = path.get_extents()
+            mins, maxs = bbox.min, bbox.max
+            width, height = maxs - mins
+            size = max(width, height)
+            sizes.append(size)
+        return np.array(sizes)
+
+    def set_sizes(self, sizes):
+        """Set vertex sizes.
+
+        This rescales the current vertex symbol/path linearly, using this
+        value as the largest of width and height.
+
+        @param sizes: A sequence of vertex sizes or a single size.
+        """
+        paths = self._paths
+        try:
+            iter(sizes)
+        except TypeError:
+            sizes = [sizes] * len(paths)
+
+        sizes = list(sizes)
+        current_sizes = self.get_sizes()
+        for path, cursize in zip(paths, current_sizes):
+            # Circular use of sizes
+            size = sizes.pop(0)
+            sizes.append(size)
+            # Rescale the path for this vertex
+            path.vertices *= size / cursize
+
+        self._stale_size = True
+        self.stale = True
+
+    def set_size(self, size):
+        """Set vertex size, the same for all vertices.
+
+        @param size: A single vertex size.
+        """
+        self.set_sizes([size] * len(self.get_paths()))
+
+    @property
+    def stale(self):
+        return super().stale
+
+    @stale.setter
+    def stale(self, val):
+        PatchCollection.stale.fset(self, val)
+        if val and hasattr(self, "_stale_callback_post"):
+            self._stale_callback_post(self)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png
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zJ#!xJ%OK6)yN76WAAC#D9^`T~XQ_QpMo|l(BtmS6J%l%v^eQ`yh46L8&9yMQ&b(P(
z;Zq{)_F>Xdm%_PN4oEBf;wN45`XM6UpwT~JV}mYzdWSdMI9yUgkwp66U}8GbFdyn=
zOfxzdZl^uf(SD~UTT)CtVgq@((n_LM<RKY@l<+{W$-mNugU1}21w$S57!g(ex^cHO
zq2eg7C<an}d2>1FfEf*9C${5@qI?5h{jd*5LjW{J$j*G%bk{vzEdQ|3;_+Ik9qetP
z+D4VgFn^Wc1x;u`;-y{?Uk(A-454}sGWD$4&pdTq!t3Mg^l+<i(pB=Vt1TlN<f*hV
zDv4|A8W4w?m=1ZhwzftntTLn}fEVHwY=fq)MvnclN%v;i0M<m^{76tJVqj8L2!zro
zK7n^1M66lr;3}@{q~tm~iq6}zdwBU3G~{^w*q%fq^<1moTfy7EyU(U$$`g}_Dj4d+
zg~DROJnS-Wx0|~yxrE^Ko|6`|ePOBEsmDe4c(Wugzn?dEFEo^6mp5+=22SxP@R1v0
zr+cKAq_qA>f(T^AdfW(XAZ~;ndfAVgi#i@&={+#`*$ASU4dT~-?|a+D{-%f{Hy4rD
zh}}H>;7EB0CdbIU>F*`TqEq$`6DF2e;?eNH{qEI~3vcNnr!8)Xx}>KmU0B^T?z7Q_
za!<3Hi%Pg1^~p=f_RxO>>(QcfcMS}cPbzJF&HV6+dE1r;hbr&Qv~uMCLEd;p9!`^Q
z22JtD`*JTGUcuFVp`+lfj;~#{Y&93O0?<%WHG;`I61LBLOmf;G;2jKtFVIUJnyKED
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zT8EH8GaVbG=E4sT**{o8eXv8=r(wy;%<;Tw#+W<NBfw6)T7rtxb=6X{wa2n{vA4BR
z#y!?eG#k?fSrr!ES-^{rkqHou;9;<EH4=(ZIn|1$=bfc1d0zF;Gn$??87w!Ny>*jS
z?#~Yfe1fTfQ&cTFri@gZ&-gw3rfoEs<P^>%Jn62^h|$2o#}ZX7)#`Hl)YQ}#-ai!x
zr36(=1Lt&CL-TF%?AT*%k>cgS_ED7uD+{Cx>J+Efdt92aDfi}eBWE99b{<lQ8q@07
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t`y_ca=>NSF^#9&}`v1dgV&@c1V<Y5$RD3&tm*rBZ2h|Qd|Lf%C{|9|AiS7UZ

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index b80776d3d..12c1e8db1 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -93,7 +93,8 @@ def test_edit_children(self):
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
         dots = graph_artist.get_vertices()
-        dots.set_facecolor("blue")
+        dots.set_facecolors(["blue"] + list(dots.get_facecolors()[1:]))
+        dots.set_sizes([20] + list(dots.get_sizes()[1:]))
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):

From 764c9723eb0dcf5db2b8fefb1ba43c82dace6d9b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 11:48:04 +1000
Subject: [PATCH 1076/1681] New vertex sizes in docs, remaining bug with loops

---
 doc/examples_sphinx-gallery/articulation_points.py       | 2 +-
 doc/examples_sphinx-gallery/betweenness.py               | 2 +-
 doc/examples_sphinx-gallery/bipartite_matching.py        | 2 +-
 .../bipartite_matching_maxflow.py                        | 2 +-
 doc/examples_sphinx-gallery/bridges.py                   | 4 ++--
 doc/examples_sphinx-gallery/cluster_contraction.py       | 8 ++++----
 doc/examples_sphinx-gallery/configuration.py             | 2 +-
 doc/examples_sphinx-gallery/connected_components.py      | 2 +-
 doc/examples_sphinx-gallery/delaunay-triangulation.py    | 4 ++--
 doc/examples_sphinx-gallery/erdos_renyi.py               | 4 ++--
 doc/examples_sphinx-gallery/isomorphism.py               | 2 +-
 doc/examples_sphinx-gallery/online_user_actions.py       | 2 +-
 doc/examples_sphinx-gallery/quickstart.py                | 2 +-
 doc/examples_sphinx-gallery/simplify.py                  | 2 +-
 doc/examples_sphinx-gallery/topological_sort.py          | 2 +-
 doc/examples_sphinx-gallery/visual_style.py              | 2 +-
 doc/examples_sphinx-gallery/visualize_cliques.py         | 2 ++
 doc/examples_sphinx-gallery/visualize_communities.py     | 2 +-
 src/igraph/drawing/matplotlib/edge.py                    | 1 +
 src/igraph/drawing/matplotlib/graph.py                   | 9 ++++++---
 20 files changed, 32 insertions(+), 26 deletions(-)

diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 2b92b3704..89fb3f197 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -27,7 +27,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
     vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index a9e568e70..3e2e644a6 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -45,7 +45,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
-    g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
+    g.vs["size"]  = ig.rescale(vertex_betweenness, (10, 50))
     g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
     g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
     ig.plot(
diff --git a/doc/examples_sphinx-gallery/bipartite_matching.py b/doc/examples_sphinx-gallery/bipartite_matching.py
index dd7885b07..ad7538fa2 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching.py
@@ -45,7 +45,7 @@
     g,
     target=ax,
     layout=g.layout_bipartite(),
-    vertex_size=0.4,
+    vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color="lightblue",
     edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
diff --git a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
index 6164e0e47..28b06e0b7 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
@@ -59,7 +59,7 @@
     g,
     target=ax,
     layout=layout,
-    vertex_size=0.4,
+    vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
     edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index ba821e88b..fb55c0b42 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -35,7 +35,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount())
 )
@@ -69,7 +69,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
     edge_background="#FFF0",    # transparent background color
diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index f39e71d5d..aa7cf38a7 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -55,7 +55,7 @@
     target=ax1,
     mark_groups=True,
     palette=palette1,
-    vertex_size=0.1,
+    vertex_size=15,
     edge_width=0.5,
 )
 fig1.set_size_inches(20, 20)
@@ -67,8 +67,8 @@
 # for each node in the original graph:
 layout = g.layout_kamada_kawai()
 g.vs["x"], g.vs["y"] = list(zip(*layout))
-g.vs["size"] = 1
-g.es["size"] = 1
+g.vs["size"] = 15
+g.es["size"] = 15
 
 # %%
 # Then we can generate the cluster graph that compresses each community into a
@@ -114,7 +114,7 @@
     target=ax2,
     palette=palette1,
     # set a minimum size on vertex_size, otherwise vertices are too small
-    vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]],
+    vertex_size=[max(20, size) for size in cluster_graph.vs["size"]],
     edge_color=g.es["color"],
     edge_width=0.8,
 )
diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index fb0c07483..ab408886d 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -40,7 +40,7 @@
 # %%
 # Finally, we can plot the graph. You will notice that even though we did not
 # create a dedicated figure and axes, matplotlib is now used by default:
-ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+ig.plot(g, vertex_color=colors, vertex_size=15, edge_width=0.3)
 plt.show()
 
 # %%
diff --git a/doc/examples_sphinx-gallery/connected_components.py b/doc/examples_sphinx-gallery/connected_components.py
index e85869cd5..008f66cec 100644
--- a/doc/examples_sphinx-gallery/connected_components.py
+++ b/doc/examples_sphinx-gallery/connected_components.py
@@ -30,7 +30,7 @@
     components,
     target=ax,
     palette=ig.RainbowPalette(),
-    vertex_size=0.07,
+    vertex_size=7,
     vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
     edge_width=0.7
 )
diff --git a/doc/examples_sphinx-gallery/delaunay-triangulation.py b/doc/examples_sphinx-gallery/delaunay-triangulation.py
index 8f95b6e75..ba6ce5a85 100644
--- a/doc/examples_sphinx-gallery/delaunay-triangulation.py
+++ b/doc/examples_sphinx-gallery/delaunay-triangulation.py
@@ -56,7 +56,7 @@
     g,
     layout=layout,
     target=ax,
-    vertex_size=0.04,
+    vertex_size=4,
     vertex_color="lightblue",
     edge_width=0.8
 )
@@ -90,7 +90,7 @@
     g,
     layout=layout,
     target=ax,
-    vertex_size=0.0,
+    vertex_size=0,
     edge_width=0.2,
     edge_color="white",
 )
diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
index cb3ddf530..c4f2879f7 100644
--- a/doc/examples_sphinx-gallery/erdos_renyi.py
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -67,14 +67,14 @@
     target=axs[1, 0],
     layout="circle",
     vertex_color="lightblue",
-    vertex_size=0.15
+    vertex_size=15
 )
 ig.plot(
     g4,
     target=axs[1, 1],
     layout="circle",
     vertex_color="lightblue",
-    vertex_size=0.15
+    vertex_size=15
 )
 axs[1, 0].set_ylabel('N. edges')
 plt.show()
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index dd1e130b8..668b43f16 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -44,7 +44,7 @@
 visual_style = {
     "vertex_color": "lightblue",
     "vertex_label": [0, 1, 2, 3, 4],
-    "vertex_size": 0.4,
+    "vertex_size": 25,
 }
 
 fig, axs = plt.subplots(1, 3)
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 8ad9142d6..969a65b7a 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -70,7 +70,7 @@
 # %%
 # Then we can prepare vertex sizes based on their closeness to other vertices
 vertex_size = g.closeness()
-vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
+vertex_size = [10 * v**2 if not np.isnan(v) else 10 for v in vertex_size]
 
 # %%
 # Finally, we can plot the graph:
diff --git a/doc/examples_sphinx-gallery/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
index 8fcefb43e..ec6f7ddb7 100644
--- a/doc/examples_sphinx-gallery/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -40,7 +40,7 @@
     g,
     target=ax,
     layout="circle", # print nodes in a circular layout
-    vertex_size=0.1,
+    vertex_size=30,
     vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
     vertex_frame_width=4.0,
     vertex_frame_color="white",
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 6d626fc71..46b753a82 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -39,7 +39,7 @@
 # choose a consistent visual style:
 visual_style = {
     "vertex_color": "lightblue",
-    "vertex_size": 0.4,
+    "vertex_size": 20,
     "vertex_label": [0, 1, 2, 3, 4],
 }
 
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 04971131b..7699b54b1 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -52,7 +52,7 @@
             g,
             target=ax,
             layout='kk',
-            vertex_size=0.3,
+            vertex_size=25,
             edge_width=4,
             vertex_label=range(g.vcount()),
             vertex_color="white",
diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 04f899ef8..803ed115d 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -15,7 +15,7 @@
 # various setting we want to customize:
 visual_style = {
     "edge_width": 0.3,
-    "vertex_size": 1.5,
+    "vertex_size": 15,
     "palette": "heat",
     "layout": "fruchterman_reingold"
 }
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 44f0ff713..3fee6fb06 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -28,6 +28,7 @@
     ig.plot(
         ig.VertexCover(g, [clique]),
         mark_groups=True, palette=ig.RainbowPalette(),
+        vetex_size=5,
         edge_width=0.5,
         target=ax,
     )
@@ -59,6 +60,7 @@
         ig.VertexCover(g, [clique]),
         mark_groups=True,
         palette=ig.RainbowPalette(),
+        vetex_size=5,
         target=ax,
     )
 plt.axis('off')
diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index 7cfd90746..df19ebf5e 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -40,7 +40,7 @@
     palette=palette,
     edge_width=1,
     target=ax,
-    vertex_size=0.3,
+    vertex_size=20,
 )
 
 # Create a custom color legend
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index d54bb0935..c6d64e265 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -250,6 +250,7 @@ def __init__(self, *args, **kwargs):
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
         self._arrow_widths = kwargs.pop("arrow_widths", 0)
+        self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index cc693de37..1283571f5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -30,10 +30,10 @@
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
-    IdentityTransform = mpl.transforms.IdentityTransform
+    Affine2D = mpl.transforms.Affine2D
 except AttributeError:
     Artist = FakeModule
-    IdentityTransform = FakeModule
+    Affine2D = FakeModule
 
 #####################################################################
 
@@ -533,8 +533,8 @@ def _draw_vertices(self):
             offsets=offsets,
             offset_transform=self.axes.transData,
             match_original=True,
+            transform=Affine2D(),
         )
-        art.set_transform(IdentityTransform())
         self._vertices = art
 
     def _draw_edges(self):
@@ -565,6 +565,7 @@ def _draw_edges(self):
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
+        curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             edge_vertex_sizes = []
@@ -579,6 +580,7 @@ def _draw_edges(self):
             vertex_sizes.append(edge_vertex_sizes)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
+            curved.append(visual_edge.curved)
 
         art = EdgeCollection(
             edgepatches,
@@ -586,6 +588,7 @@ def _draw_edges(self):
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            curved=curved,
             transform=self.axes.transData,
         )
         self._edges = art

From b148b5587f49a7bd76c8891c25ec0cd55c265704 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 15:37:29 +1000
Subject: [PATCH 1077/1681] Solve bug with loops and curved edges and add test

---
 src/igraph/drawing/matplotlib/edge.py         | 438 +++++++++---------
 src/igraph/drawing/matplotlib/graph.py        |  21 +-
 .../test_graph/clustering_directed.png        | Bin 36495 -> 36628 bytes
 .../test_graph/clustering_directed_large.png  | Bin 62421 -> 62446 bytes
 .../test_graph/graph_directed.png             | Bin 23740 -> 23948 bytes
 .../graph_directed_curved_loops.png           | Bin 0 -> 23883 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23740 -> 23948 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 19296 -> 19476 bytes
 tests/drawing/matplotlib/test_graph.py        |  11 +
 9 files changed, 230 insertions(+), 240 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index c6d64e265..f485f0143 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -61,257 +61,249 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
         return VisualEdgeBuilder
 
-    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:
-            return self.draw_loop_edge(edge, src_vertex)
-
-        ax = self.context
-        (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-        (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
-
-        # Draw the edge
-        path = {"vertices": [], "codes": []}
-        path["vertices"].append([x1, y1])
-        path["codes"].append("MOVETO")
-
-        if edge.curved:
-            # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
-
-            # Coordinates of the control points of the Bezier curve
-            xc1, yc1 = aux1
-            xc2, yc2 = aux2
-
-            # Determine where the edge intersects the circumference of the
-            # vertex shape: Tip of the arrow
-            ## FIXME
-            #x2, y2 = intersect_bezier_curve_and_circle(
-            #    x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
-            #)
-            x2, y2 = x_dest, y_dest
-
-            # Calculate the arrow head coordinates
-            angle = atan2(y_dest - y2, x_dest - x2)  # navid
-            arrow_size = 15.0 * edge.arrow_size
-            arrow_width = 10.0 / edge.arrow_width
-            aux_points = [
-                (
-                    x2 - arrow_size * cos(angle - pi / arrow_width),
-                    y2 - arrow_size * sin(angle - pi / arrow_width),
-                ),
-                (
-                    x2 - arrow_size * cos(angle + pi / arrow_width),
-                    y2 - arrow_size * sin(angle + pi / arrow_width),
-                ),
-            ]
-
-            # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
-
-            # Vector representing the base of the arrow triangle
-            x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
-
-            # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved)
-
-            # Offset the second control point (aux2) such that it falls precisely
-            # on the normal to the arrow base vector. Strictly speaking,
-            # offset_length is the offset length divided by the length of the
-            # arrow base vector.
-            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
-                y_arrow_mid - aux2[1]
-            ) * y_arrow_base_vec
-            offset_length /= (
-                euclidean_distance(0, 0, x_arrow_base_vec, y_arrow_base_vec) ** 2
-            )
-
-            aux2 = (
-                aux2[0] + x_arrow_base_vec * offset_length,
-                aux2[1] + y_arrow_base_vec * offset_length,
-            )
-
-            # Draw the curve from the first vertex to the midpoint of the base
-            # of the arrow head
-            path["vertices"].append(aux1)
-            path["vertices"].append(aux2)
-            path["vertices"].append([x_arrow_mid, y_arrow_mid])
-            path["codes"].extend(["CURVE4"] * 3)
-
-        else:
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].append("LINETO")
-
-        # Add arrowhead in the path, the exact positions are recomputed within
-        # EdgeCollection before each draw so they don't matter here. The
-        # path for an arrowhead is: headbase (current), headleft, tip,
-        # headright, headbase, so we need to add 4 (degenerate) vertices.
-        # Assuming the arrowhead uses straight lines, they are all LINETO
-        path["vertices"].extend([path["vertices"][-1] for x in range(4)])
-        path["codes"].extend(["LINETO" for x in range(4)])
-
-        # Draw the edge
-        arrowpatch = mpl.patches.PathPatch(
-            mpl.path.Path(
-                path["vertices"],
-                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
-            ),
+    def build_patch(self, edge, src_vertex, dest_vertex):
+        art = mpl.patches.PathPatch(
+            mpl.path.Path([[0, 0]]),
             edgecolor=edge.color,
-            facecolor=edge.color,
+            facecolor=edge.color if src_vertex != dest_vertex else "none",
             linewidth=edge.width,
             zorder=edge.zorder,
             clip_on=True,
         )
-
-        return arrowpatch
-
-    def draw_loop_edge(self, edge, vertex):
-        """Draws a loop edge.
-
-        The default implementation draws a small circle.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param vertex: the vertex to which the edge is attached. Visual
-          properties are given again as attributes.
-        """
-        ax = self.context
-        radius = vertex.size * 1.5
-        center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
-        center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        art = mpl.patches.Arc(
-            (center_x, center_y),
-            radius / 2.0,
-            radius / 2.0,
-            theta1=0,
-            theta2=360.0,
-            linewidth=edge.width,
-            facecolor="none",
-            edgecolor=edge.color,
-            zorder=edge.zorder,
-            clip_on=True,
-        )
         return art
 
-    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
-        """Draws an undirected edge.
-
-        The default implementation of this method draws undirected edges
-        as straight lines. Loop edges are drawn as small circles.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param src_vertex: the source vertex. Visual properties are given
-          again as attributes.
-        @param dest_vertex: the target vertex. Visual properties are given
-          again as attributes.
-        """
-        if src_vertex == dest_vertex:
-            return self.draw_loop_edge(edge, src_vertex)
-
-        ax = self.context
-
-        path = {"vertices": [], "codes": []}
-        path["vertices"].append(src_vertex.position)
-        path["codes"].append("MOVETO")
-
-        if edge.curved:
-            (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
-            path["vertices"].append(aux1)
-            path["vertices"].append(aux2)
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].extend(["CURVE4"] * 3)
-        else:
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].append("LINETO")
+    # The following two methods are replaced by dummy functions, the rest is
+    # taken care of in EdgeCollection for efficiency
+    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
+        return self.build_patch(edge)
 
-        art = mpl.patches.PathPatch(
-            mpl.path.Path(
-                path["vertices"],
-                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
-            ),
-            edgecolor=edge.color,
-            facecolor="none",
-            linewidth=edge.width,
-            zorder=edge.zorder,
-            clip_on=True,
-        )
-        return art
+    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
+        return self.build_patch(edge)
 
 
 class EdgeCollection(PatchCollection):
     def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
-        self._vertex_sizes = kwargs.pop("vertex_sizes", None)
+        self._visual_vertices = kwargs.pop("visual_vertices", None)
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
         self._arrow_widths = kwargs.pop("arrow_widths", 0)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
-        self._paths_original = deepcopy(self._paths)
 
-    def _update_paths(self):
-        paths_original = self._paths_original
-        vertex_sizes = self._vertex_sizes
-        trans = self.axes.transData.transform
-        trans_inv = self.axes.transData.inverted().transform
+    @staticmethod
+    def _get_edge_vertex_sizes(edge_vertices):
+        sizes = []
+        for visual_vertex in edge_vertices:
+            if visual_vertex.size is not None:
+                sizes.append(visual_vertex.size)
+            else:
+                sizes.append(max(visual_vertex.width, visual_vertex.height))
+        return sizes
+
+    def _compute_paths(self, transform=None):
+        import numpy as np
+
+        visual_vertices = self._visual_vertices
+        if transform is None:
+            transform = self.get_transform()
+        trans = transform.transform
+        trans_inv = transform.inverted().transform
 
         # Get actual coordinates of the vertex border (rough)
-        for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
-            self._paths[i] = path = deepcopy(path_orig)
-            coords = path_orig.vertices
+        paths = []
+        for i, edge_vertices in enumerate(visual_vertices):
+            coords = np.vstack(
+                [
+                    edge_vertices[0].position,
+                    edge_vertices[1].position,
+                ]
+            )
             coordst = trans(coords)
-            self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
-            if self._directed:
-                self._update_path_edge_end_directed(
-                    path, coords, coordst, sizes[1], trans, trans_inv,
-                    self._arrow_sizes[i], self._arrow_widths[i],
+            sizes = self._get_edge_vertex_sizes(edge_vertices)
+            if self._curved is not None:
+                curved = self._curved[i]
+            else:
+                curved = False
+
+            # Loops require special attention, discard any previous calculations
+            if edge_vertices[0] == edge_vertices[1]:
+                path = self._compute_path_loop(
+                    coordst[0],
+                    sizes[0],
+                    trans_inv,
+                )
+
+            elif self._directed:
+                path = self._compute_path_directed(
+                    coordst,
+                    sizes,
+                    trans_inv,
+                    curved,
+                    self._arrow_sizes[i],
+                    self._arrow_widths[i],
                 )
             else:
-                self._update_path_edge_end_undirected(
-                    path, coords, coordst, sizes[1], trans, trans_inv,
+                path = self._compute_path_undirected(
+                    coordst,
+                    sizes,
+                    trans_inv,
+                    curved,
                 )
 
-    def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
-        theta = atan2(*((coordst[1] - coordst[0])[::-1]))
-        voff = 0 * coordst[0]
-        voff[:] = [cos(theta), sin(theta)]
-        voff *= size / 2
-        start = trans_inv(trans(coords[0]) + voff)
-        path.vertices[0] = start
+            paths.append(path)
+        return paths
+
+    def _compute_path_loop(self, coordt, size, trans_inv):
+        # Make arc (class method)
+        path = mpl.path.Path.arc(-90, 180)
+        vertices = path.vertices.copy()
+        codes = path.codes
+
+        # Rescale to be as large as the vertex
+        vertices *= size / 2
+        # Center top right
+        vertices += size / 2
+        # Offset to place and transform to data coordinates
+        vertices = trans_inv(coordt + vertices)
+
+        path = mpl.path.Path(
+            vertices, codes=codes,
+        )
+        return path
+
+    def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
+        path = {"vertices": [], "codes": []}
+        path["codes"].append("MOVETO")
+        if not curved:
+            path["codes"].append("LINETO")
+
+            # Start
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # End
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[1] / 2
+            path["vertices"].append(coordst[1] - voff)
+        else:
+            path["codes"].extend(["CURVE4"] * 3)
+
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                *coordst.ravel(),
+                curved,
+            )
+
+            # Start
+            theta = atan2(*((aux1 - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # Bezier
+            path["vertices"].append(aux1)
+            path["vertices"].append(aux2)
 
-    def _update_path_edge_end_undirected(
-            elf, path, coords, coordst, size, trans, trans_inv,
+            # End
+            theta = atan2(*((coordst[1] - aux2)[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[1] / 2
+            path["vertices"].append(coordst[1] - voff)
+
+        path = mpl.path.Path(
+            path["vertices"],
+            codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+        )
+        path.vertices = trans_inv(path.vertices)
+        return path
+
+    def _compute_path_directed(
+        self, coordst, sizes, trans_inv, curved, arrow_size, arrow_width
     ):
-        theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
-        voff = 0 * coordst[0]
-        voff[:] = [cos(theta), sin(theta)]
-        voff *= size / 2
-        end = trans_inv(trans(coords[-1]) + voff)
-        path.vertices[-1] = end
-
-    def _update_path_edge_end_directed(
-            self, path, coords, coordst, size, trans, trans_inv,
-            arrow_size, arrow_width):
-        # The path for arrows is start-headmid-headleft-tip-headright-headmid
-        # So, tip is the 3rd-to-last and headmid the last
-        theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
-        voff_unity = 0 * coordst[0]
-        voff_unity[:] = [cos(theta), sin(theta)]
-        voff = voff_unity * size / 2
-        voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
-
-        tip = trans_inv(trans(coords[-3]) + voff)
-        headbase = trans_inv(trans(tip) + arrow_size * voff_unity)
-        headleft = trans_inv(trans(headbase) + 0.5 * arrow_width * voff_unity_90)
-        headright = trans_inv(trans(headbase) - 0.5 * arrow_width * voff_unity_90)
-        path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
+        path = {"vertices": [], "codes": []}
+        path["codes"].append("MOVETO")
+        if not curved:
+            path["codes"].extend(["LINETO"] * 5)
+
+            # Start
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # End with arrow (base-left-top-right-base)
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            voff = voff_unity * sizes[1] / 2
+            tip = coordst[1] - voff
+
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = tip - arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+            path["vertices"].extend(
+                [
+                    headbase,
+                    headleft,
+                    tip,
+                    headright,
+                    headbase,
+                ]
+            )
+        else:
+            # Bezier
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                *coordst.ravel(),
+                curved,
+            )
+
+            # Start
+            theta = atan2(*((aux1 - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            start = coordst[0] + voff
+
+            # End with arrow (base-left-top-right-base)
+            theta = atan2(*((coordst[1] - aux2)[::-1]))
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            voff = voff_unity * sizes[1] / 2
+            tip = coordst[1] - voff
+
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = tip - arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
+            path["vertices"].extend([
+                headbase, aux2, aux1,
+                start, aux1, aux2,
+                headbase,
+                headleft,
+                tip,
+                headright,
+                headbase,
+            ])
+
+        path = mpl.path.Path(
+            path["vertices"],
+            codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+        )
+        path.vertices = trans_inv(path.vertices)
+        return path
 
     def draw(self, renderer):
-        if self._vertex_sizes is not None:
-            self._update_paths()
+        if self._visual_vertices is not None:
+            self._paths = self._compute_paths()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 1283571f5..4508fff45 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -554,37 +554,24 @@ def _draw_edges(self):
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
 
         directed = graph.is_directed()
-        if directed:
-            # Arrows and the likes
-            drawer_method = edge_drawer.draw_directed_edge
-        else:
-            # Lines
-            drawer_method = edge_drawer.draw_undirected_edge
 
-        vertex_sizes = []
+        visual_vertices = []
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
-            edge_vertex_sizes = []
-            for visual_vertex in edge_vertices:
-                if visual_vertex.size is not None:
-                    edge_vertex_sizes.append(visual_vertex.size)
-                else:
-                    edge_vertex_sizes.append(
-                            max(visual_vertex.width, visual_vertex.height))
-            art = drawer_method(visual_edge, *edge_vertices)
+            art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)
-            vertex_sizes.append(edge_vertex_sizes)
+            visual_vertices.append(edge_vertices)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
             curved.append(visual_edge.curved)
 
         art = EdgeCollection(
             edgepatches,
-            vertex_sizes=vertex_sizes,
+            visual_vertices=visual_vertices,
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 195b0f379f299c97eef8f1455538eac3fa9bbfef..a50e0e8a68c1981445081258be4b2f0ed4cf2c28 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed.png
index 89d646b0fcd215ab38e93cc6c0fe6887806e4f89..e4800a3e0da0987575ca8c577748348b3c179417 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 12c1e8db1..7d41676a4 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -63,6 +63,17 @@ def test_directed(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_directed_curved_loops"], remove_text=True)
+    def test_directed_curved_loops(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        g.add_edge(0, 0)
+        fig, ax = plt.subplots()
+        plot(
+            g, target=ax, layout=self.layout_small_ring,
+            edge_curved=[0] * 4 + [0.3],
+        )
+
     @image_comparison(baseline_images=["graph_mark_groups_directed"], remove_text=True)
     def test_mark_groups(self):
         plt.close("all")

From 478beb7f0fa8b2dc8cfaee41c90399f01ed8d46e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 15:53:47 +1000
Subject: [PATCH 1078/1681] Better docs for GraphArtist

---
 doc/source/visualisation.rst           | 12 +++++++-----
 src/igraph/drawing/matplotlib/graph.py | 14 +++++---------
 2 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index e8121551c..24b752e36 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -143,15 +143,17 @@ you might want to change the size and color of the vertices::
    >>> import matplotlib.pyplot as plt
    >>> fig, ax = plt.subplots()
    >>> ig.plot(g, target=ax)
-   >>> dot = ax.get_children()[0] # This is a Circle for the first vertex
-   >>> dot.set_color('tomato')
-   >>> dot.radius *= 2 # double the default radius
+   >>> artist = ax.get_children()[0] # This is a GraphArtist
+   >>> dots = artist.get_vertices()
+   >>> dot.set_facecolors(['tomato'] * g.vcount())
+   >>> dot.set_sizes(dot.get_sizes() * 2) # double the default radius
 
 That also helps as a workaround if you cannot figure out how to use the plotting options below: just use the defaults and
 then customize the appearance of your graph via standard `matplotlib`_ tools.
 
-.. note:: The order of `ax.get_children()` is the following: (i) patches for clustering hulls if requested;
-   (ii) patches for vertices; (iii) patches for edges: for undirected graphs, there's one patch per edge. For directed graphs, there's a *pair* of patches, associated with the arrow body and head, respectively. 
+.. note:: The order of `artist.get_children()` is the following: (i) one artist for clustering hulls if requested;
+   (ii) one artist for edges; (iii) one artist for vertices; (iv) one artist for **each** edge label; (v) one
+   artist for **each** vertex label. 
 
 To use `matplotlib_` as your default plotting backend, you can set:
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4508fff45..053e2f010 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -218,27 +218,23 @@ def _set_edge_curve(self, **kwds):
         return None
 
     def get_vertices(self):
-        """Get vertex artists."""
+        """Get VertexCollection artist."""
         return self._vertices
 
     def get_edges(self):
-        """Get edge artists.
-
-        Note that for directed edges, an edge might have more than one
-        artist, e.g. arrow shaft and arrowhead.
-        """
+        """Get EdgeCollection artist."""
         return self._edges
 
     def get_groups(self):
-        """Get group/cluster/cover artists."""
+        """Get HullCollection group/cluster/cover artists."""
         return self._groups
 
     def get_vertex_labels(self):
-        """Get vertex label artists."""
+        """Get list of vertex label artists."""
         return self._vertex_labels
 
     def get_edge_labels(self):
-        """Get edge label artists."""
+        """Get list of edge label artists."""
         return self._edge_labels
 
     def get_datalim(self):

From 3106e65328b18eae04360d122a66e44d6e431d11 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 3 Jun 2023 18:17:31 +1000
Subject: [PATCH 1079/1681] Callback and small bugfix for edge editing

---
 src/igraph/drawing/matplotlib/edge.py         | 102 +++++++++++++++++-
 src/igraph/drawing/matplotlib/graph.py        |  38 ++++---
 src/igraph/drawing/matplotlib/vertex.py       |  17 ++-
 .../graph_directed_curved_loops.png           | Bin 23883 -> 23632 bytes
 .../test_graph/graph_edit_children.png        | Bin 22535 -> 23762 bytes
 tests/drawing/matplotlib/test_graph.py        |   4 +
 6 files changed, 134 insertions(+), 27 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index f485f0143..bb77b8ef6 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -86,8 +86,8 @@ def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
         self._visual_vertices = kwargs.pop("visual_vertices", None)
         self._directed = kwargs.pop("directed", False)
-        self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
-        self._arrow_widths = kwargs.pop("arrow_widths", 0)
+        self._arrow_sizes = kwargs.pop("arrow_sizes", None)
+        self._arrow_widths = kwargs.pop("arrow_widths", None)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
 
@@ -135,13 +135,19 @@ def _compute_paths(self, transform=None):
                 )
 
             elif self._directed:
+                if (self._arrow_sizes is None) or (self._arrow_widths is None):
+                    arrow_size = 0
+                    arrow_width = 0
+                else:
+                    arrow_size = self._arrow_sizes[i]
+                    arrow_width = self._arrow_widths[i]
                 path = self._compute_path_directed(
                     coordst,
                     sizes,
                     trans_inv,
                     curved,
-                    self._arrow_sizes[i],
-                    self._arrow_widths[i],
+                    arrow_size,
+                    arrow_width,
                 )
             else:
                 path = self._compute_path_undirected(
@@ -155,6 +161,8 @@ def _compute_paths(self, transform=None):
         return paths
 
     def _compute_path_loop(self, coordt, size, trans_inv):
+        import numpy as np
+
         # Make arc (class method)
         path = mpl.path.Path.arc(-90, 180)
         vertices = path.vertices.copy()
@@ -167,6 +175,16 @@ def _compute_path_loop(self, coordt, size, trans_inv):
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
 
+        # Hack used for any curved lines to deal with facecolor
+        vertices = np.vstack([
+            vertices,
+            vertices[:-1][::-1],
+        ])
+        codes = np.concatenate([
+            codes,
+            codes[1:],
+        ])
+
         path = mpl.path.Path(
             vertices, codes=codes,
         )
@@ -307,3 +325,79 @@ def draw(self, renderer):
         if self._visual_vertices is not None:
             self._paths = self._compute_paths()
         return super().draw(renderer)
+
+    def get_arrow_sizes(self):
+        """Same as get_arrow_size."""
+        return self.get_arrow_size()
+
+    def get_arrow_size(self):
+        """Get arrow sizes for the edges (directed only).
+
+        @return: An array of arrow sizes.
+        """
+        import numpy as np
+
+        if self._arrow_sizes is None:
+            arrow_sizes = [0 for x in self.get_paths()]
+        else:
+            arrow_sizes = self._arrow_sizes
+        return np.array(arrow_sizes)
+
+    def set_arrow_size(self, sizes):
+        """Set arrow sizes.
+
+        @param sizes: A sequence of arrow sizes or a single size.
+        """
+        try:
+            iter(sizes)
+        except TypeError:
+            sizes = [sizes] * len(self._paths)
+        self._arrow_sizes = sizes
+        self.stale = True
+
+    def set_arrow_sizes(self, sizes):
+        """Same as set_arrow_size"""
+        return self.set_arrow_size(sizes)
+
+    def get_arrow_widths(self):
+        """Same as get_arrow_width."""
+        return self.get_arrow_width()
+
+    def get_arrow_width(self):
+        """Get arrow widths for the edges (directed only).
+
+        @return: An array of arrow widths.
+        """
+        import numpy as np
+
+        if self._arrow_widths is None:
+            arrow_widths = [0 for x in self.get_paths()]
+        else:
+            arrow_widths = self._arrow_widths
+        return np.array(arrow_widths)
+
+    def set_arrow_width(self, widths):
+        """Set arrow widths.
+
+        @param widths: A sequence of arrow widths or a single width.
+        """
+        try:
+            iter(widths)
+        except TypeError:
+            widths = [widths] * len(self._paths)
+        self._arrow_widths = widths
+        self.stale = True
+
+    def set_arrow_widths(self, widths):
+        """Same as set_arrow_width"""
+        return self.set_arrow_width(widths)
+
+    @property
+    def stale(self):
+        return super().stale
+
+    @stale.setter
+    def stale(self, val):
+        PatchCollection.stale.fset(self, val)
+        if val and hasattr(self, "stale_callback_post"):
+            self.stale_callback_post(self)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 053e2f010..42dd70802 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -620,22 +620,11 @@ def _reprocess(self):
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
-        # When the vertices change size, one has to redraw the edges to match
-        # the boundary of the marker. Unless one has granular control over exactly
-        # what edges to redraw, it's simpler to just redraw the whole thing. That
-        # requires adapting the vertex_builder (already done in VertexCollection)
-        # and then redrawing the container artist.
-        def vertex_size_callback(artist):
-            sizes = artist.get_sizes()
-            for size, vb in zip(sizes, self._vertex_builder):
-                vb.size = size
-            self._reprocess()
-
         # Callbacks for other vertex properties, to ensure they are in sync
         # with vertex_builder.
         # NOTE: no need to reprocess here because it does not affect other
         # parts of the container artist (e.g. edges)
-        def stale_callback(artist):
+        def vertex_stale_callback(artist):
             # If the stale state emerges from other properties, we can salvage
             # the other artists but we have to update the vertex builder anyway
             # in case a _reprocess is triggered by something else.
@@ -659,7 +648,30 @@ def stale_callback(artist):
             if artist._stale_size:
                 self._reprocess()
 
-        self._vertices._stale_callback_post = stale_callback
+        # Edge callback, keeps the edge builder in sync with the actual state
+        # of the artist
+        def edge_stale_callback(artist):
+            prop_pairs = (
+                ("edgecolor", "color"),
+                ("linewidth", "width"),
+                ("zorder", "zorder"),
+                ("arrow_size", "arrow_size"),
+                ("arrow_width", "arrow_width"),
+            )
+            for mpl_prop, ig_prop in prop_pairs:
+                values = getattr(artist, "get_" + mpl_prop)()
+                try:
+                    iter(values)
+                except TypeError:
+                    values = [values] * len(artist.get_paths())
+                for value, visual_edge in zip(values, self._edge_builder):
+                    setattr(visual_edge, ig_prop, value)
+
+                # Sync facecolor from edgecolor
+                if mpl_prop == "edgecolor":
+                    artist._facecolors = artist._edgecolors
+        self._vertices.stale_callback_post = vertex_stale_callback
+        self._edges.stale_callback_post = edge_stale_callback
 
         # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 89c874d4a..49bd7389b 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -107,7 +107,7 @@ def get_size(self):
 
         If width and height are unequal, get the largest of the two.
 
-        @return: A list of vertex sizes.
+        @return: An array of vertex sizes.
         """
         import numpy as np
 
@@ -120,7 +120,7 @@ def get_size(self):
             sizes.append(size)
         return np.array(sizes)
 
-    def set_sizes(self, sizes):
+    def set_size(self, sizes):
         """Set vertex sizes.
 
         This rescales the current vertex symbol/path linearly, using this
@@ -146,12 +146,9 @@ def set_sizes(self, sizes):
         self._stale_size = True
         self.stale = True
 
-    def set_size(self, size):
-        """Set vertex size, the same for all vertices.
-
-        @param size: A single vertex size.
-        """
-        self.set_sizes([size] * len(self.get_paths()))
+    def set_sizes(self, sizes):
+        """Same as set_size."""
+        self.set_size(sizes)
 
     @property
     def stale(self):
@@ -160,5 +157,5 @@ def stale(self):
     @stale.setter
     def stale(self, val):
         PatchCollection.stale.fset(self, val)
-        if val and hasattr(self, "_stale_callback_post"):
-            self._stale_callback_post(self)
+        if val and hasattr(self, "stale_callback_post"):
+            self.stale_callback_post(self)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png
index e572fa7bc4600268ede2ecfe814ae4a44e87d06b..9d505b466397c96afaa26cbb855622172a7e6a42 100644
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z^@SLr%mPw`85`=kxBbi+y(p7KsX<cJ_Vsr7(jm}KU3&-$!CL}L4;PESWuYt|`HXyG
zpBR0!S-P}+-ywOg0+Xsyx7<3{uISsK`QR0PT|}vq)C^l?Cc3qJbxghTbZoawloC<^
zdAoX+NqNDD@Bj-@r$bZ9fXD1jLrZzmSGWA$m~xjSVFmsWDc?!22;a$3g|Q=)r3_gd
zO~&(26-jA@sfFe~*{Ro-NOn8&DL9;sz53Nn{_d5LC*V`OH?E?jWXN`{j)$1c1D_QN
zz7d&PdiJdJ`%e|ytDNL-7g*@ri0z6NOtG!kglKv;hLJWvq(cf14i(R7cKzKqHkR98
z)9|UnPBZS^b(e>+FY)z8{iWM)7p}It-kiEATm#`=-$VI=u!yhk7K+qpC`y1J??|t<
z*%N~yhI-B;4{Vt^Gug#=E-iQe`pf;%^Zn_{RrhwWH!IlRCbcfm5>Lz0S&D$O@C~z~
zZWrs~D@%<Z9wDhF+VB<-9X)a`BA_7>H&>)sAh~+>u@pfzMd82dX|)snk`+WdBZ(xa
svCoHBfQoebvH$<aKP&bB$_kAuN-*`S)Fx#<5L2M<(cGQ7^T3(^1D=R<IRF3v

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 7d41676a4..6edfd4552 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -103,10 +103,14 @@ def test_edit_children(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
+
         dots = graph_artist.get_vertices()
         dots.set_facecolors(["blue"] + list(dots.get_facecolors()[1:]))
         dots.set_sizes([20] + list(dots.get_sizes()[1:]))
 
+        lines = graph_artist.get_edges()
+        lines.set_edgecolor("green")
+
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):
         plt.close("all")

From 27dd71c8ebb8f07473569aee9b1653a39a4dfd91 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:36:07 +0200
Subject: [PATCH 1080/1681] doc: remove direct references to executing setup.py
 as it is now deprecated

---
 README.md | 54 ++++++++++++++++++++++++++++++++++--------------------
 1 file changed, 34 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index 92892f595..8ae55c896 100644
--- a/README.md
+++ b/README.md
@@ -59,7 +59,8 @@ Python 3.7 and later. Make sure that you have Microsoft Visual Studio 2015 or
 later installed, and of course Python 3.7 or later. First extract the source to
 a suitable directory. If you launch the Developer command prompt and navigate to
 the directory where you extracted the source code, you should be able to build
-and install igraph using `python setup.py install`
+and install igraph using `pip install .`, assuming that you have `pip`
+installed in your Python environment.
 
 You may need to set the architecture that you are building on explicitly by setting the environment variable
 
@@ -105,17 +106,17 @@ set IGRAPH_EXTRA_LIBRARIES=libxml2,lzma,zlib,iconv,charset
 set IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 ```
 
-You can now build and install `igraph` again by simply running `python
-setup.py build`. Please make sure to use a clean source tree, if you built
-previously without GraphML, it will not update the build.
+You can now build and install `igraph` again by simply running `pip install .`.
+Please make sure to use a clean source tree, if you built previously without
+GraphML, it will not update the build.
 
 ### Linking to an existing igraph installation
 
 The source code of the Python package includes the source code of the matching
 igraph version that the Python interface should compile against. However, if
 you want to link the Python interface to a custom installation of the C core
-that has already been compiled and installed on your system, you can ask
-`setup.py` to use the pre-compiled version. This option requires that your
+that has already been compiled and installed on your system, you can ask our
+build system to use the pre-compiled version. This option requires that your
 custom installation of igraph is discoverable with `pkg-config`. First, check
 whether `pkg-config` can tell you the required compiler and linker flags for
 igraph:
@@ -135,15 +136,14 @@ IGRAPH_USE_PKG_CONFIG=1 pip install igraph
 ```
 
 Alternatively, if you have already downloaded and extracted the source code
-of igraph, you can run `setup.py` directly:
+of igraph, you can run `pip install` on the source tree directly:
 
 ```bash
-IGRAPH_USE_PKG_CONFIG=1 python setup.py build
-IGRAPH_USE_PKG_CONFIG=1 python setup.py install
+IGRAPH_USE_PKG_CONFIG=1 pip install .
 ```
 
 (Note that you need the `IGRAPH_USE_PKG_CONFIG=1` environment variable
-for both invocations, otherwise the call to `setup.py install` would still
+for both invocations, otherwise the call to `pip install` would still
 build the vendored C core instead of linking to an existing installation).
 
 This option is primarily intended for package maintainers in Linux
@@ -200,7 +200,6 @@ additional dependencies, read further below for details.
 For more information about installing directly from `git` using `pip` see 
 https://pip.pypa.io/en/stable/topics/vcs-support/#git.
 
-
 Alternatively, you can clone this repository locally. This repository contains a
 matching version of the C core of `igraph` as a git submodule. In order to
 install the development version from source, you need to instruct git to check
@@ -220,17 +219,20 @@ sudo apt install bison flex
 On macOS you can install these from Homebrew or MacPorts. On Windows you can
 install `winflexbison3` from Chocolatey.
 
-Then, running the setup script should work if you have a C compiler and the
-necessary build dependencies (see also the previous section):
+Then you can install the package directly with `pip` (see also the previous section):
 
 ```bash
-python setup.py build
+pip install .
 ```
 
-You can install it using
+If you would like to create a source distribution or a Python wheel instead of
+installing the module directly in your Python environment, use a standard build
+frontend like [build](https://pypa-build.readthedocs.io/en/stable/). If you
+use [pipx](https://pypa.github.io/pipx/) to isolate command-line Python tools
+in their own separate virtualenvs, you can simply run:
 
 ```bash
-python setup.py install
+pipx run build
 ```
 
 ### Running unit tests
@@ -242,6 +244,17 @@ with the built-in `unittest` module:
 python -m unittest
 ```
 
+Note that unit tests have additional dependencies like NumPy, PIL or
+`matplotlib`. The unit test suite will try to do its best to skip tests
+requiring external dependencies, but if you want to make sure that all the unit
+tests are executed, either use `tox` (which will take care of installing the
+test dependencies in a virtualenv), or install the module with the `test`
+extras:
+
+```bash
+pip install '.[test]'
+```
+
 ## Contributing
 
 Contributions to `igraph` are welcome!
@@ -252,16 +265,17 @@ that you would like to see included in the main tree, open a PR on this repo.
 
 To start developing `igraph`, follow the steps above about installing the development version. Make sure that you do so by cloning the repository locally so that you are able to make changes.
 
-For easier development, you can install `igraph` in development mode so your changes in the Python source
-code are picked up automatically by Python:
+For easier development, you can install `igraph` in "editable" (i.e.
+development) mode so your changes in the Python source code are picked up
+automatically by Python:
 
 ```bash
-python setup.py develop
+pip install -e .
 ```
 
 Changes that you make to the Python code do not need any extra action. However,
 if you adjust the source code of the C extension, you need to rebuild it by running
-`python setup.py develop` again. Compilation of the C core of `igraph` is
+`pip install -e .` again. Compilation of the C core of `igraph` is
 cached in ``vendor/build`` and ``vendor/install`` so subsequent builds are much
 faster than the first one as the C core does not need to be recompiled.
 

From 39f07de21199eb4a3f6c483417070480d028a5b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:41:58 +0200
Subject: [PATCH 1081/1681] doc: stop referring to setup.py in the online docs
 as well

---
 doc/source/install.rst | 32 +++++++++++++++++++-------------
 1 file changed, 19 insertions(+), 13 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 7eef1fa66..5f8fc07ea 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -94,7 +94,11 @@ Compiling step by step
 ----------------------
 
 This section should be rarely used in practice but explains how to compile and
-install |igraph| step by step without ``pip``.
+install |igraph| step by step from a local checkout, i.e. _not_ relying on
+``pip`` to fetch the sources. (You would still need ``pip`` to install from
+source, or a PEP 517-compliant build frontend like
+`build <https://pypa-build.readthedocs.io/en/stable/>`_ to build an installable
+Python wheel.
 
 First, obtain the bleeding-edge source code from Github::
 
@@ -122,26 +126,28 @@ Third, if you cloned the source from Github, initialize the ``git`` submodule fo
    of the C core that is bundled with it (or with the revision that the ``git``
    submodule points to).
 
-Fourth, call the standard Python ``setup.py`` script, e.g. for compiling::
+Fourth, call ``pip`` to compile and install the package from source::
 
-  $ python setup.py build
+  $ pip install .
 
-(press Enter when prompted). That will compile the Python interface in a subfolder called
-``build/lib.<your system-your Python version>``, e.g. `build/lib.linux-x86_64-3.8`. You can add
-that folder to your ``PYTHONPATH`` if you want to import directly from it, or you can call the ``setup.py``
-script to install it from there::
+Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
+to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to invoke ``build`` in a separate virtualenv::
 
-  $ python setup.py install
-
-.. note:: The ``setup.py`` script takes a number of options to customize the install location.
+  $ pipx run build
 
 Testing your installation
 -------------------------
 
-The unit tests are implemented with the standard ``unittest`` module so you can
-run them like this from your the source folder::
+Use ``tox`` or another standard test runner tool to run all the unit tests.
+Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+
+  $ pipx run tox
+
+You can also call ``tox`` directly from the root folder of the igraph source
+tree if you already installed ``tox`` system-wide::
 
-  $ python -m unittest discover
+  $ tox
 
 Troubleshooting
 ===============

From 6b1e4387a8f5e37a575e0a7c7fdfc52d918f2bd6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:42:56 +0200
Subject: [PATCH 1082/1681] test: clarify that you need PIL _and_ NumPy _or_
 OpenCV to run Cairo tests

---
 tests/drawing/cairo/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 443aa1e2d..7a7a297ea 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -39,7 +39,7 @@ def fun(filename):
     except ImportError:
         pass
 
-    raise ImportError('PIL or OpenCV required to run Cairo tests')
+    raise ImportError('PIL+NumPy or OpenCV required to run Cairo tests')
 
 
 def find_image_comparison():

From 6a258127583819cc39bb9b2a4483dbeb403b9ad7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 12 Jun 2023 14:03:39 +0000
Subject: [PATCH 1083/1681] build(deps): bump pypa/cibuildwheel from 2.13.0 to
 2.13.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.13.0 to 2.13.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.13.0...v2.13.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 93d6d40fa..b95a0091d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 9230e603a1e5252b0fe484eda4f01c6b91117a49 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:01:47 +0000
Subject: [PATCH 1084/1681] build(deps): bump actions/upload-artifact from 2 to
 3

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 2 to 3.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..6025f8863 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -190,7 +190,7 @@ jobs:
           pip install pyodide-build==0.21.0
           pyodide build
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./dist/*.whl
 

From 6fe6ac94b3714a246e610c8377753f6f974fd1ce Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:02:06 +0000
Subject: [PATCH 1085/1681] build(deps): bump actions/setup-python from 2 to 4

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 2 to 4.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v2...v4)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..d43b38caa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.10.2'

From a02aef943ad7c0c9e45aeae231812283d695ada6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:02:32 +0000
Subject: [PATCH 1086/1681] build(deps): bump actions/checkout from 2 to 3

Bumps [actions/checkout](https://github.com/actions/checkout) from 2 to 3.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..746501758 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -171,7 +171,7 @@ jobs:
     runs-on: ubuntu-20.04
     
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0

From 5204b2e1527c0369a5d3e04ddc8544a6429b1752 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 28 Jun 2023 11:45:04 +0200
Subject: [PATCH 1087/1681] feat: add Graph.count_automorphisms()

---
 CHANGELOG.md              |  3 ++
 src/_igraph/graphobject.c | 72 +++++++++++++++++++++++++++++++++++++--
 tests/test_isomorphism.py | 11 ++++++
 3 files changed, 84 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ebd5c8967..ca0006b79 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,9 @@
   between two vertices using the A-star algorithm and an appropriate
   heuristic function.
 
+- Added `Graph.count_automorphisms()` to count the number of automorphisms
+  of a graph.
+
 - The `VertexCover` constructor now allows referring to vertices by names
   instead of IDs.
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6e5763f5d..9b68dd958 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9593,6 +9593,50 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   return list;
 }
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Calculates the number of automorphisms of a graph using BLISS
+ * \sa igraph_count_automorphisms
+ */
+PyObject *igraphmodule_Graph_count_automorphisms(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "sh", "color", NULL };
+  PyObject *sh_o = Py_None;
+  PyObject *color_o = Py_None;
+  PyObject *result;
+  igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
+  igraph_vector_int_t *color = 0;
+  igraph_error_t retval;
+  igraph_bliss_info_t info;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
+
+  retval = igraph_count_automorphisms(&self->g, color, sh, &info);
+
+  if (color) { igraph_vector_int_destroy(color); free(color); }
+
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    igraph_free(info.group_size);
+    return NULL;
+  }
+
+  result = PyLong_FromString(info.group_size, NULL, 10);
+  igraph_free(info.group_size);
+  if (!result) {
+    return NULL;
+  }
+
+  return result;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the isomorphism class of a graph or its subgraph
  * \sa igraph_isoclass, igraph_isoclass_subgraph
@@ -16554,12 +16598,36 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
    "      non-singleton cell\n\n"
    "@param color: optional vector storing a coloring of the vertices\n "
-   "with respect to which the isomorphism is computed."
-   "If C{None}, all vertices have the same color.\n"
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
    "@return: a permutation vector containing vertex IDs. Vertex 0 in the original\n"
    "  graph will be mapped to an ID contained in the first element of this\n"
    "  vector; vertex 1 will be mapped to the second and so on.\n"
   },
+  {"count_automorphisms",
+   (PyCFunction) igraphmodule_Graph_count_automorphisms,
+   METH_VARARGS | METH_KEYWORDS,
+   "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
+   "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
+   "algorithm.\n\n"
+   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "about the BLISS algorithm and canonical permutations.\n\n"
+   "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
+   "  with the following possible values:\n\n"
+   "    - C{\"f\"}: first non-singleton cell\n\n"
+   "    - C{\"fl\"}: first largest non-singleton cell\n\n"
+   "    - C{\"fs\"}: first smallest non-singleton cell\n\n"
+   "    - C{\"fm\"}: first maximally non-trivially connected non-singleton\n"
+   "      cell\n\n"
+   "    - C{\"flm\"}: largest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "@param color: optional vector storing a coloring of the vertices\n "
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
+   "@return: the number of automorphisms of the graph.\n"
+  },
   {"isoclass", (PyCFunction) igraphmodule_Graph_isoclass,
    METH_VARARGS | METH_KEYWORDS,
    "isoclass(vertices)\n--\n\n"
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index a0ecb509e..d6825edcf 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -406,14 +406,25 @@ def testPermuteVertices(self):
         self.assertTrue(set(g3.get_edgelist()) == set(g1.get_edgelist()))
 
 
+class AutomorphismTests(unittest.TestCase):
+    def testCountAutomorphisms(self):
+        g = Graph.Famous("petersen")
+        self.assertEqual(120, g.count_automorphisms())
+
+        g = Graph.Lattice([16, 16])
+        self.assertEqual(2048, g.count_automorphisms())
+
+
 def suite():
     isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)
     subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SubisomorphismTests)
     permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PermutationTests)
+    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AutomorphismTests)
     return unittest.TestSuite([
         isomorphism_suite,
         subisomorphism_suite,
         permutation_suite,
+        automorphism_suite,
     ])
 
 

From 9cbc9558f7ad17a8c6d4723182bddccde2cf642f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 28 Jun 2023 12:39:55 +0200
Subject: [PATCH 1088/1681] feat: add Graph.automorphism_group()

---
 CHANGELOG.md              |  3 +-
 src/_igraph/graphobject.c | 73 +++++++++++++++++++++++++++++++++++++++
 tests/test_isomorphism.py | 13 +++++++
 3 files changed, 88 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca0006b79..adf345ba2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -24,7 +24,8 @@
   heuristic function.
 
 - Added `Graph.count_automorphisms()` to count the number of automorphisms
-  of a graph.
+  of a graph and `Graph.automorphism_group()` to calculate the generators of
+  the automorphism group of a graph.
 
 - The `VertexCover` constructor now allows referring to vertices by names
   instead of IDs.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9b68dd958..f27b74149 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9547,6 +9547,53 @@ PyObject *igraphmodule_Graph_write_leda(igraphmodule_GraphObject * self,
  * Routines related to graph isomorphism                              *
  **********************************************************************/
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Calculates the automorphism group generators of a graph using BLISS
+ * \sa igraph_automorphism_group
+ */
+PyObject *igraphmodule_Graph_automorphism_group(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "sh", "color", NULL };
+  PyObject *sh_o = Py_None;
+  PyObject *color_o = Py_None;
+  PyObject *list;
+  igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
+  igraph_vector_int_list_t generators;
+  igraph_vector_int_t *color = 0;
+  igraph_error_t retval;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
+    return NULL;
+
+  if (igraph_vector_int_list_init(&generators, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
+
+  retval = igraph_automorphism_group(&self->g, color, &generators, sh, 0);
+
+  if (color) { igraph_vector_int_destroy(color); free(color); }
+
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_list_destroy(&generators);
+    return NULL;
+  }
+
+  list = igraphmodule_vector_int_list_t_to_PyList(&generators);
+
+  igraph_vector_int_list_destroy(&generators);
+
+  return list;
+}
+
 /**
  * \ingroup python_interface_graph
  * \brief Calculates the canonical permutation of a graph using BLISS
@@ -16576,6 +16623,32 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* ISOMORPHISM */
   /***************/
 
+  {"automorphism_group",
+   (PyCFunction) igraphmodule_Graph_automorphism_group,
+   METH_VARARGS | METH_KEYWORDS,
+   "automorphism_group(sh=\"fl\", color=None)\n--\n\n"
+   "Calculates the generators of the automorphism group of a graph using the\n"
+   "BLISS isomorphism algorithm.\n\n"
+   "The generator set may not be minimal and may depend on the splitting\n"
+   "heuristics. The generators are permutations represented using zero-based\n"
+   "indexing.\n\n"
+   "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
+   "  with the following possible values:\n\n"
+   "    - C{\"f\"}: first non-singleton cell\n\n"
+   "    - C{\"fl\"}: first largest non-singleton cell\n\n"
+   "    - C{\"fs\"}: first smallest non-singleton cell\n\n"
+   "    - C{\"fm\"}: first maximally non-trivially connected non-singleton\n"
+   "      cell\n\n"
+   "    - C{\"flm\"}: largest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "@param color: optional vector storing a coloring of the vertices\n "
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
+   "@return: a list of integer vectors, each vector representing an automorphism\n"
+   "  group of the graph.\n"
+  },
   {"canonical_permutation",
    (PyCFunction) igraphmodule_Graph_canonical_permutation,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index d6825edcf..16d848790 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -414,6 +414,19 @@ def testCountAutomorphisms(self):
         g = Graph.Lattice([16, 16])
         self.assertEqual(2048, g.count_automorphisms())
 
+    def testAutomorphismGroup(self):
+        g = Graph.Famous("petersen")
+        generators = g.automorphism_group()
+        generators.sort()
+        self.assertEqual(
+            generators,
+            [
+                [0, 1, 2, 7, 5, 4, 6, 3, 9, 8],
+                [0, 4, 3, 8, 5, 1, 9, 2, 6, 7],
+                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9]
+            ]
+        )
+
 
 def suite():
     isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)

From 82b3e4f89f1622a0470d28323f26cce388bad674 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 12:45:34 +0200
Subject: [PATCH 1089/1681] test: remove debug output from tests

---
 tests/test_basic.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index 48ce89d1a..6d57c5a17 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -123,7 +123,6 @@ def testAddVertex(self):
         self.assertRaises(TypeError, g.add_vertex, 3)
 
         vertex = g.add_vertex("3")
-        print(g.vcount(), g.ecount())
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())

From 951c9a790f7a58d04cbf734b2f0a31dbdd776a5d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 13:48:09 +0200
Subject: [PATCH 1090/1681] test: make sure that Cairo tests are executed in
 tox

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 56f4556a3..7257780d5 100644
--- a/setup.py
+++ b/setup.py
@@ -960,6 +960,7 @@ def get_tag(self):
 
         # Dependencies needed for testing only
         "test": [
+            "cairocffi>=1.2.0",
             "networkx>=2.5",
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",

From 962af9078cf1c29fb6f4f4ab8b59553c394ddb7d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 17:57:53 +0200
Subject: [PATCH 1091/1681] test: fix Cairo plots one more time

---
 .../baseline_images/clustering_directed.png   | Bin 33794 -> 33682 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 18287 -> 16701 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 19005 -> 17353 bytes
 .../graph_mark_groups_directed.png            | Bin 19005 -> 17353 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 16548 -> 14924 bytes
 tests/drawing/cairo/test_graph.py             |  10 ++++++++--
 6 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 3971f801c44b9b241ad55579c2d37825480b32bf..14885e28c4e93b66b41f7ec5884d509c27601dc5 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/baseline_images/graph_mark_groups_squares_directed.png b/tests/drawing/cairo/baseline_images/graph_mark_groups_squares_directed.png
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 31d4fdc11..4b0b92eed 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -31,18 +31,22 @@ def setUp(self) -> None:
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
-        plot(g, target=result_image_folder / "graph_basic.png", backend="cairo")
+        lo = g.layout("auto")
+        plot(g, layout=lo, target=result_image_folder / "graph_basic.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
-        plot(g, target=result_image_folder / "graph_directed.png", backend="cairo")
+        lo = g.layout("auto")
+        plot(g, layout=lo, target=result_image_folder / "graph_directed.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
+        lo = g.layout("auto")
         plot(
             g,
+            layout=lo,
             target=result_image_folder / "graph_mark_groups_directed.png",
             backend="cairo",
             mark_groups=True,
@@ -51,8 +55,10 @@ def test_mark_groups(self):
     @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
+        lo = g.layout("auto")
         plot(
             g,
+            layout=lo,
             target=result_image_folder / "graph_mark_groups_squares_directed.png",
             backend="cairo",
             mark_groups=True,

From 6880e25aec46306cc9ee10945dc590627ad9b5e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:24:46 +0200
Subject: [PATCH 1092/1681] test: extending test coverage in CI a bit

---
 .github/workflows/build.yml | 2 +-
 setup.py                    | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 264db9e2f..bbe9e2699 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -295,7 +295,7 @@ jobs:
 
       - name: Test
         run: |
-          pip install --prefer-binary numpy scipy pandas networkx pytest pytest-timeout
+          pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
       - uses: actions/upload-artifact@v3
diff --git a/setup.py b/setup.py
index 7257780d5..36002acd3 100644
--- a/setup.py
+++ b/setup.py
@@ -978,6 +978,7 @@ def get_tag(self):
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI
         "test-musl": [
+            "cairocffi>=1.2.0",
             "networkx>=2.5",
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",

From 4cd7f8a9b05b8972bbd525675dd0c68eb45c972b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:27:25 +0200
Subject: [PATCH 1093/1681] ci: install Cairo in CI environment for tests

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index bbe9e2699..d29e8cdd4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 and 3.11 because SciPy does not have
           # 32-bit wheels for Linux
@@ -40,7 +40,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -65,7 +65,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -90,7 +90,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From 3a914318e4b0a1f57dfd93c0a190c55378ec3718 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:28:53 +0200
Subject: [PATCH 1094/1681] test: fix another failing Cairo test in CI

---
 .../baseline_images/clustering_directed.png   | Bin 33682 -> 31493 bytes
 tests/drawing/cairo/test_graph.py             |   2 ++
 2 files changed, 2 insertions(+)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 14885e28c4e93b66b41f7ec5884d509c27601dc5..712f1b95f8fdc22b4eb1b2683143634a81146a14 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 4b0b92eed..14dca8f8b 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -80,8 +80,10 @@ def setUp(self) -> None:
     def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)
         clu = VertexClustering(g, [0] * 5)
+        lo = g.layout("auto")
         plot(
             clu,
+            layout=lo,
             backend="cairo",
             target=result_image_folder / "clustering_directed.png",
             mark_groups=True,

From fa33d32cddc2cd88bc7d76b513e4ace0cecb1ed1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:31:38 +0200
Subject: [PATCH 1095/1681] test: clean up after ourselves when writing
 graph_basic.png

---
 tests/drawing/matplotlib/test_graph.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index f40bcdb78..09614cc7a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -1,3 +1,4 @@
+import os
 import random
 import unittest
 
@@ -102,6 +103,7 @@ def test_gh_587(self):
         g = Graph.Ring(5)
         with overridden_configuration("plotting.backend", "matplotlib"):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
+            os.unlink("graph_basic.png")
 
 
 class ClusteringTestRunner(unittest.TestCase):

From 354512c2612643b0fcfcdea09af7e6ca5bab8c79 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 20:23:48 +0200
Subject: [PATCH 1096/1681] test: skip Cairo tests if neither PIL+NumPy nor
 OpenCV are installed

---
 tests/drawing/cairo/test_graph.py | 18 ++++++++----------
 tests/drawing/cairo/utils.py      | 12 ++++++++++++
 2 files changed, 20 insertions(+), 10 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 14dca8f8b..d0e6e124a 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -2,27 +2,24 @@
 import unittest
 
 from igraph import Graph, plot, VertexClustering
-from igraph.drawing import find_cairo
 
 # FIXME: find a better way to do this that works for both direct call and module
 # import e.g. tox
 try:
-    from .utils import find_image_comparison, result_image_folder
+    from .utils import are_tests_supported, find_image_comparison, result_image_folder
 except ImportError:
-    from utils import find_image_comparison, result_image_folder
+    from utils import are_tests_supported, find_image_comparison, result_image_folder
 
 
-cairo = find_cairo()
-has_cairo = hasattr(cairo, "version")
-
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
-        if not has_cairo:
-            raise unittest.SkipTest("cairo not found, skipping tests")
+        supported, msg = are_tests_supported()
+        if not supported:
+            raise unittest.SkipTest(f"{msg}, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
     def setUp(self) -> None:
@@ -69,8 +66,9 @@ def test_mark_groups_squares(self):
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
-        if not has_cairo:
-            raise unittest.SkipTest("cairo not found, skipping tests")
+        supported, msg = are_tests_supported()
+        if not supported:
+            raise unittest.SkipTest(f"{msg}, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
     def setUp(self) -> None:
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 7a7a297ea..68091ea10 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -51,6 +51,18 @@ def dummy_comparison(*args, **kwargs):
     return image_comparison
 
 
+def are_tests_supported():
+    if cairo is None:
+        return False, "cairo not found"
+
+    try:
+        find_open_image_png_function()
+    except ImportError:
+        return False, "PIL+NumPy or OpenCV not found"
+
+    return True, ""
+
+
 def _load_image(filename, fmt):
     if fmt == 'png':
         return find_open_image_png_function()(filename)

From 8e1f8da4bfd3baaeb56314efcbdfd8c77b99ddb0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 20:43:50 +0200
Subject: [PATCH 1097/1681] ci: install Cairo in CI for Windows from vcpkg

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d29e8cdd4..49c6d579c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From 28647e748cecc57754c9c8236357994b5eb89369 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 21:30:16 +0200
Subject: [PATCH 1098/1681] ci: Cairo in Windows needs a dynamic library

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 49c6d579c..82a6ca8c8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows
         shell: cmd
 
       - name: Build wheels

From 242953a0e157e63f4c55d63506ce84e9b3bcb31c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 11:14:41 +0200
Subject: [PATCH 1099/1681] ci: give up on testing Cairo on Windows for a while

---
 .github/workflows/build.yml       | 2 +-
 src/igraph/drawing/cairo/utils.py | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 82a6ca8c8..d29e8cdd4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels
diff --git a/src/igraph/drawing/cairo/utils.py b/src/igraph/drawing/cairo/utils.py
index 068daa1d2..ad183b229 100644
--- a/src/igraph/drawing/cairo/utils.py
+++ b/src/igraph/drawing/cairo/utils.py
@@ -18,4 +18,8 @@ def find_cairo() -> Any:
             break
         except ImportError:
             pass
+        except OSError:
+            # cairocffi throws an OSError if it is installed but libcairo-2 is
+            # not present on the system
+            pass
     return module

From 3245e49d638d74ba819f864ee064e959d833180f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:32:13 +0200
Subject: [PATCH 1100/1681] fix: fix plotting of curved directed edges in
 Cairo, closes #684

---
 src/igraph/drawing/cairo/edge.py              |  20 ++++++-------
 src/igraph/drawing/utils.py                   |  16 +++++------
 .../graph_with_curved_edges.png               | Bin 0 -> 58459 bytes
 tests/drawing/cairo/test_graph.py             |  27 ++++++++++++++++--
 4 files changed, 41 insertions(+), 22 deletions(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_with_curved_edges.png

diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index bf07ed316..7785622dc 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -105,8 +105,8 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                    x1, y1, x2, y2, edge.curved,
-                )
+                x1, y1, x2, y2, edge.curved,
+            )
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
             ctx.line_to(*dest_vertex.position)
@@ -134,7 +134,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, x2, y1, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1
@@ -172,15 +174,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ), (aux_points[0][1] - aux_points[1][1])
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1 = (2 * x_src + x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
-                y_arrow_mid - y_src
-            ), (2 * y_src + y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
-                x_arrow_mid - x_src
-            )
-            aux2 = (x_src + 2 * x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
-                y_arrow_mid - y_src
-            ), (y_src + 2 * y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
-                x_arrow_mid - x_src
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x_arrow_mid, y_arrow_mid, edge.curved
             )
 
             # Offset the second control point (aux2) such that it falls precisely
@@ -228,6 +223,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
                 aux_points[0][1] + aux_points[1][1]
             ) / 2.0
+
             # Draw the line
             ctx.line_to(x_arrow_mid, y_arrow_mid)
 
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index d49c86dcd..7519917f4 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -581,14 +581,14 @@ def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
     """Helper function that calculates the Bezier control points for a
     curved edge that goes from (x1, y1) to (x2, y2).
     """
-    aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        2 * y1 + y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
-    aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        y1 + 2 * y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
+    aux1 = (
+        (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1),
+        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+    )
+    aux2 = (
+        (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1),
+        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+    )
     return aux1, aux2
 
 
diff --git a/tests/drawing/cairo/baseline_images/graph_with_curved_edges.png b/tests/drawing/cairo/baseline_images/graph_with_curved_edges.png
new file mode 100644
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HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index d0e6e124a..2e5dd5832 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -29,13 +29,23 @@ def setUp(self) -> None:
     def test_basic(self):
         g = Graph.Ring(5)
         lo = g.layout("auto")
-        plot(g, layout=lo, target=result_image_folder / "graph_basic.png", backend="cairo")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_basic.png",
+            backend="cairo",
+        )
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
         lo = g.layout("auto")
-        plot(g, layout=lo, target=result_image_folder / "graph_directed.png", backend="cairo")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_directed.png",
+            backend="cairo",
+        )
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
@@ -62,6 +72,19 @@ def test_mark_groups_squares(self):
             vertex_shape="square",
         )
 
+    @image_comparison(baseline_images=["graph_with_curved_edges"])
+    def test_graph_with_curved_edges(self):
+        g = Graph.Ring(24, directed=True, mutual=True)
+        lo = g.layout("circle")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_with_curved_edges.png",
+            bbox=(800, 800),
+            edge_curved=0.25,
+            backend="cairo",
+        )
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod

From 00c3011cbe71c1798e73b578502b3acfc0804adf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:37:58 +0200
Subject: [PATCH 1101/1681] chore: updated changelog

---
 CHANGELOG.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index adf345ba2..b13119595 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -41,6 +41,13 @@
 - `Graph.layout_reingold_tilford()` now accepts vertex names in the `roots=...`
   keyword argument.
 
+- The plotting of curved directed edges with the Cairo backend is now fixed;
+  arrowheads were placed at the wrong position before this fix.
+
+### Changed
+
+- The C core of igraph was updated to version 0.10.5.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From edd902a45add3f9d10317dc8e0bdfa4570842766 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:44:38 +0200
Subject: [PATCH 1102/1681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 47c76b691..f2c7e65dc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 47c76b691c8158daea48648f3d47129e682d4651
+Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a

From cd5aaa42b8a455e5b5b07730778698cbba831afc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:56:22 +0200
Subject: [PATCH 1103/1681] chore: bump version

---
 CHANGELOG.md          | 7 ++++---
 src/igraph/version.py | 2 +-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b13119595..06f7f8230 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.5] - 2023-06-30
 
 ### Added
 
@@ -55,7 +55,7 @@
   ago so the function in the Python interface did not do anything useful
   either.
 
-## [0.10.4] - 2022-01-27
+## [0.10.4] - 2023-01-27
 
 ### Added
 
@@ -513,7 +513,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.4...main
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.5...main
+[0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3
 [0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index b93074332..2b40ae92e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 4)
+__version_info__ = (0, 10, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 4245a6c5076ed0de9e48d5f2bc156cdbf791cbe8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 15:05:40 +0200
Subject: [PATCH 1104/1681] fix: remove quotes around igraph from API docs,
 closes #686

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 212b0a831..895599cbd 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -253,7 +253,7 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 pydoctor_url_path = 'api/'
 
 pydoctor_args = [
-    '--project-name="igraph"',
+    '--project-name=igraph',
     '--project-version=' + version,
     '--project-url=https://igraph.readthedocs.io',
     '--introspect-c-modules',

From e5899eda5498c6ec828604711f8389200573fa68 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 15:25:59 +0200
Subject: [PATCH 1105/1681] fix: fix auto-curving of edges with the Matplotlib
 backend, closes #685

---
 src/igraph/drawing/matplotlib/graph.py          |   2 +-
 .../test_graph/graph_with_curved_edges.png      | Bin 0 -> 48561 bytes
 tests/drawing/matplotlib/test_graph.py          |   9 +++++++++
 3 files changed, 10 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 46839f154..841335f1d 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -165,7 +165,7 @@ def __init__(
 
     def _kwds_post_update(self):
         self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
-        self.edge_curved = self._set_edge_curve(**self.kwds)
+        self.kwds["edge_curved"] = self._set_edge_curve(**self.kwds)
         self._clear_state()
         self.stale = True
 
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png
new file mode 100644
index 0000000000000000000000000000000000000000..08f10b08cdae3a8a079d5906b3ee20d24f16b245
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HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 09614cc7a..43bb999a0 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -105,6 +105,15 @@ def test_gh_587(self):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
             os.unlink("graph_basic.png")
 
+    @image_comparison(baseline_images=["graph_with_curved_edges"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=True, mutual=True)
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(g, target=ax, layout=lo)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):

From 30c98977e9bf08caa85044ef1a77ea841d100c30 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 11:56:43 +0200
Subject: [PATCH 1106/1681] fix: fix default size of vertices with the Plotly
 backend, closes #690

---
 CHANGELOG.md                        | 7 +++++++
 src/igraph/drawing/plotly/vertex.py | 2 +-
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 06f7f8230..18e3bd273 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- The default vertex size of the Plotly backend was fixed so the vertices are
+  now visible by default without specifying an explicit size for them.
+
 ## [0.10.5] - 2023-06-30
 
 ### Added
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
index fe39c3a56..f813d696c 100644
--- a/src/igraph/drawing/plotly/vertex.py
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -36,7 +36,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             # FIXME? mpl.rcParams["font.size"])
             position = dict(func=self.layout.__getitem__)
             shape = "circle"
-            size = 0.2
+            size = 20.0
             width = None
             height = None
             zorder = 2

From 4c5746f2ebbcd7e00d3f48878bea916d976cf2d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 12:17:03 +0200
Subject: [PATCH 1107/1681] test: update baseline images for Plotly

---
 .../baseline_images/clustering_directed.json  |  65 +++--
 .../clustering_directed_large.json            | 251 +++++++++---------
 2 files changed, 157 insertions(+), 159 deletions(-)

diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index db9b712ef..5ea324abe 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -6,7 +6,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -24,7 +24,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -42,7 +42,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -60,7 +60,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -78,7 +78,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -183,13 +183,13 @@
         "line": {
           "color": "rgba(255,0,0,255)"
         },
-        "path": "M 1.1197388996537003,-0.16719602520017673L 0.5279328528097523,-0.9934550030368812C 0.45514612062341064,-1.0950773018577296 0.26321850173201045,-1.1588783220760186 0.14407761502695185,-1.1210570434734595L -0.8246194958406551,-0.8135441121460627C -0.9437603825457136,-0.7757228335435037 -1.0637476544979572,-0.6129044204457357 -1.0645940397451423,-0.4879072859505267L -1.0714757322212005,0.5284051354266215C -1.0723221174683857,0.6534022699218305 -0.9545507108608489,0.8178306034288613 -0.8359329190061271,0.8572618024406833L 0.12851107201115136,1.1778644907130693C 0.2471288638658731,1.2172956897248912 0.4399028680044583,1.1560995754479715 0.5140590802883218,1.0554722621592298L 1.1169999394586567,0.23730319901900315C 1.1911561517425202,0.13667588573026146 1.1925256318400421,-0.06557372637932848 1.1197388996537003,-0.16719602520017673 Z",
+        "path": "M 17.102240893427787,-12.23969476826467L 17.102240893427783,-12.239694768264666C 12.645988843102797,-18.461358578089076 0.8955252694779539,-22.367474687721593 -6.398686253821905,-20.051926987529704L -6.398686253821911,-20.0519269875297C -13.69289777712177,-17.73637928733781 -21.038927892627104,-7.768080596031269 -21.09074648483258,-0.11532960491661903L -21.09074648483258,-0.11532960491661903C -21.142565077038054,7.537421386198031 -13.932197797175824,17.60428489706909 -6.670011925108119,20.018397416825497L -6.670011925108115,20.018397416825497C 0.5921739469595897,22.432509936581905 12.394456112789907,18.685875055099775 16.93455240655252,12.525127653861238L 16.934552406552527,12.525127653861228C 21.47464870031514,6.36438025262269 21.558492943752768,-6.018030958440259 17.102240893427787,-12.23969476826467 Z",
         "type": "path"
       },
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.1950972580065446,1.0184451153265959",
         "type": "path"
@@ -197,7 +197,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.29010409851547664,1.0184451153265959 L -0.9649307455828062,0.6328259400443561",
         "type": "path"
@@ -205,7 +205,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8699239050738742,0.6328259400443561 L -0.9566534831822209,-0.5895891303732176",
         "type": "path"
@@ -213,7 +213,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.2084901499044931,-0.9594640169691344",
         "type": "path"
@@ -221,7 +221,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.30349699041342515,-0.9594640169691343 L 0.9203112545270339,0.03435580194714975",
         "type": "path"
@@ -303,7 +303,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -339,7 +339,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -363,7 +363,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -399,7 +399,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -414,7 +414,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -450,7 +450,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -477,7 +477,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -513,7 +513,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -528,7 +528,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -564,7 +564,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -599,11 +599,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -710,7 +709,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -746,7 +745,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -837,7 +836,7 @@
           ],
           "sequential": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -873,13 +872,13 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ],
           "sequentialminus": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -915,7 +914,7 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ]
@@ -1053,4 +1052,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index 8f525f7de..5c355cb84 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
@@ -6,7 +6,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -15,7 +15,7 @@
         2.5
       ],
       "y": [
-        0
+        0.0
       ]
     },
     {
@@ -24,7 +24,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -42,7 +42,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -60,7 +60,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -78,7 +78,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -96,7 +96,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -114,7 +114,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -132,7 +132,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -150,7 +150,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -168,7 +168,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -186,7 +186,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -204,7 +204,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -222,7 +222,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -240,7 +240,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -258,7 +258,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -276,7 +276,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -294,7 +294,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -312,7 +312,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -330,7 +330,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -348,7 +348,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -366,7 +366,7 @@
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           "color": "rgba(0,0,0,255)"
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-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -384,7 +384,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -402,7 +402,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -420,7 +420,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -438,7 +438,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -456,7 +456,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -474,7 +474,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -492,7 +492,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
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         "path": "M 0.15697629882328326,2.495066821070679 L -0.25198313933221556,2.495066821070679",
         "type": "path"
@@ -1868,7 +1868,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.1569762988232835,2.495066821070679 L -0.5634601269732441,2.4557181268217216",
         "type": "path"
@@ -1876,7 +1876,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.46845328646431206,2.4557181268217216 L -0.8675493264463009,2.3776412907378837",
         "type": "path"
@@ -1884,7 +1884,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.7725424859373689,2.3776412907378837 L -1.159455069421614,2.2620676311650487",
         "type": "path"
@@ -1892,7 +1892,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -1.0644482289126818,2.2620676311650487 L -1.4345738279564244,2.1108198137550374",
         "type": "path"
@@ -1900,7 +1900,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "path": "M -1.3395669874474923,2.1108198137550374 L -1.6885668148806565,1.926283106939473",
         "type": "path"
@@ -1908,7 +1908,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "path": "M -1.5935599743717244,1.926283106939473 L -1.9174284090624614,1.7113677648217211",
         "type": "path"
@@ -1916,7 +1916,7 @@
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+          "width": 2.0
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@@ -1924,7 +1924,7 @@
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         "type": "path"
@@ -1932,7 +1932,7 @@
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         "type": "path"
@@ -1940,7 +1940,7 @@
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         "line": {
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+          "width": 2.0
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         "type": "path"
@@ -1948,7 +1948,7 @@
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         "line": {
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+          "width": 2.0
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         "type": "path"
@@ -1956,7 +1956,7 @@
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         "line": {
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+          "width": 2.0
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         "type": "path"
@@ -1964,7 +1964,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -2.5,-8.040613248383183e-16 L -2.5752935937951267,-0.3133330839107607",
         "type": "path"
@@ -1972,7 +1972,7 @@
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         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "path": "M -2.4802867532861947,-0.3133330839107607 L -2.5164647433305096,-0.6217247179121376",
         "type": "path"
@@ -1980,7 +1980,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -2.4214579028215777,-0.6217247179121376 L -2.41944805522956,-0.9203113817116958",
         "type": "path"
@@ -1988,7 +1988,7 @@
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         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -2.324441214720628,-0.9203113817116958 L -2.2857735406185906,-1.2043841852542885",
         "type": "path"
@@ -1996,7 +1996,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -2.1907667001096587,-1.2043841852542885 L -2.1175493264463,-1.4694631307311834",
         "type": "path"
@@ -2004,7 +2004,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -2.022542485937368,-1.4694631307311834 L -1.9174284090624611,-1.7113677648217218",
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@@ -2012,7 +2012,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "type": "path"
@@ -2020,7 +2020,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "type": "path"
@@ -2028,7 +2028,7 @@
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         "line": {
           "color": "rgb(51,51,51)",
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+          "width": 2.0
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         "type": "path"
@@ -2036,7 +2036,7 @@
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         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -1.0644482289126804,-2.2620676311650496 L -0.8675493264463009,-2.3776412907378837",
         "type": "path"
@@ -2044,7 +2044,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.7725424859373689,-2.3776412907378837 L -0.5634601269732437,-2.4557181268217216",
         "type": "path"
@@ -2052,7 +2052,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.46845328646431156,-2.4557181268217216 L -0.25198313933221506,-2.495066821070679",
         "type": "path"
@@ -2060,7 +2060,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.156976298823283,-2.495066821070679 L 0.06196945831435223,-2.495066821070679",
         "type": "path"
@@ -2068,7 +2068,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M 0.1569762988232843,-2.495066821070679 L 0.3734464459553808,-2.4557181268217216",
         "type": "path"
@@ -2076,7 +2076,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M 0.46845328646431283,-2.4557181268217216 L 0.677535645428436,-2.377641290737884",
         "type": "path"
@@ -2084,7 +2084,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M 0.7725424859373681,-2.377641290737884 L 0.9694413884037495,-2.262067631165049",
         "type": "path"
@@ -2092,7 +2092,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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         "path": "M 1.0644482289126815,-2.262067631165049 L 1.2445601469385597,-2.1108198137550374",
         "type": "path"
@@ -2100,7 +2100,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.3395669874474918,-2.1108198137550374 L 1.4985531338627929,-1.9262831069394726",
         "type": "path"
@@ -2108,7 +2108,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.593559974371725,-1.9262831069394726 L 1.7274147280445975,-1.7113677648217207",
         "type": "path"
@@ -2116,7 +2116,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.8224215685535297,-1.7113677648217207 L 1.9275356454284374,-1.4694631307311814",
         "type": "path"
@@ -2124,7 +2124,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.0225424859373695,-1.4694631307311814 L 2.095759859600727,-1.2043841852542883",
         "type": "path"
@@ -2132,7 +2132,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.190766700109659,-1.2043841852542883 L 2.2294343742116967,-0.9203113817116947",
         "type": "path"
@@ -2140,7 +2140,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.3244412147206286,-0.9203113817116947 L 2.326451062312646,-0.6217247179121362",
         "type": "path"
@@ -2148,7 +2148,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.421457902821578,-0.6217247179121362 L 2.385279912777263,-0.3133330839107595",
         "type": "path"
@@ -2156,7 +2156,7 @@
       {
         "line": {
           "color": "rgb(204,204,204)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.4802867532861947,-0.3133330839107595 L 2.404993159491068,0.0",
         "type": "path"
@@ -2238,7 +2238,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2274,7 +2274,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2298,7 +2298,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2334,7 +2334,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2349,7 +2349,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2385,7 +2385,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2412,7 +2412,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2448,7 +2448,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2463,7 +2463,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2499,7 +2499,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2534,11 +2534,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -2645,7 +2644,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2681,7 +2680,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2772,7 +2771,7 @@
           ],
           "sequential": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -2808,13 +2807,13 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ],
           "sequentialminus": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -2850,7 +2849,7 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ]
@@ -2988,4 +2987,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file

From f49fe96375ef541cb9624fd43522c0ffb68132dc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 13:05:34 +0200
Subject: [PATCH 1108/1681] refactor: rename Graph.Incidence() to
 Graph.Biadjacency() and Graph.get_incidence() to Graph.get_biadjacency()

---
 CHANGELOG.md               |  6 ++++
 doc/source/analysis.rst    |  2 +-
 doc/source/generation.rst  |  4 +--
 src/_igraph/graphobject.c  | 60 ++++++++++++++++++++------------------
 src/igraph/__init__.py     | 27 +++++++++++++----
 src/igraph/adjacency.py    | 19 ++++++------
 src/igraph/io/bipartite.py | 16 +++++-----
 tests/test_bipartite.py    | 40 ++++++++++++-------------
 8 files changed, 100 insertions(+), 74 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 18e3bd273..20eb8cd50 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 ## [Unreleased]
 
+### Changed
+
+- `Graph.Incidence()` is now deprecated in favour of `Graph.Biadjacency()` as it constructs a bipartite graph from a _bipartite adjacency_ matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.Incidence()` to construct a graph from its incidence matrix.
+
+- `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.
+
 ### Fixed
 
 - The default vertex size of the Plotly backend was fixed so the vertices are
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index aef415fcf..943f719cc 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -75,7 +75,7 @@ The :meth:`Graph.incident` function fulfills the same purpose with a slightly di
 
     >>> edges = g.incident(0)
 
-To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_incidence`.
+To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_biadjacency`.
 
 Neighborhood
 ++++++++++++
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 674d971c3..b5a828da6 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -66,9 +66,9 @@ To create a graph from an adjacency matrix, use :meth:`Graph.Adjacency` or, for
 
 This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a self-loop).
 
-To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`::
+To create a bipartite graph from a bipartite adjacency matrix, use :meth:`Graph.Biadjacency`::
 
-    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+    >>> g = Graph.Biadjacency([[0, 1, 1], [1, 1, 0]])
 
 From files
 ++++++++++
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f27b74149..162d37e75 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2206,8 +2206,8 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, m = -1;
   double p = -1.0;
-  igraph_erdos_renyi_t t;
   PyObject *loops = Py_False, *directed = Py_False;
+  int retval;
 
   static char *kwlist[] = { "n", "p", "m", "directed", "loops", NULL };
 
@@ -2231,11 +2231,15 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
     return NULL;
   }
 
-  t = (m == -1) ? IGRAPH_ERDOS_RENYI_GNP : IGRAPH_ERDOS_RENYI_GNM;
+  if (m == -1) {
+    /* GNP model */
+    retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+  } else {
+    /* GNM model */
+    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+  }
 
-  if (igraph_erdos_renyi_game(&g, t, n, (m == -1 ? p : m),
-                              PyObject_IsTrue(directed),
-                              PyObject_IsTrue(loops))) {
+  if (retval) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2625,12 +2629,12 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a bipartite graph from an incidence matrix
+ * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
- * \sa igraph_incidence
+ * \sa igraph_biadjacency
  */
-PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
-                                       PyObject * args, PyObject * kwds) {
+PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
+                                         PyObject * args, PyObject * kwds) {
   igraphmodule_GraphObject *self;
   igraph_matrix_t matrix;
   igraph_vector_bool_t vertex_types;
@@ -2657,7 +2661,7 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_incidence(&g, &vertex_types, &matrix,
+  if (igraph_biadjacency(&g, &vertex_types, &matrix,
               PyObject_IsTrue(directed), mode, PyObject_IsTrue(multiple))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&matrix);
@@ -8625,12 +8629,12 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Returns the incidence matrix of a bipartite graph.
- * \return the incidence matrix as a Python list of lists
- * \sa igraph_get_incidence
+ * \brief Returns the bipartite adjacency matrix of a bipartite graph.
+ * \return the bipartite adjacency matrix as a Python list of lists
+ * \sa igraph_get_biadjacency
  */
-PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
+                                             PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "types", NULL };
   igraph_matrix_t matrix;
@@ -8663,7 +8667,7 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_get_incidence(&self->g, types, &matrix, &row_ids, &col_ids)) {
+  if (igraph_get_biadjacency(&self->g, types, &matrix, &row_ids, &col_ids)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
@@ -13848,12 +13852,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
-  /* interface to igraph_incidence */
-  {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
+  /* interface to igraph_biadjacency */
+  {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Incidence(matrix, directed=False, mode=\"all\", multiple=False)\n--\n\n"
+   "_Biadjacency(matrix, directed=False, mode=\"all\", multiple=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
-   "@see: Graph.Incidence()\n\n"},
+   "@see: Graph.Biadjacency()\n\n"},
 
   /* interface to igraph_kautz */
   {"Kautz", (PyCFunction) igraphmodule_Graph_Kautz,
@@ -16322,18 +16326,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the I{endpoints} of the loop edges, not the edges themselves).\n"
    "@return: the adjacency matrix.\n"},
 
-  // interface to igraph_get_edgelist
+  /* interface to igraph_get_biadjacency */
+  {"get_biadjacency", (PyCFunction) igraphmodule_Graph_get_biadjacency,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_biadjacency(types)\n--\n\n"
+   "Internal function, undocumented.\n\n"
+   "@see: Graph.get_biadjacency()\n\n"},
+
+  /* interface to igraph_get_edgelist */
   {"get_edgelist", (PyCFunction) igraphmodule_Graph_get_edgelist,
    METH_NOARGS,
    "get_edgelist()\n--\n\n" "Returns the edge list of a graph."},
 
-  /* interface to igraph_get_incidence */
-  {"get_incidence", (PyCFunction) igraphmodule_Graph_get_incidence,
-   METH_VARARGS | METH_KEYWORDS,
-   "get_incidence(types)\n--\n\n"
-   "Internal function, undocumented.\n\n"
-   "@see: Graph.get_incidence()\n\n"},
-
   /* interface to igraph_to_directed */
   {"to_directed", (PyCFunction) igraphmodule_Graph_to_directed,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4e0136ba5..674e20d51 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -78,7 +78,7 @@
     _get_adjacency,
     _get_adjacency_sparse,
     _get_adjlist,
-    _get_incidence,
+    _get_biadjacency,
     _get_inclist,
 )
 from igraph.automorphisms import (
@@ -217,7 +217,7 @@
 )
 from igraph.io.bipartite import (
     _construct_bipartite_graph,
-    _construct_incidence_bipartite_graph,
+    _construct_bipartite_graph_from_adjacency,
     _construct_full_bipartite_graph,
     _construct_random_bipartite_graph,
 )
@@ -512,7 +512,7 @@ def __init__(self, *args, **kwds):
 
     # Bipartite graphs
     Bipartite = classmethod(_construct_bipartite_graph)
-    Incidence = classmethod(_construct_incidence_bipartite_graph)
+    Biadjacency = classmethod(_construct_bipartite_graph_from_adjacency)
     Full_Bipartite = classmethod(_construct_full_bipartite_graph)
     Random_Bipartite = classmethod(_construct_random_bipartite_graph)
 
@@ -620,7 +620,7 @@ def es(self):
     get_adjacency = _get_adjacency
     get_adjacency_sparse = _get_adjacency_sparse
     get_adjlist = _get_adjlist
-    get_incidence = _get_incidence
+    get_biadjacency = _get_biadjacency
     get_inclist = _get_inclist
 
     #############################################
@@ -937,6 +937,23 @@ def __reduce__(self):
     __iter__ = None  # needed for PyPy
     __hash__ = None  # needed for PyPy
 
+    ###########################
+    # Deprecated functions
+
+    @classmethod
+    def Incidence(cls, *args, **kwds):
+        """Deprecated alias to L{Graph.Biadjacency()}."""
+        deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
+        return cls.Biadjacency(*args, **kwds)
+
+    def get_incidence(self, *args, **kwds):
+        """Deprecated alias to L{Graph.get_biadjacency()}."""
+        deprecated(
+            "Graph.get_incidence() is deprecated; use Graph.get_biadjacency() "
+            "instead"
+        )
+        return self.get_biadjacency(*args, **kwds)
+    
 
 ##############################################################
 # I/O format mapping
@@ -1056,7 +1073,7 @@ def write(graph, filename, *args, **kwds):
     _construct_graph_from_dataframe,
     _construct_random_geometric_graph,
     _construct_bipartite_graph,
-    _construct_incidence_bipartite_graph,
+    _construct_bipartite_graph_from_adjacency,
     _construct_full_bipartite_graph,
     _construct_random_bipartite_graph,
     _construct_graph_from_networkx,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 48d35fe38..c7b377d3f 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -11,7 +11,7 @@
     "_get_adjacency",
     "_get_adjacency_sparse",
     "_get_adjlist",
-    "_get_incidence",
+    "_get_biadjacency",
     "_get_inclist",
 )
 
@@ -133,23 +133,22 @@ def _get_adjlist(self, mode="out"):
     return [self.neighbors(idx, mode) for idx in range(self.vcount())]
 
 
-def _get_incidence(graph, types="type", *args, **kwds):
-    """Returns the incidence matrix of a bipartite graph. The incidence matrix
-    is an M{n} times M{m} matrix, where M{n} and M{m} are the number of
-    vertices in the two vertex classes.
+def _get_biadjacency(graph, types="type", *args, **kwds):
+    """Returns the bipartite adjacency matrix of a bipartite graph. The
+    bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
+    M{m} are the number of vertices in the two vertex classes.
 
     @param types: an igraph vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
-    @return: the incidence matrix and two lists in a triplet. The first
-      list defines the mapping between row indices of the matrix and the
-      original vertex IDs. The second list is the same for the column
-      indices.
+    @return: the bipartite adjacency matrix and two lists in a triplet. The
+      first list defines the mapping between row indices of the matrix and the
+      original vertex IDs. The second list is the same for the column indices.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
 
-    return super(Graph, graph).get_incidence(types, *args, **kwds)
+    return super(Graph, graph).get_biadjacency(types, *args, **kwds)
 
 
 def _get_inclist(graph, mode="out"):
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index aa359b8f1..70fac3750 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -1,4 +1,4 @@
-def _construct_incidence_bipartite_graph(
+def _construct_bipartite_graph_from_adjacency(
     cls,
     matrix,
     directed=False,
@@ -8,13 +8,13 @@ def _construct_incidence_bipartite_graph(
     *args,
     **kwds
 ):
-    """Creates a bipartite graph from an incidence matrix.
+    """Creates a bipartite graph from a bipartite adjacency matrix.
 
     Example:
 
-    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+    >>> g = Graph.Biadjacency([[0, 1, 1], [1, 1, 0]])
 
-    @param matrix: the incidence matrix.
+    @param matrix: the bipartite adjacency matrix.
     @param directed: whether to create a directed graph.
     @param mode: defines the direction of edges in the graph. If
       C{"out"}, then edges go from vertices of the first kind
@@ -28,12 +28,12 @@ def _construct_incidence_bipartite_graph(
       the nearest integer and this will be the number of multiple edges
       created.
     @param weighted: defines whether to create a weighted graph from the
-      incidence matrix. If it is c{None} then an unweighted graph is created
+      adjacency matrix. If it is c{None} then an unweighted graph is created
       and the multiple argument is used to determine the edges of the graph.
       If it is a string then for every non-zero matrix entry, an edge is created
       and the value of the entry is added as an edge attribute named by the
       weighted argument. If it is C{True} then a weighted graph is created and
-      the name of the edge attribute will be ‘weight’.
+      the name of the edge attribute will be C{"weight"}.
 
     @raise ValueError: if the weighted and multiple are passed together.
 
@@ -43,11 +43,11 @@ def _construct_incidence_bipartite_graph(
     is_weighted = True if weighted or weighted == "" else False
     if is_weighted and multiple:
         raise ValueError("arguments weighted and multiple can not co-exist")
-    result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
+    result, types = cls._Biadjacency(matrix, directed, mode, multiple, *args, **kwds)
     result.vs["type"] = types
     if is_weighted:
         weight_attr = "weight" if weighted is True else weighted
-        _, rows, _ = result.get_incidence()
+        _, rows, _ = result.get_biadjacency()
         num_vertices_of_first_kind = len(rows)
         for edge in result.es:
             source, target = edge.tuple
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 23ec6554f..45cca2fc2 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -45,31 +45,31 @@ def testFullBipartite(self):
         self.assertTrue(sorted(g.get_edgelist()) == expected)
         self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
-    def testIncidence(self):
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]])
+    def testBiadjacency(self):
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]])
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 5, not g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(
             sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3), (1, 3)]
         )
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Create a weighted Graph
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted=True)
         self.assertTrue(
             all(
                 (g.vcount() == 5, g.ecount() == 4, not g.is_directed(), g.is_weighted())
@@ -80,7 +80,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=`str`
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
         self.assertTrue(
             all(
                 (
@@ -96,7 +96,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=""
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="")
         self.assertTrue(
             all(
                 (
@@ -112,7 +112,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=out with weighted
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
         self.assertTrue(
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
@@ -121,7 +121,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=in with weighted
-        g = Graph.Incidence(
+        g = Graph.Biadjacency(
             [[0, 1, 1], [1, 2, 0]], directed=True, mode="in", weighted=True
         )
         self.assertTrue(
@@ -132,7 +132,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Should work when directed=True and mode=all with weighted
-        g = Graph.Incidence(
+        g = Graph.Biadjacency(
             [[0, 1, 1], [1, 2, 0]], directed=True, mode="all", weighted=True
         )
         self.assertTrue(
@@ -145,28 +145,28 @@ def testIncidence(self):
             [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)],
         )
 
-    def testIncidenceError(self):
+    def testBiadjacencyError(self):
         msg = "arguments weighted and multiple can not co-exist"
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted=True)
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted=True)
         self.assertIn(msg, e.exception.args)
 
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="string")
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="string")
         self.assertIn(msg, e.exception.args)
 
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="")
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="")
         self.assertIn(msg, e.exception.args)
 
-    def testGetIncidence(self):
+    def testGetBiadjacency(self):
         mat = [[0, 1, 1], [1, 1, 0]]
         v1, v2 = [0, 1], [2, 3, 4]
-        g = Graph.Incidence(mat)
-        self.assertTrue(g.get_incidence() == (mat, v1, v2))
+        g = Graph.Biadjacency(mat)
+        self.assertTrue(g.get_biadjacency() == (mat, v1, v2))
         g.vs["type2"] = g.vs["type"]
-        self.assertTrue(g.get_incidence("type2") == (mat, v1, v2))
-        self.assertTrue(g.get_incidence(g.vs["type2"]) == (mat, v1, v2))
+        self.assertTrue(g.get_biadjacency("type2") == (mat, v1, v2))
+        self.assertTrue(g.get_biadjacency(g.vs["type2"]) == (mat, v1, v2))
 
     def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)

From fb4723d57b669648565e672af1cbb277d1291d7a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 13:07:02 +0200
Subject: [PATCH 1109/1681] fix: fix two deprecation warnings

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 162d37e75..aaf301838 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3881,7 +3881,7 @@ PyObject *igraphmodule_Graph_authority_score(
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_authority_score(&self->g, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value, PyObject_IsTrue(scale_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5669,7 +5669,7 @@ PyObject *igraphmodule_Graph_hub_score(
     ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_score(&self->g, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value, PyObject_IsTrue(scale_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }

From 458d04780e08270d87332dfc887572986fd439b9 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Wed, 5 Jul 2023 12:22:15 +0200
Subject: [PATCH 1110/1681] fix: Correct shlex on Windows.

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 36002acd3..88e351802 100644
--- a/setup.py
+++ b/setup.py
@@ -282,7 +282,7 @@ def _compile_in(
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
-            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
+            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
 
         # Finally, add the source folder path
         args.append(str(build_to_source_folder))

From 72240a9e0dffff19dfc0c89bb49ad4f6d0596d05 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 8 Jul 2023 18:45:51 +0200
Subject: [PATCH 1111/1681] fix: fix a memory management issue in
 PyUnicode_CopyAsString(); closes #679

---
 src/_igraph/pyhelpers.c | 36 ++++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 05bdcef53..65954fddb 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -117,21 +117,21 @@ PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len) {
  * It is the responsibility of the caller to release the C string.
  */
 char* igraphmodule_PyObject_ConvertToCString(PyObject* string) {
-  char* result;
-
-  if (string == 0)
-    return 0;
+  char* result = NULL;
 
-  if (!PyBaseString_Check(string)) {
-    string = PyObject_Str(string);
-    if (string == 0)
-      return 0;
+  if (string == NULL) {
+    /* Nothing to do */
+  } else if (PyBaseString_Check(string)) {
+    result = PyUnicode_CopyAsString(string);
   } else {
-    Py_INCREF(string);
-  }
+    string = PyObject_Str(string);
+    if (string == NULL) {
+      return NULL;
+    }
 
-  result = PyUnicode_CopyAsString(string);
-  Py_DECREF(string);
+    result = PyUnicode_CopyAsString(string);
+    Py_DECREF(string);
+  }
 
   return result;
 }
@@ -177,19 +177,19 @@ char* PyUnicode_CopyAsString(PyObject* string) {
     bytes = PyUnicode_AsUTF8String(string);
   }
 
-  if (bytes == 0) {
-    return 0;
+  if (bytes == NULL) {
+    return NULL;
   }
 
   result = PyBytes_AsString(bytes);
-  if (result == 0) {
+  if (result == NULL) {
     Py_DECREF(bytes);
-    return 0;
+    return NULL;
   }
-  Py_DECREF(bytes);
 
   result = strdup(result);
-  if (result == 0) {
+  Py_DECREF(bytes);
+  if (result == NULL) {
     PyErr_NoMemory();
   }
 

From 9252cf267aa154595bff84151c1a4410fd6cef01 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 9 Jul 2023 20:45:51 +0200
Subject: [PATCH 1112/1681] fix: fix typo in visualize_cliques.py

---
 doc/examples_sphinx-gallery/visualize_cliques.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 3fee6fb06..f223a5b4e 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -28,7 +28,7 @@
     ig.plot(
         ig.VertexCover(g, [clique]),
         mark_groups=True, palette=ig.RainbowPalette(),
-        vetex_size=5,
+        vertex_size=5,
         edge_width=0.5,
         target=ax,
     )
@@ -60,7 +60,7 @@
         ig.VertexCover(g, [clique]),
         mark_groups=True,
         palette=ig.RainbowPalette(),
-        vetex_size=5,
+        vertex_size=5,
         target=ax,
     )
 plt.axis('off')

From 8a44fe8e5ae02faca5cf2a2423d09b259349d4c1 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jul 2023 19:52:50 +1000
Subject: [PATCH 1113/1681] Update one mpl reference image, fix bug in
 edge_curved

---
 src/igraph/drawing/matplotlib/edge.py         |   3 +++
 src/igraph/drawing/matplotlib/graph.py        |   9 +++++----
 .../test_graph/graph_with_curved_edges.png    | Bin 48561 -> 40137 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +++++++-
 vendor/source/igraph                          |   2 +-
 5 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index bb77b8ef6..1fc3d2f6c 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -163,6 +163,9 @@ def _compute_paths(self, transform=None):
     def _compute_path_loop(self, coordt, size, trans_inv):
         import numpy as np
 
+        # TODO: check out non-loop edges for this vertex and try
+        # fit the loops in the largest wedge.
+
         # Make arc (class method)
         path = mpl.path.Path.arc(-90, 180)
         vertices = path.vertices.copy()
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f4206cadb..29d08ffa3 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -167,7 +167,7 @@ def __init__(
 
     def _kwds_post_update(self):
         self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
-        self.kwds["edge_curved"] = self._set_edge_curve(**self.kwds)
+        self._set_edge_curve()
         self._clear_state()
         self.stale = True
 
@@ -192,8 +192,9 @@ def get_children(self):
         artists.extend(self._vertex_labels)
         return tuple(artists)
 
-    def _set_edge_curve(self, **kwds):
+    def _set_edge_curve(self):
         graph = self.graph
+        kwds = self.kwds
 
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
@@ -210,12 +211,11 @@ def _set_edge_curve(self, **kwds):
             if default is True:
                 default = 0.5
             default = float(default)
-            return autocurve(
+            self.kwds["edge_curved"] = autocurve(
                 graph,
                 attribute=None,
                 default=default,
             )
-        return None
 
     def get_vertices(self):
         """Get VertexCollection artist."""
@@ -557,6 +557,7 @@ def _draw_edges(self):
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
+            print(visual_edge)
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png
index 08f10b08cdae3a8a079d5906b3ee20d24f16b245..3241471116b8be625204740e06f59b4884ff7713 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index df066b35b..67256cbe6 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -127,7 +127,13 @@ def test_graph_with_curved_edges(self):
         fig, ax = plt.subplots()
         lo = g.layout("circle")
         lo.scale(3)
-        plot(g, target=ax, layout=lo)
+        plot(
+            g, target=ax, layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
 
 
 class ClusteringTestRunner(unittest.TestCase):
diff --git a/vendor/source/igraph b/vendor/source/igraph
index f2c7e65dc..e79dc6ea6 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a
+Subproject commit e79dc6ea68e708e4d0f5d3c2e12bc67e6aff9c9a

From e3252d0dafde2c0e79d4c7f321a0036355956a04 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jul 2023 19:57:28 +1000
Subject: [PATCH 1114/1681] Matplotlib: use gca and return container artist

---
 src/igraph/drawing/__init__.py | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 06bcda90a..8a2ea2a3c 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -252,8 +252,8 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
         if target is None:
             if backend == "matplotlib":
-                # Create a new axes if needed
-                _, target = plt.subplots()
+                # Use get current axes, customary in these cases
+                target = plt.gca()
             elif backend == "plotly":
                 # Create a new figure if needed
                 target = plotly.graph_objects.Figure()
@@ -271,9 +271,6 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
                 *args,
                 **kwds,
             )
-            # NOTE: for matplotlib, result is the container Artist. It would be
-            # good to return this instead of target, like we do for Cairo.
-            # However, that breaks API so let's wait for a major release
 
             if save_path is not None:
                 if backend == "matplotlib":
@@ -281,6 +278,12 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
                 elif backend == "plotly":
                     target.write_image(save_path)
 
+            # For matplotlib, return the container artist, which makes it easier
+            # to manipulate post-facto. The user can always get the artist with
+            # plt.gca() - as we do, in fact.
+            if backend == "matplotlib":
+                return result
+
             return target
 
     # Cairo backend

From 005b7081770aaaac96ed2aca862d5d93f2638cf0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 10 Jul 2023 13:05:41 +0000
Subject: [PATCH 1115/1681] build(deps): bump pypa/cibuildwheel from 2.13.1 to
 2.14.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.13.1 to 2.14.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.13.1...v2.14.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d29e8cdd4..d1f5a12f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 8e2e4d67a180fb505ccf01d6fe6052627b6bec95 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 15:36:09 +0200
Subject: [PATCH 1116/1681] feat: added support for building igraph with
 sanitizers

---
 etc/lsan-suppr.txt | 12 ++++++++++++
 setup.py           | 41 +++++++++++++++++++++++++++++++----------
 test.sh            | 33 +++++++++++++++++++++++++++++----
 3 files changed, 72 insertions(+), 14 deletions(-)
 create mode 100644 etc/lsan-suppr.txt

diff --git a/etc/lsan-suppr.txt b/etc/lsan-suppr.txt
new file mode 100644
index 000000000..719c01d39
--- /dev/null
+++ b/etc/lsan-suppr.txt
@@ -0,0 +1,12 @@
+leak:_PyObject_Malloc
+leak:_PyObject_Realloc
+leak:newlockobject
+leak:initumath
+leak:uint_arrtype_new
+leak:ufunc_generic_fastcall
+leak:ffi_call_int
+leak:array_empty
+leak:array_copy
+leak:array_cumsum
+
+
diff --git a/setup.py b/setup.py
index 88e351802..48e4e975c 100644
--- a/setup.py
+++ b/setup.py
@@ -54,6 +54,14 @@
 T = TypeVar("T")
 
 
+def is_envvar_on(name: str) -> bool:
+    """Returns whether the given environment variable is set to a truthy value
+    such as '1', 'on' or 'true'.
+    """
+    value = os.environ.get(name, "")
+    return value and str(value).lower() in ("1", "on", "true")
+
+
 def building_on_windows_msvc() -> bool:
     """Returns True when using the non-MinGW CPython interpreter on Windows"""
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
@@ -64,6 +72,15 @@ def building_with_emscripten() -> bool:
     return (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
 
 
+def building_with_sanitizers() -> bool:
+    """Returns True when the IGRAPH_USE_SANITIZERS envvar is set, indicating that
+    we want to build the Python interface with AddressSanitizer and LeakSanitizer
+    enabled. Currently works on Linux only and the primary use-case is to be able
+    to test igraph with sanitizers in CI.
+    """
+    return platform.system() == "Linux" and is_envvar_on("IGRAPH_USE_SANITIZERS")
+
+
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
@@ -280,6 +297,10 @@ def _compile_in(
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
 
+        # Compile the C core with sanitizers if needed
+        if building_with_sanitizers():
+            args.append("-DUSE_SANITIZER=Address;Undefined")
+
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
             args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
@@ -365,6 +386,7 @@ def __init__(self):
         self.extra_objects = []
         self.static_extension = False
         self.use_pkgconfig = False
+        self.use_sanitizers = False
         self.c_core_built = False
         self.allow_educated_guess = True
         self._has_pkgconfig = None
@@ -463,16 +485,9 @@ def run(self):
                     extra_libraries = os.environ["IGRAPH_EXTRA_LIBRARIES"].split(",")
                     buildcfg.libraries.extend(extra_libraries)
 
-                # Override static specification based on environment variable
-                if "IGRAPH_STATIC_EXTENSION" in os.environ:
-                    if os.environ["IGRAPH_STATIC_EXTENSION"].lower() in [
-                        "true",
-                        "1",
-                        "on",
-                    ]:
-                        buildcfg.static_extension = True
-                    else:
-                        buildcfg.static_extension = False
+                # Override build configuration based on environment variables
+                buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
+                buildcfg.use_sanitizers = building_with_sanitizers()
 
                 # Replaces library names with full paths to static libraries
                 # where possible. libm.a is excluded because it caused problems
@@ -484,6 +499,11 @@ def run(self):
                     else:
                         buildcfg.replace_static_libraries(exclusions=["m"])
 
+                # Add sanitizer flags
+                if buildcfg.use_sanitizers:
+                    buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
+                    buildcfg.extra_compile_args += ["-fno-omit-frame-pointer"]
+
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
                     extra_libraries = os.environ[
@@ -768,6 +788,7 @@ def process_envvar(name, attr, value):
         process_envvar("no_pkg_config", "use_pkgconfig", False)
         process_envvar("no_wait", "wait", False)
         process_envvar("use_pkg_config", "use_pkgconfig", True)
+        process_envvar("use_sanitizers", "use_sanitizers", False)
 
     def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
diff --git a/test.sh b/test.sh
index 0e55c78e8..7c74a89c8 100755
--- a/test.sh
+++ b/test.sh
@@ -9,7 +9,7 @@ set -e
 CLEAN=0
 VENV_DIR=.venv
 
-while getopts ":ce:k:" OPTION; do
+while getopts ":ce:k:s" OPTION; do
     case $OPTION in
         c)
             CLEAN=1
@@ -20,14 +20,29 @@ while getopts ":ce:k:" OPTION; do
         k)
             PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
             ;;
+        s)
+            USE_SANITIZERS=1
+            ;;
         \?)
-            echo "Usage: $0 [-c] [-e VIRTUALENV]"
+            echo "Usage: $0 [-c] [-e VIRTUALENV] [-s]"
+            echo ""
+            echo "Options:"
+            echo "  -c: clean igraph's already-built C core before running tests"
+            echo "  -e VIRTUALENV: use the given virtualenv instead of .venv"
+            echo "  -s: compile the C core and the Python module with sanitizers enabled"
 			exit 1
             ;;
     esac
 done
 shift $((OPTIND -1))
 
+if [ "x$USE_SANITIZERS" = x1 ]; then
+  if [ "`python3 -c 'import platform; print(platform.system())'`" != "Linux" ]; then
+    echo "Compiling igraph with sanitizers is currently supported on Linux only."
+    exit 1
+  fi
+fi
+
 if [ ! -d $VENV_DIR ]; then
     $PYTHON -m venv $VENV_DIR
     $VENV_DIR/bin/pip install -U pip wheel
@@ -41,6 +56,16 @@ fi
 export MACOSX_DEPLOYMENT_TARGET=12.0
 
 # pip install is called in verbose mode so we can see the compiler warnings
-$VENV_DIR/bin/pip install -v .[plotting,test]
-$VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+if [ "x$USE_SANITIZERS" = x1 ]; then
+  # Do not run plotting tests -- they tend to have lots of false positives in
+  # the sanitizer output
+  IGRAPH_USE_SANITIZERS=1 $VENV_DIR/bin/pip install -v .[test]
+  LD_PRELOAD=$(gcc -print-file-name=libasan.so) \
+  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt \
+  ASAN_OPTIONS=detect_stack_use_after_return=1 \
+  $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+else
+  $VENV_DIR/bin/pip install -v .[plotting,test]
+  $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+fi
 

From 2d42876f9f2d7ea95ef8497a51c67686abf10327 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:14:25 +0200
Subject: [PATCH 1117/1681] fix: fix a memory leak in Graph.decompose()

---
 CHANGELOG.md              | 2 ++
 src/_igraph/convert.c     | 8 +++-----
 src/_igraph/graphobject.c | 9 +++++----
 3 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 20eb8cd50..61c3f463e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,8 @@
 
 ### Fixed
 
+- Fixed a minor memory leak in `Graph.decompose()`.
+
 - The default vertex size of the Plotly backend was fixed so the vertices are
   now visible by default without specifying an explicit size for them.
 
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a8a46ab5b..a3a7f28e0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2516,11 +2516,9 @@ PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector
  * \ingroup python_interface_conversion
  * \brief Converts an \c igraph_graph_list_t into a Python list of graphs
  *
- * This function transfers ownership of the graphs to Python and frees the pointers
- * to them. If it fails, you can call \c igraph_graph_list_destroy if you have to.
- * If successful, do nothing and especially do *not* destroy the list, because that
- * will destroy each graph inside, which in turns destroys the vertices and edges
- * data structures that are now supposedly managed by Python.
+ * This function transfers ownership of the graphs to Python and empties the
+ * graph list in parallel. You can (and should) call \c igraph_graph_list_destroy
+ * regularly after the conversion is done.
  *
  * \param v the \c igraph_graph_list_t containing the list to be converted; the
  *     list will become empty after executing this function
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index aaf301838..5f977cd50 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4831,16 +4831,17 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  /* We have to create a Python igraph object for every graph returned */
-  /* Pointers to each graph are freed, but the graphs themselves are not
-   * destroyed because the Python class takes over ownership of them,
-   * in particular of edges and vertices */
+  /* We have to create a Python igraph object for every graph returned. During
+   * the conversion, the graph list will be emptied as the Python list we return
+   * from the conversion function takes ownership of all the graphs */
   list = igraphmodule_graph_list_t_to_PyList(&components, Py_TYPE(self));
   if (!list) {
       igraph_graph_list_destroy(&components);
       return 0;
   }
 
+  igraph_graph_list_destroy(&components);
+
   return list;
 }
 

From f7b74eecbcbfa7194cf9000d15d2ebc793057762 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:25:17 +0200
Subject: [PATCH 1118/1681] chore: removed some unused imports

---
 tests/drawing/cairo/utils.py           | 2 +-
 tests/drawing/matplotlib/test_graph.py | 2 +-
 tests/drawing/matplotlib/utils.py      | 3 ---
 tests/drawing/plotly/test_graph.py     | 5 ++---
 tests/drawing/plotly/utils.py          | 2 +-
 5 files changed, 5 insertions(+), 9 deletions(-)

diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 68091ea10..df34e47f6 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -1,7 +1,7 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
 from pathlib import Path
-import os
+
 import sys
 import inspect
 import functools
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 43bb999a0..c657cb4b4 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -3,7 +3,7 @@
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering, config, Layout
+from igraph import Graph, plot, VertexClustering, Layout
 
 from ...utils import overridden_configuration
 
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index f9f195940..9bf78966a 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -1,6 +1,5 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
-from pathlib import Path
 import sys
 import inspect
 import functools
@@ -8,8 +7,6 @@
 try:
     import matplotlib
     from matplotlib.testing.decorators import _collect_new_figures, _ImageComparisonBase
-    from matplotlib.testing.compare import comparable_formats
-    import matplotlib.pyplot as plt
 except ImportError:
     matplotlib = None
 
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 22ca84b9b..791e6729c 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -1,8 +1,7 @@
-import random
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering
+from igraph import Graph, plot, VertexClustering
 
 # FIXME: find a better way to do this that works for both direct call and module
 # import e.g. tox
@@ -75,7 +74,7 @@ def test_mark_groups_squares(self):
         return fig
 
     @image_comparison(baseline_images=["graph_edit_children"])
-    def test_mark_groups_squares(self):
+    def test_graph_edit_children(self):
         g = Graph.Ring(5)
         fig = go.Figure()
         plot(g, target=fig, vertex_shape="circle",
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 76d96e346..1c6f51b54 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -1,7 +1,7 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
 from pathlib import Path
-import os
+
 import sys
 import inspect
 import functools

From 40cb48e4a1b63acb0ecd29e235889d4ca6ff02d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:27:28 +0200
Subject: [PATCH 1119/1681] test: added missing Plotly baseline image

---
 .../graph_mark_groups_squares_directed.json   | 1047 +++++++++++++++++
 1 file changed, 1047 insertions(+)
 create mode 100644 tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json

diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
new file mode 100644
index 000000000..48afb5b8b
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -0,0 +1,1047 @@
+{
+  "data": [
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "square"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "square"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "square"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "square"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "square"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
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+        1.0631519409409285,
+        0.9737382897122633,
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+      "mode": "lines",
+      "type": "scatter",
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+        -0.9649307455828062,
+        -0.8699239050738742
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+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
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+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
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+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
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+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
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+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
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+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
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+        0.07906262756148238,
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+        "type": "path"
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+        "path": "M -0.8699239050738742,0.6328259400443561 L -0.9566534831822209,-0.5895891303732176",
+        "type": "path"
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+          "color": "#444",
+          "width": 2.0
+        },
+        "path": "M -0.8616466426732888,-0.5895891303732176 L 0.2084901499044931,-0.9594640169691344",
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+        "path": "M 0.30349699041342515,-0.9594640169691343 L 0.9203112545270339,0.03435580194714975",
+        "type": "path"
+      }
+    ],
+    "template": {
+      "data": {
+        "bar": [
+          {
+            "error_x": {
+              "color": "#2a3f5f"
+            },
+            "error_y": {
+              "color": "#2a3f5f"
+            },
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "bar"
+          }
+        ],
+        "barpolar": [
+          {
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "barpolar"
+          }
+        ],
+        "carpet": [
+          {
+            "aaxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+          }
+        ],
+        "choropleth": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "choropleth"
+          }
+        ],
+        "contour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
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+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
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+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "contour"
+          }
+        ],
+        "contourcarpet": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "contourcarpet"
+          }
+        ],
+        "heatmap": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
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+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
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+                0.6666666666666666,
+                "#ed7953"
+              ],
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+                0.7777777777777778,
+                "#fb9f3a"
+              ],
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+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmap"
+          }
+        ],
+        "heatmapgl": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmapgl"
+          }
+        ],
+        "histogram": [
+          {
+            "marker": {
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "histogram"
+          }
+        ],
+        "histogram2d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
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+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2d"
+          }
+        ],
+        "histogram2dcontour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2dcontour"
+          }
+        ],
+        "mesh3d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "mesh3d"
+          }
+        ],
+        "parcoords": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "parcoords"
+          }
+        ],
+        "pie": [
+          {
+            "automargin": true,
+            "type": "pie"
+          }
+        ],
+        "scatter": [
+          {
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+            },
+            "type": "scatter"
+          }
+        ],
+        "scatter3d": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatter3d"
+          }
+        ],
+        "scattercarpet": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattercarpet"
+          }
+        ],
+        "scattergeo": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergeo"
+          }
+        ],
+        "scattergl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergl"
+          }
+        ],
+        "scattermapbox": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattermapbox"
+          }
+        ],
+        "scatterpolar": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolar"
+          }
+        ],
+        "scatterpolargl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolargl"
+          }
+        ],
+        "scatterternary": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterternary"
+          }
+        ],
+        "surface": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "surface"
+          }
+        ],
+        "table": [
+          {
+            "cells": {
+              "fill": {
+                "color": "#EBF0F8"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "header": {
+              "fill": {
+                "color": "#C8D4E3"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "type": "table"
+          }
+        ]
+      },
+      "layout": {
+        "annotationdefaults": {
+          "arrowcolor": "#2a3f5f",
+          "arrowhead": 0,
+          "arrowwidth": 1
+        },
+        "autotypenumbers": "strict",
+        "coloraxis": {
+          "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+          }
+        },
+        "colorscale": {
+          "diverging": [
+            [
+              0,
+              "#8e0152"
+            ],
+            [
+              0.1,
+              "#c51b7d"
+            ],
+            [
+              0.2,
+              "#de77ae"
+            ],
+            [
+              0.3,
+              "#f1b6da"
+            ],
+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file

From 485435cf1077041509357fb80664863051261c2f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:30:01 +0200
Subject: [PATCH 1120/1681] fix: do not show suppression stats in sanitizer
 output

---
 test.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test.sh b/test.sh
index 7c74a89c8..3b3f7b190 100755
--- a/test.sh
+++ b/test.sh
@@ -61,7 +61,7 @@ if [ "x$USE_SANITIZERS" = x1 ]; then
   # the sanitizer output
   IGRAPH_USE_SANITIZERS=1 $VENV_DIR/bin/pip install -v .[test]
   LD_PRELOAD=$(gcc -print-file-name=libasan.so) \
-  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt \
+  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt:print_suppressions=false \
   ASAN_OPTIONS=detect_stack_use_after_return=1 \
   $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 else

From 830cd41aed623fc64913b7ee323facce47b5913a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:35:54 +0200
Subject: [PATCH 1121/1681] ci: use sanitizer when building the Python module
 itself

---
 .github/workflows/build.yml | 17 +++++++----------
 setup.py                    |  7 +++++--
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d1f5a12f4..7ddcc1592 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -304,19 +304,11 @@ jobs:
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
   # for the "Test" step below.
-  #
-  # The C core is temporarily compiled with -DCMAKE_C_FLAGS="-DNDEBUG" because the Python test suite
-  # triggers a bug/assertion in RNG_INTEGER(): https://github.com/igraph/igraph/issues/2031
-  # When this bug is fixed, remove NDEBUG and increment the cache version to v1.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
     runs-on: ubuntu-20.04
     env:
-      CC: "gcc -fsanitize=address -fsanitize=undefined"
-      CXX: "g++ -fsanitize=address -fsanitize=undefined"
-      CFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
-      CXXFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
-      IGRAPH_CMAKE_EXTRA_ARGS: -DUSE_SANITIZER="Address;Undefined" -DCMAKE_BUILD_TYPE=Debug -DFLEX_KEEP_LINE_NUMBERS=ON -DFORCE_COLORED_OUTPUT=ON -DCMAKE_C_FLAGS="-DNDEBUG"
+      IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
       - uses: actions/checkout@v3
         with:
@@ -343,10 +335,14 @@ jobs:
           python-version: '3.11'
 
       - name: Build C core
+        env:
+          IGRAPH_USE_SANITIZERS: 1
         run: |
           python setup.py build_c_core
 
       - name: Build and install Python extension
+        env:
+          IGRAPH_USE_SANITIZERS: 1
         run: |
           # NOTE: install calls "build" first
           python setup.py install
@@ -361,6 +357,7 @@ jobs:
       - name: Test
         env:
           LD_PRELOAD: "/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1"
-          ASAN_OPTIONS: "detect_leaks=0"
+          ASAN_OPTIONS: "detect_stack_use_after_return=1"
+          LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           python -m pytest --capture=sys tests
diff --git a/setup.py b/setup.py
index 48e4e975c..9535eecb6 100644
--- a/setup.py
+++ b/setup.py
@@ -264,6 +264,7 @@ def _compile_in(
 
         print("Configuring build...")
         args = [cmake]
+        cmake_build_mode = "Release"
 
         # Build to wasm requires invocation of the Emscripten SDK
         if building_with_emscripten():
@@ -300,6 +301,8 @@ def _compile_in(
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
             args.append("-DUSE_SANITIZER=Address;Undefined")
+            args.append("-DFLEX_KEEP_LINE_NUMBERS=ON")
+            cmake_build_mode = "Debug"
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
@@ -314,7 +317,7 @@ def _compile_in(
 
         print("Running build...")
         # We are _not_ using a parallel build; this is intentional, see igraph/igraph#1755
-        retcode = subprocess.call([cmake, "--build", ".", "--config", "Release"])
+        retcode = subprocess.call([cmake, "--build", ".", "--config", cmake_build_mode])
         if retcode:
             return False
 
@@ -502,7 +505,7 @@ def run(self):
                 # Add sanitizer flags
                 if buildcfg.use_sanitizers:
                     buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
-                    buildcfg.extra_compile_args += ["-fno-omit-frame-pointer"]
+                    buildcfg.extra_compile_args += ["-g", "-Og", "-fno-omit-frame-pointer", "-fdiagnostics-color"]
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:

From 6141ee71a9f773ed385129415af331af1f77e795 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:44:36 +0200
Subject: [PATCH 1122/1681] ci: adjust config so we don't run the sanitizer on
 /bin/bash

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ddcc1592..94450505e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -353,11 +353,11 @@ jobs:
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
-      # Leak detection is disabled because of many false (?) positives in Python itself.
+      # LD_PRELOAD needs to be specified in the "run" section to ensure that we
+      # do not pick up memory leaks in the wrapper shell (e.g., /bin/bash)
       - name: Test
         env:
-          LD_PRELOAD: "/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1"
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
-          python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From a2c3b28459d139471dd97bc759e3e9ccd66dcebe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 17:08:30 +0200
Subject: [PATCH 1123/1681] ci: cache busting for sanitizer job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 94450505e..2337f7896 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -322,7 +322,7 @@ jobs:
           path: |
             vendor/build
             vendor/install
-          key: C-core-build-sanitizer-v0-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-build-sanitizer-v1-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core

From 47ec0248c00aa211afc38d8abd67fdb29f9183c4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 17:40:32 +0200
Subject: [PATCH 1124/1681] fix: fix build on macOS

---
 setup.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 9535eecb6..b8d2e7da5 100644
--- a/setup.py
+++ b/setup.py
@@ -489,7 +489,8 @@ def run(self):
                     buildcfg.libraries.extend(extra_libraries)
 
                 # Override build configuration based on environment variables
-                buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
+                if "IGRAPH_STATIC_EXTENSION" in os.environ:
+                    buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
                 buildcfg.use_sanitizers = building_with_sanitizers()
 
                 # Replaces library names with full paths to static libraries

From 35a4ba43b591b33628c31db92e3b678950752102 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 19:20:28 +0200
Subject: [PATCH 1125/1681] fix: fix edge label plotting in Plotly

---
 src/igraph/drawing/plotly/graph.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index e24cc1102..956d954af 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -250,7 +250,7 @@ def draw(self, graph, *args, **kwds):
                 "text": [],
                 "x": [],
                 "y": [],
-                "color": [],
+                # "textfont_color": [],
                 # FIXME: horizontal/vertical alignment, offset, etc?
             }
             for label, visual_edge, edge in edge_label_iter:
@@ -258,7 +258,7 @@ def draw(self, graph, *args, **kwds):
                 src, dest = edge.tuple
                 src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
                 (x, y), (halign, valign) = edge_drawer.get_label_position(
-                    edge,
+                    visual_edge,
                     src_vertex,
                     dest_vertex,
                 )
@@ -268,7 +268,9 @@ def draw(self, graph, *args, **kwds):
                 lab_args["text"].append(label)
                 lab_args["x"].append(x)
                 lab_args["y"].append(y)
-                lab_args["color"].append(visual_edge.label_color)
+                # FIXME: colors do not work yet; apparently we need to convert
+                # visual_edge.label_color to Plotly's format
+                # lab_args["textfont_color"].append(visual_edge.label_color)
             stroke = plotly.graph_objects.Scatter(
                 mode="text",
                 **lab_args,

From 69a90260621121163c437b168cfb79743378dc2b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 09:51:20 +0200
Subject: [PATCH 1126/1681] ci: cache emscripten in wasm build

---
 .github/workflows/build.yml | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2337f7896..9d51dc2e2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,15 +179,16 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.10.2'
+          python-version: '3.11.2'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
-          version: '3.1.14'
+          version: '3.1.32'
+          actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.21.0
+          pip install pyodide-build==0.23.4
           pyodide build
 
       - uses: actions/upload-artifact@v3

From b8ded445da7a53002a86c0592170e0fd2ccbf924 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 13:01:59 +0200
Subject: [PATCH 1127/1681] fix: wasm32 size_t is 32-bit so we need to fix the
 definition of RNG_MAX

---
 src/_igraph/random.c | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index b059042d7..61b67b04e 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -44,7 +44,12 @@ typedef struct {
 } igraph_i_rng_Python_state_t;
 
 #define RNG_BITS 32
-#define RNG_MAX ((((size_t) 1) << RNG_BITS) - 1)
+#ifdef __wasm32__
+  /* size_t is 32-bit on wasm32 so we cannot use the shift trick */
+  #define RNG_MAX 0xFFFFFFFF
+#else
+  #define RNG_MAX ((((size_t) 1) << RNG_BITS) - 1)
+#endif
 
 static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0};
 static igraph_rng_t igraph_rng_Python = {

From c7ca7b65c7066c6d70c1067bb019347ce937a2b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 13:05:04 +0200
Subject: [PATCH 1128/1681] fix: explicitly turn off libxml2 in wasm builds

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index b8d2e7da5..ffb0a5913 100644
--- a/setup.py
+++ b/setup.py
@@ -277,6 +277,7 @@ def _compile_in(
                 return False
             args.insert(0, emcmake)
             args.append("-DIGRAPH_WARNINGS_AS_ERRORS:BOOL=OFF")
+            args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():

From 97f120c61281bc9a0c5d434f44aa2dba7995f9aa Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 06:46:20 +1000
Subject: [PATCH 1129/1681] Loops into largest wedge, with a bit of logic

---
 src/igraph/drawing/matplotlib/edge.py  | 198 ++++++++++++++++++++-----
 src/igraph/drawing/matplotlib/graph.py |   1 -
 2 files changed, 160 insertions(+), 39 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 1fc3d2f6c..71cec9691 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -101,6 +101,36 @@ def _get_edge_vertex_sizes(edge_vertices):
                 sizes.append(max(visual_vertex.width, visual_vertex.height))
         return sizes
 
+    @staticmethod
+    def _compute_edge_angles(path, trans, directed, curved):
+        """Compute edge angles for both starting and ending vertices.
+
+        NOTE: The domain of atan2 is (-pi, pi].
+        """
+        positions = trans(path.vertices)
+
+        # first angle
+        if (not directed):
+            x1, y1 = positions[0]
+            x2, y2 = positions[1]
+        elif not curved:
+            x1, y1 = positions[1]
+            x2, y2 = positions[0]
+        else:
+            x1, y1 = positions[3]
+            x2, y2 = positions[2]
+        angle1 = atan2(y2 - y1, x2 - x1)
+
+        # second angle
+        if not directed:
+            x1, y1 = positions[-1]
+            x2, y2 = positions[-2]
+        else:
+            x1, y1 = positions[-3]
+            x2, y2 = positions[-1]
+        angle2 = atan2(y2 - y1, x2 - x1)
+        return (angle1, angle2)
+
     def _compute_paths(self, transform=None):
         import numpy as np
 
@@ -110,9 +140,31 @@ def _compute_paths(self, transform=None):
         trans = transform.transform
         trans_inv = transform.inverted().transform
 
+        # Loops split the largest wedge left open by other
+        # edges of that vertex. The algo is:
+        # (i) Find what vertices each loop belongs to
+        # (ii) While going through the edges, record the angles
+        #      for vertices with loops
+        # (iii) Plot each loop based on the recorded angles
+        loop_vertex_dict = {
+        }
+        for i, edge_vertices in enumerate(visual_vertices):
+            if edge_vertices[0] == edge_vertices[1]:
+                if edge_vertices[0] not in loop_vertex_dict:
+                    loop_vertex_dict[edge_vertices[0]] = {
+                        'loops': [],
+                        'angles': [],
+                    }
+                loop_vertex_dict[edge_vertices[0]]['loops'].append(i)
+
         # Get actual coordinates of the vertex border (rough)
         paths = []
         for i, edge_vertices in enumerate(visual_vertices):
+            # Loops are positioned post-facto in the space left by the othter edges
+            if edge_vertices[0] == edge_vertices[1]:
+                paths.append(None)
+                continue
+
             coords = np.vstack(
                 [
                     edge_vertices[0].position,
@@ -126,15 +178,7 @@ def _compute_paths(self, transform=None):
             else:
                 curved = False
 
-            # Loops require special attention, discard any previous calculations
-            if edge_vertices[0] == edge_vertices[1]:
-                path = self._compute_path_loop(
-                    coordst[0],
-                    sizes[0],
-                    trans_inv,
-                )
-
-            elif self._directed:
+            if self._directed:
                 if (self._arrow_sizes is None) or (self._arrow_widths is None):
                     arrow_size = 0
                     arrow_width = 0
@@ -157,36 +201,106 @@ def _compute_paths(self, transform=None):
                     curved,
                 )
 
+            # Collect angles for this vertex, to be used for loops plotting below
+            angles = self._compute_edge_angles(path, trans, self._directed, curved)
+            if edge_vertices[0] in loop_vertex_dict:
+                loop_vertex_dict[edge_vertices[0]]['angles'].append(angles[0])
+            if edge_vertices[1] in loop_vertex_dict:
+                loop_vertex_dict[edge_vertices[1]]['angles'].append(angles[1])
+
+            # Add the path for this non-loop edge
             paths.append(path)
+
+        # Deal with loops at the end
+        for visual_vertex, loops_angles in loop_vertex_dict.items():
+            coords = np.vstack([visual_vertex.position] * 2)
+            coordst = trans(coords)
+            sizes = self._get_edge_vertex_sizes(edge_vertices)
+
+            edge_angles = loops_angles['angles']
+            if edge_angles:
+                edge_angles.sort()
+                # Circle around
+                edge_angles.append(edge_angles[0] + 2 * pi)
+                wedges = [(a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])]
+                # Argsort
+                imax = max(range(len(wedges)), key=lambda i: wedges[i])
+                angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
+            else:
+                angle1, angle2 = -pi, pi
+
+            nloops = len(loops_angles['loops'])
+            for ii, ipath in enumerate(loops_angles['loops']):
+                angle1i = angle1 + (angle2 - angle1) * ii / nloops
+                angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
+                path = self._compute_path_loop(
+                    coordst[0],
+                    sizes[0],
+                    angle1i, angle2i,
+                    trans_inv,
+                    angle_padding_fraction=0.1,
+                )
+                paths[ipath] = path
+
+
         return paths
 
-    def _compute_path_loop(self, coordt, size, trans_inv):
+    def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
+                           angle_padding_fraction=0.1):
         import numpy as np
 
-        # TODO: check out non-loop edges for this vertex and try
-        # fit the loops in the largest wedge.
-
-        # Make arc (class method)
-        path = mpl.path.Path.arc(-90, 180)
-        vertices = path.vertices.copy()
-        codes = path.codes
-
-        # Rescale to be as large as the vertex
-        vertices *= size / 2
-        # Center top right
-        vertices += size / 2
-        # Offset to place and transform to data coordinates
-        vertices = trans_inv(coordt + vertices)
-
-        # Hack used for any curved lines to deal with facecolor
-        vertices = np.vstack([
-            vertices,
-            vertices[:-1][::-1],
-        ])
-        codes = np.concatenate([
-            codes,
-            codes[1:],
-        ])
+        # Pad angles to make a little space for tight arrowheads
+        angle1, angle2 = (
+            angle1 * (1 - angle_padding_fraction) + angle2 * angle_padding_fraction,
+            angle1 * angle_padding_fraction + angle2 * (1 - angle_padding_fraction),
+        )
+
+        # Too large wedges, just use a quarter
+        if angle2 - angle1 > pi / 2:
+            angle1 = (angle2 + angle1) * 0.5 - pi / 4
+            angle1_deg = 180 * angle1 / pi
+
+            # Make arc (class method)
+            path = mpl.path.Path.arc(angle1_deg - 90, angle1_deg + 180)
+            vertices = path.vertices.copy()
+            codes = path.codes
+
+            # Rescale to be as large as the vertex
+            vertices *= size / 2
+            # Center top right for 0 angle_deg, otherwise in the right place (sqrt2 away from center)
+            angle_center = pi / 4 + angle1
+            xcenter = size / 2 / sqrt(2) * cos(angle_center)
+            ycenter = size / 2 / sqrt(2) * sin(angle_center)
+            vertices += [xcenter, ycenter]
+            # Offset to place and transform to data coordinates
+            vertices = trans_inv(coordt + vertices)
+
+            # Hack used for any curved lines to deal with facecolor
+            vertices = np.vstack([
+                vertices,
+                vertices[:-1][::-1],
+            ])
+            codes = np.concatenate([
+                codes,
+                codes[1:],
+            ])
+
+        # Smaller than 90 deg wedges, make a Bezier
+        else:
+            start = size / 2 * np.array([cos(angle1), sin(angle1)])
+            end = size / 2 * np.array([cos(angle2), sin(angle2)])
+            amix = 0.2
+            aux1 = 1.2 * size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
+            aux2 = 1.2 * size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+            vertices = np.vstack([
+                start, aux1, aux2, end,
+                aux2, aux1, start,
+            ])
+            # Offset to place and transform to data coordinates
+            vertices = trans_inv(coordt + vertices)
+
+            codes = ["MOVETO"] + ["CURVE4"] * 6
+            codes=[getattr(mpl.path.Path, x) for x in codes]
 
         path = mpl.path.Path(
             vertices, codes=codes,
@@ -249,14 +363,14 @@ def _compute_path_directed(
         path = {"vertices": [], "codes": []}
         path["codes"].append("MOVETO")
         if not curved:
-            path["codes"].extend(["LINETO"] * 5)
+            path["codes"].extend(["LINETO"] * 6)
 
             # Start
             theta = atan2(*((coordst[1] - coordst[0])[::-1]))
             voff = 0 * coordst[0]
             voff[:] = [cos(theta), sin(theta)]
             voff *= sizes[0] / 2
-            path["vertices"].append(coordst[0] + voff)
+            start = coordst[0] + voff
 
             # End with arrow (base-left-top-right-base)
             theta = atan2(*((coordst[1] - coordst[0])[::-1]))
@@ -269,8 +383,12 @@ def _compute_path_directed(
             headbase = tip - arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
             path["vertices"].extend(
                 [
+                    headbase,
+                    start,
                     headbase,
                     headleft,
                     tip,
@@ -308,8 +426,12 @@ def _compute_path_directed(
             # without making a separate Patch, which would be a little messy
             path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
             path["vertices"].extend([
-                headbase, aux2, aux1,
-                start, aux1, aux2,
+                headbase,
+                aux2,
+                aux1,
+                start,
+                aux1,
+                aux2,
                 headbase,
                 headleft,
                 tip,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 29d08ffa3..003a5b281 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -557,7 +557,6 @@ def _draw_edges(self):
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
-            print(visual_edge)
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)

From 031d071dac823ac530afab2d68012a39b090e043 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 09:05:49 +1000
Subject: [PATCH 1130/1681] All loops Bezier, add parameter loop_size
 (undocumented)

---
 src/igraph/drawing/matplotlib/edge.py  | 91 ++++++++++----------------
 src/igraph/drawing/matplotlib/graph.py |  3 +
 2 files changed, 39 insertions(+), 55 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 71cec9691..af5e69727 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -58,6 +58,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             background = None
             align_label = False
             zorder = 1
+            loop_size = 30
 
         return VisualEdgeBuilder
 
@@ -88,6 +89,7 @@ def __init__(self, *args, **kwargs):
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", None)
         self._arrow_widths = kwargs.pop("arrow_widths", None)
+        self._loop_sizes = kwargs.pop("loop_sizes", None)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
 
@@ -152,10 +154,11 @@ def _compute_paths(self, transform=None):
             if edge_vertices[0] == edge_vertices[1]:
                 if edge_vertices[0] not in loop_vertex_dict:
                     loop_vertex_dict[edge_vertices[0]] = {
-                        'loops': [],
-                        'angles': [],
+                        'indices': [],
+                        'sizes': [],
+                        'edge_angles': [],
                     }
-                loop_vertex_dict[edge_vertices[0]]['loops'].append(i)
+                loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
@@ -163,6 +166,9 @@ def _compute_paths(self, transform=None):
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
+                loop_vertex_dict[edge_vertices[0]]['sizes'].append(
+                    self._loop_sizes[i],
+                )
                 continue
 
             coords = np.vstack(
@@ -204,20 +210,20 @@ def _compute_paths(self, transform=None):
             # Collect angles for this vertex, to be used for loops plotting below
             angles = self._compute_edge_angles(path, trans, self._directed, curved)
             if edge_vertices[0] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[0]]['angles'].append(angles[0])
+                loop_vertex_dict[edge_vertices[0]]['edge_angles'].append(angles[0])
             if edge_vertices[1] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[1]]['angles'].append(angles[1])
+                loop_vertex_dict[edge_vertices[1]]['edge_angles'].append(angles[1])
 
             # Add the path for this non-loop edge
             paths.append(path)
 
         # Deal with loops at the end
-        for visual_vertex, loops_angles in loop_vertex_dict.items():
+        for visual_vertex, ldict in loop_vertex_dict.items():
             coords = np.vstack([visual_vertex.position] * 2)
             coordst = trans(coords)
-            sizes = self._get_edge_vertex_sizes(edge_vertices)
+            vertex_size = self._get_edge_vertex_sizes([visual_vertex])[0]
 
-            edge_angles = loops_angles['angles']
+            edge_angles = ldict['edge_angles']
             if edge_angles:
                 edge_angles.sort()
                 # Circle around
@@ -227,15 +233,17 @@ def _compute_paths(self, transform=None):
                 imax = max(range(len(wedges)), key=lambda i: wedges[i])
                 angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
             else:
+                # Isolated vertices with loops
                 angle1, angle2 = -pi, pi
 
-            nloops = len(loops_angles['loops'])
-            for ii, ipath in enumerate(loops_angles['loops']):
+            nloops = len(ldict['indices'])
+            for ii, (ipath, loop_size) in enumerate(zip(ldict['indices'], ldict['sizes'])):
                 angle1i = angle1 + (angle2 - angle1) * ii / nloops
                 angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
                 path = self._compute_path_loop(
                     coordst[0],
-                    sizes[0],
+                    vertex_size,
+                    loop_size,
                     angle1i, angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
@@ -245,7 +253,7 @@ def _compute_paths(self, transform=None):
 
         return paths
 
-    def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
+    def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
                            angle_padding_fraction=0.1):
         import numpy as np
 
@@ -258,49 +266,22 @@ def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
         # Too large wedges, just use a quarter
         if angle2 - angle1 > pi / 2:
             angle1 = (angle2 + angle1) * 0.5 - pi / 4
-            angle1_deg = 180 * angle1 / pi
-
-            # Make arc (class method)
-            path = mpl.path.Path.arc(angle1_deg - 90, angle1_deg + 180)
-            vertices = path.vertices.copy()
-            codes = path.codes
-
-            # Rescale to be as large as the vertex
-            vertices *= size / 2
-            # Center top right for 0 angle_deg, otherwise in the right place (sqrt2 away from center)
-            angle_center = pi / 4 + angle1
-            xcenter = size / 2 / sqrt(2) * cos(angle_center)
-            ycenter = size / 2 / sqrt(2) * sin(angle_center)
-            vertices += [xcenter, ycenter]
-            # Offset to place and transform to data coordinates
-            vertices = trans_inv(coordt + vertices)
-
-            # Hack used for any curved lines to deal with facecolor
-            vertices = np.vstack([
-                vertices,
-                vertices[:-1][::-1],
-            ])
-            codes = np.concatenate([
-                codes,
-                codes[1:],
-            ])
-
-        # Smaller than 90 deg wedges, make a Bezier
-        else:
-            start = size / 2 * np.array([cos(angle1), sin(angle1)])
-            end = size / 2 * np.array([cos(angle2), sin(angle2)])
-            amix = 0.2
-            aux1 = 1.2 * size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
-            aux2 = 1.2 * size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
-            vertices = np.vstack([
-                start, aux1, aux2, end,
-                aux2, aux1, start,
-            ])
-            # Offset to place and transform to data coordinates
-            vertices = trans_inv(coordt + vertices)
-
-            codes = ["MOVETO"] + ["CURVE4"] * 6
-            codes=[getattr(mpl.path.Path, x) for x in codes]
+            angle2 = angle1 + pi / 2
+
+        start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
+        end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
+        amix = 0.15
+        aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
+        aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+        vertices = np.vstack([
+            start, aux1, aux2, end,
+            aux2, aux1, start,
+        ])
+        # Offset to place and transform to data coordinates
+        vertices = trans_inv(coordt + vertices)
+
+        codes = ["MOVETO"] + ["CURVE4"] * 6
+        codes=[getattr(mpl.path.Path, x) for x in codes]
 
         path = mpl.path.Path(
             vertices, codes=codes,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 003a5b281..3a67acbd4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -555,6 +555,7 @@ def _draw_edges(self):
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
+        loop_sizes = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
@@ -563,6 +564,7 @@ def _draw_edges(self):
             visual_vertices.append(edge_vertices)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
+            loop_sizes.append(visual_edge.loop_size)
             curved.append(visual_edge.curved)
 
         art = EdgeCollection(
@@ -571,6 +573,7 @@ def _draw_edges(self):
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            loop_sizes=loop_sizes,
             curved=curved,
             transform=self.axes.transData,
         )

From 5b46a90c44044863987447eb337abf6993c0c810 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 09:35:47 +1000
Subject: [PATCH 1131/1681] Test images (tiny pixel diffs), better test for
 loop size and docs EN/ES

---
 doc/examples_sphinx-gallery/visual_style.py   |  20 ++++++++++++++++++
 doc/source/tutorial.es.rst                    |  19 +++++++++++------
 doc/source/tutorial.rst                       |   7 +++++-
 .../test_graph/clustering_directed.png        | Bin 36628 -> 34962 bytes
 .../test_graph/clustering_directed_large.png  | Bin 62446 -> 61379 bytes
 .../test_graph/graph_directed.png             | Bin 23948 -> 21974 bytes
 .../graph_directed_curved_loops.png           | Bin 23632 -> 23404 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23948 -> 21974 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 19476 -> 17394 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 +++
 10 files changed, 41 insertions(+), 8 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 803ed115d..4ac7d05da 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -68,3 +68,23 @@
 #    The :meth:`igraph.drawing.matplotlib.graph.GraphArtist.set` method can
 #    be used to change multiple properties at once and is generally more
 #    efficient than multiple calls to specific ``artist.set_...`` methods.
+
+# %%
+# In the matplotlib backend, you can also specify the size of self-loops,
+# either as a number or a sequence of numbers, e.g.:
+g = ig.Graph(n=5)
+g.add_edge(2, 3)
+g.add_edge(0, 0)
+g.add_edge(1, 1)
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    vertex_size=20,
+    edge_loop_size=[
+        0,  # ignored, the first edge is not a loop
+        30,  # loop for vertex 0
+        80,  # loop for vertex 1
+    ],
+)
+plt.show()
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index ea5727155..1d2a5af7f 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -628,17 +628,17 @@ Atributos de las aristas que controlan los gráficos
 =============== ====================== ==========================================
 Attribute name  Keyword argument       Purpose
 =============== ====================== ==========================================
-``color``       ``edge_color``         Color de la arista
+``color``       ``edge_color``         Color de la arista.
 --------------- ---------------------- ------------------------------------------
-``curved``      ``edge_curved``        la curvatura de la arista. Valores positivos
-                                       corresponden  a aristas curvadas en sentido 
+``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
+                                       corresponden a aristas curvadas en sentido 
                                        contrario a las manecillas del reloj, valores 
                                        negativos lo contrario. Una curvatura cero 
                                        representa aristas rectas. ``True`` significa 
                                        una curvatura de 0.5, ``False`` es una
                                        curvatura de cero.
 --------------- ---------------------- ------------------------------------------
-``font``        ``edge_font``          Familia tipográfica del arista
+``font``        ``edge_font``          Familia tipográfica del arista.
 --------------- ---------------------- ------------------------------------------
 ``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
                                        arista si el grafo es dirigido, relativo a 
@@ -647,13 +647,18 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
                                        pixels.
 --------------- ---------------------- ------------------------------------------
-``width``       ``edge_width``         Anchura del borde en píxeles
+``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Este atributo no
+                                       es utilizado para otras aristas. Este
+                                       atributo sólo existe en el backend
+                                       matplotlib.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Anchura del borde en píxeles.
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
 --------------- ---------------------- ------------------------------------------
 ``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
-                                       alrededor de la etiqueta de borde (solo en )
-                                       matplotlib)
+                                       alrededor de la etiqueta de borde (solo en
+                                       matplotlib).
 --------------- ---------------------- ------------------------------------------
 ``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
                                        arista de forma que se alinee con la 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index bb0c6b0b6..50b84deb1 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -824,7 +824,12 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   Width of the arrowhead on the edge if the
                                        graph is directed, relative to 10 pixels.
 --------------- ---------------------- ------------------------------------------
-``width``       ``edge_width``         Width of the edge in pixels
+``loop_size``   ``edge_loop_size``     Size of self-loops. This attribute is
+                                       ignored by edges that are not loops.
+                                       This argument is available only in the
+                                       matplotlib backend.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Width of the edge in pixels.
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         If specified, it adds a label to the edge.
 --------------- ---------------------- ------------------------------------------
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index a50e0e8a68c1981445081258be4b2f0ed4cf2c28..3d87f09802a43b9b661765ca73438141b501f876 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed.png
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 67256cbe6..84d9dd2a7 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -69,10 +69,13 @@ def test_directed_curved_loops(self):
         plt.close("all")
         g = Graph.Ring(5, directed=True)
         g.add_edge(0, 0)
+        g.add_edge(0, 0)
+        g.add_edge(2, 2)
         fig, ax = plt.subplots()
         plot(
             g, target=ax, layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],
+            edge_loop_size=[0] * 5 + [30, 50, 40],
         )
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"], remove_text=True)

From 7131d2ebf6f3c025fcff7722e9f4975c01a7ecb9 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 13 Jul 2023 09:34:00 +1000
Subject: [PATCH 1132/1681] Add arrows to directed loops

---
 doc/source/tutorial.es.rst            |   4 +-
 doc/source/tutorial.rst               |   8 +-
 src/igraph/drawing/matplotlib/edge.py | 107 ++++++++++++++++++--------
 3 files changed, 85 insertions(+), 34 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 1d2a5af7f..62c74664c 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -647,7 +647,9 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
                                        pixels.
 --------------- ---------------------- ------------------------------------------
-``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Este atributo no
+``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Puede ser negativo
+                                       para escalar con el tamaño del vertice
+                                       correspondiente. Este atributo no
                                        es utilizado para otras aristas. Este
                                        atributo sólo existe en el backend
                                        matplotlib.
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 50b84deb1..015e80b91 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -824,9 +824,13 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   Width of the arrowhead on the edge if the
                                        graph is directed, relative to 10 pixels.
 --------------- ---------------------- ------------------------------------------
-``loop_size``   ``edge_loop_size``     Size of self-loops. This attribute is
+``loop_size``   ``edge_loop_size``     Size of self-loops. It can be set as a
+                                       negative number, in which case it scales
+                                       with the size of the corresponding vertex
+                                       (e.g. -1.0 means the loop has the same size
+                                       as the vertex). This attribute is
                                        ignored by edges that are not loops.
-                                       This argument is available only in the
+                                       This attribute is available only in the
                                        matplotlib backend.
 --------------- ---------------------- ------------------------------------------
 ``width``       ``edge_width``         Width of the edge in pixels.
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index af5e69727..9f73eb923 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -158,17 +158,35 @@ def _compute_paths(self, transform=None):
                         'sizes': [],
                         'edge_angles': [],
                     }
+                    if self._directed:
+                        loop_vertex_dict[edge_vertices[0]]['arrow_sizes'] = []
+                        loop_vertex_dict[edge_vertices[0]]['arrow_widths'] = []
                 loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
         for i, edge_vertices in enumerate(visual_vertices):
+            if self._directed:
+                if (self._arrow_sizes is None) or (self._arrow_widths is None):
+                    arrow_size = 0
+                    arrow_width = 0
+                else:
+                    arrow_size = self._arrow_sizes[i]
+                    arrow_width = self._arrow_widths[i]
+
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
                 loop_vertex_dict[edge_vertices[0]]['sizes'].append(
                     self._loop_sizes[i],
                 )
+                if self._directed:
+                    loop_vertex_dict[edge_vertices[0]]['arrow_sizes'].append(
+                        arrow_size,
+                    )
+                    loop_vertex_dict[edge_vertices[0]]['arrow_widths'].append(
+                        arrow_width,
+                    )
                 continue
 
             coords = np.vstack(
@@ -185,12 +203,6 @@ def _compute_paths(self, transform=None):
                 curved = False
 
             if self._directed:
-                if (self._arrow_sizes is None) or (self._arrow_widths is None):
-                    arrow_size = 0
-                    arrow_width = 0
-                else:
-                    arrow_size = self._arrow_sizes[i]
-                    arrow_width = self._arrow_widths[i]
                 path = self._compute_path_directed(
                     coordst,
                     sizes,
@@ -237,26 +249,41 @@ def _compute_paths(self, transform=None):
                 angle1, angle2 = -pi, pi
 
             nloops = len(ldict['indices'])
-            for ii, (ipath, loop_size) in enumerate(zip(ldict['indices'], ldict['sizes'])):
-                angle1i = angle1 + (angle2 - angle1) * ii / nloops
-                angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
+            for i in range(nloops):
+                angle1i = angle1 + (angle2 - angle1) * i / nloops
+                angle2i = angle1 + (angle2 - angle1) * (i + 1) / nloops
+                if self._directed:
+                    loop_kwargs = {
+                        'arrow_size': ldict['arrow_sizes'][i],
+                        'arrow_width': ldict['arrow_widths'][i],
+                    }
+                else:
+                    loop_kwargs = {}
                 path = self._compute_path_loop(
                     coordst[0],
                     vertex_size,
-                    loop_size,
+                    ldict['sizes'][i],
                     angle1i, angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
+                    **loop_kwargs,
                 )
-                paths[ipath] = path
+                paths[ldict['indices'][i]] = path
 
 
         return paths
 
-    def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
-                           angle_padding_fraction=0.1):
+    def _compute_path_loop(
+            self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
+            angle_padding_fraction=0.1,
+            arrow_size=None, arrow_width=None,
+            ):
         import numpy as np
 
+        # Special argument for loop size to scale with vertices
+        if loop_size < 0:
+            loop_size = -loop_size * vertex_size
+
         # Pad angles to make a little space for tight arrowheads
         angle1, angle2 = (
             angle1 * (1 - angle_padding_fraction) + angle2 * angle_padding_fraction,
@@ -264,25 +291,46 @@ def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, tra
         )
 
         # Too large wedges, just use a quarter
-        if angle2 - angle1 > pi / 2:
-            angle1 = (angle2 + angle1) * 0.5 - pi / 4
-            angle2 = angle1 + pi / 2
+        if angle2 - angle1 > pi / 3:
+            angle_mid = (angle2 + angle1) * 0.5
+            angle1 = angle_mid - pi / 6
+            angle2 = angle_mid + pi / 6
 
         start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
         end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
-        amix = 0.15
+        amix = 0.05
         aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
         aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
-        vertices = np.vstack([
-            start, aux1, aux2, end,
-            aux2, aux1, start,
-        ])
+
+        if not self._directed:
+            vertices = np.vstack([
+                start, aux1, aux2, end,
+                aux2, aux1, start,
+            ])
+            codes = ["MOVETO"] + ["CURVE4"] * 6
+        else:
+            # Tweak the bezier points
+            aux1 *= (loop_size + arrow_size) / loop_size
+            aux2 *= (loop_size + arrow_size) / loop_size
+            # Angle between end/tip and vertex centre
+            theta = angle2
+            voff_unity = np.array([cos(theta), sin(theta)])
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = end + arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+            vertices = np.vstack([
+                start,
+                aux1, aux2, headbase,
+                headleft, end, headright, headbase,
+                aux2, aux1, start,
+            ])
+            codes = ["MOVETO"] + ["CURVE4"] * 3 + ["LINETO"] * 4 + ["CURVE4"] * 3
+
+
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
-
-        codes = ["MOVETO"] + ["CURVE4"] * 6
         codes=[getattr(mpl.path.Path, x) for x in codes]
-
         path = mpl.path.Path(
             vertices, codes=codes,
         )
@@ -386,19 +434,16 @@ def _compute_path_directed(
 
             # Start
             theta = atan2(*((aux1 - coordst[0])[::-1]))
-            voff = 0 * coordst[0]
-            voff[:] = [cos(theta), sin(theta)]
-            voff *= sizes[0] / 2
-            start = coordst[0] + voff
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            start = coordst[0] + voff_unity * sizes[0] / 2
 
             # End with arrow (base-left-top-right-base)
             theta = atan2(*((coordst[1] - aux2)[::-1]))
             voff_unity = 0 * coordst[0]
             voff_unity[:] = [cos(theta), sin(theta)]
-            voff = voff_unity * sizes[1] / 2
-            tip = coordst[1] - voff
-
             voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            tip = coordst[1] - voff_unity * sizes[1] / 2
             headbase = tip - arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90

From 66470fbf1b83cc922908f6daec6c358c6bd62545 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 12:44:52 +0200
Subject: [PATCH 1133/1681] fix: revert the commit that prevented the addition
 of vertices with integer names, refs #693

---
 CHANGELOG.md        |  2 ++
 src/igraph/basic.py | 10 +++++++++-
 tests/test_basic.py |  5 +++--
 3 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 61c3f463e..53d1f74a0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,8 @@
 
 - `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.
 
+- Reverted the change in 0.10.5 that prevented adding vertices with integers as vertex names. Now we show a deprecation warning instead, and the addition of vertices with integer names will be prevented from version 0.11.0 only.
+
 ### Fixed
 
 - Fixed a minor memory leak in `Graph.decompose()`.
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index e672ef7d9..2944d3f2d 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -1,5 +1,6 @@
 from igraph._igraph import GraphBase
 from igraph.seq import EdgeSeq
+from igraph.utils import deprecated
 
 
 def _add_edge(graph, source, target, **kwds):
@@ -58,7 +59,14 @@ def _add_vertex(graph, name=None, **kwds):
         to avoid the overhead of creating t.
     """
     if isinstance(name, int):
-        raise TypeError("cannot use integers as vertex names; use strings instead")
+        # raise TypeError("cannot use integers as vertex names; use strings instead")
+        deprecated(
+            "You are using integers as vertex names. This is discouraged because "
+            "most igraph functions interpret integers as vertex _IDs_ and strings "
+            "as vertex names. For sake of consistency, convert your vertex "
+            "names to strings before assigning them. Future versions from igraph "
+            "0.11.0 will disallow integers as vertex names."
+        )
 
     vid = graph.vcount()
     graph.add_vertices(1)
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 6d57c5a17..cec091474 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -120,8 +120,6 @@ def testAddVertex(self):
         self.assertTrue("name" in g.vertex_attributes())
         self.assertEqual(g.vs["name"], [None, "foo"])
 
-        self.assertRaises(TypeError, g.add_vertex, 3)
-
         vertex = g.add_vertex("3")
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
@@ -141,6 +139,9 @@ def testAddVertex(self):
         self.assertEqual(g.vs["spam"], [None] * 4 + ["cheese"])
         self.assertEqual(g.vs["ham"], [None] * 4 + [42])
 
+        with self.assertWarns(DeprecationWarning, msg="integers as vertex names"):
+            g.add_vertex(42)
+
     def testAddVertices(self):
         g = Graph()
         g.add_vertices(2)

From 3a2af150a57429a8dcaf6910c39a92c82457bdbb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:05:17 +0200
Subject: [PATCH 1134/1681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index f2c7e65dc..7686bc9a3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a
+Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7

From 58fd2e78b6cdf4a72a741d918c8269463b8b14f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:05:42 +0200
Subject: [PATCH 1135/1681] chore: updated changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 53d1f74a0..d1398225b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.6.
+
 - `Graph.Incidence()` is now deprecated in favour of `Graph.Biadjacency()` as it constructs a bipartite graph from a _bipartite adjacency_ matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.Incidence()` to construct a graph from its incidence matrix.
 
 - `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.

From 786eaf29d27fe75baa33f79989cc477d0c71028f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:48:45 +0200
Subject: [PATCH 1136/1681] chore: bumped version to 0.10.6

---
 CHANGELOG.md          | 2 +-
 src/igraph/version.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d1398225b..5f764565a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.6] - 2023-07-13
 
 ### Changed
 
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 2b40ae92e..a9750c7c7 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 5)
+__version_info__ = (0, 10, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 5e60acd119788969cab6476c295599774c64dfd1 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:38:19 +0200
Subject: [PATCH 1137/1681] README: Add citation and clean up section
 hierarchy.

---
 README.md | 27 ++++++++++++++++-----------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 8ae55c896..49cbf9065 100644
--- a/README.md
+++ b/README.md
@@ -4,8 +4,7 @@
 [![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
 [![Documentation Status](https://readthedocs.org/projects/igraph/badge/?version=latest)](https://igraph.readthedocs.io/)
 
-Python interface for the igraph library
----------------------------------------
+# Python interface for the igraph library
 
 igraph is a library for creating and manipulating graphs.
 It is intended to be as powerful (ie. fast) as possible to enable the
@@ -21,7 +20,13 @@ on [our old website](https://igraph.org/python/versions/0.10.1/).
 igraph is a collaborative work of many people from all around the world —
 see the [list of contributors here](./CONTRIBUTORS.md).
 
-## Installation from PyPI
+## Citation
+
+If use use igraph in your research, please cite
+
+> Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.
+
+# Installation
 
 We aim to provide wheels on PyPI for most of the stock Python versions;
 typically at least the three most recent minor releases from Python 3.x.
@@ -34,7 +39,7 @@ pip install igraph
 
 See details in [Installing Python Modules](https://docs.python.org/3/installing/).
 
-### Installation from source with pip on Debian / Ubuntu and derivatives
+## Installation from source with pip on Debian / Ubuntu and derivatives
 
 If you need to compile igraph from source for some reason, you need to
 install some dependencies first:
@@ -52,7 +57,7 @@ pip install igraph
 This should compile the C core of igraph as well as the Python extension
 automatically.
 
-### Installation from source on Windows
+## Installation from source on Windows
 
 It is now also possible to compile `igraph` from source under Windows for
 Python 3.7 and later. Make sure that you have Microsoft Visual Studio 2015 or
@@ -73,7 +78,7 @@ Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
 
-#### Enabling GraphML
+### Enabling GraphML
 
 By default, GraphML is disabled, because `libxml2` is not available on Windows in
 the standard installation. You can install `libxml2` on Windows using
@@ -110,7 +115,7 @@ You can now build and install `igraph` again by simply running `pip install .`.
 Please make sure to use a clean source tree, if you built previously without
 GraphML, it will not update the build.
 
-### Linking to an existing igraph installation
+## Linking to an existing igraph installation
 
 The source code of the Python package includes the source code of the matching
 igraph version that the Python interface should compile against. However, if
@@ -255,7 +260,7 @@ extras:
 pip install '.[test]'
 ```
 
-## Contributing
+# Contributing
 
 Contributions to `igraph` are welcome!
 
@@ -279,9 +284,9 @@ if you adjust the source code of the C extension, you need to rebuild it by runn
 cached in ``vendor/build`` and ``vendor/install`` so subsequent builds are much
 faster than the first one as the C core does not need to be recompiled.
 
-## Notes
+# Notes
 
-### Supported Python versions
+## Supported Python versions
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
@@ -293,7 +298,7 @@ of the non-EOL Python versions.
 Continuous integration tests are regularly executed on all non-EOL Python
 branches.
 
-### PyPy
+## PyPy
 
 This version of igraph is compatible with [PyPy](http://pypy.org/) and
 is regularly tested on [PyPy](http://pypy.org/) with ``tox``. However, the

From 3ced0af39dc6b2ea4892dec8045890d258945395 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:40:47 +0200
Subject: [PATCH 1138/1681] Add CITATION.cff

---
 CITATION.cff | 53 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 53 insertions(+)
 create mode 100644 CITATION.cff

diff --git a/CITATION.cff b/CITATION.cff
new file mode 100644
index 000000000..e803bfa79
--- /dev/null
+++ b/CITATION.cff
@@ -0,0 +1,53 @@
+# This CITATION.cff file was generated with cffinit.
+# Visit https://bit.ly/cffinit to generate yours today!
+
+cff-version: 1.2.0
+title: igraph
+message: >-
+  If you use igraph, please cite it using the
+  metadata from this file.
+type: software
+authors:
+  - given-names: Gábor
+    family-names: Csárdi
+    orcid: 'https://orcid.org/0000-0001-7098-9676'
+  - given-names: Tamás
+    family-names: Nepusz
+    orcid: 'https://orcid.org/0000-0002-1451-338X'
+  - given-names: Szabolcs
+    family-names: Horvát
+    orcid: 'https://orcid.org/0000-0002-3100-523X'
+  - given-names: Vincent Antonio
+    family-names: Traag
+    orcid: 'https://orcid.org/0000-0003-3170-3879'
+  - given-names: Fabio
+    family-names: Zanini
+    orcid: 'https://orcid.org/0000-0001-7097-8539'
+  - given-names: Daniel
+    family-names: Noom
+repository-code: 'https://github.com/igraph/python-igraph'
+url: 'https://igraph.org'
+abstract: >-
+  igraph is a C library for complex network analysis and
+  graph theory, with emphasis on efficiency, portability and
+  ease of use.
+keywords:
+  - network analysis
+  - graph theory
+license: GPL-2.0-or-later
+version: 0.10.5
+date-released: '2023-07-01'
+preferred-citation:
+  type: article
+  authors:
+    - given-names: Gábor
+      family-names: Csárdi
+      orcid: 'https://orcid.org/0000-0001-7098-9676'
+    - given-names: Tamás
+      family-names: Nepusz
+      orcid: 'https://orcid.org/0000-0002-1451-338X'
+  journal: "InterJournal, Complex Systems"
+  start: 1695 # First page number
+  title: "The igraph software package for complex network research"
+  year: 2006
+  type: article

From da47a719661e798bb94fd9a9dce17682661902d5 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:44:08 +0200
Subject: [PATCH 1139/1681] Add citation to documentation

---
 doc/source/index.rst | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/doc/source/index.rst b/doc/source/index.rst
index aca648dfb..94f55b1da 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -125,3 +125,10 @@ Indices and tables
 .. _Cairo: https://www.cairographics.org
 .. _matplotlib: https://matplotlib.org
 .. _plotly: https://plotly.com/python/
+
+Citation
+========
+
+If you use igraph in your research, please cite
+
+    Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.

From 731304708c1be60cac747e49cdccfe11273834ca Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:44:27 +0200
Subject: [PATCH 1140/1681] fix: Correct typo

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 49cbf9065..7e8c39df3 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ see the [list of contributors here](./CONTRIBUTORS.md).
 
 ## Citation
 
-If use use igraph in your research, please cite
+If you use igraph in your research, please cite
 
 > Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.
 

From 22de5a24f5fd0330eb32605a9fe235fc6cbd301d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 11:26:40 +0200
Subject: [PATCH 1141/1681] fix: use Dijkstra's algorithm when there are zero
 weights but no negative weights

---
 CHANGELOG.md              | 6 ++++++
 src/_igraph/graphobject.c | 6 +++---
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5f764565a..e6c3bbb62 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Changed
+
+- `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
+
 ## [0.10.6] - 2023-07-13
 
 ### Changed
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5f977cd50..4509fa703 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6221,7 +6221,7 @@ PyObject *igraphmodule_Graph_distances(
 
   /* Select the most suitable algorithm */
   if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) > 0) {
+    if (igraph_vector_min(weights) >= 0) {
       /* Only positive weights, use Dijkstra's algorithm */
       e = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
     } else {
@@ -15330,8 +15330,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
-   "used when all the weights are positive. Otherwise, the Bellman-Ford\n"
-   "algorithm is used if the number of requested source vertices is larger\n"
+   "used when all the weights are non-negative. Otherwise, the Bellman-Ford\n"
+   "algorithm is used if the number of requested source vertices is smaller\n"
    "than 100 and Johnson's algorithm is used otherwise.\n\n"
    "@param source: a list containing the source vertex IDs which should be\n"
    "  included in the result. If C{None}, all vertices will be considered.\n"

From 6b986676aa0d313f615f44477cf9681da6635bf1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jul 2023 13:35:02 +0000
Subject: [PATCH 1142/1681] build(deps): bump pypa/cibuildwheel from 2.14.0 to
 2.14.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.14.0 to 2.14.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.14.0...v2.14.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d51dc2e2..c6a4d5aa8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -243,7 +243,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 1ce6e3ad4aa7145347f1b250da5d6924baa527c8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 15:41:13 +0200
Subject: [PATCH 1143/1681] refactor: rename header guards so we don't abuse
 the PYTHON_ namespace

---
 cairo_layout.pickle           | Bin 0 -> 126 bytes
 docker/emscripten/Dockerfile  |  28 ++++++++++++++++++++++++++++
 src/_igraph/arpackobject.h    |   4 ++--
 src/_igraph/bfsiter.h         |   4 ++--
 src/_igraph/common.h          |   4 ++--
 src/_igraph/convert.h         |   4 ++--
 src/_igraph/dfsiter.h         |   4 ++--
 src/_igraph/edgeobject.h      |   4 ++--
 src/_igraph/edgeseqobject.h   |   4 ++--
 src/_igraph/error.h           |   4 ++--
 src/_igraph/filehandle.h      |   4 ++--
 src/_igraph/graphobject.h     |   4 ++--
 src/_igraph/indexing.h        |   4 ++--
 src/_igraph/operators.h       |   4 ++--
 src/_igraph/platform.h        |   4 ++--
 src/_igraph/preamble.h        |   4 ++--
 src/_igraph/pyhelpers.h       |   4 ++--
 src/_igraph/random.h          |   4 ++--
 src/_igraph/vertexobject.h    |   4 ++--
 src/_igraph/vertexseqobject.h |   4 ++--
 20 files changed, 64 insertions(+), 36 deletions(-)
 create mode 100644 cairo_layout.pickle
 create mode 100644 docker/emscripten/Dockerfile

diff --git a/cairo_layout.pickle b/cairo_layout.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c827b64ec9f4d9e5a5ff4a4352161a3ea2e42787
GIT binary patch
literal 126
zcmZo*nOe*M0kKmwfXLnc!<$7%zAx}|w?88?wPfD{=~S@j^~?zE7Udjw`_GHKj!D1f
z1dHx}c`oDrGMDe}_HT6R#nbQkK}28OxE?jRPS$<@)jK(7Kg?=}m~e$#Jyx{-mizt}
NjH2GsvCmUe^#CNnH?sf$

literal 0
HcmV?d00001

diff --git a/docker/emscripten/Dockerfile b/docker/emscripten/Dockerfile
new file mode 100644
index 000000000..b52c94838
--- /dev/null
+++ b/docker/emscripten/Dockerfile
@@ -0,0 +1,28 @@
+FROM python:3.10.6-bullseye
+
+SHELL ["/bin/bash", "-c"]
+
+COPY setup.py.diff.txt /setup.py.diff
+
+RUN set -ex \
+	&& echo "Installing flex and bison" \	
+	&& apt-get update \
+	&& apt-get -y install flex bison \
+	&& echo "Installing Emscripten" \
+	&& git clone https://github.com/emscripten-core/emsdk.git \
+	&& cd emsdk \
+	&& ./emsdk install latest \
+	&& ./emsdk activate latest \
+	&& source "/emsdk/emsdk_env.sh" \
+	&& cd .. \
+	&& echo "Cloning igraph repositories" \
+	&& git clone https://github.com/igraph/python-igraph.git \
+	&& cd python-igraph/vendor/source \
+	&& git clone https://github.com/igraph/igraph.git \
+	&& cd ../.. \
+	&& echo "Applying patch to setup.py" \
+	&& git apply < /setup.py.diff \
+	&& echo "Installing pyodide-build" \
+	&& pip install pyodide-build \
+	&& echo "Building igraph wheel" \
+	&& pyodide build
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 18ab29d4c..3bfe80991 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_ARPACKOBJECT_H
-#define PYTHON_ARPACKOBJECT_H
+#ifndef IGRAPHMODULE_ARPACKOBJECT_H
+#define IGRAPHMODULE_ARPACKOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 60469c011..93a5dacdb 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_BFSITER_H
-#define PYTHON_BFSITER_H
+#ifndef IGRAPHMODULE_BFSITER_H
+#define IGRAPHMODULE_BFSITER_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index 388591035..ac950ae64 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_COMMON_H
-#define PYTHON_COMMON_H
+#ifndef IGRAPHMODULE_COMMON_H
+#define IGRAPHMODULE_COMMON_H
 
 #include <stdbool.h>
 
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index d318ce585..cf474a929 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -25,8 +25,8 @@
 /** \defgroup python_interface_conversion Converting between Python and igraph data types
  * \ingroup python_interface */
 
-#ifndef PYTHON_CONVERT_H
-#define PYTHON_CONVERT_H
+#ifndef IGRAPHMODULE_CONVERT_H
+#define IGRAPHMODULE_CONVERT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 1b21c7139..226df7b64 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_DFSITER_H
-#define PYTHON_DFSITER_H
+#ifndef IGRAPHMODULE_DFSITER_H
+#define IGRAPHMODULE_DFSITER_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 7432d22a3..b506acce4 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_EDGEOBJECT_H
-#define PYTHON_EDGEOBJECT_H
+#ifndef IGRAPHMODULE_EDGEOBJECT_H
+#define IGRAPHMODULE_EDGEOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index 982368d69..c1a7449ee 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_EDGESEQOBJECT_H
-#define PYTHON_EDGESEQOBJECT_H
+#ifndef IGRAPHMODULE_EDGESEQOBJECT_H
+#define IGRAPHMODULE_EDGESEQOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 282136f98..9cbb4eefc 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_ERROR_H
-#define PYTHON_ERROR_H
+#ifndef IGRAPHMODULE_ERROR_H
+#define IGRAPHMODULE_ERROR_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 6f3c5acf7..2ebcddc3e 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_FILEHANDLE_H
-#define PYTHON_FILEHANDLE_H
+#ifndef IGRAPHMODULE_FILEHANDLE_H
+#define IGRAPHMODULE_FILEHANDLE_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 29e022239..02ed0cad8 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_GRAPHOBJECT_H
-#define PYTHON_GRAPHOBJECT_H
+#ifndef IGRAPHMODULE_GRAPHOBJECT_H
+#define IGRAPHMODULE_GRAPHOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/indexing.h b/src/_igraph/indexing.h
index 6b34ff09c..785e7969d 100644
--- a/src/_igraph/indexing.h
+++ b/src/_igraph/indexing.h
@@ -21,8 +21,8 @@
 
 */
 
-#ifndef PYTHON_INDEXING_H
-#define PYTHON_INDEXING_H
+#ifndef IGRAPHMODULE_INDEXING_H
+#define IGRAPHMODULE_INDEXING_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
index e90dd88e1..af4c5703e 100644
--- a/src/_igraph/operators.h
+++ b/src/_igraph/operators.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_OPERATORS_H
-#define PYTHON_OPERATORS_H
+#ifndef IGRAPHMODULE_OPERATORS_H
+#define IGRAPHMODULE_OPERATORS_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index c1ff8cf6a..7277e6c05 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -22,8 +22,8 @@
 
 */
 
-#ifndef PYTHON_PLATFORM_H
-#define PYTHON_PLATFORM_H
+#ifndef IGRAPHMODULE_PLATFORM_H
+#define IGRAPHMODULE_PLATFORM_H
 
 #ifdef _MSC_VER
 #  define INLINE __forceinline
diff --git a/src/_igraph/preamble.h b/src/_igraph/preamble.h
index b1c9596b9..e70f91c0a 100644
--- a/src/_igraph/preamble.h
+++ b/src/_igraph/preamble.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_IGRAPH_PREAMBLE_H
-#define PYTHON_IGRAPH_PREAMBLE_H
+#ifndef IGRAPHMODULE_IGRAPH_PREAMBLE_H
+#define IGRAPHMODULE_IGRAPH_PREAMBLE_H
 
 #ifndef PY_IGRAPH_ALLOW_ENTIRE_PYTHON_API
 #  ifndef Py_LIMITED_API
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 563765059..c700f1c0d 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -21,8 +21,8 @@
 
 */
 
-#ifndef PYTHON_HELPERS_H
-#define PYTHON_HELPERS_H
+#ifndef IGRAPHMODULE_HELPERS_H
+#define IGRAPHMODULE_HELPERS_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 4902e8697..2a83999db 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_RANDOM_H
-#define PYTHON_RANDOM_H
+#ifndef IGRAPHMODULE_RANDOM_H
+#define IGRAPHMODULE_RANDOM_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index e16e8c37c..85180e375 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_VERTEXOBJECT_H
-#define PYTHON_VERTEXOBJECT_H
+#ifndef IGRAPHMODULE_VERTEXOBJECT_H
+#define IGRAPHMODULE_VERTEXOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index e27c47f08..449308ab8 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_VERTEXSEQOBJECT_H
-#define PYTHON_VERTEXSEQOBJECT_H
+#ifndef IGRAPHMODULE_VERTEXSEQOBJECT_H
+#define IGRAPHMODULE_VERTEXSEQOBJECT_H
 
 #include "preamble.h"
 

From b8b073159446d0d902634804bbcc87cf564647b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 15:41:39 +0200
Subject: [PATCH 1144/1681] chore: updated copyright info in header

---
 src/_igraph/arpackobject.c     | 2 +-
 src/_igraph/arpackobject.h     | 2 +-
 src/_igraph/attributes.c       | 2 +-
 src/_igraph/attributes.h       | 2 +-
 src/_igraph/bfsiter.c          | 2 +-
 src/_igraph/bfsiter.h          | 2 +-
 src/_igraph/common.c           | 2 +-
 src/_igraph/common.h           | 2 +-
 src/_igraph/convert.c          | 2 +-
 src/_igraph/convert.h          | 2 +-
 src/_igraph/edgeobject.c       | 2 +-
 src/_igraph/edgeobject.h       | 2 +-
 src/_igraph/edgeseqobject.c    | 2 +-
 src/_igraph/edgeseqobject.h    | 2 +-
 src/_igraph/error.c            | 2 +-
 src/_igraph/error.h            | 2 +-
 src/_igraph/filehandle.c       | 2 +-
 src/_igraph/filehandle.h       | 2 +-
 src/_igraph/graphobject.c      | 2 +-
 src/_igraph/graphobject.h      | 2 +-
 src/_igraph/igraphmodule.c     | 2 +-
 src/_igraph/igraphmodule_api.h | 2 +-
 src/_igraph/operators.c        | 2 +-
 src/_igraph/operators.h        | 2 +-
 src/_igraph/platform.h         | 2 +-
 src/_igraph/random.c           | 2 +-
 src/_igraph/random.h           | 2 +-
 src/_igraph/vertexobject.c     | 2 +-
 src/_igraph/vertexobject.h     | 2 +-
 src/_igraph/vertexseqobject.c  | 2 +-
 src/_igraph/vertexseqobject.h  | 2 +-
 31 files changed, 31 insertions(+), 31 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 047dbba01..293afce4f 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /* 
    IGraph library.
-   Copyright (C) 2007-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2007-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 3bfe80991..b5a487404 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 26bc5ee77..081d4897a 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 010ca4b63..094826d18 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index f4b384bdf..f015d7a6a 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 93a5dacdb..d46cbcb24 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index 751af257c..9a9fc5039 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index ac950ae64..c474b7d7b 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a3a7f28e0..029c31c4f 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index cf474a929..cb65374bf 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 82b8ae9e4..4780d943d 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index b506acce4..7aa4d2dc7 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 2ea925fe5..780de0606 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -3,7 +3,7 @@
 
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index c1a7449ee..a0120348a 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 4502cd34e..ffe448fad 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 9cbb4eefc..ce94c484a 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index 1e0a9f3b2..e25c0236a 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2010-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 2ebcddc3e..19543f4e7 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2010-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4509fa703..2dd4bda16 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 02ed0cad8..f6c775c88 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index a7edd9315..3d22f5415 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index 1551ca5c8..793e1f382 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -2,7 +2,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 5aaca69b5..09f5139db 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
index af4c5703e..0ed19d895 100644
--- a/src/_igraph/operators.h
+++ b/src/_igraph/operators.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index 7277e6c05..a2d1d0f4b 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 61b67b04e..6daa68d0f 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -2,7 +2,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 2a83999db..13c10e9e5 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index f2894a36c..69e084816 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index 85180e375..f92550d17 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 5183510c6..d751ae76f 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -3,7 +3,7 @@
 
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index 449308ab8..b80935311 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by

From 402949392f20194b1924a5b4685a2959d99f40a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 16:25:09 +0200
Subject: [PATCH 1145/1681] feat: Graph.distances(), Graph.get_shortest_paths()
 and Graph.get_shortest_path() now allows the user to select the algorithm
 explicitly

---
 CHANGELOG.md              |   4 +
 src/_igraph/convert.c     |  16 +++-
 src/_igraph/convert.h     |  10 ++-
 src/_igraph/graphobject.c | 178 ++++++++++++++++++++++++++++----------
 src/_igraph/utils.c       |  70 +++++++++++++++
 src/_igraph/utils.h       |  40 +++++++++
 tests/test_structural.py  |  20 +++++
 7 files changed, 291 insertions(+), 47 deletions(-)
 create mode 100644 src/_igraph/utils.c
 create mode 100644 src/_igraph/utils.h

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e6c3bbb62..157ffdb34 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [master]
 
+### Added
+
+- `Graph.distances()`, `Graph.get_shortest_path()` and `Graph.get_shortest_paths()` now allow the user to select the algorithm to be used explicitly.
+
 ### Changed
 
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 029c31c4f..b3294e067 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -20,7 +20,7 @@
 
 */
 
-/************************ Miscellaneous functions *************************/
+/************************ Conversion functions *************************/
 
 #include <limits.h>
 #include "attributes.h"
@@ -715,6 +715,20 @@ int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result)
   TRANSLATE_ENUM_WITH(rewiring_tt);
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraphmodule_shortest_path_algorithm_t
+ */
+int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t shortest_path_algorithm_tt[] = {
+    {"auto", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO},
+    {"dijkstra", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA},
+    {"bellman_ford", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD},
+    {"johnson", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON},
+    {0,0}
+  };
+  TRANSLATE_ENUM_WITH(shortest_path_algorithm_tt);
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_spinglass_implementation_t
  */
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index cb65374bf..173366eb3 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -20,7 +20,7 @@
 
 */
 
-/************************ Miscellaneous functions *************************/
+/************************ Conversion functions *************************/
 
 /** \defgroup python_interface_conversion Converting between Python and igraph data types
  * \ingroup python_interface */
@@ -45,6 +45,13 @@ typedef struct {
   int value;
 } igraphmodule_enum_translation_table_entry_t;
 
+typedef enum {
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO = 0,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA = 1,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD = 2,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON = 3,
+} igraphmodule_shortest_path_algorithm_t;
+
 /* Conversion from PyObject to enum types */
 
 int igraphmodule_PyObject_to_enum(PyObject *o,
@@ -76,6 +83,7 @@ int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *re
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
 int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
+int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result);
 int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spinglass_implementation_t *result);
 int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_update_t *result);
 int igraphmodule_PyObject_to_star_mode_t(PyObject *o, igraph_star_mode_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2dd4bda16..15fb67686 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -33,6 +33,7 @@
 #include "indexing.h"
 #include "memory.h"
 #include "pyhelpers.h"
+#include "utils.h"
 #include "vertexseqobject.h"
 #include <float.h>
 
@@ -5213,17 +5214,20 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 PyObject *igraphmodule_Graph_get_shortest_path(
   igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
 ) {
-  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
-           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *algorithm_o=Py_None;
   igraph_vector_int_t vec;
   igraph_bool_t use_edges = false;
+  igraph_error_t retval;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!", kwlist, &from_o,
-        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!O", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o, &algorithm_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
@@ -5238,6 +5242,9 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
+    return NULL;
+  
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5246,9 +5253,32 @@ PyObject *igraphmodule_Graph_get_shortest_path(
     return NULL;
   }
 
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, NULL, mode, /* allow_johnson = */ false
+    );
+  }
+  
   /* Call the C function */
-  if (igraph_get_shortest_path_dijkstra(&self->g, use_edges ? 0 : &vec,
-        use_edges ? &vec : 0, from, to, weights, mode)) {
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_get_shortest_path_dijkstra(
+        &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
+      );
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_get_shortest_path_bellman_ford(
+        &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
+      );
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+  
+  if (retval) {
     igraph_vector_int_destroy(&vec);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraphmodule_handle_igraph_error();
@@ -5387,18 +5417,21 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
                                                 self, PyObject * args,
                                                 PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
-  igraph_vector_t *weights=0;
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
+  igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
   igraph_integer_t from, no_of_target_nodes;
   igraph_vs_t to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
-           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *algorithm_o=Py_None;
   igraph_vector_int_list_t veclist;
   igraph_bool_t use_edges = false;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!", kwlist, &from_o,
-        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!O", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o, &algorithm_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
@@ -5410,6 +5443,9 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
+    return NULL;
+
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5436,9 +5472,34 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, NULL, mode, /* allow_johnson = */ false
+    );
+  }
+  
   /* Call the C function */
-  if (igraph_get_shortest_paths_dijkstra(&self->g, use_edges ? 0 : &veclist,
-        use_edges ? &veclist : 0, from, to, weights, mode, 0, 0)) {
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_get_shortest_paths_dijkstra(
+        &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, weights, mode, NULL, NULL
+      );
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_get_shortest_paths_bellman_ford(
+        &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, weights, mode, NULL, NULL
+      );
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+  
+  if (retval) {
     igraph_vector_int_list_destroy(&veclist);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_vs_destroy(&to);
@@ -6181,21 +6242,28 @@ PyObject *igraphmodule_Graph_distances(
   igraphmodule_GraphObject * self,
   PyObject * args, PyObject * kwds
 ) {
-  static char *kwlist[] = { "source", "target", "weights", "mode", NULL };
+  static char *kwlist[] = { "source", "target", "weights", "mode", "algorithm", NULL };
   PyObject *from_o = NULL, *to_o = NULL, *mode_o = NULL, *weights_o = Py_None;
+  PyObject *algorithm_o = NULL;
   PyObject *list = NULL;
   igraph_matrix_t res;
-  igraph_vector_t *weights=0;
+  igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_bool_t return_single_from = false, return_single_to = 0;
-  igraph_error_t e = 0;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
+  igraph_bool_t return_single_from = false, return_single_to = false;
+  igraph_error_t retval = IGRAPH_SUCCESS;
   igraph_vs_t from_vs, to_vs;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
-        &from_o, &to_o, &weights_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
+        &from_o, &to_o, &weights_o, &mode_o, &algorithm_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
     return NULL;
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return 0;
   if (igraphmodule_PyObject_to_vs_t(from_o, &from_vs, &self->g, &return_single_from, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -6219,30 +6287,37 @@ PyObject *igraphmodule_Graph_distances(
     return igraphmodule_handle_igraph_error();
   }
 
-  /* Select the most suitable algorithm */
-  if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) >= 0) {
-      /* Only positive weights, use Dijkstra's algorithm */
-      e = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
-    } else {
-      /* There are negative weights. For a small number of sources, use Bellman-Ford.
-       * Otherwise, use Johnson's algorithm */
-      igraph_integer_t vs_size;
-      e = igraph_vs_size(&self->g, &from_vs, &vs_size);
-      if (!e) {
-        if (vs_size <= 100 || mode != IGRAPH_OUT) {
-          e = igraph_distances_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
-        } else {
-          e = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
-        }
-      }
-    }
-  } else {
-    /* No weights or empty weight vector, use a simple BFS */
-    e = igraph_distances(&self->g, &res, from_vs, to_vs, mode);
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
+    );
+  }
+  
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
+    PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
+    return NULL;
   }
 
-  if (e) {
+  /* Call the C function */
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_distances_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON:
+      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+
+  if (retval) {
     if (weights) igraph_vector_destroy(weights);
     igraph_matrix_destroy(&res);
     igraph_vs_destroy(&from_vs);
@@ -14827,7 +14902,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
@@ -14842,12 +14917,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param output: determines what should be returned. If this is\n"
    "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
    "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
    "@return: see the documentation of the C{output} parameter.\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source/destination for the calculated paths\n"
    "@param to: a vertex selector describing the destination/source for\n"
@@ -14866,6 +14945,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  elements may be empty. Note that in case of mode=C{\"in\"}, the vertices\n"
    "  in a path are returned in reversed order. If C{output=\"epath\"},\n"
    "  edge IDs are returned instead of vertex IDs.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
    "@return: see the documentation of the C{output} parameter.\n"},
 
   /* interface to igraph_get_all_shortest_paths */
@@ -15326,7 +15409,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_distances */
   {"distances", (PyCFunction) igraphmodule_Graph_distances,
    METH_VARARGS | METH_KEYWORDS,
-   "distances(source=None, target=None, weights=None, mode=\"out\")\n--\n\n"
+   "distances(source=None, target=None, weights=None, mode=\"out\", algorithm=\"auto\")\n--\n\n"
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
@@ -15344,6 +15427,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  calculation in directed graphs. C{\"out\"} means only outgoing,\n"
    "  C{\"in\"} means only incoming paths. C{\"all\"} means to consider\n"
    "  the directed graph as an undirected one.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. C{\"johnson\"} uses Johnson's\n"
+   "  algorithm. Ignored for unweighted graphs.\n"
    "@return: the shortest path lengths for given vertices in a matrix\n"},
 
   /* interface to igraph_simplify */
diff --git a/src/_igraph/utils.c b/src/_igraph/utils.c
new file mode 100644
index 000000000..2fd58420c
--- /dev/null
+++ b/src/_igraph/utils.c
@@ -0,0 +1,70 @@
+/*
+   IGraph library.
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#include "utils.h"
+
+/************************ Miscellaneous functions *************************/
+
+/**
+ * Helper function that automatically selects a shortest path algorithm based on
+ * a graph, its weight vector and the source vertex set (if any).
+ */
+igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
+  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
+  igraph_neimode_t mode, igraph_bool_t allow_johnson
+) {
+  igraph_error_t retval;
+  igraph_integer_t vs_size;
+
+  /* Select the most suitable algorithm */
+  if (weights && igraph_vector_size(weights) > 0) {
+    if (igraph_vector_min(weights) >= 0) {
+      /* Only positive weights, use Dijkstra's algorithm */
+      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
+    } else if (allow_johnson) {
+      /* There are negative weights. For a small number of sources, use Bellman-Ford.
+       * Otherwise, use Johnson's algorithm */
+      if (from_vs) {
+        retval = igraph_vs_size(graph, from_vs, &vs_size);
+      } else {
+        retval = IGRAPH_SUCCESS;
+        vs_size = IGRAPH_INTEGER_MAX;
+      }
+      if (retval == IGRAPH_SUCCESS) {
+        if (vs_size <= 100 || mode != IGRAPH_OUT) {
+          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+        } else {
+          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON;
+        }
+      } else {
+        /* Error while calling igraph_vs_size(). Use Bellman-Ford. */
+        return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+      }
+    } else {
+      /* Johnson's algorithm is disallowed, use Bellman-Ford */
+      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+    }
+  } else {
+    /* No weights or empty weight vector, use Dijstra, which should fall back to
+     * an unweighted algorithm */
+    return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
+  }
+}
diff --git a/src/_igraph/utils.h b/src/_igraph/utils.h
new file mode 100644
index 000000000..bc39b84b9
--- /dev/null
+++ b/src/_igraph/utils.h
@@ -0,0 +1,40 @@
+/* -*- mode: C -*-  */
+/*
+   IGraph library.
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#ifndef IGRAPHMODULE_UTILS_H
+#define IGRAPHMODULE_UTILS_H
+
+#include "preamble.h"
+
+#include <igraph_constants.h>
+#include <igraph_types.h>
+#include "convert.h"
+#include "graphobject.h"
+
+/************************ Miscellaneous functions *************************/
+
+igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
+  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
+  igraph_neimode_t mode, igraph_bool_t allow_johnson
+);
+
+#endif
diff --git a/tests/test_structural.py b/tests/test_structural.py
index afe6413da..319a6deaa 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -786,6 +786,18 @@ def testDistances(self):
             g.distances(weights="weight", target=[2, 3])
             == [row[2:4] for row in expected]
         )
+        self.assertTrue(
+            g.distances(weights="weight", target=[2, 3], algorithm="bellman_ford")
+            == [row[2:4] for row in expected]
+        )
+        self.assertTrue(
+            g.distances(weights="weight", target=[2, 3], algorithm="johnson")
+            == [row[2:4] for row in expected]
+        )
+        self.assertRaises(
+            ValueError, g.distances,
+            weights="weight", target=[2, 3], algorithm="johnson", mode="in"
+        )
 
     def testGetShortestPath(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
@@ -795,6 +807,14 @@ def testGetShortestPath(self):
         self.assertRaises(ValueError, g.get_shortest_path, 0, 3, output="x")
         self.assertRaises(TypeError, g.get_shortest_path, 0)
 
+    def testGetShortestPathManualAlgorithmSelection(self):
+        g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
+        g.es["weight"] = [1] * g.ecount()
+
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, algorithm="bellman_ford"))
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson")
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in")
+
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
         sps = g.get_shortest_paths(0)

From c0ae44c489c75066790e43242c056319360c608f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jul 2023 17:18:02 +0200
Subject: [PATCH 1146/1681] chore: configure 'git archive' to provide a JSON
 file with metadata

---
 .git_archival.json | 7 +++++++
 .gitattributes     | 2 +-
 2 files changed, 8 insertions(+), 1 deletion(-)
 create mode 100644 .git_archival.json

diff --git a/.git_archival.json b/.git_archival.json
new file mode 100644
index 000000000..9869b5923
--- /dev/null
+++ b/.git_archival.json
@@ -0,0 +1,7 @@
+{
+  "hash-full": "$Format:%H$",
+  "hash-short": "$Format:%h$",
+  "timestamp": "$Format:%cI$",
+  "refs": "$Format:%D$",
+  "describe": "$Format:%(describe:tags=true,match=[0-9]*)$"
+}
diff --git a/.gitattributes b/.gitattributes
index c7158f857..56669188e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1 +1 @@
-*.c linguist-language=Python
+.git_archival.json export-subst

From 20892ec7ccc53d0a5916005d40df424f5f145d7b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 08:44:00 +1000
Subject: [PATCH 1147/1681] Fix last expected image

---
 .../graph_directed_curved_loops.png           | Bin 23404 -> 25013 bytes
 tests/drawing/matplotlib/test_graph.py        |   2 ++
 2 files changed, 2 insertions(+)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png
index 9108a760ce7b860295020295e347aa16ac2a5595..9062bfb103f501fc2eac20d04350d87baeb6d53c 100644
GIT binary patch
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z7eF)CVT=a?K=BMb-SDAe377^2AaLdX=<&d#rzpctjQ&}F{_VvJ@3wC^1xgy8u6{1-
HoD!M<NHwB#

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 84d9dd2a7..b6a4deb63 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -72,6 +72,8 @@ def test_directed_curved_loops(self):
         g.add_edge(0, 0)
         g.add_edge(2, 2)
         fig, ax = plt.subplots()
+        ax.set_xlim(-1.2, 1.2)
+        ax.set_ylim(-1.2, 1.2)
         plot(
             g, target=ax, layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],

From 267e55529df975396140e5f5246f9ecc7f91b1ff Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 08:49:22 +1000
Subject: [PATCH 1148/1681] Update igraph submodule and test

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7686bc9a3..a20205be9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7
+Subproject commit a20205be93f523547578800f315d19367e49fe61

From a2e10ce21dab2c4239699d75768f77b908499ce7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 Jul 2023 10:48:31 +0200
Subject: [PATCH 1149/1681] fix: fix memory leak in Graph.distances() when
 attempting to use the Johnson algorithm with mode != out

---
 src/_igraph/graphobject.c | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 15fb67686..046b47db6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6295,7 +6295,7 @@ PyObject *igraphmodule_Graph_distances(
   
   if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
     PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
-    return NULL;
+    goto cleanup;
   }
 
   /* Call the C function */
@@ -6318,21 +6318,17 @@ PyObject *igraphmodule_Graph_distances(
   }
 
   if (retval) {
-    if (weights) igraph_vector_destroy(weights);
-    igraph_matrix_destroy(&res);
-    igraph_vs_destroy(&from_vs);
-    igraph_vs_destroy(&to_vs);
     igraphmodule_handle_igraph_error();
-    return NULL;
+    goto cleanup;
   }
 
   if (weights) {
-    igraph_vector_destroy(weights);
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   } else {
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
   }
 
+cleanup:
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   igraph_matrix_destroy(&res);

From 16500f1e5892e5fd49d5297c9216b3758ffd96bf Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 19:43:02 +1000
Subject: [PATCH 1150/1681] CHANGELOG for matplotlib revamp

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 157ffdb34..b31c046e1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,11 @@
 
 ### Changed
 
+- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
+- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
+- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
+- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
+- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
 
 ## [0.10.6] - 2023-07-13

From ada854a19625075883c7353c2ffd2b0779a60e55 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Aug 2023 13:49:20 +0200
Subject: [PATCH 1151/1681] doc: extend docs of Graph.Watts_Strogatz(), closes
 #702

---
 src/_igraph/graphobject.c | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 046b47db6..28abc2987 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14288,6 +14288,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n--\n\n"
+   "This function generates networks with the small-world property based on a\n"
+   "variant of the Watts-Strogatz model. The network is obtained by first creating\n"
+   "a periodic undirected lattice, then rewiring both endpoints of each edge with\n"
+   "probability I{p}, while avoiding the creation of multi-edges.\n\n"
+   "This process differs from the original model of Watts and Strogatz (see\n"
+   "reference) in that it rewires I{both} endpoints of edges. Thus in the limit\n"
+   "of C{p=1}, we obtain a G(n,m) random graph with the same number of vertices\n"
+   "and edges as the original lattice. In comparison, the original Watts-Strogatz\n"
+   "model only rewires a single endpoint of each edge, thus the network does not\n"
+   "become fully random even for <code>p=1</code>.\n\n"
+   "For appropriate choices of I{p}, both models exhibit the property of\n"
+   "simultaneously having short path lengths and high clustering.\n\n"
    "@param dim: the dimension of the lattice\n"
    "@param size: the size of the lattice along all dimensions\n"
    "@param nei: value giving the distance (number of steps) within which\n"

From 92f0abd10fe232a133438fe79d15412223091bb1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Aug 2023 18:38:57 +0200
Subject: [PATCH 1152/1681] fix: use the same macOS deployment target version
 when compiling the C core as the one that was used when compiling Python

---
 setup.py | 5 +++++
 test.sh  | 2 --
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index ffb0a5913..1165148c5 100644
--- a/setup.py
+++ b/setup.py
@@ -299,6 +299,11 @@ def _compile_in(
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
 
+        # On macOS, compile the C core with the same macOS deployment target as
+        # the one that was used to compile Python itself
+        if sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"):
+            args.append("-DCMAKE_OSX_DEPLOYMENT_TARGET=" + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"))
+
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
             args.append("-DUSE_SANITIZER=Address;Undefined")
diff --git a/test.sh b/test.sh
index 3b3f7b190..8e59d034a 100755
--- a/test.sh
+++ b/test.sh
@@ -53,8 +53,6 @@ if [ x$CLEAN = x1 ]; then
     rm -rf vendor/build vendor/install
 fi
 
-export MACOSX_DEPLOYMENT_TARGET=12.0
-
 # pip install is called in verbose mode so we can see the compiler warnings
 if [ "x$USE_SANITIZERS" = x1 ]; then
   # Do not run plotting tests -- they tend to have lots of false positives in

From 2f9b374bfed544765262a05de899ccce429c1c13 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Sep 2023 22:14:39 +0200
Subject: [PATCH 1153/1681] fix: fix bug in EdgeSeq.select(_incident=...) when
 the graph is directed

---
 src/igraph/seq.py     |  2 +-
 tests/test_edgeseq.py | 17 ++++++++++++++++-
 2 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 0f0dc2168..950bc473e 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -601,7 +601,7 @@ def _ensure_set(value):
                     # the vertices specified
                     candidates = set()
                     for v in value:
-                        candidates.update(es.graph.incident(v))
+                        candidates.update(es.graph.incident(v, mode="all"))
 
                     if not es.is_all():
                         # Find those that are in the current edge sequence
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index df14bd490..c3259257a 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -85,7 +85,10 @@ def testPhantomEdge(self):
         self.assertRaises(ValueError, getattr, e, "tuple")
         self.assertRaises(ValueError, getattr, e, "vertex_tuple")
 
-    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(
+        is_pypy,
+        "skipped on PyPy because we do not have access to docstrings"
+    )
     def testProxyMethods(self):
         g = Graph.GRG(10, 0.5)
         e = g.es[0]
@@ -150,6 +153,8 @@ def testIndexing(self):
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testNumPyIndexing(self):
+        assert np is not None
+
         n = self.g.ecount()
         for i in range(n):
             arr = np.array([i])
@@ -334,6 +339,16 @@ def testIncidentFiltering(self):
         self.assertTrue(all((e.source in vs3 or e.target in vs3) for e in es_filtered))
         self.assert_edges_unique_in(es_filtered)
 
+    def testIncidentFilteringDirected(self):
+        # Test case from https://igraph.discourse.group/t/edge-select-using-incident-on-directed-graphs/1645
+        g = Graph([(0, 1), (1, 2), (2, 3)], directed=True)
+
+        vs = (1, )
+        es = g.es.select(_incident=vs)
+        self.assertEqual(2, len(es))
+        self.assertTrue(all((e.source in vs or e.target in vs) for e in es))
+        self.assert_edges_unique_in(es)
+
     def testIncidentFilteringByNames(self):
         g = Graph.Lattice([10, 10], circular=False)
         vs = (0, 1, 10, 11)

From ea1c19589f1e24360364bde3dd302ecdd9019d5c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 15:18:26 +0200
Subject: [PATCH 1154/1681] ci: update cibuildwheel, skip tests on Python 3.12
 until NumPy 1.26 is out

---
 .github/workflows/build.yml | 27 +++++++++++++++++++--------
 1 file changed, 19 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6a4d5aa8..5ae731bf0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,16 +29,17 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
-          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
+          # Skip tests for Python 3.10 onwards because SciPy does not have
+          # 32-bit wheels for Linux. Also skip tests for Python 3.12 until
+          # NumPy 1.26 is out (with Python 3.12 wheels)
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -68,6 +69,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -94,6 +98,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -161,6 +168,9 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -248,9 +258,10 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
-          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32"
+          # Skip tests for Python 3.10 onwards because SciPy does not have
+          # 32-bit wheels for Windows. Also skip tests for Python 3.12 until
+          # NumPy 1.26 is out (with Python 3.12 wheels)
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp312-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 62b5541040f3d296d7fdcfd75856a99f047b3879 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Sep 2023 13:19:03 +0000
Subject: [PATCH 1155/1681] build(deps): bump pypa/cibuildwheel from 2.14.1 to
 2.15.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.14.1 to 2.15.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.14.1...v2.15.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5ae731bf0..a4ea62cdb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From dbbe6f7043f5c2ac1caac96edd200968b6920a6b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Sep 2023 13:25:05 +0000
Subject: [PATCH 1156/1681] build(deps): bump actions/checkout from 3 to 4

Bumps [actions/checkout](https://github.com/actions/checkout) from 3 to 4.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5ae731bf0..233cb05bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -18,7 +18,7 @@ jobs:
         wheel_arch: [x86_64, i686]
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -54,7 +54,7 @@ jobs:
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -82,7 +82,7 @@ jobs:
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -121,7 +121,7 @@ jobs:
             wheel_arch: arm64
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -181,7 +181,7 @@ jobs:
     runs-on: ubuntu-20.04
     
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -219,7 +219,7 @@ jobs:
             vcpkg_arch: x64
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -276,7 +276,7 @@ jobs:
     name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -322,7 +322,7 @@ jobs:
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0

From f01bd6e88fbb4d2778d3b0a34dff2b4ba53cdd56 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:38:27 +0200
Subject: [PATCH 1157/1681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7686bc9a3..6559f7e92 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7
+Subproject commit 6559f7e92f64d6f71a61063132dace9ce72cf680

From a9c7d900ee0a838e90c14967c2abd987c50e339e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:42:00 +0200
Subject: [PATCH 1158/1681] chore: updated changelog

---
 CHANGELOG.md | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 157ffdb34..2474f0c2b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,8 +8,16 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.7.
+
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
 
+### Fixed
+
+- Fixed a bug in `EdgeSeq.select(_incident=...)` for undirected graphs.
+
+- Fixed a memory leak in `Graph.distances()` when attempting to use Johnson's algorithm with `mode != "out"`
+
 ## [0.10.6] - 2023-07-13
 
 ### Changed
@@ -542,7 +550,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.5...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.6...main
+[0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3

From f0287f5f43c2a2991ba6eb47603dda183ccc6058 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:47:36 +0200
Subject: [PATCH 1159/1681] fix: fix Pandas deprecation warning in unit tests,
 closes #705

---
 src/igraph/io/objects.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 6cc550a24..7c29cfd9e 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -418,8 +418,8 @@ def _construct_graph_from_dataframe(
 
     if use_vids:
         if (
-            str(edges.dtypes[0]).startswith(("int", "Int"))
-            and str(edges.dtypes[1]).startswith(("int", "Int"))
+            str(edges.dtypes.iloc[0]).startswith(("int", "Int"))
+            and str(edges.dtypes.iloc[1]).startswith(("int", "Int"))
         ):
             # Check pandas nullable integer data type:
             # https://pandas.pydata.org/docs/user_guide/integer_na.html

From 79fe9e60ea3aa66029a3f20fdce9176ef74bff03 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:51:26 +0200
Subject: [PATCH 1160/1681] refactor: use igraph_bipartite_game_gnp() or _gnm()
 instead of the deprecated igraph_bipartite_game()

---
 src/_igraph/graphobject.c | 18 +++++++++++-------
 1 file changed, 11 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 28abc2987..069aeb1df 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3153,11 +3153,11 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n1, n2, m = -1;
   double p = -1.0;
-  igraph_erdos_renyi_t t;
   igraph_neimode_t neimode = IGRAPH_ALL;
   PyObject *directed_o = Py_False, *neimode_o = NULL;
   igraph_vector_bool_t vertex_types;
   PyObject *vertex_types_o;
+  igraph_error_t retval;
 
   static char *kwlist[] = { "n1", "n2", "p", "m", "directed", "neimode", NULL };
 
@@ -3179,8 +3179,6 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
   }
 
-  t = (m == -1) ? IGRAPH_ERDOS_RENYI_GNP : IGRAPH_ERDOS_RENYI_GNM;
-
   if (igraphmodule_PyObject_to_neimode_t(neimode_o, &neimode))
     return NULL;
 
@@ -3189,10 +3187,16 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_bipartite_game(&g, &vertex_types, t, n1, n2, p, m, PyObject_IsTrue(directed_o), neimode)) {
-    igraph_vector_bool_destroy(&vertex_types);
-    igraphmodule_handle_igraph_error();
-    return NULL;
+  if (m == -1) {
+    /* GNP model */
+    retval = igraph_bipartite_game_gnp(
+      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode
+    );
+  } else {
+    /* GNM model */
+    retval = igraph_bipartite_game_gnm(
+      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode
+    );
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);

From d3100c8a58eedf6f4a664d782cb99967f98a3b7a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:58:53 +0200
Subject: [PATCH 1161/1681] chore: bumped version to 0.10.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2474f0c2b..9f016d831 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.10.7] - 2023-09-04
 
 ### Added
 
@@ -550,7 +550,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[master]: https://github.com/igraph/python-igraph/compare/0.10.6...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.7...main
+[0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index a9750c7c7..713f7483f 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 6)
+__version_info__ = (0, 10, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From cddbc558e3b76b7af47230791070fc559a28204f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:31:48 +0200
Subject: [PATCH 1162/1681] feat: exposed igraph_is_bigraphical(), closes #708

---
 CHANGELOG.md               |  6 +++++
 src/_igraph/igraphmodule.c | 50 +++++++++++++++++++++++++++++++++-----
 src/igraph/__init__.py     |  2 ++
 3 files changed, 52 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9f016d831..ecd0707ec 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added 
+
+- Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
+
 ## [0.10.7] - 2023-09-04
 
 ### Added
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 3d22f5415..554523363 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -520,19 +520,39 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
 }
 
 
+static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
+  PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
+);
+
 PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kwds) {
-  static char* kwlist[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
+  return igraphmodule_i_is_graphical_or_bigraphical(self, args, kwds, /* is_bigraphical = */ false);
+}
+
+PyObject* igraphmodule_is_bigraphical(PyObject *self, PyObject *args, PyObject *kwds) {
+  return igraphmodule_i_is_graphical_or_bigraphical(self, args, kwds, /* is_bigraphical = */ true);
+}
+
+static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
+  PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
+) {
+  static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
   igraph_bool_t is_directed, result;
   int allowed_edge_types;
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
-      &out_deg_o, &in_deg_o, &loops, &multiple))
+  igraph_error_t retval;
+
+  if (!PyArg_ParseTupleAndKeywords(
+      args, kwds,
+      is_bigraphical ? "OO|OO" : "O|OOO",
+      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
+      &out_deg_o, &in_deg_o, &loops, &multiple
+  ))
     return NULL;
 
-  is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
+  is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
   if (igraphmodule_PyObject_to_vector_int_t(out_deg_o, &out_deg))
     return NULL;
@@ -550,7 +570,11 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
     allowed_edge_types |= IGRAPH_MULTI_SW;
   }
 
-  if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)) {
+  retval = is_bigraphical
+    ? igraph_is_bigraphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)
+    : igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result);
+
+  if (retval) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&out_deg);
     if (is_directed) {
@@ -794,6 +818,20 @@ static PyMethodDef igraphmodule_methods[] =
     "@return: C{True} if there exists some graph that can realize the given degree\n"
     "  sequence, C{False} otherwise.\n"
   },
+  {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
+    METH_VARARGS | METH_KEYWORDS,
+    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "Returns whether two sequences of integers can be the degree sequences of a\n"
+    "bipartite graph.\n\n"
+    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "on the allowed edge types in the remaining arguments.\n\n"
+    "@param degrees1: the list of degrees in the first partition.\n"
+    "@param degrees2: the list of degrees in the second partition.\n"
+    "@param loops: whether loop edges are allowed.\n"
+    "@param multiple: whether multiple edges are allowed.\n"
+    "@return: C{True} if there exists some bipartite graph that can realize the\n"
+    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+  },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,
     "is_graphical(out_deg, in_deg=None, loops=False, multiple=False)\n--\n\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 674e20d51..466f7344f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -65,6 +65,7 @@
     arpack_options as default_arpack_options,
     community_to_membership,
     convex_hull,
+    is_bigraphical,
     is_degree_sequence,
     is_graphical,
     is_graphical_degree_sequence,
@@ -1183,6 +1184,7 @@ def write(graph, filename, *args, **kwds):
     'hsl_to_rgb',
     'hsva_to_rgba',
     'hsv_to_rgb',
+    'is_bigraphical',
     'is_degree_sequence',
     'is_graphical',
     'is_graphical_degree_sequence',

From b7d33f229960869f80358032ca5923ac3327ac47 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:48:32 +0200
Subject: [PATCH 1163/1681] fix: added missing error handling to
 Graph.Random_Bipartite()

---
 src/_igraph/graphobject.c | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 069aeb1df..944f6697f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3199,6 +3199,11 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     );
   }
 
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
   CREATE_GRAPH_FROM_TYPE(self, g, type);
   if (self == NULL) {
     return NULL;

From e624df96209e46581792ad38506dea4d7db3ddb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:56:40 +0200
Subject: [PATCH 1164/1681] feat: added weights=... argument to Graph.radius()
 and Graph.eccentricity()

---
 CHANGELOG.md              |  2 ++
 src/_igraph/graphobject.c | 66 ++++++++++++++++++++++++++++++---------
 tests/test_structural.py  | 21 +++++++++++++
 3 files changed, 74 insertions(+), 15 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ecd0707ec..a87ef27db 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
 
+- Added `weights=...` keyword argument to `Graph.radius()` and `Graph.eccentricity()`.
+
 ## [0.10.7] - 2023-09-04
 
 ### Added
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 944f6697f..321bd5685 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1869,24 +1869,37 @@ PyObject *igraphmodule_Graph_knn(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  PyObject *mode_o = Py_None;
+  PyObject *mode_o = Py_None, *weights_o = Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_real_t radius;
+  igraph_vector_t *weights;
 
-  static char *kwlist[] = { "mode", NULL };
+  static char *kwlist[] = { "mode", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist,
-                                   &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
-  if (igraph_radius(&self->g, &radius, mode)) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  if (igraph_radius_dijkstra(&self->g, weights, &radius, mode)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   return igraphmodule_real_t_to_PyObject(radius, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
@@ -4862,18 +4875,21 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
                                           PyObject* args, PyObject* kwds) {
-  static char *kwlist[] = { "vertices", "mode", NULL };
-  PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None;
+  static char *kwlist[] = { "vertices", "mode", "weights", NULL };
+  PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None, *weights_o = Py_None;
   igraph_vector_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_bool_t return_single = false;
   igraph_vs_t vs;
+  igraph_vector_t* weights;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &vobj, &mode_o, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
     igraphmodule_handle_igraph_error();
@@ -4885,17 +4901,31 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_eccentricity(&self->g, &res, vs, mode)) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_vs_destroy(&vs);
+    igraph_vector_destroy(&res);
+    return NULL;
+  }
+
+  if (igraph_eccentricity_dijkstra(&self->g, weights, &res, vs, mode)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (!return_single)
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
+  if (!return_single) {
     list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
-  else
+  } else {
     list = PyFloat_FromDouble(VECTOR(res)[0]);
+  }
 
   igraph_vector_destroy(&res);
   igraph_vs_destroy(&vs);
@@ -14786,7 +14816,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_eccentricity */
   {"eccentricity", (PyCFunction) igraphmodule_Graph_eccentricity,
    METH_VARARGS | METH_KEYWORDS,
-   "eccentricity(vertices=None, mode=\"all\")\n--\n\n"
+   "eccentricity(vertices=None, mode=\"all\", weights=None)\n--\n\n"
    "Calculates the eccentricities of given vertices in a graph.\n\n"
    "The eccentricity of a vertex is calculated by measuring the\n"
    "shortest distance from (or to) the vertex, to (or from) all other\n"
@@ -14797,6 +14827,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  that edge directions are followed; C{\"out\"} means that edge directions\n"
    "  are followed the opposite direction; C{\"all\"} means that directions are\n"
    "  ignored. The argument has no effect for undirected graphs.\n"
+   "@param weights: a list containing the edge weights. It can also be\n"
+   "  an attribute name (edge weights are retrieved from the given\n"
+   "  attribute) or C{None} (all edges have equal weight).\n"
    "@return: the calculated eccentricities in a list, or a single number if\n"
    "  a single vertex was supplied.\n"},
 
@@ -15358,7 +15391,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interfaces to igraph_radius */
   {"radius", (PyCFunction) igraphmodule_Graph_radius,
    METH_VARARGS | METH_KEYWORDS,
-   "radius(mode=\"out\")\n--\n\n"
+   "radius(mode=\"out\", weights=None)\n--\n\n"
    "Calculates the radius of the graph.\n\n"
    "The radius of a graph is defined as the minimum eccentricity of\n"
    "its vertices (see L{eccentricity()}).\n"
@@ -15367,6 +15400,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  edge directions, C{IN} considers paths that follow the opposite\n"
    "  edge directions, C{ALL} ignores edge directions. The argument is\n"
    "  ignored for undirected graphs.\n"
+   "@param weights: a list containing the edge weights. It can also be\n"
+   "  an attribute name (edge weights are retrieved from the given\n"
+   "  attribute) or C{None} (all edges have equal weight).\n"
    "@return: the radius\n"
    "@see: L{eccentricity()}"
   },
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 319a6deaa..2b043503d 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -56,6 +56,21 @@ def testEccentricity(self):
         )
         self.assertEqual(Graph().eccentricity(), [])
 
+    def testWeightedEccentricity(self):
+        self.assertEqual(
+            self.gfull.eccentricity(weights=[2] * self.gfull.ecount()),
+            [2] * self.gfull.vcount()
+        )
+        self.assertEqual(
+            self.gempty.eccentricity(weights=[]),
+            [0] * self.gempty.vcount()
+        )
+        self.assertEqual(
+            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)),
+            [4, 5, 6, 6]
+        )
+        self.assertEqual(Graph().eccentricity(), [])
+
     def testRadius(self):
         self.assertEqual(self.gfull.radius(), 1)
         self.assertEqual(self.gempty.radius(), 0)
@@ -64,6 +79,12 @@ def testRadius(self):
         self.assertEqual(self.tree.radius(), 3)
         self.assertTrue(isnan(Graph().radius()))
 
+    def testWeightedRadius(self):
+        self.assertEqual(self.gfull.radius(weights=[2] * self.gfull.ecount()), 2)
+        self.assertEqual(self.gempty.radius(weights=[]), 0)
+        self.assertEqual(self.g.radius(weights=range(1, self.g.ecount() + 1)), 4)
+        self.assertTrue(isnan(Graph().radius()))
+
     def testTransitivity(self):
         self.assertTrue(self.gfull.transitivity_undirected() == 1.0)
         self.assertTrue(self.tree.transitivity_undirected() == 0.0)

From c61f7f0f501d75466a11329ee6046df439cf4197 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 14:00:23 +0200
Subject: [PATCH 1165/1681] chore: bumped version to 0.10.8

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a87ef27db..b520ec928 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.10.8] - 2023-09-12
 
 ### Added 
 
@@ -558,7 +558,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[master]: https://github.com/igraph/python-igraph/compare/0.10.7...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.8...main
+[0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 713f7483f..655891d8a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 7)
+__version_info__ = (0, 10, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 0d1fd16db47136ca596b7aa6eb3c46d09cd98299 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Sep 2023 13:18:42 +0000
Subject: [PATCH 1166/1681] build(deps): bump docker/setup-qemu-action from 2
 to 3

Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 2 to 3.
- [Release notes](https://github.com/docker/setup-qemu-action/releases)
- [Commits](https://github.com/docker/setup-qemu-action/compare/v2...v3)

---
updated-dependencies:
- dependency-name: docker/setup-qemu-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18cd744c4..7ff2bd4e4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -61,7 +61,7 @@ jobs:
 
       - name: Set up QEMU
         id: qemu
-        uses: docker/setup-qemu-action@v2
+        uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.15.0
@@ -89,7 +89,7 @@ jobs:
 
       - name: Set up QEMU
         id: qemu
-        uses: docker/setup-qemu-action@v2
+        uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.15.0

From 01ce84b495962d314f524c74cc68678fa080acb5 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 19 Sep 2023 15:07:56 +1000
Subject: [PATCH 1167/1681] Document invert y axis for trees and matplotlib

---
 doc/examples_sphinx-gallery/spanning_trees.py | 5 +++++
 doc/source/tutorial.rst                       | 5 +++++
 doc/source/visualisation.rst                  | 5 +++++
 3 files changed, 15 insertions(+)

diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index e9b083f60..82f190a8a 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -55,3 +55,8 @@
     edge_width=g.es["width"]
 )
 plt.show()
+
+# %%
+# .. note::
+#   To invert the y axis such that the root of the tree is on top of the plot,
+#   you can call `ax.invert_yaxis()` before `plt.show()`.
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 015e80b91..7a1567adb 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -691,6 +691,11 @@ If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use
    :alt: The visual representation of our social network (matplotlib backend)
    :align: center
 
+.. note::
+   When plotting rooted trees, Cairo automatically puts the root on top of the image and
+   the leaves at the bottom. For `matplotlib`_, the root is usually at the bottom instead.
+   You can easily place the root on top by calling `ax.invert_yaxis()`.
+
 Hmm, this is not too pretty so far. A trivial addition would be to use the names as the
 vertex labels and to color the vertices according to the gender. Vertex labels are taken
 from the ``label`` attribute by default and vertex colors are determined by the
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 24b752e36..c2c73d4a3 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -129,6 +129,11 @@ You can then further manipulate the axes and figure however you like via the `ax
 called them). This variant does not use `Cairo`_ directly and might be lacking some features that are available in the
 `Cairo`_ backend: please open an issue on Github to request specific features.
 
+.. note::
+   When plotting rooted trees, Cairo automatically puts the root on top of the image and
+   the leaves at the bottom. For `matplotlib`_, the root is usually at the bottom instead.
+   You can easily place the root on top by calling `ax.invert_yaxis()`.
+
 Plotting via `matplotlib`_ makes it easy to combine igraph with other plots. For instance, if you want to have a figure
 with two panels showing different aspects of some data set, say a graph and a bar plot, you can easily do that::
 

From eb916c71f69e059b45e2f8780715fabddd02f0a8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 15:16:24 +0200
Subject: [PATCH 1168/1681] doc: fix a broken link to Matplotlib's user guide
 in the gallery

---
 doc/examples_sphinx-gallery/visualize_communities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index 7cfd90746..b7b96103f 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -33,7 +33,7 @@
 # %%
 # Last, we plot the graph. We use a fancy technique called proxy artists to
 # make a legend. You can find more about that in matplotlib's
-# :doc:`matplotlib:tutorials/intermediate/legend_guide`:
+# :doc:`matplotlib:users/explain/axes/legend_guide`:
 fig, ax = plt.subplots()
 ig.plot(
     communities,

From 223863cacee9c988987b460bc1dfff77a285fba6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:27:18 +0200
Subject: [PATCH 1169/1681] doc: cleanup documentation generation code, remove
 obsolete parts

---
 doc/jekyll_tools/Gemfile                   |   5 -
 doc/jekyll_tools/Gemfile.lock              |  74 ----
 doc/jekyll_tools/Makefile                  | 130 -------
 doc/jekyll_tools/_config.yml               |  18 -
 doc/jekyll_tools/_includes/defaults        |  16 -
 doc/jekyll_tools/_layouts/default.html     | 156 --------
 doc/jekyll_tools/_layouts/main.html        |  75 ----
 doc/jekyll_tools/_layouts/pydoctor.html    |  18 -
 doc/jekyll_tools/css/affix.css             |  90 -----
 doc/jekyll_tools/css/bootstrap.min.css     |   1 -
 doc/jekyll_tools/css/other.css             | 205 -----------
 doc/jekyll_tools/css/pydoctor.css          | 399 ---------------------
 doc/jekyll_tools/css/syntax.css            |  61 ----
 doc/jekyll_tools/favicon.ico               | Bin 142910 -> 0 bytes
 doc/jekyll_tools/favicon.svg               |  27 --
 doc/jekyll_tools/fonts/fonts.css           |  32 --
 doc/jekyll_tools/img/igraph_logo_black.svg |   1 -
 doc/jekyll_tools/img/igraph_logo_white.svg |   1 -
 doc/jekyll_tools/js/affix.js               |  10 -
 doc/jekyll_tools/js/html5shiv.js           |   8 -
 doc/jekyll_tools/js/pydoctor.js            |  29 --
 doc/jekyll_tools/js/respond.min.js         |   6 -
 doc/jekyll_tools/js/toggle.js              |  23 --
 doc/source/_templates/breadcrumb.html      |  48 ---
 doc/source/_templates/globaltoc.html       |   5 -
 doc/source/_templates/layout.html          | 104 ------
 doc/source/_templates/navbar.html          |  20 --
 doc/source/_templates/relations.html       |  18 -
 doc/source/conf.py                         |  81 +----
 doc/source/requirements.txt                |   6 +-
 doc/source/sphinxext/postprocess_api.py    |  94 -----
 scripts/mkdoc.sh                           |  48 +--
 setup.py                                   |   6 +-
 33 files changed, 22 insertions(+), 1793 deletions(-)
 delete mode 100644 doc/jekyll_tools/Gemfile
 delete mode 100644 doc/jekyll_tools/Gemfile.lock
 delete mode 100644 doc/jekyll_tools/Makefile
 delete mode 100644 doc/jekyll_tools/_config.yml
 delete mode 100644 doc/jekyll_tools/_includes/defaults
 delete mode 100644 doc/jekyll_tools/_layouts/default.html
 delete mode 100644 doc/jekyll_tools/_layouts/main.html
 delete mode 100644 doc/jekyll_tools/_layouts/pydoctor.html
 delete mode 100644 doc/jekyll_tools/css/affix.css
 delete mode 100644 doc/jekyll_tools/css/bootstrap.min.css
 delete mode 100644 doc/jekyll_tools/css/other.css
 delete mode 100644 doc/jekyll_tools/css/pydoctor.css
 delete mode 100644 doc/jekyll_tools/css/syntax.css
 delete mode 100644 doc/jekyll_tools/favicon.ico
 delete mode 100644 doc/jekyll_tools/favicon.svg
 delete mode 100644 doc/jekyll_tools/fonts/fonts.css
 delete mode 100644 doc/jekyll_tools/img/igraph_logo_black.svg
 delete mode 100644 doc/jekyll_tools/img/igraph_logo_white.svg
 delete mode 100644 doc/jekyll_tools/js/affix.js
 delete mode 100644 doc/jekyll_tools/js/html5shiv.js
 delete mode 100644 doc/jekyll_tools/js/pydoctor.js
 delete mode 100644 doc/jekyll_tools/js/respond.min.js
 delete mode 100644 doc/jekyll_tools/js/toggle.js
 delete mode 100644 doc/source/_templates/breadcrumb.html
 delete mode 100644 doc/source/_templates/globaltoc.html
 delete mode 100644 doc/source/_templates/layout.html
 delete mode 100644 doc/source/_templates/navbar.html
 delete mode 100644 doc/source/_templates/relations.html
 delete mode 100644 doc/source/sphinxext/postprocess_api.py

diff --git a/doc/jekyll_tools/Gemfile b/doc/jekyll_tools/Gemfile
deleted file mode 100644
index 3e5e9cbd3..000000000
--- a/doc/jekyll_tools/Gemfile
+++ /dev/null
@@ -1,5 +0,0 @@
-source 'http://rubygems.org'
-
-gem 'jekyll-sitemap'
-gem "webrick", "~> 1.7"
-gem 'jekyll-redirect-from'
diff --git a/doc/jekyll_tools/Gemfile.lock b/doc/jekyll_tools/Gemfile.lock
deleted file mode 100644
index 710e3df51..000000000
--- a/doc/jekyll_tools/Gemfile.lock
+++ /dev/null
@@ -1,74 +0,0 @@
-GEM
-  remote: http://rubygems.org/
-  specs:
-    addressable (2.8.0)
-      public_suffix (>= 2.0.2, < 5.0)
-    colorator (1.1.0)
-    concurrent-ruby (1.1.9)
-    em-websocket (0.5.3)
-      eventmachine (>= 0.12.9)
-      http_parser.rb (~> 0)
-    eventmachine (1.2.7)
-    ffi (1.15.4)
-    forwardable-extended (2.6.0)
-    http_parser.rb (0.8.0)
-    i18n (1.8.11)
-      concurrent-ruby (~> 1.0)
-    jekyll (4.2.1)
-      addressable (~> 2.4)
-      colorator (~> 1.0)
-      em-websocket (~> 0.5)
-      i18n (~> 1.0)
-      jekyll-sass-converter (~> 2.0)
-      jekyll-watch (~> 2.0)
-      kramdown (~> 2.3)
-      kramdown-parser-gfm (~> 1.0)
-      liquid (~> 4.0)
-      mercenary (~> 0.4.0)
-      pathutil (~> 0.9)
-      rouge (~> 3.0)
-      safe_yaml (~> 1.0)
-      terminal-table (~> 2.0)
-    jekyll-redirect-from (0.16.0)
-      jekyll (>= 3.3, < 5.0)
-    jekyll-sass-converter (2.1.0)
-      sassc (> 2.0.1, < 3.0)
-    jekyll-sitemap (1.4.0)
-      jekyll (>= 3.7, < 5.0)
-    jekyll-watch (2.2.1)
-      listen (~> 3.0)
-    kramdown (2.3.1)
-      rexml
-    kramdown-parser-gfm (1.1.0)
-      kramdown (~> 2.0)
-    liquid (4.0.3)
-    listen (3.7.0)
-      rb-fsevent (~> 0.10, >= 0.10.3)
-      rb-inotify (~> 0.9, >= 0.9.10)
-    mercenary (0.4.0)
-    pathutil (0.16.2)
-      forwardable-extended (~> 2.6)
-    public_suffix (4.0.6)
-    rb-fsevent (0.11.0)
-    rb-inotify (0.10.1)
-      ffi (~> 1.0)
-    rexml (3.2.5)
-    rouge (3.27.0)
-    safe_yaml (1.0.5)
-    sassc (2.4.0)
-      ffi (~> 1.9)
-    terminal-table (2.0.0)
-      unicode-display_width (~> 1.1, >= 1.1.1)
-    unicode-display_width (1.8.0)
-    webrick (1.7.0)
-
-PLATFORMS
-  x86_64-linux
-
-DEPENDENCIES
-  jekyll-redirect-from
-  jekyll-sitemap
-  webrick (~> 1.7)
-
-BUNDLED WITH
-   2.2.26
diff --git a/doc/jekyll_tools/Makefile b/doc/jekyll_tools/Makefile
deleted file mode 100644
index aa1a6dbf8..000000000
--- a/doc/jekyll_tools/Makefile
+++ /dev/null
@@ -1,130 +0,0 @@
-# Makefile for Sphinx documentation
-#
-
-# You can set these variables from the command line.
-SPHINXOPTS    =
-SPHINXBUILD   = sphinx-build
-PAPER         =
-BUILDDIR      = build
-
-# Internal variables.
-PAPEROPT_a4     = -D latex_paper_size=a4
-PAPEROPT_letter = -D latex_paper_size=letter
-ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
-
-.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest
-
-help:
-	@echo "Please use \`make <target>' where <target> is one of"
-	@echo "  html       to make standalone HTML files"
-	@echo "  dirhtml    to make HTML files named index.html in directories"
-	@echo "  singlehtml to make a single large HTML file"
-	@echo "  pickle     to make pickle files"
-	@echo "  json       to make JSON files"
-	@echo "  htmlhelp   to make HTML files and a HTML help project"
-	@echo "  qthelp     to make HTML files and a qthelp project"
-	@echo "  devhelp    to make HTML files and a Devhelp project"
-	@echo "  epub       to make an epub"
-	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
-	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
-	@echo "  text       to make text files"
-	@echo "  man        to make manual pages"
-	@echo "  changes    to make an overview of all changed/added/deprecated items"
-	@echo "  linkcheck  to check all external links for integrity"
-	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
-
-clean:
-	-rm -rf $(BUILDDIR)/*
-
-html:
-	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
-
-dirhtml:
-	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
-
-singlehtml:
-	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
-	@echo
-	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
-
-pickle:
-	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
-	@echo
-	@echo "Build finished; now you can process the pickle files."
-
-json:
-	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
-	@echo
-	@echo "Build finished; now you can process the JSON files."
-
-htmlhelp:
-	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
-	@echo
-	@echo "Build finished; now you can run HTML Help Workshop with the" \
-	      ".hhp project file in $(BUILDDIR)/htmlhelp."
-
-qthelp:
-	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
-	@echo
-	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
-	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/igraph.qhcp"
-	@echo "To view the help file:"
-	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/igraph.qhc"
-
-devhelp:
-	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
-	@echo
-	@echo "Build finished."
-	@echo "To view the help file:"
-	@echo "# mkdir -p $$HOME/.local/share/devhelp/igraph"
-	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/igraph"
-	@echo "# devhelp"
-
-epub:
-	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
-	@echo
-	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
-
-latex:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo
-	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
-	@echo "Run \`make' in that directory to run these through (pdf)latex" \
-	      "(use \`make latexpdf' here to do that automatically)."
-
-latexpdf:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo "Running LaTeX files through pdflatex..."
-	make -C $(BUILDDIR)/latex all-pdf
-	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
-
-text:
-	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
-	@echo
-	@echo "Build finished. The text files are in $(BUILDDIR)/text."
-
-man:
-	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
-	@echo
-	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
-
-changes:
-	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
-	@echo
-	@echo "The overview file is in $(BUILDDIR)/changes."
-
-linkcheck:
-	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
-	@echo
-	@echo "Link check complete; look for any errors in the above output " \
-	      "or in $(BUILDDIR)/linkcheck/output.txt."
-
-doctest:
-	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
-	@echo "Testing of doctests in the sources finished, look at the " \
-	      "results in $(BUILDDIR)/doctest/output.txt."
diff --git a/doc/jekyll_tools/_config.yml b/doc/jekyll_tools/_config.yml
deleted file mode 100644
index b9a8a09d7..000000000
--- a/doc/jekyll_tools/_config.yml
+++ /dev/null
@@ -1,18 +0,0 @@
-name: igraph &ndash; the network analysis package
-destination: jekyll_output
-future: true
-include: [ _static, _images ]
-exclude: [ source, Gemfile, Gemfile.lock, build_old_sources.py ]
-keep_files: [ ]
-markdown: kramdown
-kramdown:
-  input: GFM
-url: "https://igraph.org/python"
-plugins:
-  - jekyll-sitemap
-defaults:
-  -
-    scope:
-      path: ""
-    values:
-      layout: "post"
diff --git a/doc/jekyll_tools/_includes/defaults b/doc/jekyll_tools/_includes/defaults
deleted file mode 100644
index 42baf8c90..000000000
--- a/doc/jekyll_tools/_includes/defaults
+++ /dev/null
@@ -1,16 +0,0 @@
-{% assign lang = "python" %}
-{%- assign bodyclass = lang %}
-{% assign title = page.title %}
-{% assign mainheader = page.mainheader %}
-{% assign lead = page.lead %}
-
-{% assign langname = 'python-igraph' %}
-{% assign langversions = version | split: ", " %}
-{% if title == nil %}{% assign title = 'python-igraph' %}{% endif %}
-{% assign extramenu = '<li><a href="/python"><i class="icon-python"></i> Get started</a></li>' %}
-{% if mainheader == nil %}
-  {% assign mainheader = 'Get started with python-igraph' %}
-{% endif %}
-{% if lead == nil %}
-  {% assign lead = 'Install and start using igraph from Python' %}
-{% endif %}
diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
deleted file mode 100644
index d74c2b8b1..000000000
--- a/doc/jekyll_tools/_layouts/default.html
+++ /dev/null
@@ -1,156 +0,0 @@
-{% include defaults %}
-<!DOCTYPE html>
-<html lang="en">
-  <head>
-    <meta charset="utf-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <meta name="description" content="">
-    <meta name="author" content="">
-
-	<!-- Favicon and theming -->
-    <meta name="theme-color" content="#ffffff" />
-    <link rel="icon" href="/favicon.svg" />
-    <link rel="alternate icon" href="/favicon.ico" />
-
-    <title>{{ title }}</title>
-
-    <!-- Bootstrap core CSS -->
-    <link rel="stylesheet" href="/css/bootstrap.min.css">
-
-    <!-- Custom styles for this template -->
-    <link href="//fonts.googleapis.com/css?family=Lato:300,400,700"
-          rel="stylesheet" type="text/css">
-    <link href="//maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet">
-    <link href="/css/affix.css" rel="stylesheet">
-    <link href="/css/syntax.css" rel="stylesheet">
-    <link href="/css/other.css" rel="stylesheet">
-    <link href="/fonts/fonts.css" rel="stylesheet">
-
-    <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements 
-         and media queries -->
-    <!--[if lt IE 9]>
-      <script src="/js/html5shiv.js"></script>
-      <script src="/js/respond.min.js"></script>
-    <![endif]-->
-
-    <!-- Global site tag (gtag.js) - Google Analytics -->
-    <script async src="https://www.googletagmanager.com/gtag/js?id=UA-1392972-5"></script>
-    <script>
-      window.dataLayer = window.dataLayer || [];
-      function gtag(){dataLayer.push(arguments);}
-      gtag('js', new Date());
-      gtag('config', 'UA-1392972-5');
-    </script>
-
-    {{ page.extrahead | default: layout.extrahead }}
-  </head>
-
-  <body class="{{ bodyclass | default: layout.bodyclass }}">
-  <div id="wrap">
-    <nav class="navbar navbar-expand-md navbar-dark bg-dark fixed-top">
-      <a class="navbar-brand" href="/">
-        <img src="/img/igraph_logo_white.svg" width="35"> igraph
-      </a>
-
-      {% if langname != null and langname != 'igraph' %}
-      <ul class="navbar-nav mr-auto">
-        {% if layout.vmenu != null  or page.vmenu != null %}
-        <li class="nav-item"><a class="nav-link" href="/">{{ langname }}</a></li>
-        <li class="nav-item dropdown">
-          <a class="nav-link dropdown-toggle" data-toggle="dropdown" href="#">
-            {{ page.langversion }}
-          </a>
-          <div class="dropdown-menu">
-            <a class="dropdown-item" href="/{{ lang }}/latest/">latest</a>
-            {% for langversioni in langversions reversed %}
-            <a class="dropdown-item" href="/{{ lang }}/{{ langversioni }}/">{{ langversioni }}</a>
-            {% endfor %}
-          </div>
-        </li>
-        {% else %}
-        <li class="nav-item"><a class="nav-link" href="/">{{ langname }} {{ page.langversion }}</a></li>
-        {% endif %}
-      </ul>
-      {% endif %}
-
-      <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
-        <span class="navbar-toggler-icon"></span>
-      </button>
-
-      <div class="collapse navbar-collapse" id="navbarSupportedContent">
-        <ul class="navbar-nav ml-auto">
-          <li class="nav-item dropdown">
-            <a href="#" class="nav-link dropdown-toggle" id="productsDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Products</a>
-            <div class="dropdown-menu" aria-labelledby="productsDropdown">
-              <a class="dropdown-item" href="/r">igraph R package</a>
-              <a class="dropdown-item" href="/python">python-igraph</a>
-              <a class="dropdown-item" href="http://szhorvat.net/mathematica/IGraphM">IGraph/M</a>
-              <a class="dropdown-item" href="/c">igraph C library</a>
-              <div class="dropdown-divider"></div>
-              <a class="dropdown-item" href="https://github.com/igraph/igraphdata">igraphdata R package <i class="fa fa-github"></i></a>
-            </div>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="/news.html"><i class="fa fa-rss"></i> News</a>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="https://igraph.discourse.group"><i class="fa fa-comments"></i> Forum</a>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="/code-of-conduct.html"><i class="fa fa-gavel"></i> Code of Conduct</a>
-          </li>          
-          <li class="nav-item">
-            <a class="nav-link" href="https://github.com/igraph"><i class="fa fa-github"></i> On GitHub</a>
-          </li>
-        </ul>
-      </div>
-    </nav>
-    
-    {% if page.layout != "main" %}
-
-    <div class="jumbotron">
-      <div class="container">
-        <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
-        <p class="lead">{{ page.lead | default: layout.lead }}</p>
-      </div>
-      <canvas id="jumbotron-anim"></canvas>
-    </div>
-
-    {% endif %}
-
-    {{content}}
-
-    <div id="footer">
-      {{ page.extrafoot }}
-      <div class="container-fluid">
-      <p class="text-muted credit">
-      &copy; 2003 &ndash; 2020 The igraph core team.
-            &bull; Code licensed under 
-            <a href="http://www.gnu.org/licenses/gpl-2.0.html">
-            GNU GPL 2</a> or later, documentation under 
-            <a href="http://www.gnu.org/copyleft/fdl.html">
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-      </p>
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-    </div>
-
-    <!-- wrap -->
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-
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-    <!-- Placed at the end of the document so the pages load faster -->
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-
-    <script src="/js/affix.js"></script>
-    <script src="/js/toggle.js"></script>
-{% if page.animated_header or layout.animated_header %}
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-{% endif %}
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diff --git a/doc/jekyll_tools/_layouts/main.html b/doc/jekyll_tools/_layouts/main.html
deleted file mode 100644
index 42c90e4f6..000000000
--- a/doc/jekyll_tools/_layouts/main.html
+++ /dev/null
@@ -1,75 +0,0 @@
----
-layout: default
-bodyclass: start-page
-animated_header: true
----
-
-<div class="jumbotron">
-  <div class="container">
-    <h1 class="display-4"><img src="/img/igraph_logo_black.svg" width="125"> igraph &ndash;
-      <small>The network analysis package</small>
-    </h1>
-    <p class="lead">
-    igraph is a collection of network analysis tools with the
-    emphasis on <strong>efficiency</strong>,
-    <strong>portability</strong> and ease of use. igraph is
-    <strong>open source</strong> and free. igraph can be
-    programmed in <strong>R</strong>, <strong>Python</strong>,
-    <strong>Mathematica</strong> and&nbsp;<strong>C/C++</strong>.
-    </p>
-    <hr class="my-4">
-    <a href="/r" class="btn btn-lg btn-dark">igraph R package</a>
-    <a href="/python" class="btn btn-lg btn-dark">python-igraph</a>
-    <a href="http://szhorvat.net/mathematica/IGraphM" class="btn btn-lg btn-dark">IGraph/M</a>
-    <a href="/c" class="btn btn-lg btn-dark">igraph C library</a>
-  </div>
-  <canvas id="jumbotron-anim"></canvas>
-</div>
-
-<div class="container">
-  <div class="row">
-    <div class="col-md-3">
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-        <ul class="nav bs-sidenav">
-          {% for post in site.posts limit:10 %}
-            <li class="nav-item">
-              <a class="nav-link" href="{{ post.url }}">{{ post.title }}</a>
-            </li>
-          {% endfor %}
-          <li class="nav-item">
-            <a class="nav-link" href="news.html">All news &#8594;</a>
-          </li>
-        </ul>
-      </nav>
-    </div>
-
-    <div class="col-md-8">
-      <div class="bs-docs-section">
-
-  <div class="page-header">
-    <h1>Recent news</h1>
-  </div>
-
-  {% for post in site.posts limit:10 %}
-
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-    <h2>
-      <span id="{{ post.id }}" class="anchor">&nbsp;</span>
-      <a href="{{ post.url }}">{{ post.title }}</a>
-    </h2>
-	<div class="post-time"><time class="text-muted">{{ post.date | date_to_string: "ordinal", "US" }}</time></div>
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-
-  {% endfor %}
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-  <h2><a href="news.html">All news &#8594;</a></h2>
-
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-  </div>
-
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diff --git a/doc/jekyll_tools/_layouts/pydoctor.html b/doc/jekyll_tools/_layouts/pydoctor.html
deleted file mode 100644
index e70459159..000000000
--- a/doc/jekyll_tools/_layouts/pydoctor.html
+++ /dev/null
@@ -1,18 +0,0 @@
----
-layout: default
-extrahead: <link href="/css/pydoctor.css" rel="stylesheet">
-vmenu: true
-doctype: api/
----
-
-<div class="container bs-docs-container">
-<div class="row">
-  <div class="col-md-12">
-  <div class="bs-docs-section">
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diff --git a/doc/jekyll_tools/css/affix.css b/doc/jekyll_tools/css/affix.css
deleted file mode 100644
index 5b57395ef..000000000
--- a/doc/jekyll_tools/css/affix.css
+++ /dev/null
@@ -1,90 +0,0 @@
-/*
- * Side navigation
- *
- * Scrollspy and affixed enhanced navigation to highlight sections and secondary
- * sections of docs content.
- */
-
-/* By default it's not affixed in mobile views, so undo that */
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-}
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-/* First level of nav */
-.bs-sidenav {
-  margin-top: 30px;
-  margin-bottom: 30px;
-  padding-top:    10px;
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-.bs-sidebar .nav > li > a {
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-.bs-sidebar .nav > li > a.active:hover,
-.bs-sidebar .nav > li > a.active:focus {
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-  .bs-sidebar .nav .nav-item > a.active + ul {
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-  .bs-sidebar.affix,
-  .bs-sidebar.affix-bottom {
-    width: 213px;
-  }
-  .bs-sidebar.affix {
-    position: sticky; /* Undo the static from mobile first approach */
-    top: 80px;
-  }
-  .bs-sidebar.affix-bottom {
-    position: absolute; /* Undo the static from mobile first approach */
-  }
-  .bs-sidebar.affix-bottom .bs-sidenav,
-  .bs-sidebar.affix .bs-sidenav {
-    margin-top: 0;
-    margin-bottom: 0;
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-  /* Widen the fixed sidebar again */
-  .bs-sidebar.affix-bottom,
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diff --git a/doc/jekyll_tools/css/bootstrap.min.css b/doc/jekyll_tools/css/bootstrap.min.css
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index ad8c117b8..000000000
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deleted file mode 100644
index 6b2569802..000000000
--- a/doc/jekyll_tools/favicon.svg
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-  <title>logo-black</title>
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diff --git a/doc/jekyll_tools/fonts/fonts.css b/doc/jekyll_tools/fonts/fonts.css
deleted file mode 100644
index d4776e902..000000000
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+++ /dev/null
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-	font-family: 'rlogo';
-	src:url('/fonts/rlogo.eot');
-	src:url('/fonts/rlogo.eot?#iefix') format('embedded-opentype'),
-		url('/fonts/rlogo.ttf') format('truetype'),
-		url('/fonts/rlogo.woff') format('woff'),
-		url('/fonts/rlogo.svg#rlogo') format('svg');
-	font-weight: normal;
-	font-style: normal;
-}
-
-[class*="icon-rlogo"], [class*="icon-rlogo-alt"] {
-	font-family: 'rlogo';
-	speak: none;
-	font-style: normal;
-	font-weight: normal;
-	font-variant: normal;
-	text-transform: none;
-	line-height: 1;
-	color: auto;
-
-	/* Better Font Rendering =========== */
-	-webkit-font-smoothing: antialiased;
-	-moz-osx-font-smoothing: grayscale;
-}
-
-.icon-rlogo:before {
-	content: "\e600";
-}
-.icon-rlogo-alt:before {
-	content: "\e601";
-}
diff --git a/doc/jekyll_tools/img/igraph_logo_black.svg b/doc/jekyll_tools/img/igraph_logo_black.svg
deleted file mode 100644
index 410ffa84d..000000000
--- a/doc/jekyll_tools/img/igraph_logo_black.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
diff --git a/doc/jekyll_tools/img/igraph_logo_white.svg b/doc/jekyll_tools/img/igraph_logo_white.svg
deleted file mode 100644
index cada6f592..000000000
--- a/doc/jekyll_tools/img/igraph_logo_white.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#fff;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-white</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
diff --git a/doc/jekyll_tools/js/affix.js b/doc/jekyll_tools/js/affix.js
deleted file mode 100644
index a94c76253..000000000
--- a/doc/jekyll_tools/js/affix.js
+++ /dev/null
@@ -1,10 +0,0 @@
-
-var $window = $(window);
-var $body   = $(document.body);
-
-$body.scrollspy({ target: '.bs-sidebar' });
-
-$window.on('load', function () {
-    $body.scrollspy('refresh');
-});
-
diff --git a/doc/jekyll_tools/js/html5shiv.js b/doc/jekyll_tools/js/html5shiv.js
deleted file mode 100644
index 784f221ca..000000000
--- a/doc/jekyll_tools/js/html5shiv.js
+++ /dev/null
@@ -1,8 +0,0 @@
-/*
- HTML5 Shiv v3.6.2pre | @afarkas @jdalton @jon_neal @rem | MIT/GPL2 Licensed
-*/
-(function(l,f){function m(){var a=e.elements;return"string"==typeof a?a.split(" "):a}function i(a){var b=n[a[o]];b||(b={},h++,a[o]=h,n[h]=b);return b}function p(a,b,c){b||(b=f);if(g)return b.createElement(a);c||(c=i(b));b=c.cache[a]?c.cache[a].cloneNode():r.test(a)?(c.cache[a]=c.createElem(a)).cloneNode():c.createElem(a);return b.canHaveChildren&&!s.test(a)?c.frag.appendChild(b):b}function t(a,b){if(!b.cache)b.cache={},b.createElem=a.createElement,b.createFrag=a.createDocumentFragment,b.frag=b.createFrag();
-a.createElement=function(c){return!e.shivMethods?b.createElem(c):p(c,a,b)};a.createDocumentFragment=Function("h,f","return function(){var n=f.cloneNode(),c=n.createElement;h.shivMethods&&("+m().join().replace(/\w+/g,function(a){b.createElem(a);b.frag.createElement(a);return'c("'+a+'")'})+");return n}")(e,b.frag)}function q(a){a||(a=f);var b=i(a);if(e.shivCSS&&!j&&!b.hasCSS){var c,d=a;c=d.createElement("p");d=d.getElementsByTagName("head")[0]||d.documentElement;c.innerHTML="x<style>article,aside,figcaption,figure,footer,header,hgroup,nav,section{display:block}mark{background:#FF0;color:#000}</style>";
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diff --git a/doc/jekyll_tools/js/pydoctor.js b/doc/jekyll_tools/js/pydoctor.js
deleted file mode 100644
index f4f7f9118..000000000
--- a/doc/jekyll_tools/js/pydoctor.js
+++ /dev/null
@@ -1,29 +0,0 @@
-function initPrivate() {
-    var params = (new URL(document.location)).searchParams;
-    if (!params || !parseInt(params.get('private'))) {
-        var show = false;
-        var hash = document.location.hash;
-        if (hash != '') {
-            var anchor = document.querySelector('a[name="' + hash.substring(1) + '"]');
-            show = anchor && anchor.parentNode.classList.contains('private');
-        }
-        if (!show) {
-            document.body.classList.add("private-hidden");
-        }
-    }
-    updatePrivate();
-}
-function togglePrivate() {
-    document.body.classList.toggle("private-hidden");
-    updatePrivate();
-}
-function updatePrivate() {
-    var hidden = document.body.classList.contains('private-hidden');
-    document.querySelector('#showPrivate button').innerText =
-        hidden ? 'Show Private API' : 'Hide Private API';
-    if (history) {
-        var search = hidden ? document.location.pathname : '?private=1';
-        history.replaceState(null, '', search + document.location.hash);
-    }
-}
-initPrivate();
diff --git a/doc/jekyll_tools/js/respond.min.js b/doc/jekyll_tools/js/respond.min.js
deleted file mode 100644
index 56418a245..000000000
--- a/doc/jekyll_tools/js/respond.min.js
+++ /dev/null
@@ -1,6 +0,0 @@
-/*! matchMedia() polyfill - Test a CSS media type/query in JS. Authors & copyright (c) 2012: Scott Jehl, Paul Irish, Nicholas Zakas. Dual MIT/BSD license */
-/*! NOTE: If you're already including a window.matchMedia polyfill via Modernizr or otherwise, you don't need this part */
-window.matchMedia=window.matchMedia||function(a){"use strict";var c,d=a.documentElement,e=d.firstElementChild||d.firstChild,f=a.createElement("body"),g=a.createElement("div");return g.id="mq-test-1",g.style.cssText="position:absolute;top:-100em",f.style.background="none",f.appendChild(g),function(a){return g.innerHTML='&shy;<style media="'+a+'"> #mq-test-1 { width: 42px; }</style>',d.insertBefore(f,e),c=42===g.offsetWidth,d.removeChild(f),{matches:c,media:a}}}(document);
-
-/*! Respond.js v1.1.0: min/max-width media query polyfill. (c) Scott Jehl. MIT/GPLv2 Lic. j.mp/respondjs  */
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diff --git a/doc/jekyll_tools/js/toggle.js b/doc/jekyll_tools/js/toggle.js
deleted file mode 100644
index 8f62267d2..000000000
--- a/doc/jekyll_tools/js/toggle.js
+++ /dev/null
@@ -1,23 +0,0 @@
-function getElementByClass(element, className) {
-    tc = element.childNodes;
-    for (var i = 0; i < tc.length; i++) {
-        if (tc[i].className == className) { return tc[i]; }
-    }
-    return null;
-}
-
-function toggle(target, event) {
-    exdiv = getElementByClass(target, "example");
-    excdiv = getElementByClass(exdiv, "example-contents");
-    titlediv = getElementByClass(exdiv, "title");
-
-    if (!titlediv || !titlediv.contains(event.target)) {
-        return;
-    }
-
-    if (excdiv.style.display != 'block') {
-        excdiv.style.display = 'block';
-    } else {
-        excdiv.style.display = 'none';
-    }
-}
diff --git a/doc/source/_templates/breadcrumb.html b/doc/source/_templates/breadcrumb.html
deleted file mode 100644
index a1d22f0be..000000000
--- a/doc/source/_templates/breadcrumb.html
+++ /dev/null
@@ -1,48 +0,0 @@
-{%- if 0 %}
-<div class="row">
-  <div class="col-md-12" role="navigation" aria-label="related navigation">
-  <ol class="breadcrumb">
-    <li class="breadcrumb-item"><a href="{{ pathto(master_doc) }}">{{ shorttitle|e }}</a></li>
-    {%- for parent in parents %}
-      <li class="breadcrumb-item"><a href="{{ parent.link|e }}"
-           {% if loop.last %}
-           accesskey="U"
-           class="active"
-           {% endif %}>{{ parent.title }}</a></li>
-    {%- endfor %}
-    <li class="breadcrumb-item active">{{ title }}</li>
-    </ol>
-  </div>
-</div>
-{%- endif %}
-
-<div class="row">
-  <div class="col-md-12">
-    <div class="navigation-header mb-4" width="100%" summary="Navigation header">
-      <div class="btn-group" role="group">
-      {%- if prev %}
-        <a href="{{ prev.link|e }}" title="{{ _('Previous Chapter: ') + prev.title|striptags }}" class="btn btn-light" role="button" {{ accesskey("P") }}>
-          <i class="fa fa-chevron-left"></i> {{ prev.title|striptags|truncate(length=24, killwords=True) }}
-        </a>
-      {%- endif %}
-
-      {%- if parents %}
-        <a href="{{ parents[-1].link|e }}" title="{{ _('Parent: ') + parents[-1].title|striptags }}" class="btn btn-light" role="button" {{ accesskey("U") }}>
-          <i class="fa fa-chevron-up"></i> {{ parents[-1].title|striptags }}
-        </a>
-      {%- else %}
-        <a href="{{ pathto(master_doc) }}" title="{{ _('Parent: ') + shorttitle|striptags }}" class="btn btn-light" role="button" {{ accesskey("U") }}>
-          <i class="fa fa-home"></i> {{ shorttitle|striptags }}
-        </a>
-      {%- endif %}
-
-      {%- if next %}
-        <a href="{{ next.link|e }}" title="{{ _('Next Chapter: ') + next.title|striptags }}" class="btn btn-light" role="button" {{ accesskey("N") }}>
-          {{ next.title|striptags|truncate(length=24, killwords=True) }} <i class="fa fa-chevron-right"></i>
-        </a>
-      {%- endif %}
-      </div>
-    </div>
-  </div>
-</div>
-
diff --git a/doc/source/_templates/globaltoc.html b/doc/source/_templates/globaltoc.html
deleted file mode 100644
index e4b606d52..000000000
--- a/doc/source/_templates/globaltoc.html
+++ /dev/null
@@ -1,5 +0,0 @@
-{% block menu %}
-<nav class="bs-sidebar affix hidden-print" role="complementary">
-  {{ toc }}
-</nav>
-{% endblock %}
diff --git a/doc/source/_templates/layout.html b/doc/source/_templates/layout.html
deleted file mode 100644
index b7fcfbf98..000000000
--- a/doc/source/_templates/layout.html
+++ /dev/null
@@ -1,104 +0,0 @@
----
-layout: default
-title: {{ title|striptags|e }}{{ titlesuffix }}
-mainheader: python-igraph Manual
-lead: For using igraph from Python
-vmenu: true
-langversion: {{ version }}
-extrahead: {%- block linktags %}
-    {%- if hasdoc('about') %}
-    <link rel="author" title="{{ _('About these documents') }}" href="{{ pathto('about') }}" />
-    {%- endif %}
-    <link rel="top" title="{{ docstitle|e }}" href="{{ pathto('index') }}" />
-    {%- if parents %}
-    <link rel="up" title="{{ parents[-1].title|striptags|e }}" href="{{ parents[-1].link|e }}" />
-    {%- endif %}
-    {%- if next %}
-    <link rel="next" title="{{ next.title|striptags|e }}" href="{{ next.link|e }}" />
-    {%- endif %}
-    {%- if prev %}
-    <link rel="prev" title="{{ prev.title|striptags|e }}" href="{{ prev.link|e }}" />
-    {%- endif %}
-{%- endblock %}
-    <link rel="stylesheet" href="{{ pathto('_static/' + style, 1) }}" type="text/css" />
-    <link rel="stylesheet" href="{{ pathto('_static/pygments.css', 1) }}" type="text/css" />
-    <link rel="stylesheet" href="{{ pathto('_static/other.css', 1) }}" type="text/css" />
----
-
-{% set css_files = css_files + [
-    '_static/bootstrap-4.3.1-dist/css/bootstrap.min.css',
-    '_static/sphinxbootstrap4.css'
-] %}
-
-{% set script_files = script_files + [
-    '_static/bootstrap-4.3.1-dist/js/bootstrap.min.js',
-    '_static/sphinxbootstrap4.js'
-  ]
-%}
-
-{%- macro sphinxsidebar() %}
-      <div class="col-md-3">
-          {%- block sidebarlogo %}{%- endblock %}
-          {%- if sidebars != None %}
-            {#- new style sidebar: explicitly include/exclude templates #}
-            {%- for sidebartemplate in sidebars %}
-            {%- include sidebartemplate %}
-            {%- endfor %}
-          {%- else %}
-            {#- old style sidebars: using blocks -- should be deprecated #}
-            {%- block sidebartoc %}
-            {%- include "globaltoc.html" %}
-            {%- endblock %}
-            {%- block sidebarrel %}
-            {%- include "relations.html" %}
-            {%- endblock %}
-            {%- if customsidebar %}
-            {%- include customsidebar %}
-            {%- endif %}
-            {%- block sidebarsearch %}
-            {%- include "searchbox.html" %}
-            {%- endblock %}
-            {%- block sidebarsourcelink %}
-            {%- include "sourcelink.html" %}
-            {%- endblock %}
-          {%- endif %}
-      </div>
-{%- endmacro %}
-
-{% macro navBar() %}
-{% include "navbar.html" %}
-{% endmacro %}
-
-{% macro breadcrumb() %}
-{% include "breadcrumb.html" %}
-{% endmacro %}
-
-{%- block relbar1 %}{% endblock %}
-{%- block relbar2 %}{% endblock %}
-
-{%- block header %}{%- endblock %}
-
-{%- block content %}
-  <div class="main container">
-    {%- block breadcrumb1 %}{{breadcrumb()}}{% endblock %}
-    <div class="row">
-      <div class="document col-md-12">
-      {%- block document %}
-      <div class="documentwrapper bs-docs-section" id="top-of-docs">
-        <h1 class="real">
-          {{ title }}
-          <a class="headerlink" href="#top-of-docs" title="Permalink to this headline">¶</a>
-        </h1>
-        <!-- {{ toc }} -->
-        {% block body %} {% endblock %}
-      </div>
-      {%- endblock %}
-    </div>
-    <div class="clearer"></div>
-    </div>
-  </div>
-{%- endblock %}
-
-{%- block footer %}
-{%- endblock %}
-
diff --git a/doc/source/_templates/navbar.html b/doc/source/_templates/navbar.html
deleted file mode 100644
index ae30cee41..000000000
--- a/doc/source/_templates/navbar.html
+++ /dev/null
@@ -1,20 +0,0 @@
-<div class="navigation-header" width="100%" summary="Navigation header">
-    <div class="btn-group">
-        {% if theme_navbar_links %}
-            {%- for link in theme_navbar_links %}
-                <a class="btn btn-default" href="{{ pathto(*link[1:]) }}">{{ link[0] }}</a>
-            {%- endfor %}
-        {% endif %}
-        {% if theme_navbar_sidebarrel %}
-             {% block sidebarrel %}
-                 {% include "relations.html" %}
-             {% endblock %}
-        {% endif %}
-        {% block navbarextra %}
-        {% endblock %}
-        {% if theme_source_link_position == "nav" %}
-            {% include "sourcelink.html" %}
-        {% endif %}
-    </div>
-</div>
-
diff --git a/doc/source/_templates/relations.html b/doc/source/_templates/relations.html
deleted file mode 100644
index 8ac8d5c80..000000000
--- a/doc/source/_templates/relations.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{%- if prev %}
-    <a accesskey="p" class="btn btn-default" href="{{ prev.link|e }}"
-     title="{{ _('Previous Chapter: ') + prev.title|striptags }}">
-        <i class="icon-chevron-left"></i>
-        {{ prev.title|striptags }}
-    </a>
-{%- endif %}
-    <a accesskey="h" class="btn btn-default" href="{{ pathto(master_doc) }}">
-        <i class="icon-home"></i>
-    </a>
-{%- if next %}
-    <a accesskey="n" class="btn btn-default" href="{{ next.link|e }}"
-     title="{{ _('Next Chapter: ') + next.title|striptags }}">
-        <i class="icon-chevron-right"></i>
-        {{ next.title|striptags }}
-    </a>
-{%- endif %}
-
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 895599cbd..d85dc8687 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -20,13 +20,9 @@
 
 
 # Check if we are inside readthedocs, the conf is quite different there
-is_inside_rtd = os.getenv("READTHEDOCS", "") == "True"
 rtd_version = os.getenv("READTHEDOCS_VERSION", "")
 rtd_version_type = os.getenv("READTHEDOCS_VERSION_TYPE", "unknown")
 
-if not is_inside_rtd:
-    import sphinxbootstrap4theme
-
 # Utility functions
 # NOTE: these could be improved, esp by importing igraph, but that
 # currently generates a conflict with pydoctor. It is funny because pydoctor's
@@ -68,9 +64,7 @@ def get_igraph_version():
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
-sys.path.insert(0, os.path.abspath('sphinxext'))
 extensions = [
-    'sphinxcontrib.jquery',
     'sphinx.ext.coverage',
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
@@ -143,50 +137,10 @@ def get_igraph_version():
 
 # -- Options for HTML output ---------------------------------------------------
 
-# The theme to use for HTML and HTML Help pages. RTD overloads this with their
-# standard theme if the variable 'html_theme' is not set
-if not is_inside_rtd:
-    html_theme = 'sphinxbootstrap4theme'
-
-    # Add any paths that contain templates here, relative to this directory.
-    templates_path = [
-            '_templates',
-    ]
-
-    # Theme options are theme-specific and customize the look and feel of a theme
-    # further.  For a list of options available for each theme, see the
-    # documentation.
-    html_theme_options = {
-            "navbar_style": "full",
-            "navbar_color_class": "dark",
-    }
-
-    # Add any paths that contain custom themes here, relative to this directory.
-    html_theme_path = [sphinxbootstrap4theme.get_path()]
-
-    # Add any paths that contain custom static files (such as style sheets) here,
-    # relative to this directory. They are copied after the builtin static files,
-    # so a file named "default.css" will overwrite the builtin "default.css".
-    html_static_path = ['_static']
-
-    # If false, no module index is generated.
-    html_domain_indices = False
-
-    # If false, no index is generated.
-    html_use_index = False
-
-    # If true, the index is split into individual pages for each letter.
-    #html_split_index = False
-
-    # If true, links to the reST sources are added to the pages.
-    html_show_sourcelink = False
-
-else:
-
-    # Inspired by pydoctor's RTD page itself
-    # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
-    html_theme = "sphinx_rtd_theme"
-    html_static_path = []
+# Inspired by pydoctor's RTD page itself
+# https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
+html_theme = "sphinx_rtd_theme"
+html_static_path = []
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
@@ -255,31 +209,18 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 pydoctor_args = [
     '--project-name=igraph',
     '--project-version=' + version,
-    '--project-url=https://igraph.readthedocs.io',
+    '--project-url=https://python.igraph.org',
     '--introspect-c-modules',
     '--docformat=epytext',
-    #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
+    '--intersphinx=https://docs.python.org/3/objects.inv',
     '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
-    #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
+    '--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph',
     '--project-base-dir=' + _igraph_dir,
-    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates'
+    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates',
+    '--theme=readthedocs',
+    _igraph_dir
 ]
-
-# Using --no-sidebar option to skip the sidebar because the pydoctor output is
-# integrated in a smaller div with a custom CSS.
-if not is_inside_rtd:
-    pydoctor_args.extend([
-        '--no-sidebar',
-    ])
-else:
-    pydoctor_args.extend([
-        '--theme=readthedocs',
-    ])
-pydoctor_args.append(_igraph_dir)
-
-# RTD needs no postprocessing for pydoctor, while Jekyll does
-if not is_inside_rtd:
-    extensions.append('postprocess_api')
+pydoctor_url_path = '/en/{rtd_version}/api'
 
 
 # -- Options for sphinx-gallery ------------------------------------------------
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 959667565..869964a7d 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,10 +2,8 @@ pip
 wheel
 requests>=2.28.1
 
-sphinxbootstrap4theme
-sphinx-gallery
-sphinx-rtd-theme
-sphinxcontrib-jquery
+sphinx-gallery>=0.14.0
+sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
 
 numpy
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
deleted file mode 100644
index 8a059d84f..000000000
--- a/doc/source/sphinxext/postprocess_api.py
+++ /dev/null
@@ -1,94 +0,0 @@
-"""
-Sphinx extension to postprocess pydoctor API output.
-
-- If this is released via Jekyll (e.g. GitHub pages), we need to ensure Jekyll
-  headers are present everywhere and consistent.
-- If this is released via readthedocs (RTD), we can skip this step, see conf.py
-"""
-
-from pathlib import Path
-from sphinx.application import Sphinx
-from textwrap import indent
-
-
-def on_build_finished(app: Sphinx, exception: Exception) -> None:
-    html_dir = Path(app.builder.outdir)
-    api_dir = html_dir / 'api'
-
-    # Check if the index has Jekyll template marks. If it does, extract the
-    # YAML frontmatter into a separate variable
-    index_html = html_dir / 'index.html'
-    with open(index_html, 'rt') as handle:
-        lines = handle.readlines()
-        # The Jekyll template starts with a --- line
-        # Nontemplated HTML starts with some kind of XML tag
-        if lines[0] != '---\n':
-            return
-        mark_end = lines.index('---\n', 1) + 1
-        lines_mark = lines[: mark_end]
-
-    # We will insert the same YAML frontmatter into the generated API docs.
-    # Relative links to stylesheets in the frontmatter will break so repair
-    # them
-    lines_mark = [line.replace('href="_static/', 'href="../_static/') for line in lines_mark]
-
-    # Write individual example files, fixing footers
-    for path in sorted(api_dir.glob("*.html")):
-        # Skip symbolic links, otherwise we could potentially process the same
-        # file twice
-        if path.is_symlink():
-            continue
-
-        # Read contents of file
-        content = path.read_text()
-
-        # Split part between <head> and </head> and the rest
-        start = content.find('<head>') + len('<head>')
-        end = content.find('</head>', start)
-        head, content = content[start:end].strip(), content[end:].strip()
-
-        # Split part between <body> and </body> and the rest
-        start = content.find('<body>') + len('<body>')
-        end = content.find('</body>', start)
-        body = content[start:end].strip()
-
-        # Exclude title from head
-        start = head.find('<title>')
-        end = head.find('</title>') + len('</title>')
-        head = head[:start] + head[end:]
-
-        # Bootstrap from Jekyll and pydoctor conflict, remove the pydoctor one
-        headlines = head.split('\n')
-        head = "\n".join(line for line in headlines if "bootstrap.min.css" not in line)
-
-        # Repair last footer that conflicts with igraph footer
-        start_pre = body.rfind('<footer')
-        if start_pre >= 0:
-            start = body.find('>', start_pre) + 1
-            end = body.find('</footer>', start)
-            body, footer, rest = body[:start_pre], body[start: end], body[end + len('</footer>'):]
-
-            body_end = rest.rfind('</body>')
-            rest = rest[:body_end]
-        else:
-            footer, rest = "", ""
-        footer = footer.strip('\n')
-
-        # Patch style of footer
-        footer = footer.replace('"container"', '"container-fluid text-muted credit"').strip()
-
-        # Patch-up content for Jekyll
-        content = (''.join(lines_mark[:-1])
-                   + indent(head, "    ") + "\n"
-                   + 'extrafoot: |\n'
-                   + indent(footer, "    ")
-                   + indent(rest, "    ") + '\n'
-                   + lines_mark[-1]
-                   + body)
-
-        # Write the patched content back to the file
-        path.write_text(content)
-
-
-def setup(app):
-    app.connect('build-finished', on_build_finished, priority=900)
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 82ed81625..97a8dd335 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -3,25 +3,16 @@
 # Creates the API documentation for igraph's Python interface
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
-#        ./mkdoc.sh -s (makes standalone docs that require no further processing)
-#        ./mkdoc.sh -sd (makes a Dash docset based on standalone docs, requires doc2dash)
+#        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
 
 # Make sure we bail out on build errors
 set -e
 
-STANDALONE=0
-SERVE=0
 DOC2DASH=0
 LINKCHECK=0
 
 while getopts ":sjdl" OPTION; do
   case $OPTION in
-    s)
-      STANDALONE=1
-      ;;
-    j)
-      SERVE=1
-      ;;
     d)
       DOC2DASH=1
       ;;
@@ -53,18 +44,15 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
+  .venv/bin/pip install -U pip sphinx matplotlib wheel pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme sphinx-gallery sphinxcontrib-jquery
+.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi
 
-#echo "Set PyDoctor theme"
-#$SCRIPTS_FOLDER/set-pydoctor-theme.sh ${ROOT_FOLDER} ${STANDALONE}
-
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
 SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
@@ -95,34 +83,8 @@ fi
 
 
 echo "Generating HTML documentation..."
-if [ "x$STANDALONE" = "x1" ]; then
-  echo "Build standalone docs"
-  .venv/bin/pip install -U sphinx-rtd-theme
-  READTHEDOCS="True" .venv/bin/python -m sphinx \
-   -T \
-   -b html \
-   ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
-else
-  echo "Build Jekyll-style docs"
-  .venv/bin/sphinx-build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
-
-  if [ "x$SERVE" = "x1" ]; then
-    cd doc/html
-
-    # Copy jekyll build environment
-    cp -r ../jekyll_tools/* ./
-
-    # Install jekyll infra
-    bundle config set --local path 'vendor/bundle'
-    bundle install
-
-    # TODO: copy back?
-
-    # Build website via templates
-    bundle exec jekyll serve
-
-  fi
-fi
+.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
diff --git a/setup.py b/setup.py
index 1165148c5..3e23a825e 100644
--- a/setup.py
+++ b/setup.py
@@ -1017,8 +1017,10 @@ def get_tag(self):
 
         # Dependencies needed for building the documentation
         "doc": [
-            "Sphinx>=4.2.0",
-            "sphinxbootstrap4theme>=0.6.0"
+            "Sphinx>=7.0.0",
+            "sphinx-rtd-theme>=1.3.0",
+            "sphinx-gallery>=0.14.0",
+            "pydoctor>=23.4.0"
         ]
     },
     python_requires=">=3.7",

From b1afbc42e28e6e9979121b5afddc13956b6dc34a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:37:52 +0200
Subject: [PATCH 1170/1681] fix: remove accidentally committed file

---
 cairo_layout.pickle | Bin 126 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 cairo_layout.pickle

diff --git a/cairo_layout.pickle b/cairo_layout.pickle
deleted file mode 100644
index c827b64ec9f4d9e5a5ff4a4352161a3ea2e42787..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 126
zcmZo*nOe*M0kKmwfXLnc!<$7%zAx}|w?88?wPfD{=~S@j^~?zE7Udjw`_GHKj!D1f
z1dHx}c`oDrGMDe}_HT6R#nbQkK}28OxE?jRPS$<@)jK(7Kg?=}m~e$#Jyx{-mizt}
NjH2GsvCmUe^#CNnH?sf$


From ecf95fc0c9e56ec163ca97c7ad0db3a37ac94a9f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:51:31 +0200
Subject: [PATCH 1171/1681] refactor: get rid of scripts/igraph, use entry
 points instead

---
 scripts/igraph | 4 ----
 setup.py       | 4 +++-
 2 files changed, 3 insertions(+), 5 deletions(-)
 delete mode 100755 scripts/igraph

diff --git a/scripts/igraph b/scripts/igraph
deleted file mode 100755
index e88e35721..000000000
--- a/scripts/igraph
+++ /dev/null
@@ -1,4 +0,0 @@
-#!/usr/bin/env python
-"""Small script to execute the igraph command line interface"""
-from igraph.app.shell import main
-main()
diff --git a/setup.py b/setup.py
index 3e23a825e..a0f993ca9 100644
--- a/setup.py
+++ b/setup.py
@@ -974,8 +974,10 @@ def get_tag(self):
         "": "src"
     },
     packages=find_packages(where="src"),
-    scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
+    entry_points={
+        "console_scripts": ["igraph=igraph.app.shell:main"]
+    },
     extras_require={
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],

From ab0aa7ce5d2bf013c5a987722b3ccf60ddc7db31 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 22:11:53 +0200
Subject: [PATCH 1172/1681] doc: make sure that all the stuff that is needed to
 build the docs is included in the source tarball

---
 MANIFEST.in      | 13 ++++++++++++-
 scripts/mkdoc.sh |  4 ++--
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 1a25d4486..07591b4e7 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,7 +1,18 @@
+prune docker
+prune .git
+prune .github
+
 include src/_igraph/*.h
 include MANIFEST.in
-include scripts/mkdoc.sh
+include scripts/*.sh
+include scripts/*.py
 include tests/*.py
 
 graft vendor/source/igraph
 
+graft doc
+prune doc/html
+prune doc/source/tutorials
+
+global-exclude .dockerignore .DS_Store .gitattributes .gitignore .gitmodules
+
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 97a8dd335..4ff41d23a 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -42,9 +42,9 @@ cd ${ROOT_FOLDER}
 if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
-  # Install sphinx, matplotlib, wheel and pydoctor into the venv.
+  # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip sphinx matplotlib wheel pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv

From b0001e7bc809b01eb5964f7cd34d347f0f4028b2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Sep 2023 13:24:55 +0000
Subject: [PATCH 1173/1681] build(deps): bump pypa/cibuildwheel from 2.15.0 to
 2.16.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.15.0 to 2.16.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.15.0...v2.16.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ff2bd4e4..c3c73944d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0e5164e75914916e4a8cc60210480d31be30f38a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:46:13 +0200
Subject: [PATCH 1174/1681] chore: strip empty lines from end of files

---
 .dockerignore                                    |  1 -
 .github/ISSUE_TEMPLATE/feature_request.md        |  1 -
 .readthedocs.yaml                                |  1 -
 CONTRIBUTORS.md                                  |  2 +-
 MANIFEST.in                                      |  1 -
 README.md                                        |  1 -
 doc/examples_sphinx-gallery/bridges.py           |  1 -
 .../minimum_spanning_trees.py                    |  1 -
 doc/examples_sphinx-gallery/topological_sort.py  | 16 ++++++++--------
 doc/examples_sphinx-gallery/visualize_cliques.py |  1 -
 doc/source/_pydoctor_templates/extra.css         |  1 -
 doc/source/_static/logo-black.svg                |  2 +-
 doc/source/include/global.rst                    |  1 -
 doc/source/tutorial.es.rst                       | 14 +-------------
 docker/jupyter/Dockerfile                        |  2 +-
 docker/jupyter/README.rst                        |  2 +-
 docker/minimal/Dockerfile                        |  1 -
 etc/lsan-suppr.txt                               |  2 --
 src/_igraph/attributes.c                         |  1 -
 src/_igraph/attributes.h                         |  1 -
 src/_igraph/filehandle.c                         |  1 -
 src/_igraph/force_cpp_linker.cpp                 |  1 -
 src/_igraph/indexing.c                           |  1 -
 src/_igraph/operators.c                          |  2 --
 src/_igraph/platform.h                           |  1 -
 src/_igraph/random.h                             |  1 -
 src/igraph/drawing/matplotlib/polygon.py         |  1 -
 test.sh                                          |  1 -
 .../baseline_images/clustering_directed.json     |  2 +-
 .../clustering_directed_large.json               |  2 +-
 .../graph_mark_groups_squares_directed.json      |  2 +-
 tox.ini                                          |  6 ------
 32 files changed, 16 insertions(+), 58 deletions(-)

diff --git a/.dockerignore b/.dockerignore
index 4bd21acf4..f14524756 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -12,4 +12,3 @@ dist/*
 # also ignore build folder for vendored stuff
 vendor/build/*
 vendor/install/*
-
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index 31afa92c3..60eeaa013 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -19,4 +19,3 @@ Explain when and for what purpose the feature would be useful.
 
 **References**
 List any relevant references (papers or books describing relevant algorithms).
-
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 7af56aadb..b323c94be 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -46,4 +46,3 @@ sphinx:
 python:
    install:
    - requirements: doc/source/requirements.txt
-
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 75652838e..37b369f5d 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,4 +89,4 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 
 <!-- ALL-CONTRIBUTORS-LIST:END -->
 
-This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
\ No newline at end of file
+This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
diff --git a/MANIFEST.in b/MANIFEST.in
index 07591b4e7..5c68b5e82 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -15,4 +15,3 @@ prune doc/html
 prune doc/source/tutorials
 
 global-exclude .dockerignore .DS_Store .gitattributes .gitignore .gitmodules
-
diff --git a/README.md b/README.md
index 7e8c39df3..2a1c54dde 100644
--- a/README.md
+++ b/README.md
@@ -314,4 +314,3 @@ There are also some subtle differences between the CPython and PyPy versions:
 
 - ``GraphBase`` is hashable and iterable in PyPy but not in CPython. Since
   ``GraphBase`` is internal anyway, this is likely to stay this way.
-
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index fb55c0b42..3ae80a3a7 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -78,4 +78,3 @@
     edge_label_color="red"
 )
 plt.show()
-
diff --git a/doc/examples_sphinx-gallery/minimum_spanning_trees.py b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
index 50a3d668a..60c320bf6 100644
--- a/doc/examples_sphinx-gallery/minimum_spanning_trees.py
+++ b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
@@ -50,4 +50,3 @@
     edge_background="white",
 )
 plt.show()
-
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 7699b54b1..eaf7a928e 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -49,11 +49,11 @@
 with plt.xkcd():
     fig, ax = plt.subplots(figsize=(5, 5))
     ig.plot(
-            g,
-            target=ax,
-            layout='kk',
-            vertex_size=25,
-            edge_width=4,
-            vertex_label=range(g.vcount()),
-            vertex_color="white",
-        )
+        g,
+        target=ax,
+        layout='kk',
+        vertex_size=25,
+        edge_width=4,
+        vertex_label=range(g.vcount()),
+        vertex_color="white",
+    )
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index f223a5b4e..15f149360 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -65,4 +65,3 @@
     )
 plt.axis('off')
 plt.show()
-
diff --git a/doc/source/_pydoctor_templates/extra.css b/doc/source/_pydoctor_templates/extra.css
index f5a70f56a..17d3e963c 100644
--- a/doc/source/_pydoctor_templates/extra.css
+++ b/doc/source/_pydoctor_templates/extra.css
@@ -4,4 +4,3 @@
   padding: 3px 4px 10px 10px !important;
   vertical-align: top;
 }
-
diff --git a/doc/source/_static/logo-black.svg b/doc/source/_static/logo-black.svg
index 410ffa84d..303ad1f47 100644
--- a/doc/source/_static/logo-black.svg
+++ b/doc/source/_static/logo-black.svg
@@ -1 +1 @@
-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
+<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
diff --git a/doc/source/include/global.rst b/doc/source/include/global.rst
index d9462c53a..361937c76 100644
--- a/doc/source/include/global.rst
+++ b/doc/source/include/global.rst
@@ -1,2 +1 @@
 .. |igraph| replace:: *igraph*
-
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 62c74664c..60174dd63 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -631,7 +631,7 @@ Attribute name  Keyword argument       Purpose
 ``color``       ``edge_color``         Color de la arista.
 --------------- ---------------------- ------------------------------------------
 ``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
-                                       corresponden a aristas curvadas en sentido 
+                                       corresponden a aristas curvadas en sentido
                                        contrario a las manecillas del reloj, valores 
                                        negativos lo contrario. Una curvatura cero 
                                        representa aristas rectas. ``True`` significa 
@@ -808,15 +808,3 @@ Este tutorial sólo ha arañado la superficie de lo que |igraph| puede hacer. Lo
 .. _matplotlib: https://matplotlib.org/
 .. _IPython: https://ipython.readthedocs.io/en/stable/
 .. _Jupyter: https://jupyter.org/
-
-
-
-
-
-
-
-
-
-
-
-
diff --git a/docker/jupyter/Dockerfile b/docker/jupyter/Dockerfile
index e80376cf9..d7dede8b2 100644
--- a/docker/jupyter/Dockerfile
+++ b/docker/jupyter/Dockerfile
@@ -2,4 +2,4 @@ FROM jupyter/notebook
 MAINTAINER Tamas Nepusz <ntamas@gmail.com>
 LABEL Description="Docker image that contains Jupyter with a pre-compiled version of igraph's Python interface"
 RUN apt-get -y update && apt-get -y install build-essential libxml2-dev zlib1g-dev python-dev python-pip pkg-config libffi-dev libcairo-dev
-RUN pip3 install igraph cairocffi matplotlib
\ No newline at end of file
+RUN pip3 install igraph cairocffi matplotlib
diff --git a/docker/jupyter/README.rst b/docker/jupyter/README.rst
index 491f7c9ce..c8030fde5 100644
--- a/docker/jupyter/README.rst
+++ b/docker/jupyter/README.rst
@@ -6,4 +6,4 @@ accessible in a Jupyter notebook.
 
 Use the following command line to start the container with Docker::
 
-    $ docker run --rm -it -p 8888:8888 -v "$(pwd):/notebooks" ntamas/python-igraph-notebook
\ No newline at end of file
+    $ docker run --rm -it -p 8888:8888 -v "$(pwd):/notebooks" ntamas/python-igraph-notebook
diff --git a/docker/minimal/Dockerfile b/docker/minimal/Dockerfile
index dba6d1442..4e928c58d 100644
--- a/docker/minimal/Dockerfile
+++ b/docker/minimal/Dockerfile
@@ -5,4 +5,3 @@ LABEL Description="Simple Docker image that contains a pre-compiled version of i
 RUN pip3 install igraph cairocffi
 
 CMD /usr/local/bin/igraph
-
diff --git a/etc/lsan-suppr.txt b/etc/lsan-suppr.txt
index 719c01d39..74f84dd63 100644
--- a/etc/lsan-suppr.txt
+++ b/etc/lsan-suppr.txt
@@ -8,5 +8,3 @@ leak:ffi_call_int
 leak:array_empty
 leak:array_copy
 leak:array_cumsum
-
-
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 081d4897a..dc4f576c3 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -2152,4 +2152,3 @@ int igraphmodule_attribute_name_check(PyObject* obj) {
 
   return 0;
 }
-
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 094826d18..c335b0076 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -95,4 +95,3 @@ igraph_bool_t igraphmodule_has_vertex_attribute(const igraph_t *graph, const cha
 igraph_bool_t igraphmodule_has_edge_attribute(const igraph_t *graph, const char* name);
 
 #endif
-
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index e25c0236a..4faa8db5b 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -188,4 +188,3 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
 FILE* igraphmodule_filehandle_get(const igraphmodule_filehandle_t* handle) {
     return handle->fp;
 }
-
diff --git a/src/_igraph/force_cpp_linker.cpp b/src/_igraph/force_cpp_linker.cpp
index d78b8f3e8..45d31ee9e 100644
--- a/src/_igraph/force_cpp_linker.cpp
+++ b/src/_igraph/force_cpp_linker.cpp
@@ -1,4 +1,3 @@
 /* The purpose of this file is to make Python use the C++ linker instead of
  * the standard C linker because igraph's core static library needs the C++
  * standard library */
-
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 6f37b1cae..e350b98fc 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -540,4 +540,3 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
 
   return ok ? 0 : -1;
 }
-
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 09f5139db..9949e77f5 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -337,5 +337,3 @@ PyObject *igraphmodule__intersection(PyObject *self,
 
   return result;
 }
-
-
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index a2d1d0f4b..fd556e2a9 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -32,4 +32,3 @@
 #endif
 
 #endif
-
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 13c10e9e5..940181ad0 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -29,4 +29,3 @@ void igraphmodule_init_rng(PyObject*);
 PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object);
 
 #endif
-
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index b68438ada..193bfeeb2 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -126,4 +126,3 @@ def draw(self, renderer):
         if self._corner_radii is not None:
             self._update_paths()
         return super().draw(renderer)
-
diff --git a/test.sh b/test.sh
index 8e59d034a..cc34216c2 100755
--- a/test.sh
+++ b/test.sh
@@ -66,4 +66,3 @@ else
   $VENV_DIR/bin/pip install -v .[plotting,test]
   $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 fi
-
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index 5ea324abe..87c62ca1a 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -1052,4 +1052,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index 5c355cb84..b7bbbd5c9 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
@@ -2987,4 +2987,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
index 48afb5b8b..c2869a391 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -1044,4 +1044,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tox.ini b/tox.ini
index e23856d30..ca34a4d46 100644
--- a/tox.ini
+++ b/tox.ini
@@ -28,9 +28,3 @@ extras =
 passenv = PATH
 setenv =
     TESTING_IN_TOX=1
-
-[flake8]
-max-line-length = 80
-select = C,E,F,W,B,B950
-ignore = E203,E501,W503
-

From cc56e6fe01819686ef5b27e10e997dee97d09f0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:46:55 +0200
Subject: [PATCH 1175/1681] style: strip trailing whitespace

---
 .github/workflows/build.yml                   |   4 +-
 README.md                                     |   2 +-
 .../articulation_points.py                    |   4 +-
 doc/examples_sphinx-gallery/bridges.py        |  16 +-
 .../shortest_path_visualisation.py            |   2 +-
 doc/examples_sphinx-gallery/simplify.py       |   2 +-
 .../topological_sort.py                       |   2 +-
 doc/source/index.rst                          |   4 +-
 doc/source/tutorial.es.rst                    | 186 +++++++++---------
 doc/source/tutorial.rst                       |   4 +-
 doc/source/visualisation.rst                  |   4 +-
 docker/emscripten/Dockerfile                  |   2 +-
 setup.py                                      |   4 +-
 src/_igraph/arpackobject.c                    |  12 +-
 src/_igraph/arpackobject.h                    |  10 +-
 src/_igraph/attributes.c                      |  56 +++---
 src/_igraph/attributes.h                      |  10 +-
 src/_igraph/bfsiter.c                         |  34 ++--
 src/_igraph/bfsiter.h                         |  10 +-
 src/_igraph/common.c                          |  18 +-
 src/_igraph/common.h                          |  10 +-
 src/_igraph/convert.c                         |  24 +--
 src/_igraph/convert.h                         |   6 +-
 src/_igraph/dfsiter.c                         |  28 +--
 src/_igraph/dfsiter.h                         |  10 +-
 src/_igraph/edgeobject.c                      |  34 ++--
 src/_igraph/edgeobject.h                      |  10 +-
 src/_igraph/edgeseqobject.c                   |   6 +-
 src/_igraph/edgeseqobject.h                   |  10 +-
 src/_igraph/error.c                           |  14 +-
 src/_igraph/error.h                           |  10 +-
 src/_igraph/filehandle.c                      |  12 +-
 src/_igraph/filehandle.h                      |  10 +-
 src/_igraph/graphobject.c                     |  12 +-
 src/_igraph/igraphmodule.c                    |  50 ++---
 src/_igraph/igraphmodule_api.h                |  10 +-
 src/_igraph/indexing.c                        |  18 +-
 src/_igraph/indexing.h                        |  10 +-
 src/_igraph/platform.h                        |  10 +-
 src/_igraph/pyhelpers.c                       |  18 +-
 src/_igraph/pyhelpers.h                       |  10 +-
 src/_igraph/random.c                          |  10 +-
 src/_igraph/random.h                          |  10 +-
 src/_igraph/vertexobject.c                    |  42 ++--
 src/_igraph/vertexobject.h                    |  10 +-
 src/_igraph/vertexseqobject.c                 |   4 +-
 src/_igraph/vertexseqobject.h                 |  10 +-
 src/igraph/__init__.py                        |   2 +-
 tests/test_basic.py                           |   4 +-
 tests/test_coloring.py                        |   4 +-
 50 files changed, 402 insertions(+), 402 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ff2bd4e4..1531ece5b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,7 +179,7 @@ jobs:
   build_wheel_wasm:
     name: Build wheels for WebAssembly
     runs-on: ubuntu-20.04
-    
+
     steps:
       - uses: actions/checkout@v4
         with:
@@ -326,7 +326,7 @@ jobs:
         with:
           submodules: true
           fetch-depth: 0
-          
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v3
diff --git a/README.md b/README.md
index 2a1c54dde..b9afc1875 100644
--- a/README.md
+++ b/README.md
@@ -202,7 +202,7 @@ pip install git+https://github.com/igraph/python-igraph@develop
 In addition to `git`, the installation of the development version requires some
 additional dependencies, read further below for details.
 
-For more information about installing directly from `git` using `pip` see 
+For more information about installing directly from `git` using `pip` see
 https://pip.pypa.io/en/stable/topics/vcs-support/#git.
 
 Alternatively, you can clone this repository locally. This repository contains a
diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 89fb3f197..0dadded36 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -25,8 +25,8 @@
 # Finally, we can plot the graph
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index 3ae80a3a7..26b8dce6a 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -13,8 +13,8 @@
 # %%
 # Let's start with a simple example. We begin by constructing a graph that
 # includes a few bridges:
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4),
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11),
         (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
 
 # %%
@@ -33,8 +33,8 @@
 # Finally, we plot the graph using that emphasis:
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount())
@@ -48,8 +48,8 @@
 
 # %%
 # As before, we begin by constructing the graph:
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4),
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11),
         (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
 
 # %%
@@ -67,8 +67,8 @@
 # Finally, we can plot the graph:
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/shortest_path_visualisation.py b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
index de17c0d0d..87fa01523 100644
--- a/doc/examples_sphinx-gallery/shortest_path_visualisation.py
+++ b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
@@ -54,7 +54,7 @@
 
 # %%
 # .. note::
-# 
+#
 #     - :meth:`igraph.GraphBase.get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
 #     - If you're interested in finding *all* shortest paths, take a look at :meth:`igraph.GraphBase.get_all_shortest_paths`.
 
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 46b753a82..893b67fae 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -16,7 +16,7 @@
     (2, 3),
     (3, 4),
     (4, 0),
-    (0, 0), 
+    (0, 0),
     (1, 4),
     (1, 4),
     (0, 2),
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index eaf7a928e..7b0a05481 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -21,7 +21,7 @@
 # %%
 # We can verify immediately that this is actually a DAG:
 assert g.is_dag
-    
+
 # %%
 # A topological sorting can be computed quite easily by calling
 # :meth:`igraph.GraphBase.topological_sorting`, which returns a list of vertex IDs.
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 94f55b1da..58df00b41 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -14,7 +14,7 @@
         padding-right: 0;
         display: flex;
     }
-    
+
     div.twocol > div {
         flex-grow: 1;
         padding: 0;
@@ -83,7 +83,7 @@ Documentation
     .. container::
 
        **Reference**
- 
+
        - :doc:`api/index`
        - `Source code <https://github.com/igraph/python-igraph>`_
 
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 60174dd63..9ca6f88d5 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -12,7 +12,7 @@ Esta página es un tutorial detallado de las capacidades de |igraph| para Python
 
 .. note::
    Para el lector impaciente, vea la página :doc:`tutorials/index` para ejemplos cortos y autocontenidos.
-   
+
 Comenzar con |igraph|
 =====================
 
@@ -23,7 +23,7 @@ La manera más común de usar |igraph| es como una importanción con nombre dent
   [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
   Type "help", "copyright", "credits" or "license" for more information.
   >>> import igraph as ig
-  
+
 Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombre que hayas elegido)::
 
   >>> import igraph as ig
@@ -34,7 +34,7 @@ Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombr
    Es posible utilizar *importación con asterisco* para |igraph|::
 
     >>> from igraph import *
-    
+
    pero en general se desaconseja <https://stackoverflow.com/questions/2386714/why-is-import-bad>`_.
 
 Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :command:`igraph` desde tu terminal::
@@ -48,11 +48,11 @@ Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :com
 .. note::
    Para los usuarios de Windows encontrarán el script dentro del subdirectorio file:`scripts`
    de Python y puede que tengan que añadirlo manualmente a su ruta.
-   
+
 Este script inicia un intérprete de comandos apropiado (`IPython`_ o `IDLE <https://docs.python.org/3/library/idle.html>`_ si se encuentra, de lo contrario un intérprete de comandos Python puro) y utiliza *importación con asterisco* (véase más arriba). Esto es a veces conveniente para usar las funciones de |igraph|.
 
 .. note::
-   Puede especificar qué shell debe utilizar este script a través 
+   Puede especificar qué shell debe utilizar este script a través
    :doc:`configuration` de |igraph|.
 
 Este tutorial asumirá que has importado igraph usando el de nombres ``ig``.
@@ -63,27 +63,27 @@ Creando un grafo
 La forma más sencilla de crear un grafo es con el constructor :class:`Graph`. Para hacer un grafo vacío:
 
   >>> g = ig.Graph()
-  
+
 Para hacer un grafo con 10 nodos (numerados ``0`` to ``9``) y dos aristas que conecten los nodos ``0-1`` y ``0-5``::
 
   >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
-  
+
 Podemos imprimir el grafo para obtener un resumen de sus nodos y aristas::
 
   >>> print(g)
   IGRAPH U--- 10 2 --
   + edges:
   0--1 0--5
-  
+
 Tenemos entonces: grafo no dirigido (**U**ndirected) con **10** vértices y **2** aristas, que se enlistan en la última parte. Si el grafo tiene un atributo "nombre", también se imprime.
 
 .. note::
    ``summary`` es similar a ``print`` pero no enlista las aristas, lo cual
    es conveniente para grafos grandes con millones de aristas::
-   
+
      >>> summary(g)
      IGRAPH U--- 10 2 --
-   
+
 Añadir y borrar vértices y aristas
 ==================================
 
@@ -91,13 +91,13 @@ Empecemos de nuevo con un grafo vacío. Para añadir vértices a un grafo existe
 
   >>> g = ig.Graph()
   >>> g.add_vertices(3)
-  
+
 En |igraph|, los vértices se numeran siempre a partir de cero El número de un vértice es el *ID del vértice*. Un vértice puede tener o no un nombre.
 
 Del mismo modo, para añadir aristas se utiliza :meth:`Graph.add_edges`::
 
   >>> g.add_edges([(0, 1), (1, 2)])
-  
+
 Las aristas se añaden especificando el vértice origen y el vértice destino de cada arista. Esta llamada añade dos aristas, una que conecta los vértices ``0`` y ``1``, y otra que conecta los vértices ``1`` y ``2``. Las aristas también se numeran a partir de cero (el *ID del arista*) y tienen un nombre opcional.
 
 .. warning::
@@ -112,7 +112,7 @@ Si intentas añadir aristas a vértices con IDs no válidos (por ejemplo, intent
     File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
       res = GraphBase.add_edges(self, es)
   igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
-  
+
 El mensaje intenta explicar qué ha fallado (``cannot add edges. -- Invalid
 vertex id``) junto con la línea correspondiente del código fuente en la que se ha producido el error.
 
@@ -131,13 +131,13 @@ Añadamos más vértices y aristas a nuestro grafo::
   IGRAPH U---- 6 7 --
   + edges:
   0--1 1--2 0--2 2--3 3--4 4--5 3--5
-  
+
 Ahora tenemos un grafo no dirigido con 6 vértices y 7 aristas. Los IDs de los vértices y aristas son siempre *continuos*, por lo que si eliminas un vértice todos los vértices subsiguientes serán renumerados. Cuando se renumera un vértice, las aristas **no** se renumeran, pero sí sus vértices de origen y destino. Utilice :meth:`Graph.delete_vertices` y :meth:`Graph.delete_edges` para realizar estas operaciones. Por ejemplo, para eliminar la arista que conecta los vértices ``2-3``, obten sus IDs y luego eliminalos::
 
   >>> g.get_eid(2, 3)
   3
   >>> g.delete_edges(3)
-  
+
 Generar grafos
 ==============
 
@@ -146,27 +146,27 @@ Generar grafos
   >>> g = ig.Graph.Tree(127, 2)
   >>> summary(g)
   IGRAPH U--- 127 126 --
-  
+
 Utiliza :meth:`Graph.Tree` para generar un grafo regular en forma de árbol con 127 vértices, cada vértice con dos hijos (y un padre, por supuesto). No importa cuántas veces llames a :meth:`Graph.Tree`, el grafo generado será siempre el mismo si utilizas los mismos parámetros::
 
   >>> g2 = ig.Graph.Tree(127, 2)
   >>> g2.get_edgelist() == g.get_edgelist()
   True
-  
+
 El fragmento de código anterior también muestra el método :meth:`~Graph.get_edgelist()`, que devuelve una lista de vértices de origen y destino para todas las aristas, ordenados por el ID de la arista. Si imprimes los 10 primeros elementos, obtienes::
 
   >>> g2.get_edgelist()[:10]
   [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
-  
+
 Los generadores *estocásticos* producen un grafo diferente cada vez; por ejemplo, :meth:`Graph.GRG`::
 
   >>> g = ig.Graph.GRG(100, 0.2)
   >>> summary(g)
   IGRAPH U---- 100 516 --
   + attr: x (v), y (v)
-  
+
 .. note::
-   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de   
+   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de
    vértice y ningún atributo de arista.
 
 Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleatoria y uniforme dentro del cuadrado unitario y los pares de puntos más cercanos entre sí respecto a una distancia predefinida *d* se conectan mediante una arista. Si se generan GRGs con los mismos parámetros, serán diferentes::
@@ -174,12 +174,12 @@ Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleato
   >>> g2 = ig.Graph.GRG(100, 0.2)
   >>> g.get_edgelist() == g2.get_edgelist()
   False
-  
+
 Una forma un poco más relajada de comprobar si los grafos son equivalentes es mediante :meth:`~Graph.isomorphic()`::
 
   >>> g.isomorphic(g2)
   False
-  
+
 Comprobar por el isomorfismo puede llevar un tiempo en el caso de grafos grandes (en este caso, la respuesta puede darse rápidamente comprobando las distribuciones de grados de los dos grafos).
 
 Establecer y recuperar atributos
@@ -190,14 +190,14 @@ Como se ha mencionado anteriormente, en |igraph| cada vértice y cada arista tie
 Para demostrar el uso de los atributos, creemos una red social sencilla::
 
   >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
-  
+
 Cada vértice representa una persona, por lo que queremos almacenar nombres, edades y géneros::
 
   >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
   >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
   >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
   >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
-  
+
 :attr:`Graph.vs` y :attr:`Graph.es` son la forma estándar de obtener una secuencia de todos los vértices y aristas respectivamente. El valor debe ser una lista con la misma longitud que los vértices (para :attr:`Graph.vs`) o aristas (para :attr:`Graph.es`). Esto asigna un atributo a *todos* los vértices/aristas a la vez.
 
 Para asignar o modificar un atributo para un solo vértice/borde, puedes hacer lo siguiente::
@@ -217,7 +217,7 @@ Además, cada :class:`Vertex` tiene una propiedad especial, :attr:`Vertex.index`
 Para asignar atributos a un subconjunto de vértices o aristas, puedes utilizar el corte::
 
   >>> g.es[:1]["is_formal"] = True
-  
+
 La salida de ``g.es[:1]`` es una instancia de :class:`~seq.EdgeSeq`, mientras que :class:`~seq.VertexSeq` es la clase equivalente que representa subconjuntos de vértices.
 
 Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
@@ -230,16 +230,16 @@ Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
   Traceback (most recent call last):
     File "<stdin>", line 25, in <module>
   KeyError: 'Attribute does not exist'
-  
+
 .. warning::
-   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un 
-   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el 
-   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros 
-   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como 
-   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres 
+   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un
+   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el
+   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros
+   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como
+   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres
    cargar el grafo en Python.
-   
-   
+
+
 Propiedades estructurales de los grafos
 =======================================
 
@@ -249,22 +249,22 @@ Probablemente, la propiedad más sencilla en la que se puede pensar es el "grado
 
   >>> g.degree()
   [3, 1, 4, 3, 2, 3, 2]
-  
+
 Si el grafo fuera dirigido, habríamos podido calcular los grados de entrada y salida por separado utilizando ``g.degree(mode="in")`` y ``g.degree(mode="out")``. También puedes usar un único ID de un vértice o una lista de ID de los vértices a :meth:`~Graph.degree` si quieres calcular los grados sólo para un subconjunto de vértices::
 
   >>> g.degree(6)
   2
   >>> g.degree([2,3,4])
   [4, 3, 2]
-  
+
 Este procedimiento se aplica a la mayoría de las propiedades estructurales que |igraph| puede calcular. Para las propiedades de los vértices, los métodos aceptan un ID o una lista de IDs de los vértices (y si se omiten, el valor predeterminado es el conjunto de todos los vértices). Para las propiedades de las aristas, los métodos también aceptan un único ID de o una lista de IDs de aristas. En lugar de una lista de IDs, también puedes proporcionar una instancia :class:`VertexSeq` o una instancia :class:`EdgeSeq` apropiadamente. Más adelante, en el próximo capítulo "consulta de vértices y aristas", aprenderás a restringirlos exactamente a los vértices o aristas que quieras.
 
 .. note::
 
-   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o 
-   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En 
-   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la 
-   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de 
+   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o
+   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En
+   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la
+   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de
    ello es la centralidad de los vectores propios (:meth:`Graph.evcent()`)
 
 Además de los grados, |igraph| incluye rutinas integradas para calcular muchas otras propiedades de centralidad, como la intermediación de vértices y aristas o el PageRank de Google (:meth:`Graph.pagerank`), por nombrar algunas. Aquí sólo ilustramos la interrelación de aristas::
@@ -279,7 +279,7 @@ con un poco de magia de Python::
   >>> max_eb = max(ebs)
   >>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
   [(0, 1), (0, 2)]
-  
+
 La mayoría de las propiedades estructurales también pueden ser obtenidas para un subconjunto de vértices o aristas o para un solo vértice o arista llamando al método apropiado de la clase :class:`VertexSeq` o :class:`EdgeSeq` de interés::
 
   >>> g.vs.degree()
@@ -288,7 +288,7 @@ La mayoría de las propiedades estructurales también pueden ser obtenidas para
   [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
   >>> g.vs[2].degree()
   4
-  
+
 Busqueda de vértices y aristas basada en atributos
 ==================================================
 
@@ -334,13 +334,13 @@ La sintaxis puede parecer un poco rara a primera vista, así que vamos a tratar
     >>> seq = graph.vs.select(2, 3, 7)
     >>> len(seq)
     3
-    
+
 Los argumentos clave ("keyword argument") pueden utilizarse para filtrar los vértices en función de sus atributos o sus propiedades estructurales. El nombre de cada argumento clave consiste como máximo de dos partes: el nombre del atributo o propiedad estructural y el operador de filtrado. El operador puede omitirse; en ese caso, automáticamente se asume el operador de igualdad. Las posibilidades son las siguientes (donde *name* indica el nombre del atributo o propiedad):
 
 ================ ================================================================
 Keyword argument Significado
 ================ ================================================================
-``name_eq``      El valor del atributo/propiedad debe ser *igual* a 
+``name_eq``      El valor del atributo/propiedad debe ser *igual* a
 ---------------- ----------------------------------------------------------------
 ``name_ne``      El valor del atributo/propiedad debe *no ser igual* a
 ---------------- ----------------------------------------------------------------
@@ -350,7 +350,7 @@ Keyword argument Significado
 ---------------- ----------------------------------------------------------------
 ``name_gt``      El valor del atributo/propiedad debe ser *mayor que*
 ---------------- ----------------------------------------------------------------
-``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a* 
+``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a*
 ---------------- ----------------------------------------------------------------
 ``name_in``      El valor del atributo/propiedad debe estar *incluido en*, el cual tiene que ser
                  una secuencia en este caso
@@ -364,15 +364,15 @@ Por ejemplo, el siguiente comando te da las personas menores de 30 años en nues
   >>> g.vs.select(age_lt=30)
 
 .. note::
-   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más 
-   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el 
+   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más
+   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el
    operador de igualdad en una lista de argumentos.
-   
+
 Para ahorrarte algo de tecleo, puedes incluso omitir el método :meth:`~VertexSeq.select` si
 desea::
 
   >>> g.vs(age_lt=30)
-   
+
 También hay algunas propiedades estructurales especiales para seleccionar los aristas:
 
 - Utilizando ``_source`` or ``_from`` en función de los vértices de donde se originan las aristas. Por ejemplo, para seleccionar todas las aristas procedentes de Claire (que tiene el índice de vértice 2)::
@@ -401,7 +401,7 @@ En muchos casos buscamos un solo vértice o arista de un grafo con algunas propi
   igraph.Vertex
   >>> claire.index
   2
-  
+
 La búsqueda de un nombre desconocido dará lugar a una excepción::
 
   >>> g.vs.find(name="Joe")
@@ -421,10 +421,10 @@ o alternativamente::
 
   >>> g.vs.find("Dennis").degree()
   3
-  
+
 El mapeo entre los nombres de los vértices y los IDs es mantenido de forma transparente por |igraph| en segundo plano; cada vez que el grafo cambia, |igraph| también actualiza el mapeo interno. Sin embargo, la singularidad de los nombres de los vértices *no* se impone; puedes crear fácilmente un grafo en el que dos vértices tengan el mismo nombre, pero igraph sólo devolverá uno de ellos cuando los busques por nombres, el otro sólo estará disponible por su índice.
 
-Tratar un grafo como una matriz de adyacencia 
+Tratar un grafo como una matriz de adyacencia
 =============================================
 
 La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyacencia, las filas y columnas están etiquetadas por los vértices del grafo: los elementos de la matriz indican si los vértices *i* y *j* tienen una arista común (*i, j*). La matriz de adyacencia del grafo de nuestra red social imaginaria es::
@@ -439,7 +439,7 @@ La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyace
     [1, 0, 1, 0, 0, 0, 1],
     [0, 0, 0, 1, 0, 1, 0]
   ])
-  
+
 Por ejemplo, Claire (``[1, 0, 0, 1, 1, 1, 0]``) está directamente conectada con Alice (que tiene el índice 0), Dennis (índice 3), Esther (índice 4) y Frank (índice 5), pero no con Bob (índice 1) ni con George (índice 6).
 
 Diseños ("layouts") y graficar
@@ -449,7 +449,7 @@ Un grafo es un objeto matemático abstracto sin una representación específica
 
 .. important::
 
-   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o 
+   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o
    matplotlib.
 
 Algoritmos de diseños ("layouts")
@@ -460,15 +460,15 @@ Los métodos de diseño en |igraph| se encuentran en el objeto :class:`Graph`, y
 ==================================== =============== =============================================
 Method name                          Short name      Algorithm description
 ==================================== =============== =============================================
-``layout_circle``                    ``circle``,     Disposición determinista que coloca los 
+``layout_circle``                    ``circle``,     Disposición determinista que coloca los
                                      ``circular``    vértices en un círculo
 ------------------------------------ --------------- ---------------------------------------------
-``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout] 
+``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout]
                                                      para grafos grandes
 ------------------------------------ --------------- ---------------------------------------------
-``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold 
+``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold
 ------------------------------------ --------------- ---------------------------------------------
-``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold 
+``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold
                                      ``fr_3d``       en tres dimensiones
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          El algoritmo dirigido Kamada-Kawai
@@ -476,7 +476,7 @@ Method name                          Short name      Algorithm description
 ``layout_kamada_kawai_3d``           ``kk3d``,       El algoritmo dirigido Kamada-Kawai
                                      ``kk_3d``       en tres dimensiones
 ------------------------------------ --------------- ---------------------------------------------
-``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para 
+``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para
                                      ``lgl``,        grafos grandes
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
@@ -484,15 +484,15 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Coloca los vértices de forma totalmente aleatoria en 3D
 ------------------------------------ --------------- ---------------------------------------------
-``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil 
+``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil
                                      ``tree``        para grafos (casi) arbóreos
 ------------------------------------ --------------- ---------------------------------------------
-``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una  
+``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una
                                                      post-transformación de coordenadas polares,
                                      ``tree``        útil para grafos (casi) arbóreos
 ------------------------------------ --------------- ---------------------------------------------
-``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices 
-                                     ``spherical``,  de manera uniforme en la superficie de una esfera 
+``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices
+                                     ``spherical``,  de manera uniforme en la superficie de una esfera
                                      ``circular_3d``
 ==================================== =============== =============================================
 
@@ -518,7 +518,7 @@ Por ejemplo, podemos trazar nuestra red social imaginaria con el algoritmo de di
 
   >>> layout = g.layout("kk")
   >>> ig.plot(g, layout=layout)
-  
+
 Esto debería abrir un visor de imágenes externo que muestre una representación visual de la red, algo parecido a lo que aparece en la siguiente figura (aunque la colocación exacta de los nodos puede ser diferente en su máquina, ya que la disposición no es determinista):
 
 .. figure:: figures/tutorial_social_network_1.png
@@ -563,7 +563,7 @@ En lugar de especificar las propiedades visuales como atributos de vértices y a
 
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
-  
+
 Este último enfoque es preferible si quiere mantener las propiedades de la representación visual de su gráfico separadas del propio gráfico. Puedes simplemente crear un diccionario de Python que contenga los argumentos que contenga las palabras clave que pasarias a la función :func:`~drawing.plot` y luego usar el doble asterisco (``**``) para pasar tus atributos de estilo específicos a :func:`~drawing.plot`::
 
   >>> visual_style = {}
@@ -598,20 +598,20 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``label``       ``vertex_label``       Etiqueta del vértice.
 --------------- ---------------------- ------------------------------------------
-``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los 
-                                       vértices, en relación con el centro de los 
-                                       mismos. Se interpreta como un ángulo en 
+``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los
+                                       vértices, en relación con el centro de los
+                                       mismos. Se interpreta como un ángulo en
                                        radianes, cero significa 'a la derecha'.
 --------------- ---------------------- ------------------------------------------
 ``label_color`` ``vertex_label_color`` Color de la etiqueta del vértice
 --------------- ---------------------- ------------------------------------------
-``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice, 
-                                       en relación con el tamaño del vértice 
+``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice,
+                                       en relación con el tamaño del vértice
 --------------- ---------------------- ------------------------------------------
 ``label_size``  ``vertex_label_size``  Tamaño de letra de la etiqueta de vértice
 --------------- ---------------------- ------------------------------------------
 ``order``       ``vertex_order``       Orden de dibujo de los vértices. Vértices
-                                       con un parámetro de orden menor se 
+                                       con un parámetro de orden menor se
                                        dibujarán primero.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       La forma del vértice,. Algunas formas:
@@ -632,16 +632,16 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
                                        corresponden a aristas curvadas en sentido
-                                       contrario a las manecillas del reloj, valores 
-                                       negativos lo contrario. Una curvatura cero 
-                                       representa aristas rectas. ``True`` significa 
+                                       contrario a las manecillas del reloj, valores
+                                       negativos lo contrario. Una curvatura cero
+                                       representa aristas rectas. ``True`` significa
                                        una curvatura de 0.5, ``False`` es una
                                        curvatura de cero.
 --------------- ---------------------- ------------------------------------------
 ``font``        ``edge_font``          Familia tipográfica del arista.
 --------------- ---------------------- ------------------------------------------
-``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
-                                       arista si el grafo es dirigido, relativo a 
+``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del
+                                       arista si el grafo es dirigido, relativo a
                                        15 pixels.
 --------------- ---------------------- ------------------------------------------
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
@@ -658,13 +658,13 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
 --------------- ---------------------- ------------------------------------------
-``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
+``background``  ``edge_background``    Si se especifica, añade una caja rectangular
                                        alrededor de la etiqueta de borde (solo en
                                        matplotlib).
 --------------- ---------------------- ------------------------------------------
-``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
-                                       arista de forma que se alinee con la 
-                                       dirección de la arista. Las etiquetas que 
+``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la
+                                       arista de forma que se alinee con la
+                                       dirección de la arista. Las etiquetas que
                                        estarían al revés se voltean (sólo matplotlib).
 =============== ====================== ==========================================
 
@@ -676,7 +676,7 @@ Estos ajustes se pueden especificar como argumentos de palabra clave a la funci
 ================ ================================================================
 Keyword argument Purpose
 ================ ================================================================
-``autocurve``    Determinación automática de la curvatura de las aristas en grafos 
+``autocurve``    Determinación automática de la curvatura de las aristas en grafos
                  con múltiples aristas. El estandar es ``True`` para grafos
                  con menos de 10000 aristas y  ``False`` para el caso contrario.
 ---------------- ----------------------------------------------------------------
@@ -686,11 +686,11 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``layout``       El diseño que se va a utilizar. Puede ser una instancia de ``layout``
                  una lista de tuplas que contengan coordenadas X-Y, o el nombre
-                 un algoritmo de diseño. El valor por defecto es ``auto``, que 
+                 un algoritmo de diseño. El valor por defecto es ``auto``, que
                  selecciona un algoritmo de diseño automáticamente basado en el tamaño
                  y la conectividad del grafo.
 ---------------- ----------------------------------------------------------------
-``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y 
+``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y
                  a la derecha del gráfico.
 ================ ================================================================
 
@@ -726,7 +726,7 @@ Si estas usando matplotlib, puedes guardar el gŕafico como de costumbre::
 
 Muchos formatos de archivos son admitidos por matplotlib.
 
-|igraph| y el mundo exterior 
+|igraph| y el mundo exterior
 ============================
 
 Ningún módulo de grafos estaría completo sin algún tipo de funcionalidad de importación/exportación que permita al paquete comunicarse con programas y kits de herramientas externos. |igraph| no es una excepción: proporciona funciones para leer los formatos de grafos más comunes y para guardar objetos :class:`Graph` en archivos que obedezcan estas especificaciones de formato. La siguiente tabla resume los formatos que igraph puede leer o escribir:
@@ -781,17 +781,17 @@ Como ejercicio, descarga la representación gráfica del conocido `Estudio del c
 Si quieres convertir el mismo grafo a, digamos, el formato de Pajek, puedes hacerlo con el método de la tabla anterior::
 
   >>> karate.write_pajek("zachary.net")
-  
+
 .. note::
-   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden 
-   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los 
-   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres 
-   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien 
-   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no 
-   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión 
-   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo 
-   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y 
-   leer grafos. 
+   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden
+   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los
+   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres
+   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien
+   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no
+   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión
+   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo
+   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y
+   leer grafos.
 
 También existen dos métodos de ayuda: :func:`read` es un punto de entrada genérico para los métodos de lectura que intenta deducir el formato adecuado a partir de la extensión del archivo. :meth:`Graph.write` es lo contrario de :func:`read`: permite guardar un grafo en el que el formato preferido se deduce de nuevo de la extensión. La detección del formato de :func:`read` y :meth:`Graph.write` se puede anular mediante el argumento ``format`` de la palabra clave ("keyword"), la cual acepta los nombres cortos de los otros formatos de la tabla anterior::
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 7a1567adb..49d113594 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -117,7 +117,7 @@ If you try to add edges to vertices with invalid IDs (i.e., you try to add an ed
     File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
       res = GraphBase.add_edges(self, es)
   igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
- 
+
 The message tries to explain what went wrong (``cannot add edges. -- Invalid
 vertex id``) along with the corresponding line in the source code where the error
 occurred.
@@ -554,7 +554,7 @@ you look them up by names, the other one will be available only by its index.
 Treating a graph as an adjacency matrix
 =======================================
 
-Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*). 
+Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*).
 The adjacency matrix for the example graph is
 
 ::
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index c2c73d4a3..1963b85e4 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -42,7 +42,7 @@ Indexing and slicing can be performed and returns the coordinates of the request
 
 .. note:: The returned object is a list of lists with the coordinates, not an `igraph.layout.Layout`
    object. You can wrap the result into such an object easily:
-   
+
       >>> layout_subgraph = ig.Layout(coords=layout[:2])
 
 It is possible to perform linear transformations to the layout:
@@ -158,7 +158,7 @@ then customize the appearance of your graph via standard `matplotlib`_ tools.
 
 .. note:: The order of `artist.get_children()` is the following: (i) one artist for clustering hulls if requested;
    (ii) one artist for edges; (iii) one artist for vertices; (iv) one artist for **each** edge label; (v) one
-   artist for **each** vertex label. 
+   artist for **each** vertex label.
 
 To use `matplotlib_` as your default plotting backend, you can set:
 
diff --git a/docker/emscripten/Dockerfile b/docker/emscripten/Dockerfile
index b52c94838..957083097 100644
--- a/docker/emscripten/Dockerfile
+++ b/docker/emscripten/Dockerfile
@@ -5,7 +5,7 @@ SHELL ["/bin/bash", "-c"]
 COPY setup.py.diff.txt /setup.py.diff
 
 RUN set -ex \
-	&& echo "Installing flex and bison" \	
+	&& echo "Installing flex and bison" \
 	&& apt-get update \
 	&& apt-get -y install flex bison \
 	&& echo "Installing Emscripten" \
diff --git a/setup.py b/setup.py
index a0f993ca9..2f3239905 100644
--- a/setup.py
+++ b/setup.py
@@ -289,12 +289,12 @@ def _compile_in(
 
         # No need to build tests
         args.append("-DBUILD_TESTING=OFF")
-        
+
         # Do not treat compilation warnings as errors in case someone is trying
         # to "pip install" igraph in an environment for which we don't provide
         # wheels and the compiler complains about harmless things
         args.append("-DIGRAPH_WARNINGS_AS_ERRORS=OFF")
-        
+
         # Set install directory during config step instead of install step in order
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 293afce4f..86de32363 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -1,21 +1,21 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2007-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -175,7 +175,7 @@ igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(
 /** \ingroup python_interface_arpack
  * \brief Formats an \c igraph.ARPACKOptions object in a
  * human-consumable format.
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 PyObject* igraphmodule_ARPACKOptions_str(igraphmodule_ARPACKOptionsObject *self) {
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index b5a487404..92b685112 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index dc4f576c3..7079fa19f 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -44,7 +44,7 @@ static INLINE void igraphmodule_i_attribute_struct_invalidate_vertex_name_index(
 
 int igraphmodule_i_attribute_struct_init(igraphmodule_i_attribute_struct *attrs) {
   int i, j;
-  
+
   for (i = 0; i < 3; i++) {
     attrs->attrs[i] = PyDict_New();
     if (PyErr_Occurred()) {
@@ -203,7 +203,7 @@ int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_inte
     PyErr_SetString(PyExc_ValueError, "non-numeric vertex ID assigned to vertex name. This is most likely a bug.");
     return 1;
   }
-  
+
   if (igraphmodule_PyObject_to_integer_t(o_vid, vid)) {
     return 1;
   }
@@ -340,17 +340,17 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
   if (result != NULL) {
     return result;
   }
-  
+
   return igraphmodule_i_create_edge_attribute(graph, name);
 }
 
 /* Attribute handlers for the Python interface */
 
-/* Initialization */ 
+/* Initialization */
 static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
   igraphmodule_i_attribute_struct* attrs;
   igraph_integer_t i, n;
-  
+
   attrs = (igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
   if (!attrs) {
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
@@ -367,7 +367,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
   if (attr) {
     PyObject *dict = attrs->attrs[0], *value;
     const char *s;
-  
+
     n = igraph_vector_ptr_size(attr);
     for (i = 0; i < n; i++) {
       igraph_attribute_record_t *attr_rec;
@@ -405,7 +405,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
           Py_DECREF(value);
         }
       }
-      
+
       if (!value) {
         /* there was an error above, bail out */
         IGRAPH_ERROR("failed to add attributes to graph attribute hash", IGRAPH_FAILURE);
@@ -422,7 +422,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
 /* Destruction */
 static void igraphmodule_i_attribute_destroy(igraph_t *graph) {
   igraphmodule_i_attribute_struct* attrs;
- 
+
   /* printf("Destroying attribute table\n"); */
   if (graph->attr) {
     attrs = (igraphmodule_i_attribute_struct*)graph->attr;
@@ -440,7 +440,7 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
   igraph_bool_t copy_attrs[3] = { ga, va, ea };
   int i;
   Py_ssize_t j, pos = 0, list_len;
- 
+
   if (from->attr) {
     fromattrs = ATTR_STRUCT(from);
 
@@ -655,7 +655,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       }
 
       if (o) {
-        if (PyList_SetItem(value, i + j, o)) {  
+        if (PyList_SetItem(value, i + j, o)) {
           Py_DECREF(o); /* append failed */
           o = NULL; /* indicate error */
         } else {
@@ -690,7 +690,7 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos = 0;
-  
+
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   if (!PyDict_Check(dict)) {
     IGRAPH_ERROR("vertex attribute hash type mismatch", IGRAPH_EINVAL);
@@ -828,7 +828,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       }
     }
   }
-  
+
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
   j = igraph_ecount(graph) - ne;
@@ -872,7 +872,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       }
 
       if (o) {
-        if (PyList_SetItem(value, i + j, o)) {  
+        if (PyList_SetItem(value, i + j, o)) {
           Py_DECREF(o); /* append failed */
           o = NULL; /* indicate error */
         } else {
@@ -898,7 +898,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
 
 /* Permuting edges */
 static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_int_t *idx) { 
+    igraph_t *newgraph, const igraph_vector_int_t *idx) {
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
@@ -960,7 +960,7 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
-  
+
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t j, n = igraph_vector_int_size(v);
@@ -1139,7 +1139,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
       Py_DECREF(res);
       return 0;
     }
-    
+
     Py_INCREF(item);
     if (PyList_SetItem(res, i, item)) {  /* reference to item stolen */
       Py_DECREF(item);
@@ -1271,7 +1271,7 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
         Py_DECREF(res);
         return 0;
       }
-      
+
       if (igraphmodule_PyObject_to_real_t(item, &num)) {
         PyErr_SetString(PyExc_TypeError, "mean can only be invoked on numeric attributes");
         Py_DECREF(res);
@@ -1409,7 +1409,7 @@ static igraph_error_t igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   Py_ssize_t pos;
   igraph_attribute_combination_record_t* todo;
   Py_ssize_t i, n;
-  
+
   if (!PyDict_Check(dict) || !PyDict_Check(newdict)) {
     IGRAPH_ERROR("dict or newdict are corrupted", IGRAPH_FAILURE);
   }
@@ -1584,7 +1584,7 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
   igraph_vector_int_t *types[3] = { gtypes, vtypes, etypes };
   int i, retval;
   Py_ssize_t j, k, l, m;
-  
+
   for (i = 0; i < 3; i++) {
     igraph_strvector_t *n = names[i];
     igraph_vector_int_t *t = types[i];
@@ -1651,10 +1651,10 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
         }
       }
     }
-    
+
     Py_DECREF(keys);
   }
- 
+
   return IGRAPH_SUCCESS;
 }
 
@@ -1792,7 +1792,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   if (result) {
     VECTOR(*value)[0] = PyFloat_AsDouble(o);
     Py_DECREF(result);
-  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL); 
+  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL);
 
   return IGRAPH_SUCCESS;
 }
@@ -1830,7 +1830,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   if (str == 0) {
     IGRAPH_ERROR("Internal error in PyObject_Str", IGRAPH_EINVAL);
   }
-  
+
   c_str = PyBytes_AsString(str);
   if (c_str == 0) {
     IGRAPH_ERROR("Internal error in PyBytes_AsString", IGRAPH_EINVAL);
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index c335b0076..6d3da9c90 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index f015d7a6a..cf7cafdfe 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -45,7 +45,7 @@ PyTypeObject* igraphmodule_BFSIterType;
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_BFSIterObject* self;
   igraph_integer_t no_of_nodes, r;
-  
+
   self = (igraphmodule_BFSIterObject*) PyType_GenericNew(igraphmodule_BFSIterType, 0, 0);
   if (!self) {
     return NULL;
@@ -54,19 +54,19 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   Py_INCREF(g);
   self->gref = g;
   self->graph = &g->g;
-  
+
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
-  
+
   no_of_nodes = igraph_vcount(&g->g);
   self->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  
+
   if (igraph_dqueue_int_init(&self->queue, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
@@ -77,7 +77,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     igraph_dqueue_int_destroy(&self->queue);
     return NULL;
   }
-  
+
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
       igraph_dqueue_int_destroy(&self->queue);
@@ -97,23 +97,23 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   self->visited[r] = 1;
-  
+
   if (!igraph_is_directed(&g->g)) {
     mode=IGRAPH_ALL;
   }
 
   self->mode = mode;
   self->advanced = advanced;
-  
+
   RC_ALLOC("BFSIter", self);
-  
+
   return (PyObject*)self;
 }
 
 /**
  * \ingroup python_interface_bfsiter
  * \brief Support for cyclic garbage collection in Python
- * 
+ *
  * This is necessary because the \c igraph.BFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
@@ -135,14 +135,14 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
   PyObject_GC_UnTrack(self);
 
-  Py_CLEAR(self->gref);  
+  Py_CLEAR(self->gref);
 
   igraph_dqueue_int_destroy(&self->queue);
   igraph_vector_int_destroy(&self->neis);
 
   free(self->visited);
   self->visited=0;
-  
+
   return 0;
 }
 
@@ -169,7 +169,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
     igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t i, n;
-    
+
     if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
       igraphmodule_handle_igraph_error();
       return NULL;
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index d46cbcb24..2e6fd5e3f 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index 9a9fc5039..bf888adfc 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -27,18 +27,18 @@
 /**
  * \ingroup python_interface
  * \brief Handler function for all unimplemented \c igraph.Graph methods
- * 
+ *
  * This function is called whenever an unimplemented \c igraph.Graph method
  * is called ("unimplemented" meaning that there is a method name in the
  * method table of \c igraph.Graph , but there isn't any working implementation
  * either because the underlying \c igraph API might be subject to change
  * or because the calling format from Python is not decided yet (or maybe
  * because of laziness or lack of time ;))
- * 
+ *
  * All of the parameters are ignored, they are here just to make the
  * function satisfy the requirements of \c PyCFunction, thus allowing it
  * to be included in a method table.
- * 
+ *
  * \return NULL
  */
 PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* kwds)
@@ -55,7 +55,7 @@ PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* k
  */
 PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref) {
   PyObject *o;
-  
+
 #ifndef PYPY_VERSION
   /* PyWeakref_Check is not implemented in PyPy yet */
   if (!PyWeakref_Check(ref)) {
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index c474b7d7b..77514e2fd 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b3294e067..4283ff8ed 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -619,12 +619,12 @@ int igraphmodule_PyObject_to_laplacian_normalization_t(
     *result = IGRAPH_LAPLACIAN_SYMMETRIC;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_LAPLACIAN_UNNORMALIZED;
     return 0;
   }
-  
+
   TRANSLATE_ENUM_WITH(laplacian_normalization_tt);
 }
 
@@ -643,7 +643,7 @@ int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *re
     *result = IGRAPH_LAYOUT_GRID;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_LAYOUT_NOGRID;
     return 0;
@@ -667,7 +667,7 @@ int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
     *result = IGRAPH_LOOPS_TWICE;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_NO_LOOPS;
     return 0;
@@ -804,7 +804,7 @@ int igraphmodule_PyObject_to_to_directed_t(PyObject *o,
     *result = IGRAPH_TO_DIRECTED_MUTUAL;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_TO_DIRECTED_ARBITRARY;
     return 0;
@@ -830,7 +830,7 @@ int igraphmodule_PyObject_to_to_undirected_t(PyObject *o,
     *result = IGRAPH_TO_UNDIRECTED_COLLAPSE;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_TO_UNDIRECTED_EACH;
     return 0;
@@ -1594,7 +1594,7 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v, igraphmodul
   if (!tuple) {
     return NULL;
   }
-  
+
   for (i = 0; i < n; i++) {
     item = igraphmodule_real_t_to_PyObject(VECTOR(*v)[i], type);
     if (!item) {
@@ -2287,7 +2287,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
       Py_DECREF(list);
       return NULL;
     }
-  
+
     for (j = 0; j < nc; j++) {
       item = igraphmodule_real_t_to_PyObject(MATRIX(*m, i, j), type);
       if (!item) {
@@ -2299,7 +2299,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
       PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SetItem(list, i, row);  /* will not fail */   
+    PyList_SetItem(list, i, row);  /* will not fail */
   }
 
   // return the list
@@ -2328,7 +2328,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
    if (!list) {
      return NULL;
    }
-  
+
    // populate the list with data
    for (i = 0; i < nr; i++) {
     row = PyList_New(nc);
@@ -2349,7 +2349,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
       PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SetItem(list, i, row);  /* will not fail */   
+    PyList_SetItem(list, i, row);  /* will not fail */
   }
 
   // return the list
@@ -3700,7 +3700,7 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
   if (o == NULL) {
     return 1;
   }
-  
+
   if (o == Py_None) {
     if (type == ATTRHASH_IDX_VERTEX) {
       n = igraph_vcount(&g->g);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 173366eb3..006f0b652 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -178,9 +178,9 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
-PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v); 
-PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v); 
-PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v); 
+PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v);
+PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v);
+PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v);
 PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObject *type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index a01710daf..6064a9862 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2020  The igraph development team
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -54,19 +54,19 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   Py_INCREF(g);
   self->gref = g;
   self->graph = &g->g;
-  
+
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
-  
+
   no_of_nodes = igraph_vcount(&g->g);
   self->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  
+
   if (igraph_stack_int_init(&self->stack, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
@@ -77,7 +77,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     igraph_stack_int_destroy(&self->stack);
     return NULL;
   }
-  
+
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
       igraph_stack_int_destroy(&self->stack);
@@ -98,23 +98,23 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   self->visited[r] = 1;
-  
+
   if (!igraph_is_directed(&g->g)) {
     mode = IGRAPH_ALL;
   }
 
   self->mode = mode;
   self->advanced = advanced;
-  
+
   RC_ALLOC("DFSIter", self);
-  
+
   return (PyObject*)self;
 }
 
 /**
  * \ingroup python_interface_dfsiter
  * \brief Support for cyclic garbage collection in Python
- * 
+ *
  * This is necessary because the \c igraph.DFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
@@ -143,7 +143,7 @@ static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
 
   free(self->visited);
   self->visited = 0;
-  
+
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 226df7b64..c996fd744 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2020  The igraph development team
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 4780d943d..ca26c7009 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -91,7 +91,7 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * \brief Allocates a new Python edge object
  * \param gref weak reference of the \c igraph.Graph being referenced by the edge
  * \param idx the index of the edge
- * 
+ *
  * \warning \c igraph references its edges by indices, so if
  * you delete some edges from the graph, the edge indices will
  * change. Since the \c igraph.Edge objects do not follow these
@@ -144,7 +144,7 @@ static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
 
 /** \ingroup python_interface_edge
  * \brief Formats an \c igraph.Edge object as a string
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 static PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
@@ -245,7 +245,7 @@ static PyObject* igraphmodule_Edge_richcompare(igraphmodule_EdgeObject *a,
  */
 Py_ssize_t igraphmodule_Edge_attribute_count(igraphmodule_EdgeObject* self) {
   igraphmodule_GraphObject *o = self->gref;
-  
+
   if (!o || !((PyObject**)o->g.attr)[1]) {
     return 0;
   } else {
@@ -315,7 +315,7 @@ PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self, PyObject*
 /**
  * \ingroup python_interface_edge
  * \brief Updates some attributes of an edge
- * 
+ *
  * \param self the edge object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -352,7 +352,7 @@ PyObject* igraphmodule_Edge_get_attribute(igraphmodule_EdgeObject* self,
     Py_INCREF(result);
     return result;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred())
     PyErr_SetString(PyExc_KeyError, "Attribute does not exist");
@@ -370,7 +370,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   igraphmodule_GraphObject *o=self->gref;
   PyObject* result;
   int r;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return -1;
 
@@ -380,7 +380,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   if (v==NULL)
     // we are deleting attribute
     return PyDict_DelItem(((PyObject**)o->g.attr)[2], k);
-  
+
   result=PyDict_GetItem(((PyObject**)o->g.attr)[2], k);
   if (result) {
     /* result is a list, so set the element with index self->idx */
@@ -396,7 +396,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
     if (r == -1) { Py_DECREF(v); }
     return r;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
@@ -427,7 +427,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
     Py_DECREF(result); /* compensating for PyDict_SetItem */
     return 0;
   }
-  
+
   return -1;
 }
 
@@ -475,7 +475,7 @@ PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, voi
 PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
   }
@@ -529,7 +529,7 @@ PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closu
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
   PyObject *from_o, *to_o, *result;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
   }
@@ -740,7 +740,7 @@ int igraphmodule_Edge_register_type() {
     { Py_mp_length, igraphmodule_Edge_attribute_count },
     { Py_mp_subscript, igraphmodule_Edge_get_attribute },
     { Py_mp_ass_subscript, igraphmodule_Edge_set_attribute },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 7aa4d2dc7..f42862fe3 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 780de0606..ce57c51d3 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -110,7 +110,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
   } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
     igraph_integer_t idx;
-    
+
     if (igraphmodule_PyObject_to_integer_t(esobj, &idx)) {
       return -1;
     }
@@ -355,7 +355,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
           Py_DECREF(result);
           return 0;
         }
-        
+
         Py_INCREF(item);
 
         if (PyList_SetItem(result, i, item)) {
@@ -1096,7 +1096,7 @@ int igraphmodule_EdgeSeq_register_type() {
 
     { Py_mp_subscript, igraphmodule_EdgeSeq_get_attribute_values_mapping },
     { Py_mp_ass_subscript, igraphmodule_EdgeSeq_set_attribute_values_mapping },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index a0120348a..d806c23f0 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index ffe448fad..41b2b879e 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -33,12 +33,12 @@ PyObject* igraphmodule_InternalError;
 /**
  * \ingroup python_interface_errors
  * \brief Generic error handler for internal \c igraph errors.
- * 
+ *
  * Since now \c igraph supports error handler functions, a special
  * function called \c igraphmodule_igraph_error_hook is responsible
  * for providing a meaningful error message. If it fails (or it isn't
  * even called), this function will provide a default error message.
- * 
+ *
  * \return Always returns \c NULL, and all callers are advised to pass this
  * \c NULL value to their callers until it is propagated to the Python
  * interpreter.
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index ce94c484a..1265f2918 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index 4faa8db5b..b5add4010 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -162,7 +162,7 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
         }
         handle->fp = 0;
     }
-    
+
     if (handle->object != 0) {
         /* igraphmodule_PyFile_Close might mess up the stored exception, so let's
          * store the current exception state and restore it */
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 19543f4e7..f374a59a8 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 321bd5685..a3bd20ac4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5283,7 +5283,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
 
   if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
     return NULL;
-  
+
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5297,7 +5297,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
       &self->g, weights, NULL, mode, /* allow_johnson = */ false
     );
   }
-  
+
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -5316,7 +5316,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
       retval = IGRAPH_UNIMPLEMENTED;
       PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
   }
-  
+
   if (retval) {
     igraph_vector_int_destroy(&vec);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5516,7 +5516,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
       &self->g, weights, NULL, mode, /* allow_johnson = */ false
     );
   }
-  
+
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -5537,7 +5537,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
       retval = IGRAPH_UNIMPLEMENTED;
       PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
   }
-  
+
   if (retval) {
     igraph_vector_int_list_destroy(&veclist);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6331,7 +6331,7 @@ PyObject *igraphmodule_Graph_distances(
       &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
     );
   }
-  
+
   if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
     PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
     goto cleanup;
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 554523363..626a04396 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -45,33 +45,33 @@
 /**
  * \defgroup python_interface Python module implementation
  * \brief Functions implementing a Python interface to \a igraph
- * 
+ *
  * These functions provide a way to access \a igraph functions from Python.
  * It should be of interest of \a igraph developers only. Classes, functions
  * and methods exposed to Python are still to be documented. Until it is done,
  * just type the following to get help about \a igraph functions in Python
  * (assuming you have \c igraph.so somewhere in your Python library path):
- * 
+ *
  * \verbatim
 import igraph
 help(igraph)
 help(igraph.Graph)
 \endverbatim
- * 
+ *
  * Most of the functions provided here share the same calling conventions
  * (which are determined by the Python/C API). Since the role of the
  * arguments are the same across many functions, I won't explain them
  * everywhere, just give a quick overview of the common argument names here.
- * 
+ *
  * \param self the Python igraph.Graph object the method is working on
  * \param args pointer to the Python tuple containing the arguments
  * \param kwds pointer to the Python hash containing the keyword parameters
  * \param type the type object of a Python igraph.Graph object. Used usually
  * in constructors and class methods.
- * 
+ *
  * Any arguments not documented here should be mentioned at the documentation
  * of the appropriate method.
- * 
+ *
  * The functions which implement a Python method always return a pointer to
  * a \c PyObject. According to Python conventions, this is \c NULL if and
  * only if an exception was thrown by the method (or any of the functions
@@ -80,7 +80,7 @@ help(igraph.Graph)
  * returning a \c NULL value, because this is the same for every such method.
  * The conclusion is that a method can return \c NULL even if I don't state
  * it explicitly.
- * 
+ *
  * Also please take into consideration that I'm documenting the C calls
  * with the abovementioned parameters here, and \em not the Python methods
  * which are presented to the user using the Python interface of \a igraph.
@@ -89,11 +89,11 @@ help(igraph.Graph)
  * or use \c pydoc to generate a formatted version.
  *
  * \section weakrefs The usage of weak references in the Python interface
- * 
+ *
  * Many classes implemented in the Python interface (e.g. VertexSeq, Vertex...)
  * use weak references to keep track of the graph they are referencing to.
  * The use of weak references is twofold:
- * 
+ *
  * -# If we assign a VertexSeq or a Vertex of a given graph to a local
  *    variable and then destroy the graph, real references keep the graph
  *    alive and do not return the memory back to Python.
@@ -165,7 +165,7 @@ igraph_error_t igraphmodule_igraph_progress_hook(const char* message, igraph_rea
       }
     }
   }
-  
+
   return IGRAPH_SUCCESS;
 }
 
@@ -182,7 +182,7 @@ igraph_error_t igraphmodule_igraph_status_hook(const char* message, void*data) {
         return IGRAPH_INTERRUPTED;
     }
   }
-  
+
   return IGRAPH_SUCCESS;
 }
 
@@ -238,10 +238,10 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
   igraph_vector_int_t result;
   igraph_matrix_t resmat;
   Py_ssize_t no_of_nodes, i;
-  
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist, &PyList_Type, &vs, &coords))
     return NULL;
-  
+
   no_of_nodes = PyList_Size(vs);
   if (igraph_matrix_init(&mtrx, no_of_nodes, 2)) {
     igraphmodule_handle_igraph_error();
@@ -279,7 +279,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    
+
     if (!PyNumber_Check(o1) || !PyNumber_Check(o2)) {
       PyErr_SetString(PyExc_TypeError, "vertex coordinates must be numeric");
       Py_DECREF(o2);
@@ -322,7 +322,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       igraph_vector_int_destroy(&result);
       return NULL;
-    }    
+    }
     o = igraphmodule_vector_int_t_to_PyList(&result);
     igraph_vector_int_destroy(&result);
   } else {
@@ -336,11 +336,11 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       igraph_matrix_destroy(&resmat);
       return NULL;
-    }        
+    }
     o = igraphmodule_matrix_t_to_PyList(&resmat, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&resmat);
   }
-  
+
   igraph_matrix_destroy(&mtrx);
 
   return o;
@@ -772,7 +772,7 @@ PyObject* igraphmodule__exit_safelocale(PyObject *self, PyObject *capsule) {
 /** \ingroup python_interface
  * \brief Method table for the igraph Python module
  */
-static PyMethodDef igraphmodule_methods[] = 
+static PyMethodDef igraphmodule_methods[] =
 {
   {"community_to_membership", (PyCFunction)igraphmodule_community_to_membership,
     METH_VARARGS | METH_KEYWORDS,
@@ -1076,7 +1076,7 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)igraphmodule_EdgeSeqType);
   PyModule_AddObject(m, "Vertex", (PyObject*)igraphmodule_VertexType);
   PyModule_AddObject(m, "VertexSeq", (PyObject*)igraphmodule_VertexSeqType);
- 
+
   /* Internal error exception type */
   igraphmodule_InternalError =
     PyErr_NewException("igraph._igraph.InternalError", PyExc_Exception, NULL);
@@ -1151,7 +1151,7 @@ PyObject* PyInit__igraph(void)
   igraph_set_status_handler(igraphmodule_igraph_status_hook);
   igraph_set_warning_handler(igraphmodule_igraph_warning_hook);
   igraph_set_interruption_handler(igraphmodule_igraph_interrupt_hook);
-  
+
   /* initialize attribute handlers */
   igraphmodule_initialize_attribute_handler();
 
diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index 793e1f382..f7eeb932b 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -1,22 +1,22 @@
 /* -*- mode: C -*-  */
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index e350b98fc..5643cabba 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -52,7 +52,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
   }
 }
 
-static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph, 
+static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values);
 
@@ -130,7 +130,7 @@ PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
     return result;
 }
 
-static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph, 
+static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
   igraph_vector_int_t eids;
@@ -143,7 +143,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     IGRAPH_PYCHECK(igraph_vector_int_init(&eids, 0));
     IGRAPH_FINALLY(igraph_vector_int_destroy, &eids);
     IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode));
-    
+
     n = igraph_vector_int_size(&eids);
     result = igraphmodule_PyList_Zeroes(igraph_vcount(graph));
     if (result == 0) {
@@ -262,7 +262,7 @@ void igraphmodule_i_Graph_adjmatrix_set_index_data_destroy(
   Py_DECREF(data->to_add_values);
 }
 
-static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph, 
+static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values, PyObject* new_value,
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
diff --git a/src/_igraph/indexing.h b/src/_igraph/indexing.h
index 785e7969d..d87ccdc54 100644
--- a/src/_igraph/indexing.h
+++ b/src/_igraph/indexing.h
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index fd556e2a9..83dd4277c 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 65954fddb..6f0afaf4a 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -69,7 +69,7 @@ PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode) {
 
 /**
  * Creates a Python list and fills it with a pre-defined item.
- * 
+ *
  * \param  len   the length of the list to be created
  * \param  item  the item with which the list will be filled
  */
@@ -95,7 +95,7 @@ PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item) {
 
 /**
  * Creates a Python list and fills it with zeroes.
- * 
+ *
  * \param  len   the length of the list to be created
  */
 PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len) {
@@ -235,7 +235,7 @@ long igraphmodule_Py_HashPointer(void *p) {
 
 /**
  * @brief Initializer function that must be called from igraphmodule_init()
- * 
+ *
  * Initializes borrowed references to \c None, \c True and \c False to cope
  * with the fact that \c Py_None, \c Py_False and \c Py_True are not exposed
  * in PyPy as part of the limited API.
@@ -255,7 +255,7 @@ int igraphmodule_helpers_init() {
     goto cleanup;
   }
 #endif
-  
+
 #ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
   Py_False = Py_True = NULL;
 
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index c700f1c0d..a14fc2bab 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 6daa68d0f..aef52c379 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -1,22 +1,22 @@
 /* -*- mode: C -*-  */
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 940181ad0..64bb64df3 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 69e084816..abda44833 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -91,7 +91,7 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * \brief Allocates a new Python vertex object
  * \param gref the \c igraph.Graph being referenced by the vertex
  * \param idx the index of the vertex
- * 
+ *
  * \warning \c igraph references its vertices by indices, so if
  * you delete some vertices from the graph, the vertex indices will
  * change. Since the \c igraph.Vertex objects do not follow these
@@ -144,7 +144,7 @@ static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
 
 /** \ingroup python_interface_vertex
  * \brief Formats an \c igraph.Vertex object to a string
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 static PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
@@ -246,7 +246,7 @@ static PyObject* igraphmodule_Vertex_richcompare(igraphmodule_VertexObject *a,
  */
 Py_ssize_t igraphmodule_Vertex_attribute_count(igraphmodule_VertexObject* self) {
   igraphmodule_GraphObject *o = self->gref;
-  
+
   if (!o || !((PyObject**)o->g.attr)[1]) {
     return 0;
   } else {
@@ -316,7 +316,7 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self, PyObje
 /**
  * \ingroup python_interface_vertex
  * \brief Updates some attributes of a vertex
- * 
+ *
  * Incidentally, this method is re-used intact in edgeobject.c for edges.
  *
  * \param self the vertex object
@@ -420,7 +420,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the inbound and outbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -432,7 +432,7 @@ PyObject* igraphmodule_Vertex_all_edges(PyObject* self, PyObject* Py_UNUSED(_nul
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the inbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -444,7 +444,7 @@ PyObject* igraphmodule_Vertex_in_edges(PyObject* self, PyObject* Py_UNUSED(_null
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the outbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -480,7 +480,7 @@ PyObject* igraphmodule_Vertex_get_attribute(igraphmodule_VertexObject* self,
     Py_INCREF(result);
     return result;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred())
     PyErr_SetString(PyExc_KeyError, "Attribute does not exist");
@@ -498,7 +498,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   igraphmodule_GraphObject *o=self->gref;
   PyObject* result;
   int r;
-  
+
   if (!igraphmodule_Vertex_Validate((PyObject*)self))
     return -1;
 
@@ -511,7 +511,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   if (v==NULL)
     // we are deleting attribute
     return PyDict_DelItem(((PyObject**)o->g.attr)[ATTRHASH_IDX_VERTEX], k);
-  
+
   result=PyDict_GetItem(((PyObject**)o->g.attr)[ATTRHASH_IDX_VERTEX], k);
   if (result) {
     /* result is a list, so set the element with index self->idx */
@@ -527,7 +527,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
     if (r == -1) { Py_DECREF(v); }
     return r;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
@@ -558,7 +558,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
     Py_DECREF(result);   /* compensating for PyDict_SetItem */
     return 0;
   }
-  
+
   return -1;
 }
 
@@ -591,7 +591,7 @@ PyObject* igraphmodule_Vertex_get_graph(igraphmodule_VertexObject* self,
 /**************************************************************************/
 /* Implementing proxy method in Vertex that just forward the call to the
  * appropriate Graph method.
- * 
+ *
  * These methods may also execute a postprocessing function on the result
  * of the Graph method; for instance, this mechanism is used to turn the
  * result of Graph.neighbors() (which is a list of vertex indices) into a
@@ -623,7 +623,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
     if (!idx) {
       return NULL;
     }
-  
+
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_edge_list expected list of integers");
       return NULL;
@@ -668,7 +668,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
     if (!idx) {
       return NULL;
     }
-  
+
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_vertex_list expected list of integers");
       return NULL;
@@ -891,7 +891,7 @@ int igraphmodule_Vertex_register_type() {
     { Py_mp_length, igraphmodule_Vertex_attribute_count },
     { Py_mp_subscript, igraphmodule_Vertex_get_attribute },
     { Py_mp_ass_subscript, igraphmodule_Vertex_set_attribute },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index f92550d17..ef8ce9e7b 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index d751ae76f..bc22196bf 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -440,7 +440,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
     if (PyList_SetItem(newList, 0, values)) {  /* reference stolen here */
       return -1;
     }
-    
+
     result = igraphmodule_VertexSeq_set_attribute_values_mapping(self, attrname, newList);
     Py_DECREF(newList);
 
@@ -1139,7 +1139,7 @@ int igraphmodule_VertexSeq_register_type() {
 
     { Py_mp_subscript, igraphmodule_VertexSeq_get_attribute_values_mapping },
     { Py_mp_ass_subscript, igraphmodule_VertexSeq_set_attribute_values_mapping },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index b80935311..f872adc7d 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 466f7344f..69832dbe1 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -954,7 +954,7 @@ def get_incidence(self, *args, **kwds):
             "instead"
         )
         return self.get_biadjacency(*args, **kwds)
-    
+
 
 ##############################################################
 # I/O format mapping
diff --git a/tests/test_basic.py b/tests/test_basic.py
index cec091474..5b1f3a44b 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -930,13 +930,13 @@ def testInheritedGraphReferenceCounting(self):
             g = InheritedGraph.Tree(3, 2)
             self.assertTrue(gc.is_tracked(g))
             del g
-    
+
     def testVertexReferenceCounting(self):
         with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
             g = Graph.Tree(3, 2)
             vertex = g.vs[2]
             del vertex, g
-    
+
     def testVertexSeqReferenceCounting(self):
         with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
             g = Graph.Tree(3, 2)
diff --git a/tests/test_coloring.py b/tests/test_coloring.py
index a3791384d..7d3f6c0c2 100644
--- a/tests/test_coloring.py
+++ b/tests/test_coloring.py
@@ -15,10 +15,10 @@ def testGreedyVertexColoring(self):
 
         col = g.vertex_coloring_greedy()
         assert_valid_vertex_coloring(g, col)
-        
+
         col = g.vertex_coloring_greedy("colored_neighbors")
         assert_valid_vertex_coloring(g, col)
-        
+
         col = g.vertex_coloring_greedy("dsatur")
         assert_valid_vertex_coloring(g, col)
 

From e2295a6819a555c17f830a4f71e737ea0a139f77 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:59:12 +0200
Subject: [PATCH 1176/1681] style: use style suggestions from ruff

---
 doc/examples_sphinx-gallery/betweenness.py    |  2 +-
 doc/examples_sphinx-gallery/isomorphism.py    |  4 +-
 .../online_user_actions.py                    |  2 +-
 scripts/patch_modularized_graph_methods.py    |  1 -
 setup.py                                      | 46 +++++++++----------
 src/igraph/__init__.py                        | 18 +++++---
 src/igraph/app/shell.py                       |  8 ++--
 src/igraph/clustering.py                      |  2 +-
 src/igraph/community.py                       | 16 +++----
 src/igraph/configuration.py                   |  2 +-
 src/igraph/datatypes.py                       |  6 +--
 src/igraph/drawing/baseclasses.py             |  4 +-
 src/igraph/drawing/cairo/vertex.py            |  2 +-
 src/igraph/drawing/colors.py                  |  1 -
 src/igraph/drawing/graph.py                   |  2 +-
 src/igraph/drawing/matplotlib/edge.py         |  5 +-
 src/igraph/drawing/matplotlib/graph.py        |  8 ++--
 src/igraph/drawing/matplotlib/vertex.py       |  2 +-
 src/igraph/drawing/plotly/edge.py             | 36 +++++++--------
 src/igraph/drawing/plotly/graph.py            |  1 -
 src/igraph/drawing/plotly/utils.py            |  2 +-
 src/igraph/drawing/plotly/vertex.py           |  2 +-
 src/igraph/drawing/utils.py                   |  2 -
 src/igraph/formula.py                         |  2 +-
 src/igraph/layout.py                          |  2 +-
 src/igraph/operators/functions.py             |  4 +-
 src/igraph/seq.py                             | 12 ++---
 src/igraph/summary.py                         | 16 +++----
 tests/drawing/cairo/utils.py                  |  2 +-
 tests/drawing/matplotlib/test_graph.py        |  1 -
 tests/drawing/matplotlib/utils.py             |  3 +-
 tests/drawing/plotly/utils.py                 |  1 -
 tests/test_atlas.py                           |  4 +-
 tests/test_attributes.py                      |  5 +-
 tests/test_basic.py                           |  2 +-
 tests/test_conversion.py                      |  8 ++--
 tests/test_decomposition.py                   |  8 ++--
 tests/test_edgeseq.py                         | 10 ++--
 tests/test_flow.py                            |  4 +-
 tests/test_foreign.py                         |  8 ++--
 tests/test_homepage.py                        |  6 +--
 tests/test_layouts.py                         |  4 +-
 tests/test_operators.py                       |  4 +-
 tests/test_separators.py                      |  4 +-
 tests/test_structural.py                      |  2 +-
 tests/test_vertexseq.py                       |  6 +--
 tests/test_walks.py                           | 16 +++----
 47 files changed, 146 insertions(+), 162 deletions(-)

diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index 3e2e644a6..29ed9b3e3 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -83,7 +83,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 fig, axs = plt.subplots(
     3, 2,
     figsize=(7, 6),
-    gridspec_kw=dict(height_ratios=(20, 1, 1)),
+    gridspec_kw={"height_ratios": (20, 1, 1)},
 )
 plot_betweenness(g1, vertex_betweenness1, edge_betweenness1, *axs[:, 0])
 plot_betweenness(g2, vertex_betweenness2, edge_betweenness2, *axs[:, 1])
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index 668b43f16..7f98bc053 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -66,6 +66,6 @@
     target=axs[2],
     **visual_style,
 )
-fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
-fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(0.38, 0.5, '$\\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(0.65, 0.5, '$\\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
 plt.show()
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 969a65b7a..1da528570 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -51,7 +51,7 @@
 
 # %%
 # Then, let's iterate over all projects one by one, and add all collaborations:
-for project, project_data in action_dataframe.groupby('project'):
+for _project, project_data in action_dataframe.groupby('project'):
     project_users = project_data['userid'].values
     for i1, user1 in enumerate(project_users):
         for user2 in project_users[:i1]:
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 085b9f539..f7f1fec13 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -1,5 +1,4 @@
 import os
-import sys
 import inspect
 
 import igraph
diff --git a/setup.py b/setup.py
index 2f3239905..66b89120d 100644
--- a/setup.py
+++ b/setup.py
@@ -950,35 +950,35 @@ def get_tag(self):
 if should_build_abi3_wheel:
     cmdclass["bdist_wheel"] = bdist_wheel_abi3
 
-options = dict(
-    name="igraph",
-    version=__version__,
-    url="https://igraph.org/python",
-    description="High performance graph data structures and algorithms",
-    long_description=description,
-    license="GNU General Public License (GPL)",
-    author="Tamas Nepusz",
-    author_email="ntamas@gmail.com",
-    project_urls={
+options = {
+    "name": "igraph",
+    "version": __version__,
+    "url": "https://igraph.org/python",
+    "description": "High performance graph data structures and algorithms",
+    "long_description": description,
+    "license": "GNU General Public License (GPL)",
+    "author": "Tamas Nepusz",
+    "author_email": "ntamas@gmail.com",
+    "project_urls": {
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
         "Documentation": "https://igraph.readthedocs.io",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
-    ext_modules=[igraph_extension],
-    package_dir={
+    "ext_modules": [igraph_extension],
+    "package_dir": {
         # make sure to use the next line and not the more logical and restrictive
         # "igraph": "src/igraph" because that one breaks 'setup.py develop'.
         # See: https://github.com/igraph/python-igraph/issues/464
         "": "src"
     },
-    packages=find_packages(where="src"),
-    install_requires=["texttable>=1.6.2"],
-    entry_points={
+    "packages": find_packages(where="src"),
+    "install_requires": ["texttable>=1.6.2"],
+    "entry_points": {
         "console_scripts": ["igraph=igraph.app.shell:main"]
     },
-    extras_require={
+    "extras_require": {
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
 
@@ -1025,10 +1025,10 @@ def get_tag(self):
             "pydoctor>=23.4.0"
         ]
     },
-    python_requires=">=3.7",
-    headers=headers,
-    platforms="ALL",
-    keywords=[
+    "python_requires": ">=3.7",
+    "headers": headers,
+    "platforms": "ALL",
+    "keywords": [
         "graph",
         "network",
         "mathematics",
@@ -1036,7 +1036,7 @@ def get_tag(self):
         "graph theory",
         "discrete mathematics",
     ],
-    classifiers=[
+    "classifiers": [
         "Development Status :: 4 - Beta",
         "Intended Audience :: Developers",
         "Intended Audience :: Science/Research",
@@ -1056,7 +1056,7 @@ def get_tag(self):
         "Topic :: Scientific/Engineering :: Bio-Informatics",
         "Topic :: Software Development :: Libraries :: Python Modules",
     ],
-    cmdclass=cmdclass,
-)
+    "cmdclass": cmdclass,
+}
 
 setup(**options)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 69832dbe1..98c54274d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -535,13 +535,13 @@ def __str__(self):
         See the documentation of L{GraphSummary} for more details about the
         output.
         """
-        params = dict(
-            verbosity=1,
-            width=78,
-            print_graph_attributes=False,
-            print_vertex_attributes=False,
-            print_edge_attributes=False,
-        )
+        params = {
+            "verbosity": 1,
+            "width": 78,
+            "print_graph_attributes": False,
+            "print_vertex_attributes": False,
+            "print_edge_attributes": False,
+        }
         return self.summary(**params)
 
     def summary(self, verbosity=0, width=None, *args, **kwds):
@@ -1210,8 +1210,12 @@ def write(graph, filename, *args, **kwds):
     'set_status_handler',
     'split_join_distance',
     'summary',
+    'umap_compute_weights',
     'union',
     'write',
+    '__igraph_version__',
+    '__version__',
+    '__version_info__',
 
     # enums and stuff
     'ADJ_DIRECTED',
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 866eb7800..4a67febd8 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -498,13 +498,11 @@ def main():
     if "shells" in config:
         parts = [part.strip() for part in config["shells"].split(",")]
         shell_classes = []
-        available_classes = dict(
-            [
-                (k, v)
+        available_classes = {
+            k: v
                 for k, v in globals().items()
                 if isinstance(v, type) and issubclass(v, Shell)
-            ]
-        )
+        }
         for part in parts:
             cls = available_classes.get(part, None)
             if cls is None:
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 42e224a86..70d04e1bd 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1224,7 +1224,7 @@ def _resolve_names_in_clusters(graph, clusters):
             return
 
         names = graph.vs["name"]
-        name_to_index = dict((k, v) for v, k in enumerate(names))
+        name_to_index = {k: v for v, k in enumerate(names)}
 
         for idx, cluster in enumerate(clusters):
             if any(isinstance(item, str) for item in cluster):
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 61af2a3b1..af8ffcb29 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -1,6 +1,6 @@
 from igraph._igraph import GraphBase
 from igraph.clustering import VertexDendrogram, VertexClustering
-from igraph.utils import deprecated, safemax
+from igraph.utils import deprecated
 
 from typing import List, Sequence, Tuple
 
@@ -26,7 +26,7 @@ def _community_fastgreedy(graph, weights=None):
     merges, qs = GraphBase.community_fastgreedy(graph, weights)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
-        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+        graph, merges, optimal_count, modularity_params={"weights": weights}
     )
 
 
@@ -91,7 +91,7 @@ def _community_leading_eigenvector(
     if clusters is None:
         clusters = -1
 
-    kwds = dict(weights=weights)
+    kwds = {"weights": weights}
     if arpack_options is not None:
         kwds["arpack_options"] = arpack_options
 
@@ -146,7 +146,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     if isinstance(fixed, str):
         fixed = [bool(o) for o in graph.vs[fixed]]
     cl = GraphBase.community_label_propagation(graph, weights, initial, fixed)
-    return VertexClustering(graph, cl, modularity_params=dict(weights=weights))
+    return VertexClustering(graph, cl, modularity_params={"weights": weights})
 
 
 def _community_multilevel(graph, weights=None, return_levels=False, resolution=1):
@@ -186,7 +186,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     if graph.is_directed():
         raise ValueError("input graph must be undirected")
 
-    modularity_params = dict(weights=weights, resolution=resolution)
+    modularity_params = {"weights": weights, "resolution": resolution}
     if return_levels:
         levels, qs = GraphBase.community_multilevel(
             graph, weights, return_levels=True, resolution=resolution
@@ -262,7 +262,7 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
             clusters = 1
 
     return VertexDendrogram(
-        graph, merges, clusters, modularity_params=dict(weights=weights)
+        graph, merges, clusters, modularity_params={"weights": weights}
     )
 
 
@@ -315,7 +315,7 @@ def _community_spinglass(graph, *args, **kwds):
     """
     membership = GraphBase.community_spinglass(graph, *args, **kwds)
     if "weights" in kwds:
-        modularity_params = dict(weights=kwds["weights"])
+        modularity_params = {"weights": kwds["weights"]}
     else:
         modularity_params = {}
     return VertexClustering(graph, membership, modularity_params=modularity_params)
@@ -343,7 +343,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     merges, qs = GraphBase.community_walktrap(graph, weights, steps)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
-        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+        graph, merges, optimal_count, modularity_params={"weights": weights}
     )
 
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 708133e50..39788051c 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -260,7 +260,7 @@ def __getitem__(self, item):
             # Special case: retrieving all the keys within a section and
             # returning it in a dict
             keys = self._config.items(section)
-            return dict((key, self._get(section, key)) for key, _ in keys)
+            return {key: self._get(section, key) for key, _ in keys}
         else:
             return self._get(section, key)
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 6323e46f6..a8f26ed4c 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -489,7 +489,7 @@ def __str__(self):
         if rowcount * colcount < maxidx:
             rowcount += 1
 
-        invmap = dict((v, k) for k, v in self._remap.items())
+        invmap = {v: k for k, v in self._remap.items()}
         result, row, idx = [], [], 0
         for _ in range(rowcount):
             for _ in range(colcount):
@@ -575,13 +575,13 @@ def __len__(self):
     def reverse_dict(self):
         """Returns the reverse mapping, i.e., the one that maps from generated
         IDs to their corresponding objects"""
-        return dict((v, k) for k, v in self._ids.items())
+        return {v: k for k, v in self._ids.items()}
 
     def values(self):
         """Returns the values stored so far. If the generator generates items
         according to the standard sorting order, the values returned will be
         exactly in the order they were added. This holds for integer IDs for
         instance (but for many other ID generators as well)."""
-        return sorted(list(self._ids.keys()), key=self._ids.__getitem__)
+        return sorted(self._ids.keys(), key=self._ids.__getitem__)
 
     add = __getitem__
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 60d819f96..0d7abc5eb 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -325,7 +325,7 @@ def _determine_edge_order(graph, kwds):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.es[edge_order_by]
         edge_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+            range(len(attrs)), key=attrs.__getitem__, reverse=bool(reverse)
         )
 
         return edge_order
@@ -355,7 +355,7 @@ def _determine_vertex_order(graph, kwds):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.vs[vertex_order_by]
         vertex_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+            range(len(attrs)), key=attrs.__getitem__, reverse=bool(reverse)
         )
 
         return vertex_order
diff --git a/src/igraph/drawing/cairo/vertex.py b/src/igraph/drawing/cairo/vertex.py
index 8d5fdf8ab..57cb2f39e 100644
--- a/src/igraph/drawing/cairo/vertex.py
+++ b/src/igraph/drawing/cairo/vertex.py
@@ -54,7 +54,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             label_color = ("black", self.palette.get)
             font = "sans-serif"
             label_size = 14.0
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
             size = 20.0
             width = None
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 192abe308..4f0e41cf7 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -1996,7 +1996,6 @@ def lighten(color, ratio=0.5):
     "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web green": (0.0, 0.5019607843137255, 0.0, 1.0),
     "webgreen": (0.0, 0.5019607843137255, 0.0, 1.0),
-    "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web grey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "webgrey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web maroon": (0.5019607843137255, 0.0, 0.0, 1.0),
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index aa38d0571..837e7efde 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -244,7 +244,7 @@ def fetch(self, name=None, directed=False, keep_canonical_names=False):
             edge_attrs[attr_name] = attrs
 
         # Create a vertex name index
-        vertex_name_index = dict((v, k) for k, v in enumerate(vertices))
+        vertex_name_index = {v: k for k, v in enumerate(vertices)}
         del vertices
 
         # Remap the edges list to numeric IDs
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 9f73eb923..48f5fc82f 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,15 +1,12 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
-from math import atan2, cos, pi, sin, sqrt
-from copy import deepcopy
+from math import atan2, cos, pi, sin
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.matplotlib.utils import find_matplotlib
 from igraph.drawing.utils import (
-    euclidean_distance,
     get_bezier_control_points_for_curved_edge,
-    intersect_bezier_curve_and_circle,
     FakeModule,
 )
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 3a67acbd4..4b77031fe 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -376,10 +376,10 @@ def _draw_edge_labels(self):
             text_kwds["va"] = valign.value
 
             if visual_edge.background is not None:
-                text_kwds["bbox"] = dict(
-                    facecolor=visual_edge.background,
-                    edgecolor="none",
-                )
+                text_kwds["bbox"] = {
+                    "facecolor": visual_edge.background,
+                    "edgecolor": "none",
+                }
                 text_kwds["ha"] = "center"
                 text_kwds["va"] = "center"
 
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 49bd7389b..7bf6644bc 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -45,7 +45,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             font = "sans-serif"
             label_size = 12.0
             # FIXME? mpl.rcParams["font.size"])
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
             size = 30
             width = None
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 81564fc2b..d98c8f818 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -171,12 +171,12 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         path = " ".join(path)
 
         # Draw the edge
-        stroke = dict(
-            type="path",
-            path=path,
-            line_color=format_rgba(edge.color),
-            line_width=edge.width,
-        )
+        stroke = {
+            "type": "path",
+            "path": path,
+            "line_color": format_rgba(edge.color),
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
 
         # Draw the arrow head
@@ -202,18 +202,18 @@ def draw_loop_edge(self, edge, vertex):
         radius = vertex.size * 1.5
         center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
         center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        stroke = dict(
-            type="path",
-            path=format_arc(
+        stroke = {
+            "type": "path",
+            "path": format_arc(
                 (center_x, center_y),
                 radius / 2.0,
                 radius / 2.0,
                 theta1=0,
                 theta2=360.0,
             ),
-            line_color=edge.color,
-            line_width=edge.width,
-        )
+            "line_color": edge.color,
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
@@ -257,10 +257,10 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         path = " ".join(path)
 
-        stroke = dict(
-            type="path",
-            path=path,
-            line_color=format_rgba(edge.color),
-            line_width=edge.width,
-        )
+        stroke = {
+            "type": "path",
+            "path": path,
+            "line_color": format_rgba(edge.color),
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index 956d954af..b45b88c6c 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -5,7 +5,6 @@
 
 """
 
-from collections import defaultdict
 from warnings import warn
 
 from igraph._igraph import convex_hull, VertexSeq
diff --git a/src/igraph/drawing/plotly/utils.py b/src/igraph/drawing/plotly/utils.py
index f1f23360d..f84f36cab 100644
--- a/src/igraph/drawing/plotly/utils.py
+++ b/src/igraph/drawing/plotly/utils.py
@@ -1,4 +1,4 @@
-from igraph.drawing.utils import FakeModule, Point
+from igraph.drawing.utils import FakeModule
 from typing import Any
 
 __all__ = ("find_plotly",)
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
index f813d696c..014fa3674 100644
--- a/src/igraph/drawing/plotly/vertex.py
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -34,7 +34,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             font = "sans-serif"
             label_size = 12.0
             # FIXME? mpl.rcParams["font.size"])
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = "circle"
             size = 20.0
             width = None
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 7519917f4..2bd364688 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -667,8 +667,6 @@ def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False
         "bottom-top": "bt",
         "top-down": "tb",
         "bottom-up": "bt",
-        "top-bottom": "tb",
-        "bottom-top": "bt",
         "td": "tb",
         "bu": "bt",
     }
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index dcde9d2d2..8febe141a 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -32,7 +32,7 @@ def generate_edges(formula):
         yield [], [""], [False, False]
         return
 
-    name_tokens = set([token.NAME, token.NUMBER, token.STRING])
+    name_tokens = {token.NAME, token.NUMBER, token.STRING}
     edge_chars = "<>-+"
     start_names, end_names, arrowheads = [], [], [False, False]
     parsing_vertices = True
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 211f162b0..1e0556486 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -170,7 +170,7 @@ def rotate(self, angle, dim1=0, dim2=1, **kwds):
         radian = angle * pi / 180.0
         cos_alpha, sin_alpha = cos(radian), sin(radian)
 
-        for idx, row in enumerate(self._coords):
+        for _idx, row in enumerate(self._coords):
             x, y = row[dim1] - origin[dim1], row[dim2] - origin[dim2]
             row[dim1] = cos_alpha * x - sin_alpha * y + origin[dim1]
             row[dim2] = sin_alpha * x + cos_alpha * y + origin[dim2]
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index d50cc4fbb..0ecb2f8d4 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -224,7 +224,7 @@ def union(graphs, byname="auto"):
     # Vertex attributes
     if byname:
         graph_union.vs["name"] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - {"name"}
     nve = graph_union.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
@@ -426,7 +426,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     # Vertex attributes
     if byname:
         graph_intsec.vs["name"] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - {"name"}
     nv = graph_intsec.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 950bc473e..21b8ad555 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -523,7 +523,7 @@ def select(self, *args, **kwds):
 
         def _ensure_set(value):
             if isinstance(value, VertexSeq):
-                value = set(v.index for v in value)
+                value = {v.index for v in value}
             elif not isinstance(value, (set, frozenset)):
                 value = set(value)
             return value
@@ -567,7 +567,7 @@ def _ensure_set(value):
                         if hasattr(value, "__iter__") and not isinstance(value, str):
                             value = set(value)
                         else:
-                            value = set([value])
+                            value = {value}
 
                 if attr in ("_source", "_from"):
                     if es.is_all() and op == "eq":
@@ -795,10 +795,4 @@ def _add_proxy_methods():
             new_method_name = rename_methods[cls].get(method, method)
             setattr(cls, new_method_name, _graphmethod(None, method))
 
-    setattr(
-        EdgeSeq,
-        "edge_betweenness",
-        _graphmethod(
-            lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
-        ),
-    )
+    EdgeSeq.edge_betweenness = _graphmethod(lambda self, result: [result[i] for i in self.indices], "edge_betweenness")
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 19d2ce337..321eeb60f 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -231,14 +231,14 @@ def _construct_vertex_attributes(self):
     def _construct_header(self):
         """Constructs the header part of the summary."""
         graph = self._graph
-        params = dict(
-            directed="UD"[graph.is_directed()],
-            named="-N"[graph.is_named()],
-            weighted="-W"[graph.is_weighted()],
-            typed="-T"["type" in graph.vertex_attributes()],
-            vcount=graph.vcount(),
-            ecount=graph.ecount(),
-        )
+        params = {
+            "directed": "UD"[graph.is_directed()],
+            "named": "-N"[graph.is_named()],
+            "weighted": "-W"[graph.is_weighted()],
+            "typed": "-T"["type" in graph.vertex_attributes()],
+            "vcount": graph.vcount(),
+            "ecount": graph.ecount(),
+        }
         if "name" in graph.attributes():
             params["name"] = graph["name"]
         else:
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index df34e47f6..ac2bff166 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -138,7 +138,7 @@ def wrapper(*args, **kwargs):
             figs = _load_result_images(baseline_images)
 
             # 3. compare them one by one
-            for i, (baseline, fig) in enumerate(zip(baselines, figs)):
+            for _i, (baseline, fig) in enumerate(zip(baselines, figs)):
                 res = compare_image(baseline, fig, tol)
                 self.assertLessEqual(res, tol)
 
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index b31d7287d..42730f7b1 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -1,5 +1,4 @@
 import os
-import random
 import unittest
 
 
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 9bf78966a..5bad32b44 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -34,7 +34,6 @@ def _unittest_image_comparison(
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
-    import unittest
 
     def decorator(func):
         old_sig = inspect.signature(func)
@@ -108,7 +107,7 @@ def image_comparison(
         "_classic_test_patch"]``.
     """
     if savefig_kwarg is None:
-        savefig_kwarg = dict()  # default no kwargs to savefig
+        savefig_kwarg = {}  # default no kwargs to savefig
     if sys.maxsize <= 2 ** 32:
         tol += 0.06
     return _unittest_image_comparison(
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 1c6f51b54..e43e74ff5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -179,7 +179,6 @@ def _unittest_image_comparison(
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
-    import unittest
 
     def decorator(func):
         old_sig = inspect.signature(func)
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 6e040f727..84c56a276 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -157,7 +157,7 @@ class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in set([70, 180])]
+GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}]
 
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
@@ -169,7 +169,7 @@ class IsoclassTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in set([136])]
+IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}]
 
 
 def suite():
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index a1af53ce1..304414d2f 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -1,5 +1,4 @@
 # vim:ts=4 sw=4 sts=4:
-import sys
 import unittest
 
 from igraph import Graph
@@ -151,7 +150,7 @@ def testCombinationRandom(self):
         g = self.g
         g.simplify(combine_edges="random")
         del g.es["weight2"]
-        for i in range(100):
+        for _i in range(100):
             self.assertTrue(g.es[0]["weight"] in (1, 2))
             self.assertTrue(g.es[1]["weight"] == 3)
             self.assertTrue(g.es[2]["weight"] in (4, 5, 6))
@@ -198,7 +197,7 @@ def testCombinationLast(self):
     def testCombinationConcat(self):
         g = self.g
         g.es["name"] = list("ABCDEFG")
-        g.simplify(combine_edges=dict(name="concat"))
+        g.simplify(combine_edges={"name": "concat"})
         self.assertFalse("weight" in g.edge_attributes())
         self.assertFalse("weight2" in g.edge_attributes())
         self.assertTrue(g.es["name"] == ["AB", "C", "DEF"])
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 5b1f3a44b..b6e6fc7e0 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -323,7 +323,7 @@ def testClear(self):
     def testGraphGetEid(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")
-        edges_to_ids = dict((v, k) for k, v in enumerate(g.get_edgelist()))
+        edges_to_ids = {v: k for k, v in enumerate(g.get_edgelist())}
         for (source, target), edge_id in edges_to_ids.items():
             source_name, target_name = g.vs[(source, target)]["name"]
             self.assertEqual(edge_id, g.get_eid(source, target))
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 55817a02e..59540c315 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -11,20 +11,20 @@ def testToUndirected(self):
         graph2 = graph.copy()
         graph2.to_undirected(mode=False)
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (0, 2)])
 
         graph2 = graph.copy()
         graph2.to_undirected()
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
 
         graph2 = graph.copy()
         graph2.es["weight"] = [1, 2, 3]
         graph2.to_undirected(mode="collapse", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
         self.assertTrue(graph2.es["weight"] == [4, 2])
 
@@ -33,7 +33,7 @@ def testToUndirected(self):
         graph2.es["weight"] = [1, 2, 3, 4, 5, 6]
         graph2.to_undirected(mode="mutual", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (1, 2)])
         self.assertTrue(
             graph2.es["weight"] == [7, 3, 11] or graph2.es["weight"] == [3, 7, 11]
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index a7ad5bd49..920e5f0f7 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -143,14 +143,14 @@ def testFromIntAttribute(self):
     def testClusterGraph(self):
         cl = VertexClustering(self.graph, [0, 0, 0, 1, 1, 1, 2, 2, 2, 2])
         self.graph.delete_edges(self.graph.es.select(_between=([0, 1, 2], [3, 4, 5])))
-        clg = cl.cluster_graph(dict(string="concat", int=max))
+        clg = cl.cluster_graph({"string": "concat", "int": max})
 
         self.assertTrue(sorted(clg.get_edgelist()) == [(0, 2), (1, 2)])
         self.assertTrue(not clg.is_directed())
         self.assertTrue(clg.vs["string"] == ["aaa", "bbc", "ccab"])
         self.assertTrue(clg.vs["int"] == [41, 64, 47])
 
-        clg = cl.cluster_graph(dict(string="concat", int=max), False)
+        clg = cl.cluster_graph({"string": "concat", "int": max}, False)
         self.assertTrue(
             sorted(clg.get_edgelist())
             == [(0, 0)] * 3
@@ -461,7 +461,7 @@ def testSpinglass(self):
 
         # Spinglass community detection is a bit unstable, so run it three times
         ok = False
-        for i in range(3):
+        for _i in range(3):
             cl = g.community_spinglass()
             if self.reindexMembership(cl) == [
                 0,
@@ -561,7 +561,7 @@ def testCohesiveBlocks1(self):
         cbs = g.cohesive_blocks()
         self.genericTests(cbs)
         self.assertEqual(
-            sorted(list(cbs)),
+            sorted(cbs),
             [
                 list(range(0, 5)),
                 list(range(18)),
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index c3259257a..11dde6079 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -63,10 +63,10 @@ def testUpdateAttributes(self):
         self.assertEqual(e["a"], 2)
 
         e.update_attributes([("a", 3), ("b", 4)], c=5, d=6)
-        self.assertEqual(e.attributes(), dict(a=3, b=4, c=5, d=6))
+        self.assertEqual(e.attributes(), {"a": 3, "b": 4, "c": 5, "d": 6})
 
-        e.update_attributes(dict(b=44, c=55))
-        self.assertEqual(e.attributes(), dict(a=3, b=44, c=55, d=6))
+        e.update_attributes({"b": 44, "c": 55})
+        self.assertEqual(e.attributes(), {"a": 3, "b": 44, "c": 55, "d": 6})
 
     def testPhantomEdge(self):
         e = self.g.es[self.g.ecount() - 1]
@@ -281,8 +281,8 @@ def testKeywordFilteringSelect(self):
 
     def testSourceTargetFiltering(self):
         g = Graph.Barabasi(1000, 2, directed=True)
-        es1 = set(e.source for e in g.es.select(_target_in=[2, 4]))
-        es2 = set(v1 for v1, v2 in g.get_edgelist() if v2 in [2, 4])
+        es1 = {e.source for e in g.es.select(_target_in=[2, 4])}
+        es2 = {v1 for v1, v2 in g.get_edgelist() if v2 in [2, 4]}
         self.assertTrue(es1 == es2)
 
     def testWithinFiltering(self):
diff --git a/tests/test_flow.py b/tests/test_flow.py
index 239046ac7..785a4d82d 100644
--- a/tests/test_flow.py
+++ b/tests/test_flow.py
@@ -162,7 +162,7 @@ def testAllSTCuts2(self):
         g = self.constructLadderGraph(directed=True)
         cuts = g.all_st_cuts(0, 11)
         self.assertEqual(len(cuts), 36)
-        self.assertEqual(len(set(tuple(cut.membership) for cut in cuts)), 36)
+        self.assertEqual(len({tuple(cut.membership) for cut in cuts}), 36)
         for cut in cuts:
             g2 = g.copy()
             g2.delete_edges(cut.es)
@@ -177,7 +177,7 @@ def testAllSTMinCuts2(self):
         g.to_directed("mutual")
         cuts = g.all_st_mincuts(0, 11)
         self.assertEqual(len(cuts), 7)
-        self.assertEqual(len(set(tuple(cut.membership) for cut in cuts)), 7)
+        self.assertEqual(len({tuple(cut.membership) for cut in cuts}), 7)
         for cut in cuts:
             self.assertEqual(cut.value, 2)
             g2 = g.copy()
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 192ee8959..735c6b524 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -590,7 +590,7 @@ def testVertexDataFrames(self):
         self.assertEqual(df.shape, (5, 2))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(list(df["name"]), g.vs["name"])
-        self.assertEqual(set(df.columns), set(["name", "weight"]))
+        self.assertEqual(set(df.columns), {"name", "weight"})
         self.assertEqual(list(df["weight"]), g.vs["weight"])
 
         # No vertex names, with attributes (common case)
@@ -618,7 +618,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 3))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(list(df["name"]), g.es["name"])
-        self.assertEqual(set(df.columns), set(["source", "target", "name"]))
+        self.assertEqual(set(df.columns), {"source", "target", "name"})
 
         # No edge names, with attributes
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
@@ -626,7 +626,7 @@ def testEdgeDataFrames(self):
         df = g.get_edge_dataframe()
         self.assertEqual(df.shape, (5, 3))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
-        self.assertEqual(set(df.columns), set(["source", "target", "weight"]))
+        self.assertEqual(set(df.columns), {"source", "target", "weight"})
         self.assertEqual(list(df["weight"]), g.es["weight"])
 
         # Edge names, with weird attributes
@@ -637,7 +637,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(
-            set(df.columns), set(["source", "target", "name", "source", "weight"])
+            set(df.columns), {"source", "target", "name", "source", "weight"}
         )
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index 84eed6581..f25c0e08d 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -16,11 +16,11 @@ def testErdosRenyiComponents(self):
             g.vs[component]["color"] = color
 
         # No plotting here, but we calculate the FR layout
-        fr = g.layout("fr")
+        g.layout("fr")
 
     def testKautz(self):
         g = Graph.Kautz(m=3, n=2)
-        adj = g.get_adjacency()
+        g.get_adjacency()
         # Plotting omitted
 
     def testMSTofGRG(self):
@@ -33,7 +33,7 @@ def distance(p1, p2):
         weights = [distance(layout[edge.source], layout[edge.target]) for edge in g.es]
         max_weight = max(weights)
         g.es["width"] = [6 - 5 * weight / max_weight for weight in weights]
-        mst = g.spanning_tree(weights)
+        g.spanning_tree(weights)
         # Plotting omitted
 
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index cabc9c5ae..17133a231 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -369,10 +369,10 @@ def testBipartite(self):
 
         lo = g.layout("bipartite", hgap=5)
         self.assertEqual(
-            set([0, 5, 10]), set(coord[0] for coord in lo if coord[1] == 1)
+            {0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1}
         )
         self.assertEqual(
-            set([2.5, 7.5]), set(coord[0] for coord in lo if coord[1] == 0)
+            {2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0}
         )
 
     def testDRL(self):
diff --git a/tests/test_operators.py b/tests/test_operators.py
index ecc9f73c5..47237347b 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -187,7 +187,7 @@ def testUnionManyEdgemap(self):
         g = union(gs)
         for e in g.es:
             vnames = [g.vs[e.source]["name"], g.vs[e.target]["name"]]
-            if set(vnames) == set(["A", "B"]):
+            if set(vnames) == {"A", "B"}:
                 self.assertTrue(e["attr"] == "set")
             else:
                 self.assertTrue(e["attr"] == "set_too")
@@ -230,7 +230,7 @@ def testIntersectionManyAttributes(self):
         self.assertTrue(g.vs[names.index("six")]["attr"] == "set_too")
         self.assertTrue(g.ecount() == 1)
         self.assertTrue(
-            set(g.get_edgelist()[0]) == set([names.index("one"), names.index("two")]),
+            set(g.get_edgelist()[0]) == {names.index("one"), names.index("two")},
         )
 
     def testIntersectionManyEdgemap(self):
diff --git a/tests/test_separators.py b/tests/test_separators.py
index 29a63ebb8..a9267976e 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -38,7 +38,7 @@ def testIsMinimalSeparator(self):
 
     def testAllMinimalSTSeparators(self):
         g = Graph.Famous("petersen")
-        min_st_seps = set(tuple(x) for x in g.all_minimal_st_separators())
+        min_st_seps = {tuple(x) for x in g.all_minimal_st_separators()}
         for vs in powerset(list(range(g.vcount()))):
             if vs in min_st_seps:
                 self.assertTrue(g.is_minimal_separator(vs))
@@ -47,7 +47,7 @@ def testAllMinimalSTSeparators(self):
 
     def testMinimumSizeSeparators(self):
         g = Graph.Famous("zachary")
-        min_st_seps = set(tuple(x) for x in g.all_minimal_st_separators())
+        min_st_seps = {tuple(x) for x in g.all_minimal_st_separators()}
         min_size_seps = [tuple(x) for x in g.minimum_size_separators()]
         self.assertTrue(set(min_size_seps).issubset(min_st_seps))
         self.assertTrue(len(set(min_size_seps)) == len(min_size_seps))
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 2b043503d..40f244f4f 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -1030,7 +1030,7 @@ def compareDomTrees(self, alist, blist):
         """
         if len(alist) != len(blist):
             return False
-        for i, (a, b) in enumerate(zip(alist, blist)):
+        for _i, (a, b) in enumerate(zip(alist, blist)):
             if math.isnan(a) and math.isnan(b):
                 continue
             elif a == b:
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index fb804cc6a..e8009e3a7 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -53,10 +53,10 @@ def testUpdateAttributes(self):
         self.assertEqual(v["a"], 2)
 
         v.update_attributes([("a", 3), ("b", 4)], c=5, d=6)
-        self.assertEqual(v.attributes(), dict(a=3, b=4, c=5, d=6))
+        self.assertEqual(v.attributes(), {"a": 3, "b": 4, "c": 5, "d": 6})
 
-        v.update_attributes(dict(b=44, c=55))
-        self.assertEqual(v.attributes(), dict(a=3, b=44, c=55, d=6))
+        v.update_attributes({"b": 44, "c": 55})
+        self.assertEqual(v.attributes(), {"a": 3, "b": 44, "c": 55, "d": 6})
 
     def testPhantomVertex(self):
         v = self.g.vs[9]
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 760a3937c..7d2de1cab 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -33,7 +33,7 @@ def validate_edge_walk(self, g, walk, start, length, mode="out"):
 
     def testRandomWalkUndirected(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length)
@@ -42,7 +42,7 @@ def testRandomWalkUndirected(self):
     def testRandomWalkDirectedOut(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "out"
-        for i in range(100):
+        for _i in range(100):
             start = 0
             length = random.randint(0, 4)
             walk = g.random_walk(start, length, mode)
@@ -51,7 +51,7 @@ def testRandomWalkDirectedOut(self):
     def testRandomWalkDirectedIn(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "in"
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(40, g.vcount() - 1)
             length = random.randint(0, 4)
             walk = g.random_walk(start, length, mode)
@@ -60,7 +60,7 @@ def testRandomWalkDirectedIn(self):
     def testRandomWalkDirectedAll(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "all"
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, mode)
@@ -74,7 +74,7 @@ def testRandomWalkStuck(self):
 
     def testRandomWalkUndirectedVertices(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, return_type='vertices')
@@ -82,7 +82,7 @@ def testRandomWalkUndirectedVertices(self):
 
     def testRandomWalkUndirectedEdges(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, return_type='edges')
@@ -90,7 +90,7 @@ def testRandomWalkUndirectedEdges(self):
 
     def testRandomWalkUndirectedBoth(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk_dic = g.random_walk(start, length, return_type='both')
@@ -102,7 +102,7 @@ def testRandomWalkUndirectedBoth(self):
     def testRandomWalkUndirectedWeighted(self):
         g = Graph.GRG(100, 0.2)
         g.es['weight'] = [1.0 for i in range(g.ecount())]
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, weights='weight')

From 971a08b4592865e913092922e2edca75bd5cf442 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:22:43 +0200
Subject: [PATCH 1177/1681] fix: fixed lots of linter warnings

---
 src/igraph/adjacency.py                     |  2 +-
 src/igraph/app/shell.py                     |  7 ++--
 src/igraph/clustering.py                    |  4 +--
 src/igraph/drawing/__init__.py              |  6 ++--
 src/igraph/drawing/cairo/dendrogram.py      |  4 +--
 src/igraph/drawing/cairo/graph.py           |  1 +
 src/igraph/drawing/cairo/matrix.py          |  2 +-
 src/igraph/drawing/cairo/plot.py            |  6 ++--
 src/igraph/drawing/cairo/text.py            |  2 +-
 src/igraph/drawing/graph.py                 |  9 +++--
 src/igraph/drawing/matplotlib/dendrogram.py |  4 +--
 src/igraph/drawing/matplotlib/graph.py      |  3 +-
 src/igraph/drawing/metamagic.py             |  6 ++--
 src/igraph/drawing/plotly/graph.py          |  4 +--
 src/igraph/drawing/shapes.py                |  2 +-
 src/igraph/drawing/utils.py                 |  2 +-
 src/igraph/io/files.py                      | 14 ++++----
 src/igraph/io/images.py                     |  2 +-
 src/igraph/io/libraries.py                  |  4 +--
 src/igraph/io/objects.py                    | 18 +++++-----
 src/igraph/layout.py                        | 12 +++----
 src/igraph/operators/functions.py           |  6 ++--
 src/igraph/remote/gephi.py                  |  8 ++---
 src/igraph/seq.py                           |  2 +-
 src/igraph/summary.py                       |  2 +-
 src/igraph/utils.py                         |  2 +-
 tests/drawing/plotly/test_graph.py          |  6 +---
 tests/test_basic.py                         |  2 +-
 tests/test_conversion.py                    |  2 +-
 tests/test_decomposition.py                 |  4 +--
 tests/test_foreign.py                       |  2 +-
 tests/test_structural.py                    | 39 ---------------------
 32 files changed, 73 insertions(+), 116 deletions(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index c7b377d3f..beced4497 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -99,7 +99,7 @@ def _get_adjacency_sparse(self, attribute=None):
     try:
         from scipy import sparse
     except ImportError:
-        raise ImportError("You should install scipy in order to use this function")
+        raise ImportError("You should install scipy in order to use this function") from None
 
     edges = self.get_edgelist()
     if attribute is None:
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 4a67febd8..02215c2e3 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -186,7 +186,7 @@ def render(self, template):
         the corresponding terminal control string (if it's defined) or
         '' (if it's not).
         """
-        return re.sub("r\$\$|\${\w+}", self._render_sub, template)  # noqa: W605
+        return re.sub(r"r\$\$|\${\w+}", self._render_sub, template)  # noqa: W605
 
     def _render_sub(self, match):
         """Helper function for L{render}"""
@@ -287,9 +287,6 @@ def clear(self):
 class Shell(metaclass=ABCMeta):
     """Superclass of the embeddable shells supported by igraph"""
 
-    def __init__(self):
-        pass
-
     @abstractmethod
     def __call__(self):
         raise NotImplementedError
@@ -343,7 +340,7 @@ def __init__(self):
         idlelib.PyShell.use_subprocess = True
 
         try:
-            sys.ps1
+            sys.ps1  # noqa: B018
         except AttributeError:
             sys.ps1 = ">>> "
 
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 70d04e1bd..aba63fc3e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -577,7 +577,7 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
         if n is None:
             n = len(merges) + 1
         tuple_repr = range(n)
-        idxs = range(n)
+        idxs = list(range(n))
         for rowidx, row in enumerate(merges):
             i, j = row
             try:
@@ -588,7 +588,7 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
                 raise ValueError(
                     "malformed matrix, subgroup referenced "
                     + "before being created in step %d" % rowidx
-                )
+                ) from None
             idxs.append(j)
         return [x for x in tuple_repr if x is not None]
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 8a2ea2a3c..7bdbee231 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -118,7 +118,7 @@ def resolve(cls, obj, backend):
         except KeyError:
             raise ValueError(
                 f"unknown drawer for {object_name} and backend {backend}",
-            )
+            ) from None
 
 
 def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
@@ -261,14 +261,14 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
         # Get the plotting function from the object
         plotter = getattr(obj, "__plot__", None)
         if plotter is None:
-            warn("%s does not support plotting" % (obj,))
+            warn("%s does not support plotting" % (obj,), stacklevel=1)
             return
         else:
             result = plotter(
                 backend,
                 target,
                 palette=palette,
-                *args,
+                *args,  # noqa: B026
                 **kwds,
             )
 
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index 9e7b2a7dc..566a5ebff 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -150,7 +150,7 @@ def draw(self, dendro, **kwds):
         inorder = dendro._traverse_inorder()
         if not horiz:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (x, 0)
                 x += max(font_height, item_boxes[element][0])
 
@@ -163,7 +163,7 @@ def draw(self, dendro, **kwds):
                 layout.mirror(1)
         else:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (0, y)
                 y += max(font_height, item_boxes[element][1])
 
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index 3605bbda2..e8b25c073 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -120,6 +120,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         bbox = kwds.pop("bbox", None)
diff --git a/src/igraph/drawing/cairo/matrix.py b/src/igraph/drawing/cairo/matrix.py
index a5e506bda..8da160177 100644
--- a/src/igraph/drawing/cairo/matrix.py
+++ b/src/igraph/drawing/cairo/matrix.py
@@ -231,7 +231,7 @@ def draw(self, matrix, **kwds):
             x, y = ox, oy
             context.set_source_rgb(0.0, 0.0, 0.0)
             for row in values.data:
-                if hasattr(value_format, "__call__"):
+                if callable(value_format):
                     values = [value_format(item) for item in row]
                 else:
                     values = [value_format % item for item in row]
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index 663975378..19a6014c7 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -274,13 +274,13 @@ def redraw(self, context=None):
                 palette = getattr(obj, "_default_palette", self._palette)
             plotter = getattr(obj, "__plot__", None)
             if plotter is None:
-                warn("%s does not support plotting" % (obj,))
+                warn("%s does not support plotting" % (obj,), stacklevel=1)
             else:
                 if opacity < 1.0:
                     ctx.push_group()
                 else:
                     ctx.save()
-                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)
+                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)  # noqa: B026
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
                     ctx.paint_with_alpha(opacity)
@@ -312,7 +312,7 @@ def save(self, fname=None):
             return self._surface.write_to_png(str(fname))
 
         if fname is not None:
-            warn("filename is ignored for surfaces other than ImageSurface")
+            warn("filename is ignored for surfaces other than ImageSurface", stacklevel=1)
 
         self._ctx.show_page()
         self._surface.finish()
diff --git a/src/igraph/drawing/cairo/text.py b/src/igraph/drawing/cairo/text.py
index d30507250..039102af1 100644
--- a/src/igraph/drawing/cairo/text.py
+++ b/src/igraph/drawing/cairo/text.py
@@ -96,7 +96,7 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
         if wrap and width and width > 0:
             iterlines = self._iterlines_wrapped(width)
         elif wrap:
-            warn("ignoring wrap=True as no width was specified")
+            warn("ignoring wrap=True as no width was specified", stacklevel=1)
             iterlines = self._iterlines()
         else:
             iterlines = self._iterlines()
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 837e7efde..a9980080c 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -3,8 +3,8 @@
 
 This module contains routines to draw graphs on:
 
-  - Cairo surfaces (L{DefaultGraphDrawer})
-  - Matplotlib axes (L{MatplotlibGraphDrawer})
+    - Cairo surfaces (L{DefaultGraphDrawer})
+    - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
 (U{Cytoscape<http://www.cytoscape.org>}) using the
@@ -69,6 +69,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         cy = self.service
@@ -80,7 +81,8 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
             except Fault:
                 warn(
                     "CytoscapeRPC too old, cannot create network without view."
-                    " Consider upgrading CytoscapeRPC to use this feature."
+                    " Consider upgrading CytoscapeRPC to use this feature.",
+                    stacklevel=1
                 )
                 network_id = cy.createNetwork(name)
         else:
@@ -353,6 +355,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index 4354ce143..bda21703f 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -93,7 +93,7 @@ def draw(self, dendro, orientation="lr", **kwds):
         if not horiz:
             x, y = 0, 0
             # Leaves
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (x, 0)
                 x += 1
 
@@ -111,7 +111,7 @@ def draw(self, dendro, orientation="lr", **kwds):
                 layout.mirror(1)
         else:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (0, y)
                 y += 1
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4b77031fe..4c5c922cf 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -792,6 +792,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         # Some abbreviations for sake of simplicity
@@ -802,7 +803,7 @@ def draw(self, graph, *args, **kwds):
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,
-            *args,
+            *args,  # noqa: B026
             **kwds,
         )
 
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index a99684cdc..63546bcc6 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -107,7 +107,7 @@ def __init__(self, name, default=None, alt_name=None, transform=None, func=None)
         self.func = func
         self.accessor = None
 
-        if self.transform and not hasattr(self.transform, "__call__"):
+        if self.transform and not callable(self.transform):
             raise TypeError("transform must be callable")
 
         if self.transform is None and self.default is not None:
@@ -152,7 +152,7 @@ class AttributeCollectorMeta(type):
     def __new__(mcs, name, bases, attrs):
         attr_specs = []
         for attr, value in attrs.items():
-            if attr.startswith("_") or hasattr(value, "__call__"):
+            if attr.startswith("_") or callable(value):
                 continue
             if isinstance(value, AttributeSpecification):
                 attr_spec = value
@@ -176,7 +176,7 @@ def __new__(mcs, name, bases, attrs):
         return super().__new__(mcs, name, bases, attrs)
 
     @classmethod
-    def record_generator(mcs, name, slots):
+    def record_generator(cls, name, slots):
         """Generates a simple class that has the given slots and nothing else"""
 
         class Element:
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index b45b88c6c..bdd7b324f 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -58,6 +58,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         # Some abbreviations for sake of simplicity
@@ -104,9 +105,6 @@ def draw(self, graph, *args, **kwds):
         if "mark_groups" in kwds:
             mark_groups = kwds["mark_groups"]
 
-            # Deferred import to avoid a cycle in the import graph
-            from igraph.clustering import VertexClustering, VertexCover
-
             # Figure out what to do with mark_groups in order to be able to
             # iterate over it and get memberlist-color pairs
             if isinstance(mark_groups, dict):
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index df4d00c70..340121d77 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -384,7 +384,7 @@ def resolve(cls, shape):
         try:
             return cls.known_shapes[shape]
         except KeyError:
-            raise ValueError("unknown shape: %s" % shape)
+            raise ValueError("unknown shape: %s" % shape) from None
 
     @classmethod
     def resolve_default(cls, shape, default=NullDrawer):
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 2bd364688..e049bd2c1 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -54,7 +54,7 @@ def __init__(self, *args):
         try:
             coords = tuple(float(coord) for coord in coords)
         except ValueError:
-            raise ValueError("invalid coordinate format, numbers expected")
+            raise ValueError("invalid coordinate format, numbers expected") from None
 
         self.coords = coords
 
diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
index bea7bb076..56e674f90 100644
--- a/src/igraph/io/files.py
+++ b/src/igraph/io/files.py
@@ -214,7 +214,7 @@ def _construct_graph_from_pickle_file(cls, fname=None):
                 raise IOError(
                     "Cannot load file. If fname is a file name, that "
                     "filename may be incorrect."
-                )
+                ) from None
         except IOError:
             try:
                 # No file with the given name, try unpickling directly.
@@ -223,7 +223,7 @@ def _construct_graph_from_pickle_file(cls, fname=None):
                 raise IOError(
                     "Cannot load file. If fname is a file name, that "
                     "filename may be incorrect."
-                )
+                ) from None
         else:
             result = pickle.load(fp)
             fp.close()
@@ -288,7 +288,7 @@ def _construct_graph_from_file(cls, f, format=None, *args, **kwds):
     try:
         reader = cls._format_mapping[format][0]
     except (KeyError, IndexError):
-        raise IOError("unknown file format: %s" % str(format))
+        raise IOError("unknown file format: %s" % str(format)) from None
     if reader is None:
         raise IOError("no reader method for file format: %s" % str(format))
     reader = getattr(cls, reader)
@@ -337,7 +337,7 @@ def _write_graph_to_dimacs_file(
             raise ValueError(
                 "source vertex must be provided in the 'source' graph "
                 "attribute or in the 'source' argument of write_dimacs()"
-            )
+            ) from None
 
     if target is None:
         try:
@@ -346,10 +346,10 @@ def _write_graph_to_dimacs_file(
             raise ValueError(
                 "target vertex must be provided in the 'target' graph "
                 "attribute or in the 'target' argument of write_dimacs()"
-            )
+            ) from None
 
     if isinstance(capacity, str) and capacity not in graph.edge_attributes():
-        warn("'%s' edge attribute does not exist" % capacity)
+        warn("'%s' edge attribute does not exist" % capacity, stacklevel=1)
         capacity = [1] * graph.ecount()
 
     return GraphBase.write_dimacs(graph, f, source, target, capacity)
@@ -487,7 +487,7 @@ def _write_graph_to_file(graph, f, format=None, *args, **kwds):
     try:
         writer = graph._format_mapping[format][1]
     except (KeyError, IndexError):
-        raise IOError("unknown file format: %s" % str(format))
+        raise IOError("unknown file format: %s" % str(format)) from None
     if writer is None:
         raise IOError("no writer method for file format: %s" % str(format))
     writer = getattr(graph, writer)
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 21a69ad0e..052be0500 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -266,7 +266,7 @@ def _write_graph_to_svg(
                     "font sizes must be specified in pixels "
                     "when any of the nodes has shape=3 (i.e. "
                     "node size determined by text size)"
-                )
+                ) from None
         tk_window = tk.Tk()
         font = tkinter.font.Font(
             root=tk_window, font=("Sans", font_size_in_pixels, tkinter.font.NORMAL)
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 7331d9d25..b0cda6048 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -146,7 +146,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
     # Sort edges if there is a trace of a previous igraph ordering
     if "_igraph_index" in eattr:
         # Poor man's argsort
-        sortd = [(i, x) for i, x in enumerate(eattr["_igraph_index"])]
+        sortd = list(enumerate(eattr["_igraph_index"]))
         sortd.sort(key=lambda x: x[1])
         idx = [i for i, x in sortd]
 
@@ -223,7 +223,7 @@ def _export_graph_to_graph_tool(
     for edge in graph.es:
         e = g.add_edge(edge.source, edge.target)
         if edge_attributes is not None:
-            for x, dtype in edge_attributes.items():
+            for x in edge_attributes.keys():
                 prop = edge.attributes().get(x, None)
                 g.edge_properties[x][e] = prop
 
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 7c29cfd9e..230d54c02 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -136,7 +136,7 @@ def create_list_from_indices(indices, n):
         if len(vertex_name_map) > n:
             diff = len(vertex_name_map) - n
             more = [None] * diff
-            for k, v in vertex_attrs.items():
+            for v in vertex_attrs.values():
                 v.extend(more)
             vertex_attrs[vertex_name_attr] = list(vertex_name_map.values())
             n = len(vertex_name_map)
@@ -405,11 +405,7 @@ def _construct_graph_from_dataframe(
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
-    try:
-        import numpy as np
-    except ImportError:
-        raise ImportError("You should install numpy in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     if edges.shape[1] < 2:
         raise ValueError("The 'edges' DataFrame must contain at least two columns")
@@ -452,7 +448,8 @@ def _construct_graph_from_dataframe(
         # Handle if some source and target names in 'edges' are 'NA'
         if edges.iloc[:, :2].isna().any(axis=None):
             warn(
-                "In the first two columns of 'edges' NA elements were replaced with string \"NA\""
+                "In the first two columns of 'edges' NA elements were replaced with string \"NA\"",
+                stacklevel=1
             )
             edges = edges.copy()
             edges.iloc[:, :2].fillna("NA", inplace=True)
@@ -463,7 +460,8 @@ def _construct_graph_from_dataframe(
 
         if vertices.iloc[:, 0].isna().any():
             warn(
-                "In the first column of 'vertices' NA elements were replaced with string \"NA\""
+                "In the first column of 'vertices' NA elements were replaced with string \"NA\"",
+                stacklevel=1
             )
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna("NA", inplace=True)
@@ -793,7 +791,7 @@ def _export_vertex_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     df = pd.DataFrame(
         {attr: graph.vs[attr] for attr in graph.vertex_attributes()},
@@ -837,7 +835,7 @@ def _export_edge_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     df = pd.DataFrame(
         {attr: graph.es[attr] for attr in graph.edge_attributes()},
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 1e0556486..6ed163b05 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -200,7 +200,7 @@ def scale(self, *args, **kwds):
         if len(scaling) == 0:
             raise ValueError("scaling factor must be given")
         elif len(scaling) == 1:
-            if type(scaling[0]) == int or type(scaling[0]) == float:
+            if isinstance(scaling[0], (int, float)):
                 scaling *= self._dim
             else:
                 scaling = scaling[0]
@@ -226,7 +226,7 @@ def translate(self, *args, **kwds):
         v = kwds.get("v") or args
         if len(v) == 0:
             raise ValueError("translation vector must be given")
-        elif len(v) == 1 and type(v[0]) != int and type(v[0]) != float:
+        elif len(v) == 1 and not isinstance(v[0], (int, float)):
             v = v[0]
         if len(v) != self._dim:
             raise ValueError("translation vector must have %d dimensions" % self._dim)
@@ -366,7 +366,7 @@ def center(self, *args, **kwds):
         center = kwds.get("p") or args
         if len(center) == 0:
             center = [0.0] * self._dim
-        elif len(center) == 1 and type(center[0]) != int and type(center[0]) != float:
+        elif len(center) == 1 and not isinstance(center[0], (int, float)):
             center = center[0]
         if len(center) != self._dim:
             raise ValueError("the given point must have %d dimensions" % self._dim)
@@ -515,7 +515,7 @@ def _layout(graph, layout=None, *args, **kwds):
 
     if layout is None:
         layout = config["plotting.layout"]
-    if hasattr(layout, "__call__"):
+    if callable(layout):
         method = layout
     else:
         layout = layout.lower()
@@ -526,7 +526,7 @@ def _layout(graph, layout=None, *args, **kwds):
             kwds["dim"] = 3
             layout = layout[:-2]
         method = getattr(graph.__class__, graph._layout_mapping[layout])
-    if not hasattr(method, "__call__"):
+    if not callable(method):
         raise ValueError("layout method must be callable")
     layout = method(graph, *args, **kwds)
     if not isinstance(layout, Layout):
@@ -579,7 +579,7 @@ def _layout_auto(graph, *args, **kwds):
         if isinstance(layout, (list, tuple)):
             # Lists/tuples are converted to layouts
             return Layout(layout)
-        if hasattr(layout, "__call__"):
+        if callable(layout):
             # Callables are called
             return Layout(layout(*args, **kwds))
         # Try Graph.layout()
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index 0ecb2f8d4..a5ab35d09 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -150,7 +150,8 @@ def union(graphs, byname="auto"):
         if n_named not in (0, ngr):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
-                f"{ngr-n_named} unnamed), not using vertex names"
+                f"{ngr-n_named} unnamed), not using vertex names",
+                stacklevel=1
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
@@ -344,7 +345,8 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         if n_named not in (0, ngr):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
-                f"{ngr-n_named} unnamed), not using vertex names"
+                f"{ngr-n_named} unnamed), not using vertex names",
+                stacklevel=1
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index ecdd6728d..0a0694369 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -84,7 +84,7 @@ class GephiGraphStreamingAPIFormat:
     Python objects corresponding to the events defined in the API.
     """
 
-    def get_add_node_event(self, identifier, attributes={}):
+    def get_add_node_event(self, identifier, attributes=None):
         """Generates a Python object corresponding to the event that adds a node
         with the given identifier and attributes in the Gephi graph streaming API.
 
@@ -96,14 +96,14 @@ def get_add_node_event(self, identifier, attributes={}):
             >>> api.get_add_node_event("spam", dict(ham="eggs"))
             {'an': {'spam': {'ham': 'eggs'}}}
         """
-        return {"an": {identifier: attributes}}
+        return {"an": {identifier: attributes if attributes is not None else {}}}
 
-    def get_add_edge_event(self, identifier, source, target, directed, attributes={}):
+    def get_add_edge_event(self, identifier, source, target, directed, attributes=None):
         """Generates a Python object corresponding to the event that adds an edge
         with the given source, target, directednessr and attributes in the Gephi
         graph streaming API.
         """
-        result = dict(attributes)
+        result = dict(attributes if attributes is not None else {})
         result["source"] = source
         result["target"] = target
         result["directed"] = bool(directed)
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 21b8ad555..fdf2d5090 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -718,7 +718,7 @@ def _graphmethod(func=None, name=None):
         name = func.__name__
     method = getattr(Graph, name)
 
-    if hasattr(func, "__call__"):
+    if callable(func):
 
         def decorated(*args, **kwds):
             self = args[0].graph
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 321eeb60f..122ad9982 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -35,7 +35,7 @@ def _get_wrapper_for_width(width, *args, **kwds):
     """
     if width is None:
         return FakeWrapper(*args, **kwds)
-    return TextWrapper(width=width, *args, **kwds)
+    return TextWrapper(width, *args, **kwds)
 
 
 class GraphSummary:
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index f4f1f7573..2116332ae 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -246,7 +246,7 @@ def __getitem__(self, key):
         try:
             return self._dict[key][0]
         except IndexError:
-            raise KeyError(key)
+            raise KeyError(key) from None
 
     def __iter__(self):
         """Iterates over the keys of the multidict."""
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 791e6729c..be32326c4 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -16,11 +16,7 @@
     plotly = None
 
 if plotly is not None:
-    # FIXME: trying to debug this specific import on CI
-    try:
-        from plotly import graph_objects as go
-    except ImportError:
-        raise ImportError('Cannot import graph_objects, dir(plotly): '+str(dir(plotly)))
+    from plotly import graph_objects as go
 
 image_comparison = find_image_comparison()
 
diff --git a/tests/test_basic.py b/tests/test_basic.py
index b6e6fc7e0..262188577 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -676,7 +676,7 @@ def testGraphFromDictDict(self):
         g = Graph.DictDict(self.eids)
         self.checkIfOK(g, ())
 
-    def testGraphFromDictDict(self):
+    def testGraphFromDictDictWithProps(self):
         g = Graph.DictDict(self.eids_with_props)
         self.checkIfOK(g, (), edge_attrs=["additional", "weight"])
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 59540c315..5349196ff 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -145,7 +145,7 @@ def testGetAdjacency(self):
 
     def testGetSparseAdjacency(self):
         try:
-            from scipy import sparse
+            from scipy import sparse  # noqa: F401
             import numpy as np
         except ImportError:
             self.skipTest("Scipy and numpy are dependencies of this test.")
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 920e5f0f7..145941246 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -626,9 +626,9 @@ def setUp(self):
         ]
 
     def _testMethod(self, method, expected):
-        for clusters, result in zip(self.clusterings, expected):
+        for (comm1, comm2), result in zip(self.clusterings, expected):
             self.assertAlmostEqual(
-                compare_communities(method=method, *clusters), result, places=3
+                compare_communities(comm1, comm2, method=method), result, places=3
             )
 
     def testCompareVI(self):
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 735c6b524..69b98d791 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -637,7 +637,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(
-            set(df.columns), {"source", "target", "name", "source", "weight"}
+            set(df.columns), {"source", "target", "name", "weight"}
         )
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 40f244f4f..c107e1c27 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -602,45 +602,6 @@ def testChordalCompletionWithHints(self):
         g += cc
         self.assertListEqual([], g.chordal_completion())
 
-    def testChordalCompletion(self):
-        g = Graph()
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Full(3)
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Full(5)
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(4)
-        cc = g.chordal_completion()
-        self.assertEqual(len(cc), 1)
-        g += cc
-        self.assertTrue(g.is_chordal())
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(5)
-        cc = g.chordal_completion()
-        self.assertEqual(len(cc), 2)
-        g += cc
-        self.assertListEqual([], g.chordal_completion())
-
-    def testChordalCompletionWithHints(self):
-        g = Graph.Ring(4)
-        alpha, _ = g.maximum_cardinality_search()
-        cc = g.chordal_completion(alpha=alpha)
-        self.assertEqual(len(cc), 1)
-        g += cc
-        self.assertTrue(g.is_chordal())
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(5)
-        _, alpham1 = g.maximum_cardinality_search()
-        cc = g.chordal_completion(alpham1=alpham1)
-        self.assertEqual(len(cc), 2)
-        g += cc
-        self.assertListEqual([], g.chordal_completion())
-
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         self.assertTrue(isinstance(g.constraint(), list))  # TODO check more

From 542eb184dc6eabaa9a3945940a014fdaefdcecd1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:23:03 +0200
Subject: [PATCH 1178/1681] style: adapted ruff as the default linter in the
 codebase

---
 .pre-commit-config.yaml | 14 ++++++++++++++
 pyproject.toml          |  5 +++++
 2 files changed, 19 insertions(+)
 create mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 000000000..5ee5f3b70
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,14 @@
+fail_fast: true
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.0.1
+    hooks:
+      - id: check-ast
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.0.275
+    hooks:
+      - id: ruff
+        args: [--fix, --exit-non-zero-on-fix]
diff --git a/pyproject.toml b/pyproject.toml
index 9787c3bdf..0d5932b7b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,8 @@
 [build-system]
 requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
+
+[tool.ruff]
+ignore = ["B905", "C901", "E402", "E501"]
+line-length = 80
+select = ["B", "C", "E", "F", "W"]

From fb9e380f51ad67e7f4cbaef6f347725e528f57f7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:23:25 +0200
Subject: [PATCH 1179/1681] fix: fix incorrect merge of changelog

---
 CHANGELOG.md | 23 ++++++++++++++---------
 1 file changed, 14 insertions(+), 9 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 01bc90bfa..49f117207 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,8 +1,18 @@
 # igraph Python interface changelog
 
+## [develop]
+
+### Changed
+
+- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
+- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
+- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
+- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
+- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
+
 ## [0.10.8] - 2023-09-12
 
-### Added 
+### Added
 
 - Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
 
@@ -16,11 +26,6 @@
 
 ### Changed
 
-- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
-- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
-- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
-- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
-- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 - The C core of igraph was updated to version 0.10.7.
 
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
@@ -214,7 +219,7 @@
   plotting backends, controlled by a configuration option. See PR
   [#425](https://github.com/igraph/python-igraph/pull/425) for more details.
 
-- Added support for additional ways to construct a graph, such as from a 
+- Added support for additional ways to construct a graph, such as from a
   dictionary of dictionaries, and to export a graph object back to those
   data structures. See PR [#434](https://github.com/igraph/python-igraph/pull/434)
   for more details.
@@ -320,7 +325,7 @@
   [#503](https://github.com/igraph/python-igraph/issues/503) for details.
 
 - Fixed potential memory leaks in `Graph.maximum_cardinality_search()`,
-  `Graph.get_all_simple_paths()`, `Graph.get_subisomorphisms_lad()`, 
+  `Graph.get_all_simple_paths()`, `Graph.get_subisomorphisms_lad()`,
   `Graph.community_edge_betweenness()`, as well as the `union` and `intersection`
   operators.
 
@@ -563,7 +568,7 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.10.8...main
+[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6

From 29fa95862396292173160680efdadabaa5d8ec84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:24:55 +0200
Subject: [PATCH 1180/1681] chore: adopted black as code formatter

---
 .pre-commit-config.yaml                    |   7 +
 doc/source/conf.py                         | 199 ++++++++---------
 scripts/doctests.py                        |  14 +-
 scripts/patch_modularized_graph_methods.py |  40 ++--
 setup.py                                   |  66 +++---
 src/igraph/__init__.py                     | 246 ++++++++++-----------
 src/igraph/adjacency.py                    |   4 +-
 src/igraph/app/shell.py                    |   4 +-
 src/igraph/clustering.py                   |   8 +-
 src/igraph/community.py                    |  10 +-
 src/igraph/drawing/baseclasses.py          |  20 +-
 src/igraph/drawing/cairo/dendrogram.py     |   3 +-
 src/igraph/drawing/cairo/edge.py           |   6 +-
 src/igraph/drawing/cairo/graph.py          |   2 +-
 src/igraph/drawing/cairo/plot.py           |  13 +-
 src/igraph/drawing/colors.py               |   8 +-
 src/igraph/drawing/graph.py                |   6 +-
 src/igraph/drawing/matplotlib/edge.py      | 146 +++++++-----
 src/igraph/drawing/matplotlib/graph.py     |  15 +-
 src/igraph/drawing/matplotlib/polygon.py   |  16 +-
 src/igraph/drawing/matplotlib/vertex.py    |   1 +
 src/igraph/drawing/plotly/edge.py          |  12 +-
 src/igraph/drawing/plotly/graph.py         |   2 +-
 src/igraph/drawing/shapes.py               |   4 +-
 src/igraph/drawing/utils.py                |  16 +-
 src/igraph/io/libraries.py                 |  10 +-
 src/igraph/io/objects.py                   |  27 ++-
 src/igraph/io/utils.py                     |   2 +-
 src/igraph/operators/functions.py          |   7 +-
 src/igraph/seq.py                          |   5 +-
 src/igraph/sparse_matrix.py                |   8 +-
 src/igraph/statistics.py                   |   2 +-
 tests/drawing/cairo/utils.py               |  34 +--
 tests/drawing/matplotlib/test_graph.py     |   8 +-
 tests/drawing/matplotlib/utils.py          |   2 +-
 tests/drawing/plotly/test_graph.py         |  35 +--
 tests/drawing/plotly/utils.py              |  52 ++---
 tests/test_atlas.py                        |  13 +-
 tests/test_attributes.py                   |  20 +-
 tests/test_basic.py                        |  34 ++-
 tests/test_cliques.py                      |   6 +-
 tests/test_coloring.py                     |   4 +-
 tests/test_conversion.py                   |  11 +-
 tests/test_cycles.py                       |   8 +-
 tests/test_decomposition.py                |  13 +-
 tests/test_edgeseq.py                      |   5 +-
 tests/test_foreign.py                      |  22 +-
 tests/test_games.py                        |   7 +-
 tests/test_generators.py                   |  40 +++-
 tests/test_homepage.py                     |   4 +-
 tests/test_indexing.py                     |   4 +-
 tests/test_isomorphism.py                  |  34 ++-
 tests/test_layouts.py                      | 121 +++++++---
 tests/test_matching.py                     |   4 +-
 tests/test_operators.py                    |  27 +--
 tests/test_rng.py                          |   4 +-
 tests/test_separators.py                   |   4 +-
 tests/test_spectral.py                     |  38 +++-
 tests/test_structural.py                   |  76 +++++--
 tests/test_vertexseq.py                    |   4 +-
 tests/test_walks.py                        |  26 ++-
 tests/utils.py                             |   2 +-
 62 files changed, 961 insertions(+), 630 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5ee5f3b70..516ea19ca 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,3 +12,10 @@ repos:
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
+
+  - repo: https://github.com/psf/black
+    rev: 22.3.0
+    hooks:
+      - id: black
+        exclude: ^doc/examples_sphinx-gallery/
+        language_version: python3
diff --git a/doc/source/conf.py b/doc/source/conf.py
index d85dc8687..17a25c204 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -28,28 +28,24 @@
 # currently generates a conflict with pydoctor. It is funny because pydoctor's
 # docs indeed import itself... perhaps there's a decent way to solve this.
 def get_root_dir():
-    '''Get project root folder'''
-    return str(Path('.').absolute().parent.parent)
+    """Get project root folder"""
+    return str(Path(".").absolute().parent.parent)
 
 
 def get_igraphdir():
-    '''Get igraph folder'''
-    return Path(importlib.util.find_spec('igraph').origin).parent
+    """Get igraph folder"""
+    return Path(importlib.util.find_spec("igraph").origin).parent
 
 
 def get_igraph_version():
-    '''Get igraph version'''
+    """Get igraph version"""
     if rtd_version and rtd_version_type == "tag":
         return rtd_version
 
-    version_file = get_igraphdir() / 'version.py'
-    with open(version_file, 'rt') as f:
-        version_info = (f.readline()
-                         .rstrip('\n')
-                         .split('=')[1]
-                         .strip()[1:-1]
-                         .split(', '))
-    version = '.'.join(version_info)
+    version_file = get_igraphdir() / "version.py"
+    with open(version_file, "rt") as f:
+        version_info = f.readline().rstrip("\n").split("=")[1].strip()[1:-1].split(", ")
+    version = ".".join(version_info)
 
     return version
 
@@ -60,36 +56,36 @@ def get_igraph_version():
 _igraph_version = get_igraph_version()
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+# needs_sphinx = '1.0'
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
 extensions = [
-    'sphinx.ext.coverage',
-    'sphinx.ext.mathjax',
-    'sphinx.ext.intersphinx',
-    'sphinx_gallery.gen_gallery',
+    "sphinx.ext.coverage",
+    "sphinx.ext.mathjax",
+    "sphinx.ext.intersphinx",
+    "sphinx_gallery.gen_gallery",
     #'sphinx_panels',
-    'pydoctor.sphinx_ext.build_apidocs',
+    "pydoctor.sphinx_ext.build_apidocs",
 ]
 
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
-#sys.path.append(os.path.abspath('.'))
+# sys.path.append(os.path.abspath('.'))
 
 # The suffix of source filenames.
-source_suffix = '.rst'
+source_suffix = ".rst"
 
 # The encoding of source files.
-#source_encoding = 'utf-8-sig'
+# source_encoding = 'utf-8-sig'
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # General information about the project.
-project = 'igraph'
-copyright = '2010-{0}, The igraph development team'.format(datetime.now().year)
+project = "igraph"
+copyright = "2010-{0}, The igraph development team".format(datetime.now().year)
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -102,37 +98,37 @@ def get_igraph_version():
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
-#language = None
+# language = None
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
-#today = ''
+# today = ''
 # Else, today_fmt is used as the format for a strftime call.
-#today_fmt = '%B %d, %Y'
+# today_fmt = '%B %d, %Y'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = ['include/*.rst']
+exclude_patterns = ["include/*.rst"]
 
 # The reST default role (used for this markup: `text`) to use for all documents.
-#default_role = None
+# default_role = None
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
-#add_function_parentheses = True
+# add_function_parentheses = True
 
 # If true, the current module name will be prepended to all description
 # unit titles (such as .. function::).
-#add_module_names = True
+# add_module_names = True
 
 # If true, sectionauthor and moduleauthor directives will be shown in the
 # output. They are ignored by default.
-#show_authors = False
+# show_authors = False
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # A list of ignored prefixes for module index sorting.
-#modindex_common_prefix = []
+# modindex_common_prefix = []
 
 
 # -- Options for HTML output ---------------------------------------------------
@@ -144,132 +140,138 @@ def get_igraph_version():
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
-#html_title = None
+# html_title = None
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = None
+# html_short_title = None
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = '_static/logo-black.svg'
+html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-#html_favicon = None
+# html_favicon = None
 
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
-#html_last_updated_fmt = '%b %d, %Y'
+# html_last_updated_fmt = '%b %d, %Y'
 
 # If true, SmartyPants will be used to convert quotes and dashes to
 # typographically correct entities.
-#html_use_smartypants = True
+# html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-#html_sidebars = {}
+# html_sidebars = {}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
-#html_additional_pages = {}
+# html_additional_pages = {}
 
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
-#html_show_sphinx = True
+# html_show_sphinx = True
 
 # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
-#html_show_copyright = True
+# html_show_copyright = True
 
 # If true, an OpenSearch description file will be output, and all pages will
 # contain a <link> tag referring to it.  The value of this option must be the
 # base URL from which the finished HTML is served.
-#html_use_opensearch = ''
+# html_use_opensearch = ''
 
 # If nonempty, this is the file name suffix for HTML files (e.g. ".xhtml").
-#html_file_suffix = ''
+# html_file_suffix = ''
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'igraphdoc'
+htmlhelp_basename = "igraphdoc"
 
 
 # -- Options for pydoctor ------------------------------------------------------
 
+
 def get_pydoctor_html_outputdir(pydoctor_url_path):
-    '''Get HTML output dir for pydoctor'''
+    """Get HTML output dir for pydoctor"""
     # NOTE: obviously this is a little tricky, but it does work for both
     # the sphinx-build script and the python -m sphinx module calls. It works
     # locally, on github pages, and on RTD.
-    return str(Path(sys.argv[-1]) / pydoctor_url_path.strip('/'))
+    return str(Path(sys.argv[-1]) / pydoctor_url_path.strip("/"))
 
 
 # API docs relative to the rest of the docs, needed for pydoctor to play nicely
 # with intersphinx (https://pypi.org/project/pydoctor/#pydoctor-21-2-0)
 # NOTE: As of 2022 AD, pydoctor requires this to be a subfolder of the docs.
-pydoctor_url_path = 'api/'
+pydoctor_url_path = "api/"
 
 pydoctor_args = [
-    '--project-name=igraph',
-    '--project-version=' + version,
-    '--project-url=https://python.igraph.org',
-    '--introspect-c-modules',
-    '--docformat=epytext',
-    '--intersphinx=https://docs.python.org/3/objects.inv',
-    '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
-    '--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph',
-    '--project-base-dir=' + _igraph_dir,
-    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates',
-    '--theme=readthedocs',
-    _igraph_dir
+    "--project-name=igraph",
+    "--project-version=" + version,
+    "--project-url=https://python.igraph.org",
+    "--introspect-c-modules",
+    "--docformat=epytext",
+    "--intersphinx=https://docs.python.org/3/objects.inv",
+    "--html-output=" + get_pydoctor_html_outputdir(pydoctor_url_path),
+    "--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph",
+    "--project-base-dir=" + _igraph_dir,
+    "--template-dir=" + get_root_dir() + "/doc/source/_pydoctor_templates",
+    "--theme=readthedocs",
+    _igraph_dir,
 ]
-pydoctor_url_path = '/en/{rtd_version}/api'
+pydoctor_url_path = "/en/{rtd_version}/api"
 
 
 # -- Options for sphinx-gallery ------------------------------------------------
 
 sphinx_gallery_conf = {
-     'examples_dirs': '../examples_sphinx-gallery',   # path to your example scripts
-     'gallery_dirs': 'tutorials',  # path to where to save gallery generated output
-     'filename_pattern': '/',
-     'matplotlib_animations': True,
-     'remove_config_comments': True,
+    "examples_dirs": "../examples_sphinx-gallery",  # path to your example scripts
+    "gallery_dirs": "tutorials",  # path to where to save gallery generated output
+    "filename_pattern": "/",
+    "matplotlib_animations": True,
+    "remove_config_comments": True,
 }
 
 # -- Options for LaTeX output --------------------------------------------------
 
 # The paper size ('letter' or 'a4').
-#latex_paper_size = 'letter'
+# latex_paper_size = 'letter'
 
 # The font size ('10pt', '11pt' or '12pt').
-#latex_font_size = '10pt'
+# latex_font_size = '10pt'
 
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
-  ('index', 'igraph.tex', u'igraph Documentation',
-   u'The igraph development team', 'manual'),
+    (
+        "index",
+        "igraph.tex",
+        "igraph Documentation",
+        "The igraph development team",
+        "manual",
+    ),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
 # the title page.
-#latex_logo = None
+# latex_logo = None
 
 # For "manual" documents, if this is true, then toplevel headings are parts,
 # not chapters.
-#latex_use_parts = False
+# latex_use_parts = False
 
 # If true, show page references after internal links.
-#latex_show_pagerefs = False
+# latex_show_pagerefs = False
 
 # If true, show URL addresses after external links.
-#latex_show_urls = False
+# latex_show_urls = False
 
 # Additional stuff for the LaTeX preamble.
-#latex_preamble = ''
+# latex_preamble = ''
 
 # Documents to append as an appendix to all manuals.
-#latex_appendices = []
+# latex_appendices = []
 
 # If false, no module index is generated.
-#latex_domain_indices = True
+# latex_domain_indices = True
 
 
 # -- Options for manual page output --------------------------------------------
@@ -277,54 +279,53 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    ('index', 'igraph', 'igraph Documentation',
-     ['The igraph development team'], 1)
+    ("index", "igraph", "igraph Documentation", ["The igraph development team"], 1)
 ]
 
 
 # -- Options for Epub output ---------------------------------------------------
 
 # Bibliographic Dublin Core info.
-epub_title = 'igraph'
-epub_author = 'The igraph development team'
-epub_publisher = 'The igraph development team'
-epub_copyright = '2010-2022, The igraph development team'
+epub_title = "igraph"
+epub_author = "The igraph development team"
+epub_publisher = "The igraph development team"
+epub_copyright = "2010-2022, The igraph development team"
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.
-#epub_language = ''
+# epub_language = ''
 
 # The scheme of the identifier. Typical schemes are ISBN or URL.
-#epub_scheme = ''
+# epub_scheme = ''
 
 # The unique identifier of the text. This can be a ISBN number
 # or the project homepage.
-#epub_identifier = ''
+# epub_identifier = ''
 
 # A unique identification for the text.
-#epub_uid = ''
+# epub_uid = ''
 
 # HTML files that should be inserted before the pages created by sphinx.
 # The format is a list of tuples containing the path and title.
-#epub_pre_files = []
+# epub_pre_files = []
 
 # HTML files shat should be inserted after the pages created by sphinx.
 # The format is a list of tuples containing the path and title.
-#epub_post_files = []
+# epub_post_files = []
 
 # A list of files that should not be packed into the epub file.
-#epub_exclude_files = []
+# epub_exclude_files = []
 
 # The depth of the table of contents in toc.ncx.
-#epub_tocdepth = 3
+# epub_tocdepth = 3
 
 
 # -- Intersphinx ------------------------------------------------
 
 intersphinx_mapping = {
-    'numpy': ('https://numpy.org/doc/stable/', None),
-    'scipy': ('https://docs.scipy.org/doc/scipy/', None),
-    'matplotlib': ('https://matplotlib.org/stable', None),
-    'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
-    'networkx': ('https://networkx.org/documentation/stable/', None),
+    "numpy": ("https://numpy.org/doc/stable/", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy/", None),
+    "matplotlib": ("https://matplotlib.org/stable", None),
+    "pandas": ("https://pandas.pydata.org/pandas-docs/stable/", None),
+    "networkx": ("https://networkx.org/documentation/stable/", None),
 }
diff --git a/scripts/doctests.py b/scripts/doctests.py
index f260ab7b6..685d3046d 100755
--- a/scripts/doctests.py
+++ b/scripts/doctests.py
@@ -9,10 +9,18 @@
 
 def run_doctests():
     import igraph
+
     num_failed = 0
-    modules = [igraph, igraph.clustering, igraph.cut, igraph.datatypes,
-               igraph.drawing.utils, igraph.formula,
-               igraph.statistics, igraph.utils]
+    modules = [
+        igraph,
+        igraph.clustering,
+        igraph.cut,
+        igraph.datatypes,
+        igraph.drawing.utils,
+        igraph.formula,
+        igraph.statistics,
+        igraph.utils,
+    ]
     for module in modules:
         num_failed += doctest.testmod(module)[0]
     return num_failed == 0
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index f7f1fec13..9e188b6b5 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -6,9 +6,9 @@
 
 # FIXME: there must be a better way to do this
 auxiliary_imports = [
-    ('typing', '*'),
-    ('igraph.io.files', '_identify_format'),
-    ('igraph.community', '_optimal_cluster_count_from_merges_and_modularity'),
+    ("typing", "*"),
+    ("igraph.io.files", "_identify_format"),
+    ("igraph.community", "_optimal_cluster_count_from_merges_and_modularity"),
 ]
 
 
@@ -27,7 +27,7 @@ def main():
         source = inspect.getsourcelines(method)[0]
 
         # Find function name for this modularized method
-        fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
+        fname = source[0][source[0].find("def ") + 4 : source[0].find("(")]
 
         # FIXME: this also swaps in methods that are already there. While
         # that should be fine, we could check
@@ -37,29 +37,29 @@ def main():
         methodsources[mname] = newsource
 
         # Prepare to delete the import for underscore functions
-        if fname.startswith('_'):
+        if fname.startswith("_"):
             underscore_functions.add(fname)
 
-    newmodule = igraph.__file__ + '.new'
-    with open(newmodule, 'wt') as fout:
+    newmodule = igraph.__file__ + ".new"
+    with open(newmodule, "wt") as fout:
         # FIXME: whitelisting all cases is not great, try to improve
         for (origin, value) in auxiliary_imports:
-            fout.write(f'from {origin} import {value}\n')
+            fout.write(f"from {origin} import {value}\n")
 
-        with open(igraph.__file__, 'rt') as f:
+        with open(igraph.__file__, "rt") as f:
             # Swap in the method sources
             for line in f:
                 mtype = None
 
                 for mname in methodsources:
                     # Class methods (constructors)
-                    if ' ' + mname + ' = classmethod(_' in line:
-                        mtype = 'class'
+                    if " " + mname + " = classmethod(_" in line:
+                        mtype = "class"
                         break
 
                     # Instance methods (excluding factories e.g. 3d layouts)
-                    if (' ' + mname + ' = _' in line) and ('(' not in line):
-                        mtype = 'instance'
+                    if (" " + mname + " = _" in line) and ("(" not in line):
+                        mtype = "instance"
                         break
 
                 else:
@@ -67,23 +67,23 @@ def main():
                     continue
 
                 # Method found, substitute and remove from dict
-                fout.write('\n')
-                if mtype == 'class':
-                    fout.write('    @classmethod\n')
+                fout.write("\n")
+                if mtype == "class":
+                    fout.write("    @classmethod\n")
                 for mline in methodsources[mname]:
                     # Correct indentation
-                    fout.write('    ' + mline)
+                    fout.write("    " + mline)
 
                 del methodsources[mname]
 
     # Move the new file back
-    with open(igraph.__file__, 'wt') as fout:
-        with open(newmodule, 'rt') as f:
+    with open(igraph.__file__, "wt") as fout:
+        with open(newmodule, "rt") as f:
             fout.write(f.read())
 
     # Delete .new file
     os.remove(newmodule)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/setup.py b/setup.py
index 66b89120d..de93dd482 100644
--- a/setup.py
+++ b/setup.py
@@ -43,9 +43,9 @@
 # not be installed in these cases, or when the SKIP_HEADER_INSTALL envvar is
 # set explicitly.
 SKIP_HEADER_INSTALL = (
-    platform.python_implementation() == "PyPy" or
-    (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten") or
-    "SKIP_HEADER_INSTALL" in os.environ
+    platform.python_implementation() == "PyPy"
+    or (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
+    or "SKIP_HEADER_INSTALL" in os.environ
 )
 
 ###########################################################################
@@ -302,7 +302,10 @@ def _compile_in(
         # On macOS, compile the C core with the same macOS deployment target as
         # the one that was used to compile Python itself
         if sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"):
-            args.append("-DCMAKE_OSX_DEPLOYMENT_TARGET=" + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"))
+            args.append(
+                "-DCMAKE_OSX_DEPLOYMENT_TARGET="
+                + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET")
+            )
 
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
@@ -312,7 +315,12 @@ def _compile_in(
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
-            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
+            args.extend(
+                shlex.split(
+                    os.environ["IGRAPH_CMAKE_EXTRA_ARGS"],
+                    posix=not building_on_windows_msvc(),
+                )
+            )
 
         # Finally, add the source folder path
         args.append(str(build_to_source_folder))
@@ -369,7 +377,9 @@ def _parse_pkgconfig_file(self, filename: Path) -> List[str]:
                         )
                     # Remap known library names in Requires and Requires.private with
                     # prior knowledge -- we don't want to rebuild pkg-config in Python
-                    if line.startswith("Requires: ") or line.startswith("Requires.private: "):
+                    if line.startswith("Requires: ") or line.startswith(
+                        "Requires.private: "
+                    ):
                         for word in line.strip().split():
                             if word.startswith("libxml-"):
                                 libraries.append("xml2")
@@ -457,7 +467,7 @@ def build_ext(self) -> Command:
         class custom_build_ext(build_ext):
             def run(self):
                 # Bail out if we don't have the Python include files
-                include_dir = sysconfig.get_path('include')
+                include_dir = sysconfig.get_path("include")
                 if not os.path.isfile(os.path.join(include_dir, "Python.h")):
                     fail("You will need the Python headers to compile this extension.")
 
@@ -511,8 +521,16 @@ def run(self):
 
                 # Add sanitizer flags
                 if buildcfg.use_sanitizers:
-                    buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
-                    buildcfg.extra_compile_args += ["-g", "-Og", "-fno-omit-frame-pointer", "-fdiagnostics-color"]
+                    buildcfg.extra_link_args += [
+                        "-fsanitize=address",
+                        "-fsanitize=undefined",
+                    ]
+                    buildcfg.extra_compile_args += [
+                        "-g",
+                        "-Og",
+                        "-fno-omit-frame-pointer",
+                        "-fdiagnostics-color",
+                    ]
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
@@ -619,8 +637,7 @@ def run(self):
                     parser_dir = igraph_build_dir / "src" / "io" / "parsers"
                     if parser_dir.is_dir():
                         shutil.copytree(
-                            parser_dir,
-                            igraph_source_repo / "src" / "io" / "parsers"
+                            parser_dir, igraph_source_repo / "src" / "io" / "parsers"
                         )
                     else:
                         raise RuntimeError(
@@ -778,6 +795,7 @@ def process_environment_variables(self):
         pass the same options to ``setup.py build`` and ``setup.py install``
         at the same time.
         """
+
         def process_envvar(name, attr, value):
             name = "IGRAPH_" + name.upper()
             if name in os.environ:
@@ -881,6 +899,7 @@ def use_educated_guess(self) -> None:
 ###########################################################################
 
 if bdist_wheel is not None:
+
     class bdist_wheel_abi3(bdist_wheel):
         def get_tag(self):
             python, abi, plat = super().get_tag()
@@ -889,6 +908,7 @@ def get_tag(self):
                 return "cp39", "abi3", plat
 
             return python, abi, plat
+
 else:
     bdist_wheel_abi3 = None
 
@@ -897,9 +917,9 @@ def get_tag(self):
 # 3.8 so we cannot use an abi3 wheel built with CPython 3.7 or 3.8 on
 # CPython 3.9
 should_build_abi3_wheel = (
-    bdist_wheel_abi3 and
-    platform.python_implementation() == "CPython" and
-    sys.version_info >= (3, 9)
+    bdist_wheel_abi3
+    and platform.python_implementation() == "CPython"
+    and sys.version_info >= (3, 9)
 )
 
 ###########################################################################
@@ -975,22 +995,18 @@ def get_tag(self):
     },
     "packages": find_packages(where="src"),
     "install_requires": ["texttable>=1.6.2"],
-    "entry_points": {
-        "console_scripts": ["igraph=igraph.app.shell:main"]
-    },
+    "entry_points": {"console_scripts": ["igraph=igraph.app.shell:main"]},
     "extras_require": {
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
-
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": ["matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"],
-
+        "matplotlib": [
+            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+        ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
-
         # Compatibility alias to 'cairo' for python-igraph <= 0.9.6
         "plotting": ["cairocffi>=1.2.0"],
-
         # Dependencies needed for testing only
         "test": [
             "cairocffi>=1.2.0",
@@ -1006,7 +1022,6 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
-
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI
@@ -1016,14 +1031,13 @@ def get_tag(self):
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",
         ],
-
         # Dependencies needed for building the documentation
         "doc": [
             "Sphinx>=7.0.0",
             "sphinx-rtd-theme>=1.3.0",
             "sphinx-gallery>=0.14.0",
-            "pydoctor>=23.4.0"
-        ]
+            "pydoctor>=23.4.0",
+        ],
     },
     "python_requires": ">=3.7",
     "headers": headers,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 98c54274d..54b476c86 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -255,7 +255,7 @@
     _outdegree,
     _degree_distribution,
     _pagerank,
-    _shortest_paths
+    _shortest_paths,
 )
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
@@ -1130,128 +1130,126 @@ def write(graph, filename, *args, **kwds):
 # Because _igraph starts with an underscore, pydoctor skips the whole docs
 # except for the objects mentioned down here.
 __all__ = (
-    'config',
-    'AdvancedGradientPalette',
-    'BoundingBox',
-    'CairoGraphDrawer',
-    'ClusterColoringPalette',
-    'Clustering',
-    'CohesiveBlocks',
-    'Configuration',
-    'Cover',
-    'Cut',
-    'DefaultGraphDrawer',
-    'Dendrogram',
-    'DyadCensus',
-    'Edge',
-    'EdgeSeq',
-    'FittedPowerLaw',
-    'Flow',
-    'GradientPalette',
-    'Graph',
-    'GraphBase',
-    'GraphSummary',
-    'Histogram',
-    'InternalError',
-    'Layout',
-    'Matching',
-    'MatplotlibGraphDrawer',
-    'Matrix',
-    'Palette',
-    'Plot',
-    'Point',
-    'PrecalculatedPalette',
-    'RainbowPalette',
-    'Rectangle',
-    'RunningMean',
-    'TriadCensus',
-    'UniqueIdGenerator',
-    'Vertex',
-    'VertexClustering',
-    'VertexCover',
-    'VertexDendrogram',
-    'VertexSeq',
-    'autocurve',
-    'color_name_to_rgb',
-    'color_name_to_rgba',
-    'community_to_membership',
-    'compare_communities',
-    'convex_hull',
-    'default_arpack_options',
-    'disjoint_union',
-    'get_include',
-    'hsla_to_rgba',
-    'hsl_to_rgb',
-    'hsva_to_rgba',
-    'hsv_to_rgb',
-    'is_bigraphical',
-    'is_degree_sequence',
-    'is_graphical',
-    'is_graphical_degree_sequence',
-    'intersection',
-    'known_colors',
-    'load',
-    'mean',
-    'median',
-    'palettes',
-    'percentile',
-    'plot',
-    'power_law_fit',
-    'quantile',
-    'read',
-    'rescale',
-    'rgba_to_hsla',
-    'rgb_to_hsl',
-    'rgba_to_hsva',
-    'rgb_to_hsv',
-    'save',
-    'set_progress_handler',
-    'set_random_number_generator',
-    'set_status_handler',
-    'split_join_distance',
-    'summary',
-    'umap_compute_weights',
-    'union',
-    'write',
-    '__igraph_version__',
-    '__version__',
-    '__version_info__',
-
+    "config",
+    "AdvancedGradientPalette",
+    "BoundingBox",
+    "CairoGraphDrawer",
+    "ClusterColoringPalette",
+    "Clustering",
+    "CohesiveBlocks",
+    "Configuration",
+    "Cover",
+    "Cut",
+    "DefaultGraphDrawer",
+    "Dendrogram",
+    "DyadCensus",
+    "Edge",
+    "EdgeSeq",
+    "FittedPowerLaw",
+    "Flow",
+    "GradientPalette",
+    "Graph",
+    "GraphBase",
+    "GraphSummary",
+    "Histogram",
+    "InternalError",
+    "Layout",
+    "Matching",
+    "MatplotlibGraphDrawer",
+    "Matrix",
+    "Palette",
+    "Plot",
+    "Point",
+    "PrecalculatedPalette",
+    "RainbowPalette",
+    "Rectangle",
+    "RunningMean",
+    "TriadCensus",
+    "UniqueIdGenerator",
+    "Vertex",
+    "VertexClustering",
+    "VertexCover",
+    "VertexDendrogram",
+    "VertexSeq",
+    "autocurve",
+    "color_name_to_rgb",
+    "color_name_to_rgba",
+    "community_to_membership",
+    "compare_communities",
+    "convex_hull",
+    "default_arpack_options",
+    "disjoint_union",
+    "get_include",
+    "hsla_to_rgba",
+    "hsl_to_rgb",
+    "hsva_to_rgba",
+    "hsv_to_rgb",
+    "is_bigraphical",
+    "is_degree_sequence",
+    "is_graphical",
+    "is_graphical_degree_sequence",
+    "intersection",
+    "known_colors",
+    "load",
+    "mean",
+    "median",
+    "palettes",
+    "percentile",
+    "plot",
+    "power_law_fit",
+    "quantile",
+    "read",
+    "rescale",
+    "rgba_to_hsla",
+    "rgb_to_hsl",
+    "rgba_to_hsva",
+    "rgb_to_hsv",
+    "save",
+    "set_progress_handler",
+    "set_random_number_generator",
+    "set_status_handler",
+    "split_join_distance",
+    "summary",
+    "umap_compute_weights",
+    "union",
+    "write",
+    "__igraph_version__",
+    "__version__",
+    "__version_info__",
     # enums and stuff
-    'ADJ_DIRECTED',
-    'ADJ_LOWER',
-    'ADJ_MAX',
-    'ADJ_MIN',
-    'ADJ_PLUS',
-    'ADJ_UNDIRECTED',
-    'ADJ_UPPER',
-    'ALL',
-    'ARPACKOptions',
-    'BFSIter',
-    'BLISS_F',
-    'BLISS_FL',
-    'BLISS_FLM',
-    'BLISS_FM',
-    'BLISS_FS',
-    'BLISS_FSM',
-    'DFSIter',
-    'GET_ADJACENCY_BOTH',
-    'GET_ADJACENCY_LOWER',
-    'GET_ADJACENCY_UPPER',
-    'IN',
-    'OUT',
-    'REWIRING_SIMPLE',
-    'REWIRING_SIMPLE_LOOPS',
-    'STAR_IN',
-    'STAR_MUTUAL',
-    'STAR_OUT',
-    'STAR_UNDIRECTED',
-    'STRONG',
-    'TRANSITIVITY_NAN',
-    'TRANSITIVITY_ZERO',
-    'TREE_IN',
-    'TREE_OUT',
-    'TREE_UNDIRECTED',
-    'WEAK',
-
+    "ADJ_DIRECTED",
+    "ADJ_LOWER",
+    "ADJ_MAX",
+    "ADJ_MIN",
+    "ADJ_PLUS",
+    "ADJ_UNDIRECTED",
+    "ADJ_UPPER",
+    "ALL",
+    "ARPACKOptions",
+    "BFSIter",
+    "BLISS_F",
+    "BLISS_FL",
+    "BLISS_FLM",
+    "BLISS_FM",
+    "BLISS_FS",
+    "BLISS_FSM",
+    "DFSIter",
+    "GET_ADJACENCY_BOTH",
+    "GET_ADJACENCY_LOWER",
+    "GET_ADJACENCY_UPPER",
+    "IN",
+    "OUT",
+    "REWIRING_SIMPLE",
+    "REWIRING_SIMPLE_LOOPS",
+    "STAR_IN",
+    "STAR_MUTUAL",
+    "STAR_OUT",
+    "STAR_UNDIRECTED",
+    "STRONG",
+    "TRANSITIVITY_NAN",
+    "TRANSITIVITY_ZERO",
+    "TREE_IN",
+    "TREE_OUT",
+    "TREE_UNDIRECTED",
+    "WEAK",
 )
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index beced4497..9a55c1bc4 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -99,7 +99,9 @@ def _get_adjacency_sparse(self, attribute=None):
     try:
         from scipy import sparse
     except ImportError:
-        raise ImportError("You should install scipy in order to use this function") from None
+        raise ImportError(
+            "You should install scipy in order to use this function"
+        ) from None
 
     edges = self.get_edgelist()
     if attribute is None:
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 02215c2e3..6a22eb097 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -497,8 +497,8 @@ def main():
         shell_classes = []
         available_classes = {
             k: v
-                for k, v in globals().items()
-                if isinstance(v, type) and issubclass(v, Shell)
+            for k, v in globals().items()
+            if isinstance(v, type) and issubclass(v, Shell)
         }
         for part in parts:
             cls = available_classes.get(part, None)
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index aba63fc3e..9164b5a66 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -791,9 +791,7 @@ class VertexDendrogram(Dendrogram):
     """The dendrogram resulting from the hierarchical clustering of the
     vertex set of a graph."""
 
-    def __init__(
-        self, graph, merges, optimal_count=None, modularity_params=None
-    ):
+    def __init__(self, graph, merges, optimal_count=None, modularity_params=None):
         """Creates a dendrogram object for a given graph.
 
         @param graph: the graph that will be associated to the clustering
@@ -1622,5 +1620,7 @@ def _connected_components(graph, mode="strong"):
 
 def _clusters(graph, mode="strong"):
     """Deprecated alias to L{Graph.connected_components()}."""
-    deprecated("Graph.clusters() is deprecated; use Graph.connected_components() instead")
+    deprecated(
+        "Graph.clusters() is deprecated; use Graph.connected_components() instead"
+    )
     return graph.connected_components(mode=mode)
diff --git a/src/igraph/community.py b/src/igraph/community.py
index af8ffcb29..42a5ed6b2 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -194,9 +194,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
         result = []
         for level, q in zip(levels, qs):
             result.append(
-                VertexClustering(
-                    graph, level, q, modularity_params=modularity_params
-                )
+                VertexClustering(graph, level, q, modularity_params=modularity_params)
             )
     else:
         membership = GraphBase.community_multilevel(
@@ -257,7 +255,9 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     merges, qs = GraphBase.community_edge_betweenness(graph, directed, weights)
     if clusters is None:
         if qs is not None:
-            clusters = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
+            clusters = _optimal_cluster_count_from_merges_and_modularity(
+                graph, merges, qs
+            )
         else:
             clusters = 1
 
@@ -440,7 +440,7 @@ def _community_leiden(
         resolution = kwds.pop("resolution_parameter")
 
     if kwds:
-        raise TypeError('unexpected keyword argument')
+        raise TypeError("unexpected keyword argument")
 
     membership, quality = GraphBase.community_leiden(
         graph,
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 0d7abc5eb..d9da2e4a6 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -154,8 +154,12 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                    x1, y1, x2, y2, edge.curved,
-                )
+                x1,
+                y1,
+                x2,
+                y2,
+                edge.curved,
+            )
             pos = evaluate_cubic_bezier(x1, y1, *aux1, *aux2, x2, y2, 0.5)
         else:
             pos = (
@@ -204,12 +208,13 @@ def get_label_rotation(self, edge, src_vertex, dest_vertex):
         @return: a float with the desired angle, in degrees (out of 360).
         """
         (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-        rotation = (360 + 180. / pi * atan2(y2 - y1, x2 - x1)) % 360
+        rotation = (360 + 180.0 / pi * atan2(y2 - y1, x2 - x1)) % 360
         # Try to keep text on its head
         if 90 < rotation <= 270:
             rotation = (180 + rotation) % 360
         return rotation
 
+
 #####################################################################
 
 
@@ -290,9 +295,12 @@ def ensure_layout(layout, graph=None):
             layout = Layout(layout.coords)
         elif isinstance(layout, str):
             layout = graph.layout(layout)
-        elif (layout is None) and hasattr(graph, "attributes") and \
-                ('layout' in graph.attributes()):
-            layout = AbstractGraphDrawer.ensure_layout(graph['layout'], graph=graph)
+        elif (
+            (layout is None)
+            and hasattr(graph, "attributes")
+            and ("layout" in graph.attributes())
+        ):
+            layout = AbstractGraphDrawer.ensure_layout(graph["layout"], graph=graph)
         elif layout is None:
             layout = graph.layout(layout)
         else:
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index 566a5ebff..202e057df 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -136,7 +136,8 @@ def draw(self, dendro, **kwds):
         # Calculate space needed for individual items at the
         # bottom of the dendrogram
         item_boxes = [
-            self._item_box_size(dendro, context, horiz, idx) for idx in range(dendro._nitems)
+            self._item_box_size(dendro, context, horiz, idx)
+            for idx in range(dendro._nitems)
         ]
 
         # Small correction for cases when the right edge of the labels is
diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index 7785622dc..1b0c46731 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -105,7 +105,11 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                x1, y1, x2, y2, edge.curved,
+                x1,
+                y1,
+                x2,
+                y2,
+                edge.curved,
             )
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index e8b25c073..355e16f74 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -120,7 +120,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         bbox = kwds.pop("bbox", None)
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index 19a6014c7..fb82c8542 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -280,7 +280,14 @@ def redraw(self, context=None):
                     ctx.push_group()
                 else:
                     ctx.save()
-                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)  # noqa: B026
+                plotter(
+                    "cairo",
+                    ctx,
+                    bbox=bbox,
+                    palette=palette,
+                    *args,  # noqa: B026
+                    **kwds
+                )
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
                     ctx.paint_with_alpha(opacity)
@@ -312,7 +319,9 @@ def save(self, fname=None):
             return self._surface.write_to_png(str(fname))
 
         if fname is not None:
-            warn("filename is ignored for surfaces other than ImageSurface", stacklevel=1)
+            warn(
+                "filename is ignored for surfaces other than ImageSurface", stacklevel=1
+            )
 
         self._ctx.show_page()
         self._surface.finish()
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 4f0e41cf7..687b6871d 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -86,8 +86,8 @@ def get(self, v):
             pass
         if isinstance(v, str):
             result = color_name_to_rgba(v)
-        elif hasattr(v, "__iter__"):    # lists, tuples etc
-            return v   # no need to cache
+        elif hasattr(v, "__iter__"):  # lists, tuples etc
+            return v  # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")
@@ -468,7 +468,9 @@ def color_name_to_rgba(color, palette=None):
             try:
                 components = palette.get(color)
             except AttributeError:
-                raise ValueError("palette index used when no palette was given") from None
+                raise ValueError(
+                    "palette index used when no palette was given"
+                ) from None
         if len(components) < 4:
             components += [1.0] * (4 - len(components))
     else:
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index a9980080c..ec326c48d 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -69,7 +69,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         cy = self.service
@@ -82,7 +82,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 warn(
                     "CytoscapeRPC too old, cannot create network without view."
                     " Consider upgrading CytoscapeRPC to use this feature.",
-                    stacklevel=1
+                    stacklevel=1,
                 )
                 network_id = cy.createNetwork(name)
         else:
@@ -355,7 +355,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 48f5fc82f..8e8adb9a2 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -109,7 +109,7 @@ def _compute_edge_angles(path, trans, directed, curved):
         positions = trans(path.vertices)
 
         # first angle
-        if (not directed):
+        if not directed:
             x1, y1 = positions[0]
             x2, y2 = positions[1]
         elif not curved:
@@ -145,20 +145,19 @@ def _compute_paths(self, transform=None):
         # (ii) While going through the edges, record the angles
         #      for vertices with loops
         # (iii) Plot each loop based on the recorded angles
-        loop_vertex_dict = {
-        }
+        loop_vertex_dict = {}
         for i, edge_vertices in enumerate(visual_vertices):
             if edge_vertices[0] == edge_vertices[1]:
                 if edge_vertices[0] not in loop_vertex_dict:
                     loop_vertex_dict[edge_vertices[0]] = {
-                        'indices': [],
-                        'sizes': [],
-                        'edge_angles': [],
+                        "indices": [],
+                        "sizes": [],
+                        "edge_angles": [],
                     }
                     if self._directed:
-                        loop_vertex_dict[edge_vertices[0]]['arrow_sizes'] = []
-                        loop_vertex_dict[edge_vertices[0]]['arrow_widths'] = []
-                loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
+                        loop_vertex_dict[edge_vertices[0]]["arrow_sizes"] = []
+                        loop_vertex_dict[edge_vertices[0]]["arrow_widths"] = []
+                loop_vertex_dict[edge_vertices[0]]["indices"].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
@@ -174,14 +173,14 @@ def _compute_paths(self, transform=None):
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
-                loop_vertex_dict[edge_vertices[0]]['sizes'].append(
+                loop_vertex_dict[edge_vertices[0]]["sizes"].append(
                     self._loop_sizes[i],
                 )
                 if self._directed:
-                    loop_vertex_dict[edge_vertices[0]]['arrow_sizes'].append(
+                    loop_vertex_dict[edge_vertices[0]]["arrow_sizes"].append(
                         arrow_size,
                     )
-                    loop_vertex_dict[edge_vertices[0]]['arrow_widths'].append(
+                    loop_vertex_dict[edge_vertices[0]]["arrow_widths"].append(
                         arrow_width,
                     )
                 continue
@@ -219,9 +218,9 @@ def _compute_paths(self, transform=None):
             # Collect angles for this vertex, to be used for loops plotting below
             angles = self._compute_edge_angles(path, trans, self._directed, curved)
             if edge_vertices[0] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[0]]['edge_angles'].append(angles[0])
+                loop_vertex_dict[edge_vertices[0]]["edge_angles"].append(angles[0])
             if edge_vertices[1] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[1]]['edge_angles'].append(angles[1])
+                loop_vertex_dict[edge_vertices[1]]["edge_angles"].append(angles[1])
 
             # Add the path for this non-loop edge
             paths.append(path)
@@ -232,12 +231,14 @@ def _compute_paths(self, transform=None):
             coordst = trans(coords)
             vertex_size = self._get_edge_vertex_sizes([visual_vertex])[0]
 
-            edge_angles = ldict['edge_angles']
+            edge_angles = ldict["edge_angles"]
             if edge_angles:
                 edge_angles.sort()
                 # Circle around
                 edge_angles.append(edge_angles[0] + 2 * pi)
-                wedges = [(a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])]
+                wedges = [
+                    (a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])
+                ]
                 # Argsort
                 imax = max(range(len(wedges)), key=lambda i: wedges[i])
                 angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
@@ -245,36 +246,43 @@ def _compute_paths(self, transform=None):
                 # Isolated vertices with loops
                 angle1, angle2 = -pi, pi
 
-            nloops = len(ldict['indices'])
+            nloops = len(ldict["indices"])
             for i in range(nloops):
                 angle1i = angle1 + (angle2 - angle1) * i / nloops
                 angle2i = angle1 + (angle2 - angle1) * (i + 1) / nloops
                 if self._directed:
                     loop_kwargs = {
-                        'arrow_size': ldict['arrow_sizes'][i],
-                        'arrow_width': ldict['arrow_widths'][i],
+                        "arrow_size": ldict["arrow_sizes"][i],
+                        "arrow_width": ldict["arrow_widths"][i],
                     }
                 else:
                     loop_kwargs = {}
                 path = self._compute_path_loop(
                     coordst[0],
                     vertex_size,
-                    ldict['sizes'][i],
-                    angle1i, angle2i,
+                    ldict["sizes"][i],
+                    angle1i,
+                    angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
                     **loop_kwargs,
                 )
-                paths[ldict['indices'][i]] = path
-
+                paths[ldict["indices"][i]] = path
 
         return paths
 
     def _compute_path_loop(
-            self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
-            angle_padding_fraction=0.1,
-            arrow_size=None, arrow_width=None,
-            ):
+        self,
+        coordt,
+        vertex_size,
+        loop_size,
+        angle1,
+        angle2,
+        trans_inv,
+        angle_padding_fraction=0.1,
+        arrow_size=None,
+        arrow_width=None,
+    ):
         import numpy as np
 
         # Special argument for loop size to scale with vertices
@@ -296,14 +304,31 @@ def _compute_path_loop(
         start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
         end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
         amix = 0.05
-        aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
-        aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+        aux1 = loop_size * np.array(
+            [
+                cos(angle1 * (1 - amix) + angle2 * amix),
+                sin(angle1 * (1 - amix) + angle2 * amix),
+            ]
+        )
+        aux2 = loop_size * np.array(
+            [
+                cos(angle1 * amix + angle2 * (1 - amix)),
+                sin(angle1 * amix + angle2 * (1 - amix)),
+            ]
+        )
 
         if not self._directed:
-            vertices = np.vstack([
-                start, aux1, aux2, end,
-                aux2, aux1, start,
-            ])
+            vertices = np.vstack(
+                [
+                    start,
+                    aux1,
+                    aux2,
+                    end,
+                    aux2,
+                    aux1,
+                    start,
+                ]
+            )
             codes = ["MOVETO"] + ["CURVE4"] * 6
         else:
             # Tweak the bezier points
@@ -316,20 +341,29 @@ def _compute_path_loop(
             headbase = end + arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90
-            vertices = np.vstack([
-                start,
-                aux1, aux2, headbase,
-                headleft, end, headright, headbase,
-                aux2, aux1, start,
-            ])
+            vertices = np.vstack(
+                [
+                    start,
+                    aux1,
+                    aux2,
+                    headbase,
+                    headleft,
+                    end,
+                    headright,
+                    headbase,
+                    aux2,
+                    aux1,
+                    start,
+                ]
+            )
             codes = ["MOVETO"] + ["CURVE4"] * 3 + ["LINETO"] * 4 + ["CURVE4"] * 3
 
-
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
-        codes=[getattr(mpl.path.Path, x) for x in codes]
+        codes = [getattr(mpl.path.Path, x) for x in codes]
         path = mpl.path.Path(
-            vertices, codes=codes,
+            vertices,
+            codes=codes,
         )
         return path
 
@@ -448,19 +482,21 @@ def _compute_path_directed(
             # This is a dirty trick to make the facecolor work
             # without making a separate Patch, which would be a little messy
             path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
-            path["vertices"].extend([
-                headbase,
-                aux2,
-                aux1,
-                start,
-                aux1,
-                aux2,
-                headbase,
-                headleft,
-                tip,
-                headright,
-                headbase,
-            ])
+            path["vertices"].extend(
+                [
+                    headbase,
+                    aux2,
+                    aux1,
+                    start,
+                    aux1,
+                    aux2,
+                    headbase,
+                    headleft,
+                    tip,
+                    headright,
+                    headbase,
+                ]
+            )
 
         path = mpl.path.Path(
             path["vertices"],
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4c5c922cf..9b09b7f50 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -335,7 +335,7 @@ def _draw_vertex_labels(self):
                 vertex.label,
                 coords,
                 xytext=xytext,
-                textcoords='offset points',
+                textcoords="offset points",
                 fontsize=label_size,
                 ha="center",
                 va="center",
@@ -599,7 +599,9 @@ def _reprocess(self):
 
         # Construct the vertex, edge and label drawers
         if not hasattr(self, "_vertex_drawer"):
-            self._vertex_drawer = self._vertex_drawer_factory(self.axes, palette, layout)
+            self._vertex_drawer = self._vertex_drawer_factory(
+                self.axes, palette, layout
+            )
         if not hasattr(self, "_edge_drawer"):
             self._edge_drawer = self._edge_drawer_factory(self.axes, palette)
 
@@ -607,10 +609,10 @@ def _reprocess(self):
         # provided by the vertex_drawer and the edge_drawer
         if not hasattr(self, "_vertex_builder"):
             self._vertex_builder = self._vertex_drawer.VisualVertexBuilder(
-                graph.vs, kwds)
+                graph.vs, kwds
+            )
         if not hasattr(self, "_edge_builder"):
-            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(
-                graph.es, kwds)
+            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(graph.es, kwds)
 
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
@@ -673,6 +675,7 @@ def edge_stale_callback(artist):
                 # Sync facecolor from edgecolor
                 if mpl_prop == "edgecolor":
                     artist._facecolors = artist._edgecolors
+
         self._vertices.stale_callback_post = vertex_stale_callback
         self._edges.stale_callback_post = edge_stale_callback
 
@@ -792,7 +795,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         # Some abbreviations for sake of simplicity
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 193bfeeb2..53f53dbe5 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -23,6 +23,7 @@ class HullCollection(PathCollection):
     vertices into round corners. This argument can be a float or a sequence
     of floats, one for each hull to be drawn.
     """
+
     def __init__(self, *args, **kwargs):
         self._corner_radii = kwargs.pop("corner_radius", None)
         super().__init__(*args, **kwargs)
@@ -40,7 +41,10 @@ def _update_paths(self):
 
         for i, (path_orig, radius) in enumerate(zip(paths_original, corner_radii)):
             self._paths[i] = self._compute_path_with_corner_radius(
-                path_orig, radius, trans, trans_inv,
+                path_orig,
+                radius,
+                trans,
+                trans_inv,
             )
 
     @staticmethod
@@ -104,13 +108,15 @@ def _expand_path(coordst, radius):
             center = Point(
                 *[sum(coords) / float(len(coords)) for coords in zip(*coordst)]
             )
-            polygon = [
-                Point(*point).towards(center, -radius) for point in coordst
-            ]
+            polygon = [Point(*point).towards(center, -radius) for point in coordst]
         return polygon
 
     def _compute_path_with_corner_radius(
-            self, path_orig, radius, trans, trans_inv,
+        self,
+        path_orig,
+        radius,
+        trans,
+        trans_inv,
     ):
         # Move to point/canvas coordinates
         coordst = trans(path_orig.vertices)
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 7bf6644bc..fb5b7cdec 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -94,6 +94,7 @@ class VertexCollection(PatchCollection):
     @param size_callback: A function to be triggered after vertex sizes are
         changed. Typically this redraws the edges.
     """
+
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self._stale_size = False
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index d98c8f818..304c7e2cd 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -73,7 +73,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1
@@ -111,7 +113,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ), (aux_points[0][1] - aux_points[1][1])
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved
+            )
 
             # Offset the second control point (aux2) such that it falls precisely
             # on the normal to the arrow base vector. Strictly speaking,
@@ -238,7 +242,9 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             path.append(
                 format_path_step(
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index bdd7b324f..681d8f766 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -58,7 +58,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         # Some abbreviations for sake of simplicity
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 340121d77..4f0ea97b5 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (- width / 2, - height / 2),
+                (-width / 2, -height / 2),
                 width,
                 height,
                 clip_on=True,
@@ -244,7 +244,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [- 0.5 * width, 0.333 * height],
+                [-0.5 * width, 0.333 * height],
                 [0.5 * width, 0.333 * height],
                 [0, -0.667 * height],
             ]
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index e049bd2c1..c96e6d146 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -498,7 +498,7 @@ def interpolate(self, other, ratio=0.5):
     def length(self):
         """Returns the length of the vector pointing from the origin to this
         point."""
-        return (self.x ** 2 + self.y ** 2) ** 0.5
+        return (self.x**2 + self.y**2) ** 0.5
 
     def normalized(self):
         """Normalizes the coordinates of the point s.t. its length will be 1
@@ -511,7 +511,7 @@ def normalized(self):
     def sq_length(self):
         """Returns the squared length of the vector pointing from the origin
         to this point."""
-        return self.x ** 2 + self.y ** 2
+        return self.x**2 + self.y**2
 
     def towards(self, other, distance=0):
         """Returns the point that is at a given distance from this point
@@ -565,14 +565,14 @@ def evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t):
     xt = (
         (1.0 - t) ** 3 * x0
         + 3.0 * t * (1.0 - t) ** 2 * x1
-        + 3.0 * t ** 2 * (1.0 - t) * x2
-        + t ** 3 * x3
+        + 3.0 * t**2 * (1.0 - t) * x2
+        + t**3 * x3
     )
     yt = (
         (1.0 - t) ** 3 * y0
         + 3.0 * t * (1.0 - t) ** 2 * y1
-        + 3.0 * t ** 2 * (1.0 - t) * y2
-        + t ** 3 * y3
+        + 3.0 * t**2 * (1.0 - t) * y2
+        + t**3 * y3
     )
     return xt, yt
 
@@ -583,11 +583,11 @@ def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
     """
     aux1 = (
         (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1),
-        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1),
     )
     aux2 = (
         (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1),
-        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1),
     )
     return aux1, aux2
 
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index b0cda6048..d47490292 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -1,5 +1,7 @@
 def _export_graph_to_networkx(
-    graph, create_using=None, vertex_attr_hashable: str = "_nx_name",
+    graph,
+    create_using=None,
+    vertex_attr_hashable: str = "_nx_name",
 ):
     """Converts the graph to networkx format.
 
@@ -68,7 +70,7 @@ def _export_graph_to_networkx(
     return g
 
 
-def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_name"):
+def _construct_graph_from_networkx(cls, g, vertex_attr_hashable: str = "_nx_name"):
     """Converts the graph from networkx
 
     Vertex names will be stored as a vertex_attr_hashable attribute (usually
@@ -131,14 +133,14 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
     # Multigraphs need a hidden attribute for multiedges
     if isinstance(g, (nx.MultiGraph, nx.MultiDiGraph)):
         eattr["_nx_multiedge_key"] = []
-        for (u, v, edgekey, data) in g.edges.data(keys=True):
+        for u, v, edgekey, data in g.edges.data(keys=True):
             edges.append((vd[u], vd[v]))
             for name in eattr_names:
                 eattr[name].append(data.get(name))
             eattr["_nx_multiedge_key"].append(edgekey)
 
     else:
-        for (u, v, data) in g.edges.data():
+        for u, v, data in g.edges.data():
             edges.append((vd[u], vd[v]))
             for name in eattr_names:
                 eattr[name].append(data.get(name))
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 230d54c02..0a78c5fe4 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -405,7 +405,9 @@ def _construct_graph_from_dataframe(
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     if edges.shape[1] < 2:
         raise ValueError("The 'edges' DataFrame must contain at least two columns")
@@ -413,17 +415,16 @@ def _construct_graph_from_dataframe(
         raise ValueError("The 'vertices' DataFrame must contain at least one column")
 
     if use_vids:
-        if (
-            str(edges.dtypes.iloc[0]).startswith(("int", "Int"))
-            and str(edges.dtypes.iloc[1]).startswith(("int", "Int"))
-        ):
+        if str(edges.dtypes.iloc[0]).startswith(("int", "Int")) and str(
+            edges.dtypes.iloc[1]
+        ).startswith(("int", "Int")):
             # Check pandas nullable integer data type:
             # https://pandas.pydata.org/docs/user_guide/integer_na.html
             if (edges.iloc[:, :2].isna()).any(axis=None):
-                 raise ValueError("Source and target IDs must not be null")
+                raise ValueError("Source and target IDs must not be null")
 
             if (edges.iloc[:, :2] < 0).any(axis=None):
-                 raise ValueError("Source and target IDs must not be negative")
+                raise ValueError("Source and target IDs must not be negative")
         else:
             raise TypeError(
                 f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
@@ -449,7 +450,7 @@ def _construct_graph_from_dataframe(
         if edges.iloc[:, :2].isna().any(axis=None):
             warn(
                 "In the first two columns of 'edges' NA elements were replaced with string \"NA\"",
-                stacklevel=1
+                stacklevel=1,
             )
             edges = edges.copy()
             edges.iloc[:, :2].fillna("NA", inplace=True)
@@ -461,7 +462,7 @@ def _construct_graph_from_dataframe(
         if vertices.iloc[:, 0].isna().any():
             warn(
                 "In the first column of 'vertices' NA elements were replaced with string \"NA\"",
-                stacklevel=1
+                stacklevel=1,
             )
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna("NA", inplace=True)
@@ -791,7 +792,9 @@ def _export_vertex_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     df = pd.DataFrame(
         {attr: graph.vs[attr] for attr in graph.vertex_attributes()},
@@ -835,7 +838,9 @@ def _export_edge_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     df = pd.DataFrame(
         {attr: graph.es[attr] for attr in graph.edge_attributes()},
diff --git a/src/igraph/io/utils.py b/src/igraph/io/utils.py
index ae56a1281..527090a58 100644
--- a/src/igraph/io/utils.py
+++ b/src/igraph/io/utils.py
@@ -1,7 +1,7 @@
 from contextlib import contextmanager
 from typing import Iterator
 
-__all__ = ("safe_locale", )
+__all__ = ("safe_locale",)
 
 
 @contextmanager
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index a5ab35d09..b305f5cb8 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -9,6 +9,7 @@
 
 from warnings import warn
 
+
 def name_set(names):
     """Converts a list of names to a set of names while checking for duplicates.
 
@@ -22,7 +23,7 @@ def name_set(names):
         RuntimeError: if the input name list has duplicates
     """
     nameset = set(names)
-    if (len(nameset) != len(names)):
+    if len(nameset) != len(names):
         raise AttributeError("Graph contains duplicate vertex names")
     return nameset
 
@@ -151,7 +152,7 @@ def union(graphs, byname="auto"):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
                 f"{ngr-n_named} unnamed), not using vertex names",
-                stacklevel=1
+                stacklevel=1,
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
@@ -346,7 +347,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
                 f"{ngr-n_named} unnamed), not using vertex names",
-                stacklevel=1
+                stacklevel=1,
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index fdf2d5090..6107cfc9c 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -745,7 +745,6 @@ def decorated(*args, **kwds):
 
 
 def _add_proxy_methods():
-
     # Proxy methods for VertexSeq and EdgeSeq that forward their arguments to
     # the corresponding Graph method are constructed here. Proxy methods for
     # Vertex and Edge are added in the C source code. Make sure that you update
@@ -795,4 +794,6 @@ def _add_proxy_methods():
             new_method_name = rename_methods[cls].get(method, method)
             setattr(cls, new_method_name, _graphmethod(None, method))
 
-    EdgeSeq.edge_betweenness = _graphmethod(lambda self, result: [result[i] for i in self.indices], "edge_betweenness")
+    EdgeSeq.edge_betweenness = _graphmethod(
+        lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
+    )
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 3b7622828..fe9565a79 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -59,7 +59,7 @@ def _maybe_halve_diagonal(m, condition):
         # modifying the array in-place and the end user wouldn't like if we
         # messed with their matrix. So we make a copy.
         data_array = data_array.copy()
-        idxs, = (m.row == m.col).nonzero()
+        (idxs,) = (m.row == m.col).nonzero()
         for i in idxs:
             data_array[i] /= 2
 
@@ -94,7 +94,7 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed", loops="once"):
 
     mode = _convert_mode_argument(mode)
 
-    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    keep_loops = loops == "twice" or loops == "once" or loops is True
     m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
 
     if mode == "directed":
@@ -181,7 +181,7 @@ def _graph_from_weighted_sparse_matrix(
 
     mode = _convert_mode_argument(mode)
 
-    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    keep_loops = loops == "twice" or loops == "once" or loops is True
     m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
 
     if mode == "directed":
@@ -191,7 +191,7 @@ def _graph_from_weighted_sparse_matrix(
                 if i != j:
                     edges.append((i, j))
                     weights.append(n)
-        else:   # loops == "once" or True
+        else:  # loops == "once" or True
             edges = list(zip(m_row, m_col))
             weights = list(m_data)
 
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index ca655eb54..c660bee15 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -405,7 +405,7 @@ def sd(self):
     @property
     def var(self):
         """Returns the current variation"""
-        return self._sd ** 2
+        return self._sd**2
 
     def __repr__(self):
         return "%s(n=%r, mean=%r, sd=%r)" % (
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index ac2bff166..08b7a9360 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -9,13 +9,13 @@
 from igraph.drawing import find_cairo
 
 cairo = find_cairo()
-if not hasattr(cairo, 'version'):
+if not hasattr(cairo, "version"):
     cairo = None
 
 __all__ = ("find_image_comparison", "result_image_folder")
 
 
-result_image_folder = Path('result_images') / 'cairo'
+result_image_folder = Path("result_images") / "cairo"
 
 
 def find_open_image_png_function():
@@ -24,6 +24,7 @@ def find_open_image_png_function():
 
         def fun(filename):
             return imread(str(filename))
+
         return fun
     except ImportError:
         pass
@@ -35,11 +36,12 @@ def fun(filename):
         def fun(filename):
             with Image.open(filename) as f:
                 return np.asarray(f)
+
         return fun
     except ImportError:
         pass
 
-    raise ImportError('PIL+NumPy or OpenCV required to run Cairo tests')
+    raise ImportError("PIL+NumPy or OpenCV required to run Cairo tests")
 
 
 def find_image_comparison():
@@ -64,28 +66,28 @@ def are_tests_supported():
 
 
 def _load_image(filename, fmt):
-    if fmt == 'png':
+    if fmt == "png":
         return find_open_image_png_function()(filename)
 
-    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
 
 
-def _load_baseline_images(filenames, fmt='png'):
-    baseline_folder = Path(__file__).parent / 'baseline_images'
+def _load_baseline_images(filenames, fmt="png"):
+    baseline_folder = Path(__file__).parent / "baseline_images"
 
     images = []
     for fn in filenames:
-        fn_abs = baseline_folder / f'{fn}.{fmt}'
+        fn_abs = baseline_folder / f"{fn}.{fmt}"
         image = _load_image(fn_abs, fmt)
         assert image is not None
         images.append(image)
     return images
 
 
-def _load_result_images(filenames, fmt='png'):
+def _load_result_images(filenames, fmt="png"):
     images = []
     for fn in filenames:
-        fn_abs = result_image_folder / f'{fn}.{fmt}'
+        fn_abs = result_image_folder / f"{fn}.{fmt}"
         image = _load_image(fn_abs, fmt)
         assert image is not None
         images.append(image)
@@ -102,21 +104,23 @@ def _compare_image_png(baseline, fig, tol=0):
         return diff
 
 
-def compare_image(baseline, fig, tol=0, fmt='png'):
-    if fmt == 'png':
+def compare_image(baseline, fig, tol=0, fmt="png"):
+    if fmt == "png":
         return _compare_image_png(baseline, fig, tol=tol)
 
-    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
 
 
 def _unittest_image_comparison(
-    baseline_images, tol,
+    baseline_images,
+    tol,
 ):
     """
     Decorate function with image comparison for unittest.
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
+
     def decorator(func):
         old_sig = inspect.signature(func)
 
@@ -172,7 +176,7 @@ def image_comparison(
         Due to expected small differences in floating-point calculations, on
         32-bit systems an additional 0.06 is added to this threshold.
     """
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 42730f7b1..0b3302d8b 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -74,7 +74,9 @@ def test_directed_curved_loops(self):
         ax.set_xlim(-1.2, 1.2)
         ax.set_ylim(-1.2, 1.2)
         plot(
-            g, target=ax, layout=self.layout_small_ring,
+            g,
+            target=ax,
+            layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],
             edge_loop_size=[0] * 5 + [30, 50, 40],
         )
@@ -132,7 +134,9 @@ def test_graph_with_curved_edges(self):
         lo = g.layout("circle")
         lo.scale(3)
         plot(
-            g, target=ax, layout=lo,
+            g,
+            target=ax,
+            layout=lo,
             vertex_size=15,
             edge_arrow_size=5,
             edge_arrow_width=5,
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 5bad32b44..b7ec998b4 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -108,7 +108,7 @@ def image_comparison(
     """
     if savefig_kwarg is None:
         savefig_kwarg = {}  # default no kwargs to savefig
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index be32326c4..6505f1bd9 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -55,30 +55,31 @@ def test_directed(self):
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
         fig = go.Figure()
-        plot(g, target=fig, mark_groups=True,
-             layout=self.layout_small_ring)
+        plot(g, target=fig, mark_groups=True, layout=self.layout_small_ring)
         return fig
 
-    @image_comparison(
-        baseline_images=["graph_mark_groups_squares_directed"]
-    )
+    @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
         fig = go.Figure()
-        plot(g, target=fig, mark_groups=True, vertex_shape="square",
-             layout=self.layout_small_ring)
+        plot(
+            g,
+            target=fig,
+            mark_groups=True,
+            vertex_shape="square",
+            layout=self.layout_small_ring,
+        )
         return fig
 
     @image_comparison(baseline_images=["graph_edit_children"])
     def test_graph_edit_children(self):
         g = Graph.Ring(5)
         fig = go.Figure()
-        plot(g, target=fig, vertex_shape="circle",
-             layout=self.layout_small_ring)
+        plot(g, target=fig, vertex_shape="circle", layout=self.layout_small_ring)
         # FIXME
-        #dot = ax.get_children()[0]
-        #dot.set_facecolor("blue")
-        #dot.radius *= 0.5
+        # dot = ax.get_children()[0]
+        # dot.set_facecolor("blue")
+        # dot.radius *= 0.5
         return fig
 
 
@@ -174,10 +175,12 @@ def test_clustering_directed_large(self):
 def suite():
     graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
     clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
-    return unittest.TestSuite([
-        graph,
-        clustering,
-    ])
+    return unittest.TestSuite(
+        [
+            graph,
+            clustering,
+        ]
+    )
 
 
 def test():
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index e43e74ff5..3d27e8707 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -60,7 +60,7 @@ def _store_result_image_json(fig, result_fn):
 
 
 def _store_result_image(image, filename, fmt="json"):
-    result_folder = Path("result_images") / 'plotly'
+    result_folder = Path("result_images") / "plotly"
     result_fn = result_folder / (filename + f".{fmt}")
 
     if fmt == "json":
@@ -70,11 +70,12 @@ def _store_result_image(image, filename, fmt="json"):
 
 
 def _compare_image_json(baseline, fig, tol=0.001):
-    '''This function compares the two JSON dictionaries within some tolerance'''
+    """This function compares the two JSON dictionaries within some tolerance"""
+
     def is_coords(path_element):
-        if ',' not in path_element:
+        if "," not in path_element:
             return False
-        coords = path_element.split(',')
+        coords = path_element.split(",")
         for coord in coords:
             try:
                 float(coord)
@@ -83,8 +84,8 @@ def is_coords(path_element):
         return True
 
     def same_coords(path_elem1, path_elem2, tol):
-        coords1 = [float(x) for x in path_elem1.split(',')]
-        coords2 = [float(x) for x in path_elem2.split(',')]
+        coords1 = [float(x) for x in path_elem1.split(",")]
+        coords2 = [float(x) for x in path_elem2.split(",")]
         for coord1, coord2 in zip(coords1, coords2):
             if abs(coord1 - coord2) > tol:
                 return False
@@ -93,11 +94,11 @@ def same_coords(path_elem1, path_elem2, tol):
     # Fig has two keys, 'data' and 'layout'
     figd = fig.to_dict()
     # 'data' has a list of dots and lines. The order is required to match
-    if len(baseline['data']) != len(figd['data']):
+    if len(baseline["data"]) != len(figd["data"]):
         return False
-    for stroke1, stroke2 in zip(baseline['data'], figd['data']):
+    for stroke1, stroke2 in zip(baseline["data"], figd["data"]):
         # Some properties are strings, no tolerance
-        for prop in ['fillcolor', 'mode', 'type']:
+        for prop in ["fillcolor", "mode", "type"]:
             if (prop in stroke1) != (prop in stroke2):
                 return False
             if prop not in stroke1:
@@ -106,7 +107,7 @@ def same_coords(path_elem1, path_elem2, tol):
                 return False
 
         # Other properties are numeric, recast as float and use tolerance
-        for prop in ['x', 'y']:
+        for prop in ["x", "y"]:
             if (prop in stroke1) != (prop in stroke2):
                 return False
             if prop not in stroke1:
@@ -118,34 +119,34 @@ def same_coords(path_elem1, path_elem2, tol):
                     return False
 
     # 'layout' has a dict of various things, some of which should be identical
-    if sorted(baseline['layout'].keys()) != sorted(figd['layout'].keys()):
+    if sorted(baseline["layout"].keys()) != sorted(figd["layout"].keys()):
         return False
-    if baseline['layout']['xaxis'] != baseline['layout']['xaxis']:
+    if baseline["layout"]["xaxis"] != baseline["layout"]["xaxis"]:
         return False
-    if baseline['layout']['yaxis'] != baseline['layout']['yaxis']:
+    if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
-    if len(baseline['layout']['shapes']) != len(figd['layout']['shapes']):
+    if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
-    for shape1, shape2 in zip(baseline['layout']['shapes'], figd['layout']['shapes']):
+    for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):
         if sorted(shape1.keys()) != sorted(shape2.keys()):
             return False
-        if shape1['type'] != shape2['type']:
+        if shape1["type"] != shape2["type"]:
             return False
-        if 'line' in shape1:
-            if shape1['line']['color'] != shape2['line']['color']:
+        if "line" in shape1:
+            if shape1["line"]["color"] != shape2["line"]["color"]:
                 return False
-            if ('width' in shape1['line']) != ('width' in shape2['line']):
+            if ("width" in shape1["line"]) != ("width" in shape2["line"]):
                 return False
-            if 'width' in shape1['line']:
-                w1 = float(shape1['line']['width'])
-                w2 = float(shape2['line']['width'])
+            if "width" in shape1["line"]:
+                w1 = float(shape1["line"]["width"])
+                w2 = float(shape2["line"]["width"])
                 if abs(w1 - w2) > tol:
                     return False
 
-        if 'path' in shape1:
+        if "path" in shape1:
             # SVG path
-            path1, path2 = shape1['path'].split(), shape2['path'].split()
+            path1, path2 = shape1["path"].split(), shape2["path"].split()
             if len(path1) != len(path2):
                 return False
             for path_elem1, path_elem2 in zip(path1, path2):
@@ -189,7 +190,6 @@ def decorator(func):
         # probably redundant in this adaptation
         @functools.wraps(func)
         def wrapper(*args, **kwargs):
-
             # Three steps:
             # 1. run the function and store the results
             figs = func(*args, **kwargs)
@@ -262,7 +262,7 @@ def image_comparison(
         can also apply additional styles if desired. Defaults to ``["classic",
         "_classic_test_patch"]``.
     """
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 84c56a276..1f36f5f44 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -39,7 +39,6 @@ def testEigenvectorCentrality(self):
 
         try:
             for idx, g in enumerate(self.__class__.graphs):
-
                 try:
                     ec, eval = g.evcent(return_eigenvalue=True)
                 except Exception as ex:
@@ -157,19 +156,21 @@ class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}]
+GraphAtlasTests.graphs = [
+    g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}
+]
 
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
-    graphs = [
-        Graph.Isoclass(3, i, directed=True) for i in range(16)
-    ] + [
+    graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + [
         Graph.Isoclass(4, i, directed=True) for i in range(218)
     ]
 
 
 # Skip some problematic graphs
-IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}]
+IsoclassTests.graphs = [
+    g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}
+]
 
 
 def suite():
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 304414d2f..4b6683d32 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -267,13 +267,19 @@ def testUnicodeAttributeNameCombination(self):
 
 def suite():
     attribute_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeTests)
-    attribute_combination_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeCombinationTests)
-    unicode_attributes_suite = unittest.defaultTestLoader.loadTestsFromTestCase(UnicodeAttributeTests)
-    return unittest.TestSuite([
-        attribute_suite,
-        attribute_combination_suite,
-        unicode_attributes_suite,
-    ])
+    attribute_combination_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        AttributeCombinationTests
+    )
+    unicode_attributes_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        UnicodeAttributeTests
+    )
+    return unittest.TestSuite(
+        [
+            attribute_suite,
+            attribute_combination_suite,
+            unicode_attributes_suite,
+        ]
+    )
 
 
 def test():
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 262188577..ddda4f2d2 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -18,7 +18,7 @@
     is_graphical_degree_sequence,
     Matrix,
     Vertex,
-    VertexSeq
+    VertexSeq,
 )
 from igraph._igraph import EdgeSeq as _EdgeSeq, VertexSeq as _VertexSeq
 
@@ -663,7 +663,7 @@ def setUp(self):
             "David": {"Alice": {}, "Bob": {}},
         }
         self.eids_with_props = {
-            0: {1: {"weight": 5.6, "additional": 'abc'}},
+            0: {1: {"weight": 5.6, "additional": "abc"}},
             2: {1: {"weight": 3.4}, 0: {"weight": 2}},
             3: {0: {"weight": 1}, 1: {"weight": 5.6}},
         }
@@ -948,13 +948,27 @@ def testVertexSeqReferenceCounting(self):
 def suite():
     basic_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BasicTests)
     datatype_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DatatypeTests)
-    graph_dict_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictListTests)
-    graph_tuple_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTupleListTests)
-    graph_list_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphListDictTests)
-    graph_dict_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictDictTests)
-    degree_sequence_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeSequenceTests)
-    inheritance_suite = unittest.defaultTestLoader.loadTestsFromTestCase(InheritanceTests)
-    refcount_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ReferenceCountTests)
+    graph_dict_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphDictListTests
+    )
+    graph_tuple_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphTupleListTests
+    )
+    graph_list_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphListDictTests
+    )
+    graph_dict_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphDictDictTests
+    )
+    degree_sequence_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DegreeSequenceTests
+    )
+    inheritance_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        InheritanceTests
+    )
+    refcount_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        ReferenceCountTests
+    )
     return unittest.TestSuite(
         [
             basic_suite,
@@ -965,7 +979,7 @@ def suite():
             graph_dict_dict_suite,
             degree_sequence_suite,
             inheritance_suite,
-            refcount_suite
+            refcount_suite,
         ]
     )
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 2b7e6692a..3d63dd363 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -242,7 +242,7 @@ def testGRG(self):
         print("Geometric random graphs")
         print("       n        d #cliques        t1        t2")
         for n in ns:
-            d = 2.0 / (n ** 0.5)
+            d = 2.0 / (n**0.5)
             g = Graph.GRG(n, d)
             result = self.timeit(g)
             print("%8d %8.3f %8d %8.4fs %8.4fs" % tuple([n, d] + list(result)))
@@ -250,7 +250,9 @@ def testGRG(self):
 
 def suite():
     clique_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CliqueTests)
-    indvset_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IndependentVertexSetTests)
+    indvset_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IndependentVertexSetTests
+    )
     return unittest.TestSuite([clique_suite, indvset_suite])
 
 
diff --git a/tests/test_coloring.py b/tests/test_coloring.py
index 7d3f6c0c2..b765e09f7 100644
--- a/tests/test_coloring.py
+++ b/tests/test_coloring.py
@@ -24,7 +24,9 @@ def testGreedyVertexColoring(self):
 
 
 def suite():
-    vertex_coloring_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexColoringTests)
+    vertex_coloring_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        VertexColoringTests
+    )
     return unittest.TestSuite([vertex_coloring_suite])
 
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 5349196ff..91838df3c 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -65,8 +65,7 @@ def testToDirectedAcyclic(self):
         self.assertTrue(graph.is_directed())
         self.assertTrue(graph.vcount() == 5)
         self.assertTrue(
-            sorted(graph.get_edgelist())
-            == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
+            sorted(graph.get_edgelist()) == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
         )
 
     def testToDirectedRandom(self):
@@ -174,8 +173,12 @@ def testGetSparseAdjacency(self):
 
 
 def suite():
-    direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DirectedUndirectedTests)
-    representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphRepresentationTests)
+    direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DirectedUndirectedTests
+    )
+    representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphRepresentationTests
+    )
     return unittest.TestSuite([direction_suite, representation_suite])
 
 
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 325a9ca9d..48a37f2f7 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -127,7 +127,9 @@ def test_minimum_cycle_basis(self):
         ]
         assert len(cycles) == len(expected)
         for expected_cycle, observed_cycle in zip(expected, cycles):
-            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+            assert expected_cycle == observed_cycle or expected_cycle == (
+                observed_cycle[0],
+            ) + tuple(reversed(observed_cycle[1:]))
 
         g = Graph.Lattice((5, 6), circular=True)
         cycles = g.minimum_cycle_basis(cutoff=2, complete=False)
@@ -166,7 +168,9 @@ def test_minimum_cycle_basis(self):
         ]
         assert len(cycles) == len(expected) - 1
         for expected_cycle, observed_cycle in zip(expected[:-1], cycles):
-            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+            assert expected_cycle == observed_cycle or expected_cycle == (
+                observed_cycle[0],
+            ) + tuple(reversed(observed_cycle[1:]))
 
 
 def suite():
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 145941246..0bfdd1b6a 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -493,7 +493,6 @@ def testWalktrap(self):
         self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])
 
     def testLeiden(self):
-
         # Example from paper (Fig. C.1)
         high_weight = 3.0
         low_weight = 3.0 / 2.0
@@ -664,12 +663,18 @@ def testRemoveNone(self):
 
 
 def suite():
-    decomposition_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DecompositionTests)
+    decomposition_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DecompositionTests
+    )
     clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTests)
-    vertex_clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexClusteringTests)
+    vertex_clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        VertexClusteringTests
+    )
     cover_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CoverTests)
     community_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CommunityTests)
-    cohesive_blocks_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CohesiveBlocksTests)
+    cohesive_blocks_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        CohesiveBlocksTests
+    )
     comparison_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ComparisonTests)
     return unittest.TestSuite(
         [
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index 11dde6079..7b4d64959 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -86,8 +86,7 @@ def testPhantomEdge(self):
         self.assertRaises(ValueError, getattr, e, "vertex_tuple")
 
     @unittest.skipIf(
-        is_pypy,
-        "skipped on PyPy because we do not have access to docstrings"
+        is_pypy, "skipped on PyPy because we do not have access to docstrings"
     )
     def testProxyMethods(self):
         g = Graph.GRG(10, 0.5)
@@ -343,7 +342,7 @@ def testIncidentFilteringDirected(self):
         # Test case from https://igraph.discourse.group/t/edge-select-using-incident-on-directed-graphs/1645
         g = Graph([(0, 1), (1, 2), (2, 3)], directed=True)
 
-        vs = (1, )
+        vs = (1,)
         es = g.es.select(_incident=vs)
         self.assertEqual(2, len(es))
         self.assertTrue(all((e.source in vs or e.target in vs) for e in es))
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69b98d791..69657062e 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -68,6 +68,7 @@
 </graphml>
 """
 
+
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
         with temporary_file(
@@ -251,7 +252,8 @@ def testNCOL(self):
     def testNCOLWithDataFrame(self):
         # Regression test for https://github.com/igraph/python-igraph/issues/446
         from pandas import DataFrame
-        df = DataFrame({'from': [1, 2], 'to': [2, 3]})
+
+        df = DataFrame({"from": [1, 2], "to": [2, 3]})
         self.assertRaises(TypeError, Graph.Read_Ncol, df)
 
     def testLGL(self):
@@ -360,7 +362,9 @@ def testGraphML(self):
             g.write_graphml(tmpfname)
 
     def testGraphMLz(self):
-        with temporary_file(gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))) as tmpfname:
+        with temporary_file(
+            gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))
+        ) as tmpfname:
             try:
                 g = Graph.Read_GraphMLz(tmpfname)
             except NotImplementedError as e:
@@ -636,9 +640,7 @@ def testEdgeDataFrames(self):
         df = g.get_edge_dataframe()
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
-        self.assertEqual(
-            set(df.columns), {"source", "target", "name", "weight"}
-        )
+        self.assertEqual(set(df.columns), {"source", "target", "name", "weight"})
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
 
@@ -694,10 +696,12 @@ def testGraphNetworkx(self):
         # In this case each node is a tuple of ints
         g_nx = nx.DiGraph()
         inf = float("inf")
-        g_nx.add_edges_from((
-            ((0, 0), (1, 1), {"weight": 3.0}),
-            ((0, 0), (1, 0), {"weight": inf}),
-        ))
+        g_nx.add_edges_from(
+            (
+                ((0, 0), (1, 1), {"weight": 3.0}),
+                ((0, 0), (1, 0), {"weight": inf}),
+            )
+        )
         g = Graph.from_networkx(g_nx)
         self.assertTrue(g.is_directed())
         self.assertEqual(g.vcount(), 3)
diff --git a/tests/test_games.py b/tests/test_games.py
index c93a00742..3e78637dc 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -43,7 +43,12 @@ def testAsymmetricPreference(self):
         types = g.vs.get_attribute_values("type")
         types1 = [i[0] for i in types]
         types2 = [i[1] for i in types]
-        self.assertTrue(min(types1) == 0 and max(types1) == 1 and min(types2) == 0 and max(types2) == 1)
+        self.assertTrue(
+            min(types1) == 0
+            and max(types1) == 1
+            and min(types2) == 0
+            and max(types2) == 1
+        )
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 104f27cf3..31b8692bc 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -131,9 +131,25 @@ def testFullCitation(self):
 
     def testHexagonalLattice(self):
         el = [
-            (0, 1), (0, 6), (1, 2), (2, 3), (2, 8), (3, 4), (4, 10),
-            (5, 6), (5, 11), (6, 7), (7, 8), (7, 13), (8, 9), (9, 10),
-            (9, 15), (11, 12), (12, 13), (13, 14), (14, 15)
+            (0, 1),
+            (0, 6),
+            (1, 2),
+            (2, 3),
+            (2, 8),
+            (3, 4),
+            (4, 10),
+            (5, 6),
+            (5, 11),
+            (6, 7),
+            (7, 8),
+            (7, 13),
+            (8, 9),
+            (9, 10),
+            (9, 15),
+            (11, 12),
+            (12, 13),
+            (13, 14),
+            (14, 15),
         ]
         g = Graph.Hexagonal_Lattice([2, 2])
         self.assertEqual(sorted(g.get_edgelist()), el)
@@ -142,10 +158,7 @@ def testHexagonalLattice(self):
         self.assertEqual(sorted(g.get_edgelist()), el)
 
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
-        self.assertEqual(
-            sorted(g.get_edgelist()),
-            sorted(el + [(y, x) for x, y in el])
-        )
+        self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
@@ -378,7 +391,18 @@ def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(
             sorted(g.get_edgelist()),
-            [(0, 1), (0, 2), (0, 3), (1, 0), (1, 3), (2, 0), (2, 3), (3, 0), (3, 1), (3, 2)]
+            [
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (1, 0),
+                (1, 3),
+                (2, 0),
+                (2, 3),
+                (3, 0),
+                (3, 1),
+                (3, 2),
+            ],
         )
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index f25c0e08d..a54cde8c7 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -38,7 +38,9 @@ def distance(p1, p2):
 
 
 def suite():
-    homepage_example_suite = unittest.defaultTestLoader.loadTestsFromTestCase(HomepageExampleTests)
+    homepage_example_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        HomepageExampleTests
+    )
     return unittest.TestSuite([homepage_example_suite])
 
 
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 2a6423550..56f368738 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -41,7 +41,9 @@ def testSingleEdgeRetrievalAttrName(self):
 
 
 def suite():
-    adjacency_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphAdjacencyMatrixLikeIndexingTests)
+    adjacency_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphAdjacencyMatrixLikeIndexingTests
+    )
     return unittest.TestSuite([adjacency_suite])
 
 
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 16d848790..3c1b62bbd 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -423,22 +423,32 @@ def testAutomorphismGroup(self):
             [
                 [0, 1, 2, 7, 5, 4, 6, 3, 9, 8],
                 [0, 4, 3, 8, 5, 1, 9, 2, 6, 7],
-                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9]
-            ]
+                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9],
+            ],
         )
 
 
 def suite():
-    isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)
-    subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SubisomorphismTests)
-    permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PermutationTests)
-    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AutomorphismTests)
-    return unittest.TestSuite([
-        isomorphism_suite,
-        subisomorphism_suite,
-        permutation_suite,
-        automorphism_suite,
-    ])
+    isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IsomorphismTests
+    )
+    subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        SubisomorphismTests
+    )
+    permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PermutationTests
+    )
+    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        AutomorphismTests
+    )
+    return unittest.TestSuite(
+        [
+            isomorphism_suite,
+            subisomorphism_suite,
+            permutation_suite,
+            automorphism_suite,
+        ]
+    )
 
 
 def test():
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 17133a231..0bf6d863f 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -177,7 +177,7 @@ def test_is_proper_circular_layout(graph, layout):
             self.assertAlmostEqual(0, sum(xs))
             self.assertAlmostEqual(0, sum(ys))
             for x, y in zip(xs, ys):
-                self.assertAlmostEqual(1, x ** 2 + y ** 2)
+                self.assertAlmostEqual(1, x**2 + y**2)
 
         g = Graph.Ring(8)
         layout = g.layout("circle")
@@ -256,19 +256,22 @@ def testUMAP(self):
         g = Graph()
 
         self.assertRaises(
-                InternalError, g.layout_umap,
-                min_dist=-0.01,
-            )
+            InternalError,
+            g.layout_umap,
+            min_dist=-0.01,
+        )
 
         self.assertRaises(
-                ValueError, g.layout_umap,
-                epochs=-1,
-            )
+            ValueError,
+            g.layout_umap,
+            epochs=-1,
+        )
 
         self.assertRaises(
-                ValueError, g.layout_umap,
-                dim=1,
-            )
+            ValueError,
+            g.layout_umap,
+            dim=1,
+        )
 
         # Empty graph
         lo = g.layout_umap()
@@ -282,17 +285,76 @@ def testUMAP(self):
 
         # Graph with two articulation points
         edges = [
-            0, 1, 0, 2, 0, 3, 1, 2, 1, 3, 2, 3,
-            3, 4, 4, 5, 5, 6,
-            6, 7, 7, 8, 6, 8, 7, 9, 6, 9, 8, 9, 7, 10, 8, 10, 9, 10,
-            10, 11, 9, 11, 8, 11, 7, 11,
-            ]
+            0,
+            1,
+            0,
+            2,
+            0,
+            3,
+            1,
+            2,
+            1,
+            3,
+            2,
+            3,
+            3,
+            4,
+            4,
+            5,
+            5,
+            6,
+            6,
+            7,
+            7,
+            8,
+            6,
+            8,
+            7,
+            9,
+            6,
+            9,
+            8,
+            9,
+            7,
+            10,
+            8,
+            10,
+            9,
+            10,
+            10,
+            11,
+            9,
+            11,
+            8,
+            11,
+            7,
+            11,
+        ]
         edges = list(zip(edges[::2], edges[1::2]))
         dist = [
-            0.1, 0.09, 0.12, 0.09, 0.1, 0.1,
-            0.9, 0.9, 0.9,
-            0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.08, 0.05, 0.1, 0.08, 0.12, 0.09, 0.11
-            ]
+            0.1,
+            0.09,
+            0.12,
+            0.09,
+            0.1,
+            0.1,
+            0.9,
+            0.9,
+            0.9,
+            0.2,
+            0.1,
+            0.1,
+            0.1,
+            0.1,
+            0.1,
+            0.08,
+            0.05,
+            0.1,
+            0.08,
+            0.12,
+            0.09,
+            0.11,
+        ]
         g = Graph(edges)
         lo = g.layout_umap(dist=dist, epochs=500)
         self.assertTrue(isinstance(lo, Layout))
@@ -302,8 +364,8 @@ def testUMAP(self):
         xmax, ymax, xmin, ymin = max(x), max(y), min(x), min(y)
         distmax = max(xmax - xmin, ymax - ymin)
         for iclu in range(0, 8, 7):
-            xclu = sum(x[iclu:iclu + 4]) / 4
-            yclu = sum(y[iclu:iclu + 4]) / 4
+            xclu = sum(x[iclu : iclu + 4]) / 4
+            yclu = sum(y[iclu : iclu + 4]) / 4
             for i in range(4):
                 dx = x[iclu + i] - xclu
                 dy = y[iclu + i] - yclu
@@ -327,8 +389,8 @@ def testUMAPComputeWeights(self):
         g = Graph(edges, directed=True)
         weights = umap_compute_weights(g, dist)
         self.assertEqual(
-            weights,
-            [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0])
+            weights, [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0]
+        )
 
     def testLGL(self):
         g = Graph.Barabasi(100)
@@ -355,7 +417,6 @@ def testReingoldTilford(self):
         lo = g.layout("rt", root=["v0", "v100"])
         self.assertEqual(lo[100][1] - lo[0][1], 0)
 
-
     def testBipartite(self):
         g = Graph.Full_Bipartite(3, 2)
 
@@ -368,12 +429,8 @@ def testBipartite(self):
         self.assertEqual([3, 3, 3, 0, 0], ys)
 
         lo = g.layout("bipartite", hgap=5)
-        self.assertEqual(
-            {0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1}
-        )
-        self.assertEqual(
-            {2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0}
-        )
+        self.assertEqual({0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1})
+        self.assertEqual({2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0})
 
     def testDRL(self):
         # Regression test for bug #1091891
@@ -384,7 +441,9 @@ def testDRL(self):
 
 def suite():
     layout_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutTests)
-    layout_algorithm_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutAlgorithmTests)
+    layout_algorithm_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        LayoutAlgorithmTests
+    )
     return unittest.TestSuite([layout_suite, layout_algorithm_suite])
 
 
diff --git a/tests/test_matching.py b/tests/test_matching.py
index 384df76e4..f6410cb2c 100644
--- a/tests/test_matching.py
+++ b/tests/test_matching.py
@@ -90,7 +90,9 @@ def testBipartiteMatchingErrors(self):
 
 def suite():
     matching_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MatchingTests)
-    bipartite_unweighted_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MaximumBipartiteMatchingTests)
+    bipartite_unweighted_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        MaximumBipartiteMatchingTests
+    )
     return unittest.TestSuite([matching_suite, bipartite_unweighted_suite])
 
 
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 47237347b..523181311 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -111,9 +111,9 @@ def testUnion(self):
 
     def testUnionWithConflict(self):
         g1 = Graph.Tree(7, 2)
-        g1['name'] = 'Tree'
+        g1["name"] = "Tree"
         g2 = Graph.Lattice([7])
-        g2['name'] = 'Lattice'
+        g2["name"] = "Lattice"
         g = union([g1, g2])  # Issue 422
         self.assertTrue(
             sorted(g.get_edgelist())
@@ -134,7 +134,7 @@ def testUnionWithConflict(self):
         )
         self.assertTrue(
             sorted(g.attributes()),
-            ['name_1', 'name_2'],
+            ["name_1", "name_2"],
         )
 
     def testUnionMethod(self):
@@ -274,7 +274,9 @@ def testInPlaceAddition(self):
         # Adding two edges
         g += [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.connected_components().membership == [0] * 6
+            g.vcount() == 6
+            and g.ecount() == 7
+            and g.connected_components().membership == [0] * 6
         )
 
         # Adding two more vertices
@@ -338,8 +340,9 @@ def testAddition(self):
         # Adding two edges
         g = g0 + [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and
-            g.connected_components().membership == [0] * 6
+            g.vcount() == 6
+            and g.ecount() == 7
+            and g.connected_components().membership == [0] * 6
         )
         g0 = g
 
@@ -524,17 +527,7 @@ def testReverseEdges(self):
         g.reverse_edges([0, 1, 2])
         self.assertEqual(
             g.get_edgelist(),
-            [
-                (1, 0),
-                (2, 0),
-                (3, 0),
-                (1, 4),
-                (1, 5),
-                (1, 6),
-                (2, 7),
-                (2, 8),
-                (2, 9)
-            ]
+            [(1, 0), (2, 0), (3, 0), (1, 4), (1, 5), (1, 6), (2, 7), (2, 8), (2, 9)],
         )
 
         g = Graph.Tree(13, 3, mode="in")
diff --git a/tests/test_rng.py b/tests/test_rng.py
index e32490214..23055ada8 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -43,7 +43,9 @@ def testSeeding(self):
 
 
 def suite():
-    random_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomNumberGeneratorTests)
+    random_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        RandomNumberGeneratorTests
+    )
     return unittest.TestSuite([random_suite])
 
 
diff --git a/tests/test_separators.py b/tests/test_separators.py
index a9267976e..98a226b2b 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -60,7 +60,9 @@ def testMinimumSizeSeparators(self):
 
 
 def suite():
-    is_separator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsSeparatorTests)
+    is_separator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IsSeparatorTests
+    )
     return unittest.TestSuite([is_separator_suite])
 
 
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index 5a959bf79..a415b9470 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -32,9 +32,9 @@ def testLaplacian(self):
         )
 
         mx0 = [
-            [1.0, -1 / (12 ** 0.5), -2 / (15 ** 0.5)],
-            [-1 / (12 ** 0.5), 1.0, -3 / (20 ** 0.5)],
-            [-2 / (15 ** 0.5), -3 / (20 ** 0.5), 1.0],
+            [1.0, -1 / (12**0.5), -2 / (15**0.5)],
+            [-1 / (12**0.5), 1.0, -3 / (20**0.5)],
+            [-2 / (15**0.5), -3 / (20**0.5), 1.0],
         ]
         self.assertAlmostEqualMatrix(g.laplacian("weight", True), mx0)
 
@@ -55,19 +55,43 @@ def testLaplacian(self):
         g = Graph.Formula("A --> B --> C --> D --> E --> A, A --> C")
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="out"),
-            [[2, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [2, -1, -1, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="in"),
-            [[1, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 2, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -1, -1, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 2, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="out", normalized="left"),
-            [[1, -0.5, -0.5, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -0.5, -0.5, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="in", normalized="right"),
-            [[1, -1, -0.5, 0, 0], [0, 1, -0.5, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -1, -0.5, 0, 0],
+                [0, 1, -0.5, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
 
 
diff --git a/tests/test_structural.py b/tests/test_structural.py
index c107e1c27..cde4f62aa 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -59,15 +59,13 @@ def testEccentricity(self):
     def testWeightedEccentricity(self):
         self.assertEqual(
             self.gfull.eccentricity(weights=[2] * self.gfull.ecount()),
-            [2] * self.gfull.vcount()
+            [2] * self.gfull.vcount(),
         )
         self.assertEqual(
-            self.gempty.eccentricity(weights=[]),
-            [0] * self.gempty.vcount()
+            self.gempty.eccentricity(weights=[]), [0] * self.gempty.vcount()
         )
         self.assertEqual(
-            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)),
-            [4, 5, 6, 6]
+            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)), [4, 5, 6, 6]
         )
         self.assertEqual(Graph().eccentricity(), [])
 
@@ -271,9 +269,13 @@ def testBetweennessCentrality(self):
 
         observed = g.betweenness(sources=[0, 8], targets=[0, 8])
         self.assertEqual(len(observed), g.vcount())
-        for x, y in zip(observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]):
+        for x, y in zip(
+            observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]
+        ):
             self.assertAlmostEqual(x, y)
-        self.assertRaises(ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+        self.assertRaises(
+            ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8]
+        )
 
     def testEdgeBetweennessCentrality(self):
         g = Graph.Star(5)
@@ -293,9 +295,27 @@ def testEdgeBetweennessCentrality(self):
         g = Graph.Lattice([3, 3], circular=False)
         observed = g.edge_betweenness(sources=[0, 8], targets=[0, 8])
         self.assertEqual(len(observed), g.ecount())
-        for x, y in zip(observed, [1 / 2, 1 / 2, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 3, 1 / 2, 1 / 6, 1 / 2]):
+        for x, y in zip(
+            observed,
+            [
+                1 / 2,
+                1 / 2,
+                1 / 6,
+                1 / 3,
+                1 / 6,
+                1 / 3,
+                1 / 6,
+                1 / 3,
+                1 / 3,
+                1 / 2,
+                1 / 6,
+                1 / 2,
+            ],
+        ):
             self.assertAlmostEqual(x, y)
-        self.assertRaises(ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+        self.assertRaises(
+            ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8]
+        )
 
     def testClosenessCentrality(self):
         g = Graph.Star(5)
@@ -624,7 +644,9 @@ def testIsTree(self):
         self.assertTrue(g.is_tree())
 
         g = Graph(1, directed=True)
-        self.assertTrue(g.is_tree() and g.is_tree("out") and g.is_tree("in") and g.is_tree("all"))
+        self.assertTrue(
+            g.is_tree() and g.is_tree("out") and g.is_tree("in") and g.is_tree("all")
+        )
 
         g = Graph(5, [(0, 1), (1, 2), (1, 3), (3, 4)])
         self.assertTrue(g.is_tree())
@@ -649,8 +671,7 @@ def testIsTree(self):
 
         g = Graph.Ring(10)
         self.assertFalse(
-            g.is_tree() or g.is_tree("in") or g.is_tree("out") or
-            g.is_tree("all")
+            g.is_tree() or g.is_tree("in") or g.is_tree("out") or g.is_tree("all")
         )
 
     def testIsChordal(self):
@@ -777,8 +798,12 @@ def testDistances(self):
             == [row[2:4] for row in expected]
         )
         self.assertRaises(
-            ValueError, g.distances,
-            weights="weight", target=[2, 3], algorithm="johnson", mode="in"
+            ValueError,
+            g.distances,
+            weights="weight",
+            target=[2, 3],
+            algorithm="johnson",
+            mode="in",
         )
 
     def testGetShortestPath(self):
@@ -795,7 +820,9 @@ def testGetShortestPathManualAlgorithmSelection(self):
 
         self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, algorithm="bellman_ford"))
         self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson")
-        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in")
+        self.assertRaises(
+            ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in"
+        )
 
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
@@ -979,8 +1006,7 @@ def heuristics(graph, u, v):
             return ((ux - vx) ** 2 + (uy - vy) ** 2) ** 0.5
 
         self.assertEqual(
-            [0, 1, 5, 6, 10, 11],
-            g.get_shortest_path_astar(0, 11, heuristics)
+            [0, 1, 5, 6, 10, 11], g.get_shortest_path_astar(0, 11, heuristics)
         )
 
 
@@ -1122,12 +1148,20 @@ def testDominators(self):
 
 
 def suite():
-    simple_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SimplePropertiesTests)
+    simple_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        SimplePropertiesTests
+    )
     degree_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeTests)
-    local_transitivity_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LocalTransitivityTests)
-    biconnected_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BiconnectedComponentTests)
+    local_transitivity_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        LocalTransitivityTests
+    )
+    biconnected_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        BiconnectedComponentTests
+    )
     centrality_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CentralityTests)
-    neighborhood_suite = unittest.defaultTestLoader.loadTestsFromTestCase(NeighborhoodTests)
+    neighborhood_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        NeighborhoodTests
+    )
     path_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PathTests)
     misc_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MiscTests)
     dominator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DominatorTests)
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index e8009e3a7..57154d4e2 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -99,7 +99,9 @@ def testNeighbors(self):
                     [edge.index for edge in vertex.neighbors(mode=mode)],
                 )
 
-    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(
+        is_pypy, "skipped on PyPy because we do not have access to docstrings"
+    )
     def testProxyMethods(self):
         # We only test with connected graphs because disconnected graphs might
         # print a warning when distances() is invoked on them and we want
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 7d2de1cab..4217565d1 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -26,7 +26,9 @@ def validate_edge_walk(self, g, walk, start, length, mode="out"):
         for edgeid in walk:
             vertices = g.es[edgeid].tuple
             if prev_vertices is not None:
-                self.assertTrue(vertices[0] in prev_vertices or vertices[1] in prev_vertices)
+                self.assertTrue(
+                    vertices[0] in prev_vertices or vertices[1] in prev_vertices
+                )
             else:
                 self.assertTrue(start in vertices)
             prev_vertices = vertices
@@ -77,7 +79,7 @@ def testRandomWalkUndirectedVertices(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, return_type='vertices')
+            walk = g.random_walk(start, length, return_type="vertices")
             self.validate_walk(g, walk, start, length)
 
     def testRandomWalkUndirectedEdges(self):
@@ -85,7 +87,7 @@ def testRandomWalkUndirectedEdges(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, return_type='edges')
+            walk = g.random_walk(start, length, return_type="edges")
             self.validate_edge_walk(g, walk, start, length)
 
     def testRandomWalkUndirectedBoth(self):
@@ -93,24 +95,26 @@ def testRandomWalkUndirectedBoth(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk_dic = g.random_walk(start, length, return_type='both')
-            self.assertTrue('vertices' in walk_dic)
-            self.assertTrue('edges' in walk_dic)
-            self.validate_edge_walk(g, walk_dic['edges'], start, length)
-            self.validate_walk(g, walk_dic['vertices'], start, length)
+            walk_dic = g.random_walk(start, length, return_type="both")
+            self.assertTrue("vertices" in walk_dic)
+            self.assertTrue("edges" in walk_dic)
+            self.validate_edge_walk(g, walk_dic["edges"], start, length)
+            self.validate_walk(g, walk_dic["vertices"], start, length)
 
     def testRandomWalkUndirectedWeighted(self):
         g = Graph.GRG(100, 0.2)
-        g.es['weight'] = [1.0 for i in range(g.ecount())]
+        g.es["weight"] = [1.0 for i in range(g.ecount())]
         for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, weights='weight')
+            walk = g.random_walk(start, length, weights="weight")
             self.validate_walk(g, walk, start, length)
 
 
 def suite():
-    random_walk_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomWalkTests)
+    random_walk_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        RandomWalkTests
+    )
     return unittest.TestSuite([random_walk_suite])
 
 
diff --git a/tests/utils.py b/tests/utils.py
index 0d0a8067e..19b177181 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -7,7 +7,7 @@
 from contextlib import contextmanager
 from textwrap import dedent
 
-__all__ = ("temporary_file", )
+__all__ = ("temporary_file",)
 
 
 @contextmanager

From 9d72d1e51e4124f1c066a53dce53670b07d57016 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 26 Sep 2023 13:23:47 +1000
Subject: [PATCH 1181/1681] Vertex label color in mpl

---
 src/igraph/drawing/matplotlib/graph.py          |   6 ++++++
 .../baseline_images/test_graph/graph_labels.png | Bin 0 -> 12996 bytes
 tests/drawing/matplotlib/test_graph.py          |  12 ++++++++++++
 3 files changed, 18 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 9b09b7f50..139f122c6 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -315,6 +315,11 @@ def _draw_vertex_labels(self):
                 vertex.label_size,
             )
 
+            label_color = kwds.get(
+                "vertex_label_color",
+                vertex.label_color,
+            )
+
             # Locate text relative to vertex in data units. This is consistent
             # with the vertex size being in data units, but might be not fully
             # satisfactory when zooming in/out. In that case, revisit this
@@ -337,6 +342,7 @@ def _draw_vertex_labels(self):
                 xytext=xytext,
                 textcoords="offset points",
                 fontsize=label_size,
+                color=label_color,
                 ha="center",
                 va="center",
                 clip_on=True,
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png
new file mode 100644
index 0000000000000000000000000000000000000000..817b0c7e8c68c74278e6bfe02d9ff1ec729da61c
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 0b3302d8b..d6130accc 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -48,6 +48,18 @@ def test_basic(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_labels"], remove_text=True)
+    def test_labels(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        fig, ax = plt.subplots(figsize=(3, 3))
+        plot(
+            g, target=ax, layout=self.layout_small_ring,
+            vertex_label=['1', '2', '3', '4', '5'],
+            vertex_label_color='white',
+            vertex_label_size=16,
+        )
+
     @image_comparison(baseline_images=["graph_layout_attribute"], remove_text=True)
     def test_layout_attribute(self):
         plt.close("all")

From 1991813d3f87116bced523e511d9d3a2760b5801 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Sep 2023 12:53:23 +0200
Subject: [PATCH 1182/1681] doc: fix documentation of 'n' argument in
 Graph.__init__, closes #716

---
 src/igraph/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 466f7344f..c34035ab5 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -354,7 +354,7 @@ def __init__(self, *args, **kwds):
 
         @keyword n: the number of vertices. Can be omitted, the default is
           zero. Note that if the edge list contains vertices with indexes
-          larger than or equal to M{m}, then the number of vertices will
+          larger than or equal to M{n}, then the number of vertices will
           be adjusted accordingly.
         @keyword edges: the edge list where every list item is a pair of
           integers. If any of the integers is larger than M{n-1}, the number

From 4c0990437780072590eab19798ae01238c33bfaf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 29 Sep 2023 15:36:57 +0200
Subject: [PATCH 1183/1681] doc: removed @newfield from Python docstrings --
 docstrings in C are still TBD

---
 src/igraph/__init__.py   | 39 ++++++++--------
 src/igraph/clustering.py | 45 ++++++++++---------
 src/igraph/community.py  | 96 +++++++++++++++++++---------------------
 src/igraph/cut.py        | 14 +++---
 src/igraph/layout.py     | 16 ++++---
 src/igraph/statistics.py | 13 +++---
 6 files changed, 111 insertions(+), 112 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index b84a2adc0..4ce6ebd24 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -785,6 +785,9 @@ def dfs(self, vid, mode=OUT):
     def spanning_tree(self, weights=None, return_tree=True):
         """Calculates a minimum spanning tree for a graph.
 
+        B{Reference}: Prim, R.C. Shortest connection networks and some
+        generalizations. I{Bell System Technical Journal} 36:1389-1401, 1957.
+
         @param weights: a vector containing weights for every edge in
           the graph. C{None} means that the graph is unweighted.
         @param return_tree: whether to return the minimum spanning tree (when
@@ -795,10 +798,6 @@ def spanning_tree(self, weights=None, return_tree=True):
         @return: the spanning tree as a L{Graph} object if C{return_tree}
           is C{True} or the IDs of the edges that constitute the spanning
           tree if C{return_tree} is C{False}.
-
-        @newfield ref: Reference
-        @ref: Prim, R.C.: I{Shortest connection networks and some
-          generalizations}. Bell System Technical Journal 36:1389-1401, 1957.
         """
         result = GraphBase._spanning_tree(self, weights)
         if return_tree:
@@ -816,23 +815,23 @@ def dyad_census(self, *args, **kwds):
         from I{a} to I{b} or from I{b} to I{a} but not the other way round)
         and null (there is no connection between I{a} and I{b}).
 
+        B{Reference}: Holland, P.W. and Leinhardt, S. A Method for Detecting
+        Structure in Sociometric Data. I{American Journal of Sociology}, 70,
+        492-513, 1970.
+
         @return: a L{DyadCensus} object.
-        @newfield ref: Reference
-        @ref: Holland, P.W. and Leinhardt, S.  (1970).  A Method for Detecting
-          Structure in Sociometric Data.  American Journal of Sociology, 70,
-          492-513.
         """
         return DyadCensus(GraphBase.dyad_census(self, *args, **kwds))
 
     def triad_census(self, *args, **kwds):
         """Calculates the triad census of the graph.
 
+        B{Reference}: Davis, J.A. and Leinhardt, S. The Structure of
+        Positive Interpersonal Relations in Small Groups. In:
+        J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
+        218-251. Boston: Houghton Mifflin (1972).
+
         @return: a L{TriadCensus} object.
-        @newfield ref: Reference
-        @ref: Davis, J.A. and Leinhardt, S.  (1972).  The Structure of
-          Positive Interpersonal Relations in Small Groups.  In:
-          J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
-          218-251. Boston: Houghton Mifflin.
         """
         return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
 
@@ -855,6 +854,14 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         measure (see L{transitivity_undirected()}) as it simply takes the
         average local transitivity across the whole network.
 
+        B{References}
+
+          - Watts DJ and Strogatz S: Collective dynamics of small-world
+            networks. I{Nature} 393(6884):440-442, 1998.
+          - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
+            The architecture of complex weighted networks. I{PNAS} 101, 3747
+            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
           transitivity. If C{TRANSITIVITY_NAN} or C{"nan"}, these vertices
@@ -863,12 +870,6 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
           or even an edge attribute name.
 
         @see: L{transitivity_undirected()}, L{transitivity_local_undirected()}
-        @newfield ref: Reference
-        @ref: Watts DJ and Strogatz S: I{Collective dynamics of small-world
-          networks}. Nature 393(6884):440-442, 1998.
-        @ref: Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
-          I{The architecture of complex weighted networks}. PNAS 101, 3747 (2004).
-          U{http://arxiv.org/abs/cond-mat/0311416}.
         """
         if weights is None:
             return GraphBase.transitivity_avglocal_undirected(self, mode)
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 9164b5a66..b06e886e8 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,24 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    B{References}
+
+      - Meila M: Comparing clusterings by the variation of information. In:
+        Scholkopf B, Warmuth MK (eds). Learning Theory and Kernel Machines: 16th
+        Annual Conference on Computational Learning Theory and 7th Kernel
+        Workship, COLT/Kernel 2003, Washington, DC, USA. Lecture Notes in Computer
+        Science, vol. 2777, Springer, 2003. ISBN: 978-3-540-40720-1.
+      - Danon L, Diaz-Guilera A, Duch J, Arenas A: Comparing community structure
+        identification. I{J Stat Mech} P09008, 2005.
+      - van Dongen S: Performance criteria for graph clustering and Markov
+        cluster experiments. Technical Report INS-R0012, National Research
+        Institute for Mathematics and Computer Science in the Netherlands,
+        Amsterdam, May 2000.
+      - Rand WM: Objective criteria for the evaluation of clustering
+        methods. I{J Am Stat Assoc} 66(336):846-850, 1971.
+      - Hubert L and Arabie P: Comparing partitions. I{Journal of
+        Classification} 2:193-218, 1985.
+
     @param comm1: the first community structure as a membership list or
       as a L{Clustering} object.
     @param comm2: the second community structure as a membership list or
@@ -1478,23 +1496,6 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       are compared.
 
     @return: the calculated measure.
-    @newfield ref: Reference
-    @ref: Meila M: Comparing clusterings by the variation of information.
-          In: Scholkopf B, Warmuth MK (eds). Learning Theory and Kernel
-          Machines: 16th Annual Conference on Computational Learning Theory
-          and 7th Kernel Workship, COLT/Kernel 2003, Washington, DC, USA.
-          Lecture Notes in Computer Science, vol. 2777, Springer, 2003.
-          ISBN: 978-3-540-40720-1.
-    @ref: Danon L, Diaz-Guilera A, Duch J, Arenas A: Comparing community
-          structure identification. J Stat Mech P09008, 2005.
-    @ref: van Dongen D: Performance criteria for graph clustering and Markov
-          cluster experiments. Technical Report INS-R0012, National Research
-          Institute for Mathematics and Computer Science in the Netherlands,
-          Amsterdam, May 2000.
-    @ref: Rand WM: Objective criteria for the evaluation of clustering
-          methods. J Am Stat Assoc 66(336):846-850, 1971.
-    @ref: Hubert L and Arabie P: Comparing partitions. Journal of
-          Classification 2:193-218, 1985.
     """
     import igraph._igraph
 
@@ -1528,6 +1529,11 @@ def split_join_distance(comm1, comm2, remove_none=False):
     it is close to zero, then one of the partitions is close to being a
     subpartition of the other).
 
+    B{Reference}: van Dongen S: Performance criteria for graph clustering and
+    Markov cluster experiments. Technical Report INS-R0012, National Research
+    Institute for Mathematics and Computer Science in the Netherlands,
+    Amsterdam, May 2000.
+
     @param comm1: the first community structure as a membership list or
       as a L{Clustering} object.
     @param comm2: the second community structure as a membership list or
@@ -1542,11 +1548,6 @@ def split_join_distance(comm1, comm2, remove_none=False):
 
     @return: the projection distance of C{comm1} from C{comm2} and vice versa
       in a tuple. The split-join distance is the sum of the two.
-    @newfield ref: Reference
-    @ref: van Dongen D: Performance criteria for graph clustering and Markov
-          cluster experiments. Technical Report INS-R0012, National Research
-          Institute for Mathematics and Computer Science in the Netherlands,
-          Amsterdam, May 2000.
 
     @see: L{compare_communities()} with C{method = "split-join"} if you are
       not interested in the individual projection distances but only the
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 42a5ed6b2..b890b97b2 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -15,13 +15,12 @@ def _community_fastgreedy(graph, weights=None):
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
+    B{Reference}: A Clauset, MEJ Newman and C Moore: Finding community structure
+    in very large networks. I{Phys Rev E} 70, 066111 (2004).
+
     @param weights: edge attribute name or a list containing edge
       weights
     @return: an appropriate L{VertexDendrogram} object.
-
-    @newfield ref: Reference
-    @ref: A Clauset, MEJ Newman and C Moore: Finding community structure
-      in very large networks. Phys Rev E 70, 066111 (2004).
     """
     merges, qs = GraphBase.community_fastgreedy(graph, weights)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
@@ -34,6 +33,17 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
     """Finds the community structure of the network according to the Infomap
     method of Martin Rosvall and Carl T. Bergstrom.
 
+    B{References}
+
+      - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
+        community structure in complex networks, I{PNAS} 105, 1118 (2008).
+        U{http://dx.doi.org/10.1073/pnas.0706851105},
+        U{http://arxiv.org/abs/0707.0609}.
+      - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
+        I{Eur Phys. J Special Topics} 178, 13 (2009).
+        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
+        U{http://arxiv.org/abs/0906.1405}.
+
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
     @param vertex_weights: name of an vertex attribute or a list containing
@@ -42,16 +52,6 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{codelength} that stores the code length determined by the
       algorithm.
-
-    @newfield ref: Reference
-    @ref: M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
-      community structure in complex networks, PNAS 105, 1118 (2008).
-      U{http://dx.doi.org/10.1073/pnas.0706851105},
-      U{http://arxiv.org/abs/0707.0609}.
-    @ref: M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
-      Eur. Phys. J. Special Topics 178, 13 (2009).
-      U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-      U{http://arxiv.org/abs/0906.1405}.
     """
     membership, codelength = GraphBase.community_infomap(
         graph, edge_weights, vertex_weights, trials
@@ -73,6 +73,9 @@ def _community_leading_eigenvector(
     each split is done by maximizing the modularity regarding the
     original network.
 
+    B{Reference}: MEJ Newman: Finding community structure in networks using the
+    eigenvectors of matrices, arXiv:physics/0605087
+
     @param clusters: the desired number of communities. If C{None}, the
       algorithm tries to do as many splits as possible. Note that the
       algorithm won't split a community further if the signs of the leading
@@ -84,10 +87,7 @@ def _community_leading_eigenvector(
       the ARPACK eigenvector calculation. If omitted, the module-level
       variable called C{arpack_options} is used.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: MEJ Newman: Finding community structure in networks using the
-    eigenvectors of matrices, arXiv:physics/0605087"""
+    """
     if clusters is None:
         clusters = -1
 
@@ -123,6 +123,10 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     labels that belonged to different communities, they will still be in
     different communities at the end.
 
+    B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
+    time algorithm to detect community structures in large-scale networks.
+    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+
     @param weights: name of an edge attribute or a list containing
       edge weights
     @param initial: name of a vertex attribute or a list containing
@@ -136,12 +140,6 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
       vertices cannot be fixed. It may also be the name of a vertex
       attribute; each attribute value will be interpreted as a Boolean.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
-      time algorithm to detect community structures in large-scale
-      networks. Phys Rev E 76:036106, 2007.
-      U{http://arxiv.org/abs/0709.2938}.
     """
     if isinstance(fixed, str):
         fixed = [bool(o) for o in graph.vs[fixed]]
@@ -165,6 +163,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
+    B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
+    unfolding of community hierarchies in large networks, I{J Stat Mech}
+    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+
     @param weights: edge attribute name or a list containing edge
       weights
     @param return_levels: if C{True}, the communities at each level are
@@ -177,11 +179,6 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     @return: a list of L{VertexClustering} objects, one corresponding to
       each level (if C{return_levels} is C{True}), or a L{VertexClustering}
       corresponding to the best modularity.
-
-    @newfield ref: Reference
-    @ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
-      unfolding of community hierarchies in large networks, J Stat Mech
-      P10008 (2008), http://arxiv.org/abs/0803.0476
     """
     if graph.is_directed():
         raise ValueError("input graph must be undirected")
@@ -270,6 +267,16 @@ def _community_spinglass(graph, *args, **kwds):
     """Finds the community structure of the graph according to the
     spinglass community detection method of Reichardt & Bornholdt.
 
+    B{References}
+
+      - Reichardt J and Bornholdt S: Statistical mechanics of community
+        detection. I{Phys Rev E} 74:016110 (2006).
+        U{http://arxiv.org/abs/cond-mat/0603718}.
+
+      - Traag VA and Bruggeman J: Community detection in networks
+        with positive and negative links. I{Phys Rev E} 80:036115 (2009).
+        U{http://arxiv.org/abs/0811.2329}.
+
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
     @keyword spins: integer, the number of spins to use. This is the
@@ -304,14 +311,6 @@ def _community_spinglass(graph, *args, **kwds):
       at the end of the argument name; this is due to the fact that
       lambda is a reserved keyword in Python.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: Reichardt J and Bornholdt S: Statistical mechanics of
-      community detection. Phys Rev E 74:016110 (2006).
-      U{http://arxiv.org/abs/cond-mat/0603718}.
-    @ref: Traag VA and Bruggeman J: Community detection in networks
-      with positive and negative links. Phys Rev E 80:036115 (2009).
-      U{http://arxiv.org/abs/0811.2329}.
     """
     membership = GraphBase.community_spinglass(graph, *args, **kwds)
     if "weights" in kwds:
@@ -329,16 +328,15 @@ def _community_walktrap(graph, weights=None, steps=4):
     in the same community. The result of the clustering will be represented
     as a dendrogram.
 
+    B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
+    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+
     @param weights: name of an edge attribute or a list containing
       edge weights
     @param steps: length of random walks to perform
 
     @return: a L{VertexDendrogram} object, initially cut at the maximum
       modularity.
-
-    @newfield ref: Reference
-    @ref: Pascal Pons, Matthieu Latapy: Computing communities in large
-      networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
     """
     merges, qs = GraphBase.community_walktrap(graph, weights, steps)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
@@ -399,6 +397,10 @@ def _community_leiden(
     """Finds the community structure of the graph using the Leiden
     algorithm of Traag, van Eck & Waltman.
 
+    B{Reference}: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
+    to Leiden: guaranteeing well-connected communities. I{Scientific Reports},
+    9(1), 5233. doi: 10.1038/s41598-019-41695-z
+
     @param objective_function: whether to use the Constant Potts
       Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
     @param weights: edge weights to be used. Can be a sequence or
@@ -423,11 +425,6 @@ def _community_leiden(
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{quality} that stores the value of the internal quality function
       optimized by the algorithm.
-
-    @newfield ref: Reference
-    @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
-      to Leiden: guaranteeing well-connected communities. Scientific
-      reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
     """
     if objective_function.lower() not in ("cpm", "modularity"):
         raise ValueError('objective_function must be "CPM" or "modularity".')
@@ -484,6 +481,9 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
     total weight of edges adjacent to vertex M{j} and M{m} is the total
     edge weight in the graph.
 
+    B{Reference}: MEJ Newman and M Girvan: Finding and evaluating community
+    structure in networks. I{Phys Rev E} 69 026113, 2004.
+
     @param membership: a membership list or a L{VertexClustering} object
     @param weights: optional edge weights or C{None} if all edges are
       weighed equally. Attribute names are also allowed.
@@ -495,10 +495,6 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
       in- and out-degrees of nodes are treated separately; C{False} will treat
       directed graphs as undirected.
     @return: the modularity score
-
-    @newfield ref: Reference
-    @ref: MEJ Newman and M Girvan: Finding and evaluating community
-      structure in networks. Phys Rev E 69 026113, 2004.
     """
     if isinstance(membership, VertexClustering):
         if membership.graph != self:
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index cca6e6093..5aa26d9de 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -200,13 +200,12 @@ def _all_st_cuts(graph, source, target):
     This function lists all edge-cuts between a source and a target vertex.
     Every cut is listed exactly once.
 
+    B{Reference}: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+    graphs. I{Algorithmica} 15, 351-372, 1996.
+
     @param source: the source vertex ID
     @param target: the target vertex ID
     @return: a list of L{Cut} objects.
-
-    @newfield ref: Reference
-    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-      graphs. Algorithmica 15, 351--372, 1996.
     """
     return [
         Cut(graph, cut=cut, partition=part)
@@ -222,15 +221,14 @@ def _all_st_mincuts(graph, source, target, capacity=None):
     This function lists all minimum edge-cuts between a source and a target
     vertex.
 
+    B{Reference}: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+    graphs. I{Algorithmica} 15, 351-372, 1996.
+
     @param source: the source vertex ID
     @param target: the target vertex ID
     @param capacity: the edge capacities (weights). If C{None}, all
       edges have equal weight. May also be an attribute name.
     @return: a list of L{Cut} objects.
-
-    @newfield ref: Reference
-    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-      graphs. Algorithmica 15, 351--372, 1996.
     """
     value, cuts, parts = GraphBase.all_st_mincuts(graph, source, target, capacity)
     return [
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 6ed163b05..a846be7bd 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -624,6 +624,15 @@ def _layout_sugiyama(
     returned layout therefore contains more rows than the number of nodes in
     the original graph; the extra rows correspond to the dummy vertices.
 
+    B{References}:
+
+      - K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
+        hierarchical system structures. I{IEEE Systems, Man and Cybernetics}
+        11(2):109-125, 1981.
+
+      - P Eades, X Lin and WF Smyth: A fast effective heuristic for the
+        feedback arc set problem. I{Information Processing Letters} 47:319-323, 1993.
+
     @param layers: a vector specifying a non-negative integer layer index for
       each vertex, or the name of a numeric vertex attribute that contains
       the layer indices. If C{None}, a layering will be determined
@@ -655,13 +664,6 @@ def _layout_sugiyama(
       than the number of vertices; the remaining rows correspond to the dummy
       nodes introduced in the layering step. When C{return_extended_graph} is
       C{True}, it will also contain the extended graph.
-
-    @newfield ref: Reference
-    @ref: K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
-      hierarchical system structures. IEEE Systems, Man and Cybernetics\
-      11(2):109-125, 1981.
-    @ref: P Eades, X Lin and WF Smyth: A fast effective heuristic for the
-      feedback arc set problem. Information Processing Letters 47:319-323, 1993.
     """
     if not return_extended_graph:
         return Layout(
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index c660bee15..98a53cc7f 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -505,6 +505,13 @@ def percentile(xs, p=(25, 50, 75), sort=True):
 def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
     """Fitting a power-law distribution to empirical data
 
+    B{References}
+
+      - MEJ Newman: Power laws, Pareto distributions and Zipf's law.
+        I{Contemporary Physics} 46, 323-351 (2005)
+      - A Clauset, CR Shalizi, MEJ Newman: Power-law distributions
+        in empirical data. E-print (2007). arXiv:0706.1062
+
     @param data: the data to fit, a list containing integer values
     @param xmin: the lower bound for fitting the power-law. If C{None},
       the optimal xmin value will be estimated as well. Zero means that
@@ -539,12 +546,6 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
     @return: a L{FittedPowerLaw} object. The fitted C{xmin} value and the
       power-law exponent can be queried from the C{xmin} and C{alpha}
       properties of the returned object.
-
-    @newfield ref: Reference
-    @ref: MEJ Newman: Power laws, Pareto distributions and Zipf's law.
-      Contemporary Physics 46, 323-351 (2005)
-    @ref: A Clauset, CR Shalizi, MEJ Newman: Power-law distributions
-      in empirical data. E-print (2007). arXiv:0706.1062
     """
     from igraph._igraph import _power_law_fit
 

From 6fdbc5f0f6b836a65e0a07c05ca6f534bae623f1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 29 Sep 2023 16:40:40 +0200
Subject: [PATCH 1184/1681] doc: API documentation now builds without warnings,
 all occurrences of @newfield removed

---
 src/_igraph/edgeseqobject.c   |   3 +-
 src/_igraph/graphobject.c     | 259 ++++++++++++++++------------------
 src/_igraph/vertexobject.c    |   2 +-
 src/_igraph/vertexseqobject.c |   3 +-
 4 files changed, 124 insertions(+), 143 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index ce57c51d3..fcdbce41a 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -1078,8 +1078,7 @@ PyMemberDef igraphmodule_EdgeSeq_members[] = {
 PyDoc_STRVAR(
   igraphmodule_EdgeSeq_doc,
   "Low-level representation of an edge sequence.\n\n" /* tp_doc */
-  "Don't use it directly, use L{igraph.EdgeSeq} instead.\n\n"
-  "@deffield ref: Reference"
+  "Don't use it directly, use L{igraph.EdgeSeq} instead.\n"
 );
 
 int igraphmodule_EdgeSeq_register_type() {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a3bd20ac4..5d96bb267 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13769,6 +13769,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Atlas(idx)\n--\n\n"
    "Generates a graph from the Graph Atlas.\n\n"
+   "B{Reference}: Ronald C. Read and Robin J. Wilson: I{An Atlas of Graphs}.\n"
+   "Oxford University Press, 1998.\n\n"
    "@param idx: The index of the graph to be generated.\n"
    "  Indices start from zero, graphs are listed:\n\n"
    "    1. in increasing order of number of vertices;\n"
@@ -13777,9 +13779,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    3. for fixed numbers of vertices and edges, in increasing order\n"
    "       of the degree sequence, for example 111223 < 112222;\n"
    "    4. for fixed degree sequence, in increasing number of automorphisms.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: I{An Atlas of Graphs} by Ronald C. Read and Robin J. Wilson,\n"
-   "  Oxford University Press, 1998."},
+  },
 
   // interface to igraph_barabasi_game
   {"Barabasi", (PyCFunction) igraphmodule_Graph_Barabasi,
@@ -13787,6 +13787,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
    "Generates a graph based on the Barabasi-Albert model.\n\n"
+   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
    "  each vertex or a list containing the number of outgoing\n"
@@ -13820,9 +13822,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param start_from: if given and not C{None}, this must be another\n"
    "      L{GraphBase} object. igraph will use this graph as a starting\n"
    "      point for the preferential attachment model.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
-   "  in random networks. Science, 286 509-512."},
+  },
 
   /* interface to igraph_create_bipartite */
   {"_Bipartite", (PyCFunction) igraphmodule_Graph_Bipartite,
@@ -14120,6 +14120,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "multiple or loop edges are allowed) are specified in the C{allowed_edge_types}\n"
     "parameter.\n"
     "\n"
+    "B{References}\n\n"
+    "  - V. Havel, Poznámka o existenci konečných grafů (A remark on the\n"
+    "    existence of finite graphs), Časopis pro pěstování matematiky 80,\n"
+    "    477-480 (1955). U{http://eudml.org/doc/19050}\n"
+    "  - S. L. Hakimi, On Realizability of a Set of Integers as Degrees of the\n"
+    "    Vertices of a Linear Graph, I{Journal of the SIAM} 10, 3 (1962).\n"
+    "    U{https://www.jstor.org/stable/2098770}\n"
+    "  - D. J. Kleitman and D. L. Wang, Algorithms for Constructing Graphs and\n"
+    "    Digraphs with Given Valences and Factors, I{Discrete Mathematics} 6, 1 (1973).\n"
+    "    U{https://doi.org/10.1016/0012-365X%2873%2990037-X}\n"
+    "  - Sz. Horvát and C. D. Modes, Connectedness matters: construction and\n"
+    "    exact random sampling of connected networks (2021).\n"
+    "    U{https://doi.org/10.1088/2632-072X/abced5}\n"
+    "\n"
     "@param out: the degree sequence of an undirected graph (if in_=None),\n"
     "  or the out-degree sequence of a directed graph.\n"
     "@param in_: None to generate an undirected graph, the in-degree sequence\n"
@@ -14143,23 +14157,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "\n"
     "  In the undirected case, C{smallest} is guaranteed to produce a connected graph.\n"
     "  See Horvát and Modes (2021) for details.\n"
-    "\n"
-    "@newfield ref: Reference\n"
-    "@ref: V. Havel,\n"
-    "  Poznámka o existenci konečných grafů (A remark on the existence of finite graphs),\n"
-    "  Časopis pro pěstování matematiky 80, 477-480 (1955).\n"
-    "  U{http://eudml.org/doc/19050}\n"
-    "@ref: S. L. Hakimi,\n"
-    "  On Realizability of a Set of Integers as Degrees of the Vertices of a Linear Graph,\n"
-    "  Journal of the SIAM 10, 3 (1962).\n"
-    "  U{https://www.jstor.org/stable/2098770}\n"
-    "@ref: D. J. Kleitman and D. L. Wang,\n"
-    "  Algorithms for Constructing Graphs and Digraphs with Given Valences and Factors,\n"
-    "  Discrete Mathematics 6, 1 (1973).\n"
-    "  U{https://doi.org/10.1016/0012-365X%2873%2990037-X}\n"
-    "@ref: Sz. Horvát and C. D. Modes,\n"
-    "  Connectedness matters: construction and exact random sampling of connected networks (2021).\n"
-    "  U{https://doi.org/10.1088/2632-072X/abced5}\n"
   },
 
   // interface to igraph_ring
@@ -14202,6 +14199,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False, "
    "multiple=False, finite_size_correction=True)\n--\n\n"
    "Generates a non-growing graph with prescribed power-law degree distributions.\n\n"
+   "B{References}\n\n"
+   "  - Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
+   "    in scale-free networks. I{Phys Rev Lett} 87(27):278701, 2001.\n"
+   "  - Cho YS, Kim JS, Park J, Kahng B, Kim D: Percolation transitions in\n"
+   "    scale-free networks under the Achlioptas process. I{Phys Rev Lett}\n"
+   "    103:135702, 2009.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param m: the number of edges in the graph\n"
    "@param exponent_out: the exponent of the out-degree distribution, which\n"
@@ -14219,19 +14222,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  paper of Cho et al for more details.\n"
    "@return: a directed or undirected graph with the prescribed power-law\n"
    "  degree distributions.\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
-   "  in scale-free networks. Phys Rev Lett 87(27):278701, 2001.\n"
-   "@ref: Cho YS, Kim JS, Park J, Kahng B, Kim D: Percolation transitions in\n"
-   "  scale-free networks under the Achlioptas process. Phys Rev Lett\n"
-   "  103:135702, 2009.\n"
   },
 
   // interface to igraph_tree
   {"Tree", (PyCFunction) igraphmodule_Graph_Tree,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Tree(n, children, type=\"undirected\")\n--\n\n"
+   "Tree(n, children, mode=\"undirected\")\n--\n\n"
    "Generates a tree in which almost all vertices have the same number of children.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param children: the number of children of a vertex in the graph\n"
@@ -14339,6 +14335,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "become fully random even for <code>p=1</code>.\n\n"
    "For appropriate choices of I{p}, both models exhibit the property of\n"
    "simultaneously having short path lengths and high clustering.\n\n"
+   "B{Reference}: Duncan J Watts and Steven H Strogatz: Collective dynamics of\n"
+   "small world networks, I{Nature} 393, 440-442, 1998\n\n"
    "@param dim: the dimension of the lattice\n"
    "@param size: the size of the lattice along all dimensions\n"
    "@param nei: value giving the distance (number of steps) within which\n"
@@ -14348,9 +14346,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param multiple: specifies whether multiple edges are allowed\n"
    "@see: L{Lattice()}, L{rewire()}, L{rewire_edges()} if more flexibility is\n"
    "  needed\n"
-   "@newfield ref: Reference\n"
-   "@ref: Duncan J Watts and Steven H Strogatz: I{Collective dynamics of\n"
-   "  small world networks}, Nature 393, 440-442, 1998\n"},
+  },
 
   /* interface to igraph_weighted_adjacency */
   {"_Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
@@ -14416,6 +14412,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "performed using equation (26) in the same paper for directed graphs, and\n"
    "equation (4) in Newman MEJ: Assortative mixing in networks, Phys Rev Lett\n"
    "89:208701 (2002) for undirected graphs.\n\n"
+   "B{References}\n\n"
+   "  - Newman MEJ: Mixing patterns in networks, I{Phys Rev E} 67:026126, 2003.\n"
+   "  - Newman MEJ: Assortative mixing in networks, I{Phys Rev Lett} 89:208701, 2002.\n\n"
    "@param types1: vertex types in a list or the name of a vertex attribute\n"
    "  holding vertex types. Types are ideally denoted by numeric values.\n"
    "@param types2: in directed assortativity calculations, each vertex can\n"
@@ -14428,10 +14427,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  Pearson correlation. Supply True here to compute the standard\n"
    "  assortativity.\n"
    "@return: the assortativity coefficient\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
-   "@ref: Newman MEJ: Assortative mixing in networks, Phys Rev Lett 89:208701,\n"
-   "  2002.\n"
    "@see: L{assortativity_degree()} when the types are the vertex degrees\n"
   },
 
@@ -14462,6 +14457,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "asymptotically zero.\n\n"
    "See equation (2) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition.\n\n"
+   "B{Reference}: Newman MEJ: Mixing patterns in networks, I{Phys Rev E}\n"
+   "67:026126, 2003.\n\n"
    "@param types: vertex types in a list or the name of a vertex attribute\n"
    "  holding vertex types. Types should be denoted by numeric values.\n"
    "@param directed: whether to consider edge directions or not.\n"
@@ -14469,8 +14466,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  The unnormalized version is identical to modularity. Supply True here to\n"
    "  compute the standard assortativity.\n"
    "@return: the assortativity coefficient\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
   },
 
   /* interface to igraph_average_path_length */
@@ -14802,15 +14797,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Shannon entropy of the weights of the edges incident on the vertex.\n\n"
    "The measure is defined for undirected graphs only; edge directions are\n"
    "ignored.\n\n"
+   "B{Reference}: Eagle N, Macy M and Claxton R: Network diversity and economic\n"
+   "development, I{Science} 328, 1029-1031, 2010.\n\n"
    "@param vertices: the vertices for which the diversity indices must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
    "@return: the calculated diversity indices in a list, or a single number if\n"
    "  a single vertex was supplied.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Eagle N, Macy M and Claxton R: Network diversity and economic\n"
-   "  development, Science 328, 1029--1031, 2010."
   },
 
   /* interface to igraph_eccentricity */
@@ -14933,6 +14927,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "set. Note that the task is trivial for an undirected graph as it is enough\n"
    "to find a spanning tree and then remove all the edges not in the spanning\n"
    "tree. Of course it is more complicated for directed graphs.\n\n"
+   "B{Reference}: Eades P, Lin X and Smyth WF: A fast and effective heuristic for the\n"
+   "feedback arc set problem. In: I{Proc Inf Process Lett} 319-323, 1993.\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name. When given, the algorithm will strive to\n"
    "  remove lightweight edges in order to minimize the total weight of the\n"
@@ -14944,9 +14940,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  an integer programming formulation which is guaranteed to yield an optimal\n"
    "  result, but is too slow for large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Eades P, Lin X and Smyth WF: A fast and effective heuristic for the\n"
-   "  feedback arc set problem. In: Proc Inf Process Lett 319-323, 1993.\n"
   },
 
   /* interface to igraph_get_shortest_path */
@@ -15610,14 +15603,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that this measure is different from the local transitivity\n"
    "measure (see L{transitivity_local_undirected()}) as it calculates\n"
    "a single value for the whole graph.\n\n"
+   "B{Reference}: S. Wasserman and K. Faust: I{Social Network Analysis: Methods\n"
+   "and Applications}. Cambridge: Cambridge University Press, 1994.\n\n"
    "@param mode: if C{TRANSITIVITY_ZERO} or C{\"zero\"}, the result will\n"
    "  be zero if the graph does not have any triplets. If C{\"nan\"} or\n"
    "  C{TRANSITIVITY_NAN}, the result will be C{NaN} (not a number).\n"
    "@return: the transitivity\n"
    "@see: L{transitivity_local_undirected()}, L{transitivity_avglocal_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wasserman and K. Faust: I{Social Network Analysis: Methods and\n"
-   "  Applications}. Cambridge: Cambridge University Press, 1994."
   },
 
   /* interface to igraph_transitivity_local_undirected and
@@ -15637,6 +15629,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The traditional local transitivity measure applies for unweighted graphs\n"
    "only. When the C{weights} argument is given, this function calculates\n"
    "the weighted local transitivity proposed by Barrat et al (see references).\n\n"
+   "B{References}:\n\n"
+   "  - D. J. Watts and S. Strogatz: Collective dynamics of\n"
+   "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
+   "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
+   "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
+   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -15647,12 +15645,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  even an edge attribute name.\n"
    "@return: the transitivities for the given vertices in a list\n"
    "@see: L{transitivity_undirected()}, L{transitivity_avglocal_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: Watts DJ and Strogatz S: I{Collective dynamics of small-world\n"
-   "  networks}. Nature 393(6884):440-442, 1998.\n"
-   "@ref: Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
-   "  I{The architecture of complex weighted networks}. PNAS 101, 3747 (2004).\n"
-   "  U{http://arxiv.org/abs/cond-mat/0311416}."
   },
 
   /* interface to igraph_transitivity_avglocal_undirected */
@@ -15671,14 +15663,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that this measure is different from the global transitivity measure\n"
    "(see L{transitivity_undirected()}) as it simply takes the average local\n"
    "transitivity across the whole network.\n\n"
+   "B{Reference}: D. J. Watts and S. Strogatz: Collective dynamics of\n"
+   "small-world networks. I{Nature} 393(6884):440-442, 1998.\n\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
    "  If C{TRANSITIVITT_ZERO} or C{\"zero\"}, these vertices will have\n"
    "  zero transitivity. If C{TRANSITIVITY_NAN} or C{\"nan\"}, these\n"
    "  vertices will be excluded from the average.\n"
    "@see: L{transitivity_undirected()}, L{transitivity_local_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: D. J. Watts and S. Strogatz: I{Collective dynamics of small-world\n"
-   "  networks}. Nature 393(6884):440-442, 1998."
   },
 
   /* interface to igraph_unfold_tree */
@@ -15834,9 +15825,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "method can be used. This function is capable of doing sampling via\n"
    "the I{cut_prob} argument. This argument gives the probability that\n"
    "a branch of the motif search tree will not be explored.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -15858,9 +15848,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "assigning isomorphism classes to them.\n\n"
    "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
    "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -15878,9 +15867,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "sample of vertices.\n\n"
    "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
    "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -16288,6 +16276,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "For unconnected graphs, the method will decompose the graph into\n"
    "weakly connected components and then lay out the components\n"
    "individually using the appropriate parts of the distance matrix.\n\n"
+   "B{Reference}: Cox & Cox: Multidimensional Scaling (1994), Chapman and\n"
+   "Hall, London.\n\n"
    "@param dist: the distance matrix. It must be symmetric and the\n"
    "  symmetry is not checked -- results are unspecified when a\n"
    "  non-symmetric distance matrix is used. If this parameter is\n"
@@ -16299,10 +16289,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
-   "@return: the calculated layout.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Cox & Cox: Multidimensional Scaling (1994), Chapman and\n"
-   "  Hall, London.\n"
+   "@return: the calculated layout.\n"
   },
 
   /* interface to igraph_layout_reingold_tilford */
@@ -16314,6 +16301,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "layout algorithm.\n\n"
    "This is a tree layout. If the given graph is not a tree, a breadth-first\n"
    "search is executed first to obtain a possible spanning tree.\n\n"
+   "B{Reference}: EM Reingold, JS Tilford: Tidier Drawings of Trees. I{IEEE\n"
+   "Transactions on Software Engineering} 7:22, 223-228, 1981.\n\n"
    "@param mode: specifies which edges to consider when builing the tree.\n"
    "  If it is C{OUT} then only the outgoing, if it is C{IN} then only the\n"
    "  incoming edges of a parent are considered. If it is C{ALL} then all\n"
@@ -16335,9 +16324,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  in the forest.\n"
    "@return: the calculated layout.\n\n"
    "@see: layout_reingold_tilford_circular\n"
-   "@newfield ref: Reference\n"
-   "@ref: EM Reingold, JS Tilford: I{Tidier Drawings of Trees.}\n"
-   "IEEE Transactions on Software Engineering 7:22, 223-228, 1981."},
+  },
 
   /* interface to igraph_layout_reingold_tilford_circular */
   {"layout_reingold_tilford_circular",
@@ -16348,11 +16335,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "This layout is similar to the Reingold-Tilford layout, but the vertices\n"
    "are placed in a circular way, with the root vertex in the center.\n\n"
    "See L{layout_reingold_tilford} for the explanation of the parameters.\n\n"
+   "B{Reference}: EM Reingold, JS Tilford: Tidier Drawings of Trees. I{IEEE\n"
+   "Transactions on Software Engineering} 7:22, 223-228, 1981.\n\n"
    "@return: the calculated layout.\n\n"
    "@see: layout_reingold_tilford\n"
-   "@newfield ref: Reference\n"
-   "@ref: EM Reingold, JS Tilford: I{Tidier Drawings of Trees.}\n"
-   "IEEE Transactions on Software Engineering 7:22, 223-228, 1981."},
+  },
 
   /* interface to igraph_layout_random */
   {"layout_random", (PyCFunction) igraphmodule_Graph_layout_random,
@@ -16380,6 +16367,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Uniform Manifold Approximation and Projection (UMAP).\n\n"
    "This layout is a probabilistic algorithm that places vertices that are connected\n"
    "and have a short distance close by in the embedded space.\n\n"
+   "B{Reference}: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
+   "and Projection for Dimension Reduction. arXiv:1802.03426.\n\n"
    "@param dist: distances associated with the graph edges. If None, all edges will\n"
    "  be assumed to convey the same distance between the vertices. Either this\n"
    "  argument of the C{weights} argument can be set, but not both. It is fine to\n"
@@ -16408,10 +16397,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "computed by igraph.umap_compute_weights(). For example:\n"
    "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
-   "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
-   "@see: igraph.umap_compute_weights()\n\n"},
+   "@see: igraph.umap_compute_weights()\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
@@ -17363,6 +17349,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{Cut} object. It is advised\n"
    "to use that.\n\n"
+   "B{References}\n\n"
+   "  - M. Stoer, F. Wagner: A simple min-cut algorithm. I{Journal of the ACM}\n"
+   "    44(4):585-591, 1997.\n"
+   "  - A. V. Goldberg, R. E. Tarjan: A new approach to the maximum-flow problem.\n"
+   "    I{Journal of the ACM} 35(4):921-940, 1988.\n\n"
    "@param source: the source vertex ID. If C{None}, target must also be\n"
    "  {None} and the calculation will be done for the entire graph (i.e. all\n"
    "  possible vertex pairs).\n"
@@ -17374,12 +17365,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  same capacity.\n"
    "@return: the value of the minimum cut, the IDs of vertices in the\n"
    "  first and second partition, and the IDs of edges in the cut,\n"
-   "  packed in a 4-tuple\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: M. Stoer, F. Wagner: A simple min-cut algorithm. Journal of\n"
-   "  the ACM 44(4):585-591, 1997.\n"
-   "@ref: A. V. Goldberg, R. E. Tarjan: A new approach to the maximum-flow problem.\n"
-   "  Journal of the ACM 35(4):921-940, 1988.\n"
+   "  packed in a 4-tuple\n"
   },
 
   {"st_mincut", (PyCFunction) igraphmodule_Graph_st_mincut,
@@ -17416,13 +17402,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Returns a list containing all the minimal s-t separators of a graph.\n\n"
    "A minimal separator is a set of vertices whose removal disconnects the graph,\n"
    "while the removal of any subset of the set keeps the graph connected.\n\n"
+   "B{Reference}: Anne Berry, Jean-Paul Bordat and Olivier Cogis: Generating all the\n"
+   "minimal separators of a graph. In: Peter Widmayer, Gabriele Neyer and\n"
+   "Stephan Eidenbenz (eds.): Graph-theoretic concepts in computer science,\n"
+   "1665, 167-172, 1999. Springer.\n\n"
    "@return: a list where each item lists the vertex indices of a given\n"
    "  minimal s-t separator.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Anne Berry, Jean-Paul Bordat and Olivier Cogis: Generating all the\n"
-   "  minimal separators of a graph. In: Peter Widmayer, Gabriele Neyer and\n"
-   "  Stephan Eidenbenz (eds.): Graph-theoretic concepts in computer science,\n"
-   "  1665, 167--172, 1999. Springer.\n"},
+  },
 
   {"is_minimal_separator", (PyCFunction) igraphmodule_Graph_is_minimal_separator,
    METH_VARARGS | METH_KEYWORDS,
@@ -17448,11 +17434,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "A vertex set is a separator if its removal disconnects the graph. This method\n"
    "lists all the separators for which no smaller separator set exists in the\n"
    "given graph.\n\n"
+   "B{Reference}: Arkady Kanevsky: Finding all minimum-size separating vertex\n"
+   "sets in a graph. I{Networks} 23:533-541, 1993.\n\n"
    "@return: a list where each item lists the vertex indices of a given\n"
    "  separator of minimum size.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Arkady Kanevsky: Finding all minimum-size separating vertex sets\n"
-   "  in a graph. Networks 23:533--541, 1993.\n"},
+  },
 
   /*******************/
   /* COHESIVE BLOCKS */
@@ -17559,12 +17545,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "which can't be extended by adding any other vertex to it. A maximal\n"
    "independent vertex set is not necessarily one of the largest\n"
    "independent vertex sets in the graph.\n\n"
+   "B{Reference}: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: A new\n"
+   "algorithm for generating all the maximal independent sets.\n"
+   "I{SIAM J Computing}, 6:505-517, 1977.\n\n"
    "@see: L{largest_independent_vertex_sets()} for the largest independent\n"
-   "  vertex sets\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: I{A new\n"
-   "  algorithm for generating all the maximal independent sets}.\n"
-   "  SIAM J Computing, 6:505--517, 1977."},
+   "  vertex sets\n"
+  },
   {"independence_number",
    (PyCFunction) igraphmodule_Graph_independence_number,
    METH_NOARGS,
@@ -17600,6 +17586,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: method overridden in L{Graph} to allow L{VertexClustering}\n"
    "objects as a parameter. This method is not strictly necessary, since\n"
    "the L{VertexClustering} class provides a variable called C{modularity}.\n\n"
+   "B{Reference}: MEJ Newman and M Girvan: Finding and evaluating community\n"
+   "structure in networks. I{Phys Rev E} 69 026113, 2004.\n\n"
    "@param membership: the membership vector, e.g. the vertex type index for\n"
    "  each vertex.\n"
    "@param weights: optional edge weights or C{None} if all edges are weighed\n"
@@ -17612,9 +17600,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
    "  directed graphs as undirected.\n"
    "@return: the modularity score.\n"
-   "@newfield ref: Reference\n"
-   "@ref: MEJ Newman and M Girvan: Finding and evaluating community structure\n"
-   "  in networks. Phys Rev E 69 026113, 2004.\n"
   },
   {"modularity_matrix", (PyCFunction) igraphmodule_Graph_modularity_matrix,
    METH_VARARGS | METH_KEYWORDS,
@@ -17639,13 +17624,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "has at least degree k. (Degree here means the degree in the\n"
    "subgraph of course). The coreness of a vertex is M{k} if it\n"
    "is a member of the M{k}-core but not a member of the M{k+1}-core.\n\n"
+   "B{Reference}: Vladimir Batagelj, Matjaz Zaversnik: An M{O(m)} Algorithm\n"
+   "for Core Decomposition of Networks.\n\n"
    "@param mode: whether to compute the in-corenesses (C{\"in\"}), the\n"
    "  out-corenesses (C{\"out\"}) or the undirected corenesses (C{\"all\"}).\n"
    "  Ignored and assumed to be C{\"all\"} for undirected graphs.\n"
    "@return: the corenesses for each vertex.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Vladimir Batagelj, Matjaz Zaversnik: I{An M{O(m)} Algorithm\n"
-   "  for Core Decomposition of Networks.}"},
+  },
   {"community_fastgreedy",
    (PyCFunction) igraphmodule_Graph_community_fastgreedy,
    METH_VARARGS | METH_KEYWORDS,
@@ -17658,15 +17643,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "in modularity.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: A. Clauset, M. E. J. Newman and C. Moore: Finding community\n"
+   "structure in very large networks. I{Phys Rev E} 70, 066111 (2004).\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the following elements:\n"
    "  1. The list of merges\n"
    "  2. The modularity scores before each merge\n"
    "\n"
-   "@newfield ref: Reference\n"
-   "@ref: A. Clauset, M. E. J. Newman and C. Moore: I{Finding community\n"
-   "  structure in very large networks.} Phys Rev E 70, 066111 (2004).\n"
    "@see: modularity()\n"
   },
   {"community_infomap",
@@ -17676,7 +17660,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
-   "or one of the references provided below.\n\n"
+   "or one of the references provided below.\n"
+   "B{References}\n"
+   "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
+   "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
+   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
+   "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
+   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
    "@param vertex_weights: name of an vertex attribute or a list containing\n"
@@ -17684,13 +17676,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param trials: the number of attempts to partition the network.\n"
    "@return: the calculated membership vector and the corresponding\n"
    "  codelength in a tuple.\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
-   "  community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "  U{http://arxiv.org/abs/0707.0609}\n"
-   "@ref: M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
-   "  Eur Phys J Special Topics 178, 13 (2009). U{http://arxiv.org/abs/0906.1405}\n"
   },
   {"community_label_propagation",
    (PyCFunction) igraphmodule_Graph_community_label_propagation,
@@ -17706,7 +17691,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that since ties are broken randomly, there is no guarantee that\n"
    "the algorithm returns the same community structure after each run.\n"
    "In fact, they frequently differ. See the paper of Raghavan et al\n"
-   "on how to come up with an aggregated community structure.\n\n"
+   "on how to come up with an aggregated community structure.\n"
+   "\n"
+   "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
+   "time algorithm to detect community structures in large-scale\n"
+   "networks. I{Phys Rev E} 76:036106, 2007.\n"
+   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@param initial: name of a vertex attribute or a list containing\n"
@@ -17720,11 +17711,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  vertices cannot be fixed. Note that vertex attribute names are not\n"
    "  accepted here.\n"
    "@return: the resulting membership vector\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
-   "  time algorithm to detect community structures in large-scale\n"
-   "  networks. Phys Rev E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.\n"
   },
   {"community_leading_eigenvector", (PyCFunction) igraphmodule_Graph_community_leading_eigenvector,
    METH_VARARGS | METH_KEYWORDS,
@@ -17734,6 +17720,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "the original network. See the reference for details.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: MEJ Newman: Finding community structure in networks using the\n"
+   "eigenvectors of matrices, arXiv:physics/0605087\n\n"
    "@param n: the desired number of communities. If negative, the algorithm\n"
    "  tries to do as many splits as possible. Note that the algorithm\n"
    "  won't split a community further if the signs of the leading eigenvector\n"
@@ -17744,10 +17732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple where the first element is the membership vector of the\n"
-   "  clustering and the second element is the merge matrix.\n\n"
-   "@newfield ref: Reference\n"
-  "@ref: MEJ Newman: Finding community structure in networks using the\n"
-  "  eigenvectors of matrices, arXiv:physics/0605087\n"
+   "  clustering and the second element is the merge matrix.\n"
   },
   {"community_multilevel",
    (PyCFunction) igraphmodule_Graph_community_multilevel,
@@ -17762,7 +17747,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community in the original graph is shrank to a single vertex (while\n"
    "keeping the total weight of the incident edges) and the process continues\n"
    "on the next level. The algorithm stops when it is not possible to increase\n"
-   "the modularity any more after shrinking the communities to vertices.\n\n"
+   "the modularity any more after shrinking the communities to vertices.\n"
+   "\n"
+   "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
+   "unfolding of community hierarchies in large networks. J Stat Mech\n"
+   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
@@ -17778,11 +17768,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  vertex (if C{return_levels} is C{False}), or a list of community membership\n"
    "  vectors, one corresponding to each level and a list of corresponding\n"
    "  modularities (if C{return_levels} is C{True}).\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
-   "  unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "  P10008 (2008), http://arxiv.org/abs/0803.0476\n"
    "@see: modularity()\n"
   },
   {"community_edge_betweenness",
@@ -17904,14 +17889,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "in the same community. The method provides a dendrogram.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
+   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
    "  to each merge\n"
    "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Pascal Pons, Matthieu Latapy: Computing communities in large networks\n"
-   "  using random walks, U{http://arxiv.org/abs/physics/0512106}.\n"
    "@see: modularity()\n"
   },
 
@@ -18007,8 +17991,7 @@ PyMemberDef igraphmodule_Graph_members[] = {
 PyDoc_STRVAR(
   igraphmodule_Graph_doc,
   "Low-level representation of a graph.\n\n"
-  "Don't use it directly, use L{igraph.Graph} instead.\n\n"
-  "@deffield ref: Reference"  /* tp_doc */
+  "Don't use it directly, use L{igraph.Graph} instead.\n" /* tp_doc */
 );
 
 int igraphmodule_Graph_register_type() {
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index abda44833..b15e67d90 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -829,6 +829,7 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC(constraint, "constraint"),
   GRAPH_PROXY_METHOD_SPEC(degree, "degree"),
   GRAPH_PROXY_METHOD_SPEC_2(delete, "delete", "delete_vertices"),
+  GRAPH_PROXY_METHOD_SPEC(distances, "distances"),
   GRAPH_PROXY_METHOD_SPEC(diversity, "diversity"),
   GRAPH_PROXY_METHOD_SPEC(eccentricity, "eccentricity"),
   GRAPH_PROXY_METHOD_SPEC(get_shortest_paths, "get_shortest_paths"),
@@ -841,7 +842,6 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC_3(pagerank, "pagerank"),
   GRAPH_PROXY_METHOD_SPEC(predecessors, "predecessors"),
   GRAPH_PROXY_METHOD_SPEC(personalized_pagerank, "personalized_pagerank"),
-  GRAPH_PROXY_METHOD_SPEC(shortest_paths, "shortest_paths"),
   GRAPH_PROXY_METHOD_SPEC(strength, "strength"),
   GRAPH_PROXY_METHOD_SPEC(successors, "successors"),
   {NULL}
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index bc22196bf..d511cd1d0 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -1121,8 +1121,7 @@ PyMemberDef igraphmodule_VertexSeq_members[] = {
 PyDoc_STRVAR(
   igraphmodule_VertexSeq_doc,
   "Low-level representation of a vertex sequence.\n\n" /* tp_doc */
-  "Don't use it directly, use L{igraph.VertexSeq} instead.\n\n"
-  "@deffield ref: Reference"
+  "Don't use it directly, use L{igraph.VertexSeq} instead.\n"
 );
 
 int igraphmodule_VertexSeq_register_type() {

From 4e2cc77c56827d555a3a985de7b4f3548bf6d3e7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 13:21:54 +0000
Subject: [PATCH 1185/1681] build(deps): bump pypa/cibuildwheel from 2.16.0 to
 2.16.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.0 to 2.16.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.0...v2.16.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c3c73944d..77dfb499d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 466bbdbacc736e288f92dc067bed5ec645d20ce6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Oct 2023 12:38:26 +0200
Subject: [PATCH 1186/1681] feat: added weights=... argument to
 Graph.layout_kamada_kawait()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 26 ++++++++++++++++++++------
 tests/test_layouts.py     | 14 ++++++++++++++
 3 files changed, 38 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49f117207..a698f6eac 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [develop]
 
+### Added
+
+- Added `weights=...` keyword argument to `Graph.layout_kamada_kawai()`.
+
 ### Changed
 
 - The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5d96bb267..562d39e82 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7685,7 +7685,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
 {
   static char *kwlist[] =
     { "maxiter", "epsilon", "kkconst", "seed", "minx", "maxx",
-      "miny", "maxy", "minz", "maxz", "dim", NULL };
+      "miny", "maxy", "minz", "maxz", "dim", "weights", NULL };
   igraph_matrix_t m;
   igraph_bool_t use_seed = false;
   igraph_error_t ret;
@@ -7697,9 +7697,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
   PyObject *miny_o=Py_None, *maxy_o=Py_None;
   PyObject *minz_o=Py_None, *maxz_o=Py_None;
+  PyObject *weights_o=Py_None;
   igraph_vector_t *minx=0, *maxx=0;
   igraph_vector_t *miny=0, *maxy=0;
   igraph_vector_t *minz=0, *maxz=0;
+  igraph_vector_t *weights=0;
 
 #define DESTROY_VECTORS { \
   if (minx)    { igraph_vector_destroy(minx); free(minx); } \
@@ -7708,17 +7710,18 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   if (maxy)    { igraph_vector_destroy(maxy); free(maxy); } \
   if (minz)    { igraph_vector_destroy(minz); free(minz); } \
   if (maxz)    { igraph_vector_destroy(maxz); free(maxz); } \
+  if (weights) { igraph_vector_destroy(weights); free(weights); } \
 }
 
   kkconst = igraph_vcount(&self->g);
   maxiter = 50 * igraph_vcount(&self->g);
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdOOOOOOOOn", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdOOOOOOOOnO", kwlist,
                                    &maxiter_o, &epsilon,
                                    &kkconst_o, &seed_o,
                                    &minx_o, &maxx_o,
                                    &miny_o, &maxy_o,
-                                   &minz_o, &maxz_o, &dim))
+                                   &minz_o, &maxz_o, &dim, &weights_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
@@ -7794,14 +7797,22 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
       return NULL;
     }
   }
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_matrix_destroy(&m);
+    DESTROY_VECTORS;
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
   if (dim == 2)
     ret = igraph_layout_kamada_kawai
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
-       /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy);
+       weights, /*bounds*/ minx, maxx, miny, maxy);
   else
     ret = igraph_layout_kamada_kawai_3d
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
-       /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
+       weights, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
 
   DESTROY_VECTORS;
 
@@ -16035,7 +16046,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_layout_kamada_kawai,
    METH_VARARGS | METH_KEYWORDS,
    "layout_kamada_kawai(maxiter=None, epsilon=0, kkconst=None, seed=None, "
-   "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2)\n--\n\n"
+   "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2, "
+   "weights=None)\n--\n\n"
    "Places the vertices on a plane according to the Kamada-Kawai algorithm.\n\n"
    "This is a force directed layout, see Kamada, T. and Kawai, S.:\n"
    "An Algorithm for Drawing General Undirected Graphs.\n"
@@ -16062,6 +16074,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  for 3D layouts (C{dim}=3).\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the calculated layout."
   },
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 0bf6d863f..ac32e0210 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -229,9 +229,23 @@ def testFruchtermanReingoldGrid(self):
 
     def testKamadaKawai(self):
         g = Graph.Barabasi(100)
+
         lo = g.layout(
             "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100
         )
+
+        self.assertTrue(isinstance(lo, Layout))
+        bbox = lo.bounding_box()
+        self.assertTrue(bbox.top >= 2)
+        self.assertTrue(bbox.bottom <= 3)
+        self.assertTrue(bbox.left >= 4)
+        self.assertTrue(bbox.right <= 6)
+
+        lo = g.layout(
+            "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100,
+            weights=range(10, g.ecount() + 10)
+        )
+
         self.assertTrue(isinstance(lo, Layout))
         bbox = lo.bounding_box()
         self.assertTrue(bbox.top >= 2)

From 6fc33ed53b962a3b82690e62e4d96c27914cabca Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 7 Oct 2023 23:56:09 +0200
Subject: [PATCH 1187/1681] chore: dropped Python 3.8 support, added Python
 3.12

---
 .github/workflows/build.yml | 25 +++++++------------------
 CHANGELOG.md                |  6 ++++++
 README.md                   |  2 +-
 setup.py                    | 17 +++++++----------
 src/_igraph/pyhelpers.h     | 20 +++++---------------
 tox.ini                     |  5 +++--
 6 files changed, 29 insertions(+), 46 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2fb25a0f8..8c7ebed19 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-*"
+  CIBW_SKIP: "cp36-* cp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -34,9 +34,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.12 until
-          # NumPy 1.26 is out (with Python 3.12 wheels)
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
+          # 32-bit wheels for Linux
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.16.0
@@ -69,9 +68,6 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -98,9 +94,6 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -168,9 +161,6 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -189,7 +179,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.0'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
@@ -259,9 +249,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows. Also skip tests for Python 3.12 until
-          # NumPy 1.26 is out (with Python 3.12 wheels)
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp312-*"
+          # 32-bit wheels for Windows
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
@@ -344,7 +333,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.11'
+          python-version: '3.12'
 
       - name: Build C core
         env:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index a698f6eac..cb84e13d3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Added
 
+- `python-igraph` is now tested in Python 3.12.
+
 - Added `weights=...` keyword argument to `Graph.layout_kamada_kawai()`.
 
 ### Changed
@@ -14,6 +16,10 @@
 - As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
 - As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 
+### Removed
+
+- Dropped support for Python 3.7 as it has reached its end of life.
+
 ## [0.10.8] - 2023-09-12
 
 ### Added
diff --git a/README.md b/README.md
index b9afc1875..a94f33f5a 100644
--- a/README.md
+++ b/README.md
@@ -290,7 +290,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.7 to 3.11, inclusive. Please refer to [this
+means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index de93dd482..f556a6bed 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 7):
-    print("This module requires Python >= 3.7")
+if sys.version_info < (3, 8):
+    print("This module requires Python >= 3.8")
     sys.exit(0)
 
 ###########################################################################
@@ -913,9 +913,8 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.7 and
-# 3.8 so we cannot use an abi3 wheel built with CPython 3.7 or 3.8 on
-# CPython 3.9
+# This is because the C code contains conditionals for CPython 3.8 so we cannot
+# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1016,9 +1015,7 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            # Matplotlib 3.6.0 does not support Python 3.7 any more, but we need
-            # it because Python 3.11 support came in Matplotlib 3.6.0 first
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
@@ -1039,7 +1036,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.7",
+    "python_requires": ">=3.8",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,11 +1054,11 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index a14fc2bab..68d63d06c 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -51,21 +51,11 @@ char* PyUnicode_CopyAsString(PyObject* string);
 
 /* Calling Py_DECREF() on heap-allocated types in tp_dealloc was not needed
  * before Python 3.8 (see Python issue 35810) */
-#if PY_VERSION_HEX >= 0x03080000
-  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
-    PyTypeObject* _tp = Py_TYPE(obj);       \
-    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
-    Py_DECREF(_tp); \
-  }
-#else
-  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
-    PyTypeObject* _tp = Py_TYPE(obj);       \
-    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
-    if (_tp == base_type) { \
-      Py_DECREF(_tp); \
-    } \
-  }
-#endif
+#define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
+  PyTypeObject* _tp = Py_TYPE(obj);       \
+  ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
+  Py_DECREF(_tp); \
+}
 
 #define CHECK_SSIZE_T_RANGE(value, message) {   \
   if ((value) < 0) {                             \
diff --git a/tox.ini b/tox.ini
index ca34a4d46..221c56a55 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,14 +4,15 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py37, py38, py39, py310, pypy3
+envlist = py38, py39, py310, py311, py312, pypy3
 
 [gh-actions]
 python =
-    3.7: py37
     3.8: py38
     3.9: py39
 	3.10: py310
+	3.11: py311
+	3.12: py312
     pypy-3.7: pypy3
 
 [testenv]

From 766109cfcbd50b29fcbad3a8ec7ca7c89207f7e3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 8 Oct 2023 01:09:57 +0200
Subject: [PATCH 1188/1681] ci: also skip PyPy 3.7

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8c7ebed19..b896e5ea2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 070719327950d5ae28afcbbd22097b08a835fdf5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 8 Oct 2023 19:14:41 +0200
Subject: [PATCH 1189/1681] ci: fix sanitizers build

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b896e5ea2..45d0b5193 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,6 +335,10 @@ jobs:
         with:
           python-version: '3.12'
 
+      - name: Install test dependencies
+        run: |
+          pip install --prefer-binary pytest pytest-timeout setuptools
+
       - name: Build C core
         env:
           IGRAPH_USE_SANITIZERS: 1
@@ -348,10 +352,6 @@ jobs:
           # NOTE: install calls "build" first
           python setup.py install
 
-      - name: Install test dependencies
-        run: |
-          pip install --prefer-binary pytest pytest-timeout
-
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
       # LD_PRELOAD needs to be specified in the "run" section to ensure that we

From 816e936a434aae87d93a24ba069bfa69c7f457a6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 12:34:35 +0200
Subject: [PATCH 1190/1681] chore: added FUNDING.yml

---
 .github/FUNDING.yml | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .github/FUNDING.yml

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 000000000..71e72eb9a
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1,2 @@
+github: igraph
+open_collective: igraph

From e052b03841bd9d49027b32d249661216de02bf19 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Oct 2023 13:11:32 +0000
Subject: [PATCH 1191/1681] build(deps): bump pypa/cibuildwheel from 2.16.1 to
 2.16.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.1 to 2.16.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.1...v2.16.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 77dfb499d..69f1d321e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From ecab5b259ed0e6325edfec39f301eb1a49407853 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 18:17:19 +0200
Subject: [PATCH 1192/1681] ci: update Emscripten build

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 48cdee75d..892f7bbdc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -183,12 +183,12 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
-          version: '3.1.32'
+          version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.23.4
+          pip install pyodide-build==0.24.1
           pyodide build
 
       - uses: actions/upload-artifact@v3

From a0220f76e10ced8a2a5982793c600f8c0eb1c6ee Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 18:47:35 +0200
Subject: [PATCH 1193/1681] ci: use Python 3.11.2 for Webassembly build

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 892f7bbdc..01e287185 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,7 +179,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.12.0'
+          python-version: '3.11.2'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:

From ba5ce2643fd8cfee9508d764aa6afdccd7b4c773 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 21:15:55 +0200
Subject: [PATCH 1194/1681] ci: install OS deps when building Emscripten wheel

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 01e287185..ed1e43bfd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -181,6 +181,10 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - name: Install OS dependencies
+        run:
+          sudo apt install ninja-build cmake flex bison
+
       - uses: mymindstorm/setup-emsdk@v12
         with:
           version: '3.1.45'

From fe6302cc33186530259f539b664f4500176c6cbc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 12:21:17 +0200
Subject: [PATCH 1195/1681] fix: fixed drawing order of vertices in Plotly
 backend

---
 CHANGELOG.md                                  |    4 +
 src/igraph/drawing/plotly/edge.py             |    2 +-
 src/igraph/drawing/plotly/graph.py            |   38 +-
 .../baseline_images/clustering_directed.json  |  172 +-
 .../clustering_directed_large.json            | 1784 ++++++++---------
 .../plotly/baseline_images/graph_basic.json   |   68 +-
 .../baseline_images/graph_directed.json       |  233 ++-
 .../baseline_images/graph_edit_children.json  |   68 +-
 .../graph_mark_groups_directed.json           |  233 ++-
 .../graph_mark_groups_squares_directed.json   |  172 +-
 10 files changed, 1392 insertions(+), 1382 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cb84e13d3..f37e0fcea 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,10 @@
 - As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
 - As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 
+### Fixed
+
+- Fixed drawing order of vertices in the Plotly backend (#691).
+
 ### Removed
 
 - Dropped support for Python 3.7 as it has reached its end of life.
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 304c7e2cd..15ea40a29 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -269,4 +269,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             "line_color": format_rgba(edge.color),
             "line_width": edge.width,
         }
-        fig.add_shape(stroke)
+        fig.add_shape(stroke, layer="below")
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index 681d8f766..ea89b5000 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -199,24 +199,6 @@ def draw(self, graph, *args, **kwds):
                 (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
             )
 
-        # Draw the vertices
-        drawer_method = vertex_drawer.draw
-        for vertex, visual_vertex, coords in vertex_coord_iter:
-            drawer_method(visual_vertex, vertex, coords)
-
-        # Construct the iterator that we will use to draw the vertex labels
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
-
-        # Draw the vertex labels
-        for vertex, coords in vertex_coord_iter:
-            vertex_drawer.draw_label(vertex, coords, **kwds)
-
         # Construct the iterator that we will use to draw the edges
         es = graph.es
         if edge_order is None:
@@ -226,7 +208,7 @@ def draw(self, graph, *args, **kwds):
             # Specified edge order
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
 
-        # Draw the edges and labels
+        # Draw the edges
         # We need the vertex builder to get the layout and offsets
         if directed:
             drawer_method = edge_drawer.draw_directed_edge
@@ -237,6 +219,24 @@ def draw(self, graph, *args, **kwds):
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             drawer_method(visual_edge, src_vertex, dest_vertex)
 
+        # Draw the vertices
+        drawer_method = vertex_drawer.draw
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            drawer_method(visual_vertex, vertex, coords)
+
+        # Construct the iterator that we will use to draw the vertex labels
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            vertex_drawer.draw_label(vertex, coords, **kwds)
+
         # Draw the edge labels
         labels = kwds.get("edge_label", None)
         if labels is not None:
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index 87c62ca1a..281eeffd6 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -1,5 +1,90 @@
 {
   "data": [
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959,
+        1.0631519409409285,
+        0.9737382897122633,
+        1.0184451153265959
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742,
+        -0.9649307455828062,
+        -0.9649307455828062,
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176,
+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343,
+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975,
+        0.07906262756148238,
+        -0.010351023667182872,
+        0.03435580194714975
+      ]
+    },
     {
       "marker": {
         "color": "rgba(255,0,0,255)",
@@ -89,91 +174,6 @@
       "y": [
         -0.9594640169691343
       ]
-    },
-    {
-      "fillcolor": "rgb(51,51,51)",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.29010409851547664,
-        0.1950972580065446,
-        0.1950972580065446,
-        0.29010409851547664
-      ],
-      "y": [
-        1.0184451153265959,
-        1.0631519409409285,
-        0.9737382897122633,
-        1.0184451153265959
-      ]
-    },
-    {
-      "fillcolor": "rgb(51,51,51)",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8699239050738742,
-        -0.9649307455828062,
-        -0.9649307455828062,
-        -0.8699239050738742
-      ],
-      "y": [
-        0.6328259400443561,
-        0.6775327656586887,
-        0.5881191144300235,
-        0.6328259400443561
-      ]
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-    {
-      "fillcolor": "rgb(51,51,51)",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8616466426732888,
-        -0.9566534831822209,
-        -0.9566534831822209,
-        -0.8616466426732888
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-      "y": [
-        -0.5895891303732176,
-        -0.544882304758885,
-        -0.6342959559875502,
-        -0.5895891303732176
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-    {
-      "fillcolor": "rgb(51,51,51)",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.30349699041342515,
-        0.2084901499044931,
-        0.2084901499044931,
-        0.30349699041342515
-      ],
-      "y": [
-        -0.9594640169691343,
-        -0.9147571913548017,
-        -1.004170842583467,
-        -0.9594640169691343
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-    {
-      "fillcolor": "rgb(51,51,51)",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        1.015318095035966,
-        0.9203112545270339,
-        0.9203112545270339,
-        1.015318095035966
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-      "y": [
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-        0.07906262756148238,
-        -0.010351023667182872,
-        0.03435580194714975
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   ],
   "layout": {
@@ -1052,4 +1052,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index b7bbbd5c9..7213d1ba4 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
@@ -1,800 +1,858 @@
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-      "mode": "markers",
-      "type": "scatter",
-      "x": [
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-      "y": [
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-      "marker": {
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-          "color": "rgba(0,0,0,255)"
-        },
-        "size": 20.0,
-        "symbol": "circle"
-      },
-      "mode": "markers",
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
       "type": "scatter",
       "x": [
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-        "size": 20.0,
-        "symbol": "circle"
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-      "mode": "markers",
+      "fillcolor": "rgb(51,51,51)",
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diff --git a/tests/drawing/plotly/baseline_images/graph_basic.json b/tests/drawing/plotly/baseline_images/graph_basic.json
index 48df85504..e3c6c7cf3 100644
--- a/tests/drawing/plotly/baseline_images/graph_basic.json
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@@ -6,7 +6,7 @@
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+        "layer": "below",
         "line": {
           "color": "#444",
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+          "width": 2.0
         },
         "path": "M -0.8699239050738742,0.6328259400443561 L -0.8616466426732888,-0.5895891303732176",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.30349699041342515,-0.9594640169691343",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.30349699041342515,-0.9594640169691343",
         "type": "path"
@@ -210,7 +215,7 @@
             },
             "colorscale": [
               [
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+                0.0,
                 "#0d0887"
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@@ -246,7 +251,7 @@
                 "#fdca26"
               ],
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+                1.0,
                 "#f0f921"
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@@ -270,7 +275,7 @@
             },
             "colorscale": [
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+                0.0,
                 "#0d0887"
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@@ -306,7 +311,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -321,7 +326,7 @@
             },
             "colorscale": [
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+                0.0,
                 "#0d0887"
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@@ -357,7 +362,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -384,7 +389,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
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@@ -420,7 +425,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
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@@ -435,7 +440,7 @@
             },
             "colorscale": [
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+                0.0,
                 "#0d0887"
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@@ -471,7 +476,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
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@@ -506,11 +511,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -617,7 +621,7 @@
             },
             "colorscale": [
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+                0.0,
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@@ -653,7 +657,7 @@
                 "#fdca26"
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+                1.0,
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@@ -744,7 +748,7 @@
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@@ -780,13 +784,13 @@
               "#fdca26"
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+              1.0,
               "#f0f921"
             ]
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@@ -822,7 +826,7 @@
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-              1,
+              1.0,
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           ]
@@ -960,4 +964,4 @@
       "visible": false
     }
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-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_directed.json b/tests/drawing/plotly/baseline_images/graph_directed.json
index b30d80114..4f25d0ecb 100644
--- a/tests/drawing/plotly/baseline_images/graph_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_directed.json
@@ -1,95 +1,5 @@
 {
   "data": [
-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
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-          "color": "rgba(0,0,0,255)"
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-        "size": 0.2,
-        "symbol": "circle"
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-      "mode": "markers",
-      "type": "scatter",
-      "x": [
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-    {
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-        "color": "rgba(255,0,0,255)",
-        "line": {
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-        "size": 0.2,
-        "symbol": "circle"
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-      "mode": "markers",
-      "type": "scatter",
-      "x": [
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-      "y": [
-        1.0184451153265959
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-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
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-        "size": 0.2,
-        "symbol": "circle"
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-      "mode": "markers",
-      "type": "scatter",
-      "x": [
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-      "y": [
-        0.6328259400443561
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-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
-        "line": {
-          "color": "rgba(0,0,0,255)"
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-        "size": 0.2,
-        "symbol": "circle"
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-      "mode": "markers",
-      "type": "scatter",
-      "x": [
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-      "y": [
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-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
-        "line": {
-          "color": "rgba(0,0,0,255)"
-        },
-        "size": 0.2,
-        "symbol": "circle"
-      },
-      "mode": "markers",
-      "type": "scatter",
-      "x": [
-        0.30349699041342515
-      ],
-      "y": [
-        -0.9594640169691343
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     {
       "fillcolor": "#444",
       "mode": "lines",
@@ -174,6 +84,96 @@
         -0.010351023667182872,
         0.03435580194714975
       ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343
+      ]
     }
   ],
   "layout": {
@@ -181,7 +181,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.1950972580065446,1.0184451153265959",
         "type": "path"
@@ -189,7 +189,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.29010409851547664,1.0184451153265959 L -0.9649307455828062,0.6328259400443561",
         "type": "path"
@@ -197,7 +197,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8699239050738742,0.6328259400443561 L -0.9566534831822209,-0.5895891303732176",
         "type": "path"
@@ -205,7 +205,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.2084901499044931,-0.9594640169691344",
         "type": "path"
@@ -213,7 +213,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.30349699041342515,-0.9594640169691343 L 0.9203112545270339,0.03435580194714975",
         "type": "path"
@@ -295,7 +295,7 @@
             },
             "colorscale": [
               [
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@@ -331,7 +331,7 @@
                 "#fdca26"
               ],
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+                1.0,
                 "#f0f921"
               ]
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@@ -355,7 +355,7 @@
             },
             "colorscale": [
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@@ -391,7 +391,7 @@
                 "#fdca26"
               ],
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+                1.0,
                 "#f0f921"
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@@ -406,7 +406,7 @@
             },
             "colorscale": [
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@@ -442,7 +442,7 @@
                 "#fdca26"
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+                1.0,
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@@ -469,7 +469,7 @@
             },
             "colorscale": [
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+                0.0,
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@@ -505,7 +505,7 @@
                 "#fdca26"
               ],
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+                1.0,
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@@ -520,7 +520,7 @@
             },
             "colorscale": [
               [
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+                0.0,
                 "#0d0887"
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@@ -556,7 +556,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -591,11 +591,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -702,7 +701,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
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@@ -738,7 +737,7 @@
                 "#fdca26"
               ],
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-                1,
+                1.0,
                 "#f0f921"
               ]
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@@ -829,7 +828,7 @@
           ],
           "sequential": [
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+              0.0,
               "#0d0887"
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@@ -865,13 +864,13 @@
               "#fdca26"
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+              1.0,
               "#f0f921"
             ]
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           "sequentialminus": [
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+              0.0,
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@@ -907,7 +906,7 @@
               "#fdca26"
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-              1,
+              1.0,
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             ]
           ]
@@ -1045,4 +1044,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_edit_children.json b/tests/drawing/plotly/baseline_images/graph_edit_children.json
index 48df85504..e3c6c7cf3 100644
--- a/tests/drawing/plotly/baseline_images/graph_edit_children.json
+++ b/tests/drawing/plotly/baseline_images/graph_edit_children.json
@@ -6,7 +6,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -24,7 +24,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -42,7 +42,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -60,7 +60,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -78,7 +78,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -94,41 +94,46 @@
   "layout": {
     "shapes": [
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.29010409851547664,1.0184451153265959",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.29010409851547664,1.0184451153265959 L -0.8699239050738742,0.6328259400443561",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8699239050738742,0.6328259400443561 L -0.8616466426732888,-0.5895891303732176",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.30349699041342515,-0.9594640169691343",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.30349699041342515,-0.9594640169691343",
         "type": "path"
@@ -210,7 +215,7 @@
             },
             "colorscale": [
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@@ -246,7 +251,7 @@
                 "#fdca26"
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+                1.0,
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               ]
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@@ -270,7 +275,7 @@
             },
             "colorscale": [
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@@ -306,7 +311,7 @@
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+                1.0,
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@@ -321,7 +326,7 @@
             },
             "colorscale": [
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+                0.0,
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@@ -357,7 +362,7 @@
                 "#fdca26"
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+                1.0,
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@@ -384,7 +389,7 @@
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@@ -420,7 +425,7 @@
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@@ -435,7 +440,7 @@
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@@ -471,7 +476,7 @@
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-                1,
+                1.0,
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@@ -506,11 +511,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -617,7 +621,7 @@
             },
             "colorscale": [
               [
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+                0.0,
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@@ -653,7 +657,7 @@
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+                1.0,
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@@ -744,7 +748,7 @@
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+              0.0,
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@@ -780,13 +784,13 @@
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@@ -822,7 +826,7 @@
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+              1.0,
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@@ -960,4 +964,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
index b30d80114..4f25d0ecb 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
@@ -1,95 +1,5 @@
 {
   "data": [
-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
-        "line": {
-          "color": "rgba(0,0,0,255)"
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-        "size": 0.2,
-        "symbol": "circle"
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-      "mode": "markers",
-      "type": "scatter",
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-        "symbol": "circle"
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-      ]
-    },
-    {
-      "marker": {
-        "color": "rgba(255,0,0,255)",
-        "line": {
-          "color": "rgba(0,0,0,255)"
-        },
-        "size": 0.2,
-        "symbol": "circle"
-      },
-      "mode": "markers",
-      "type": "scatter",
-      "x": [
-        0.30349699041342515
-      ],
-      "y": [
-        -0.9594640169691343
-      ]
-    },
     {
       "fillcolor": "#444",
       "mode": "lines",
@@ -174,6 +84,96 @@
         -0.010351023667182872,
         0.03435580194714975
       ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343
+      ]
     }
   ],
   "layout": {
@@ -181,7 +181,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.015318095035966,0.03435580194714975 L 0.1950972580065446,1.0184451153265959",
         "type": "path"
@@ -189,7 +189,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.29010409851547664,1.0184451153265959 L -0.9649307455828062,0.6328259400443561",
         "type": "path"
@@ -197,7 +197,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8699239050738742,0.6328259400443561 L -0.9566534831822209,-0.5895891303732176",
         "type": "path"
@@ -205,7 +205,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.2084901499044931,-0.9594640169691344",
         "type": "path"
@@ -213,7 +213,7 @@
       {
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.30349699041342515,-0.9594640169691343 L 0.9203112545270339,0.03435580194714975",
         "type": "path"
@@ -295,7 +295,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -331,7 +331,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -355,7 +355,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -391,7 +391,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -406,7 +406,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -442,7 +442,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -469,7 +469,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -505,7 +505,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -520,7 +520,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -556,7 +556,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -591,11 +591,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -702,7 +701,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -738,7 +737,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -829,7 +828,7 @@
           ],
           "sequential": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -865,13 +864,13 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ],
           "sequentialminus": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -907,7 +906,7 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ]
@@ -1045,4 +1044,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
index c2869a391..b5cd608e9 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -1,5 +1,90 @@
 {
   "data": [
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959,
+        1.0631519409409285,
+        0.9737382897122633,
+        1.0184451153265959
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742,
+        -0.9649307455828062,
+        -0.9649307455828062,
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176,
+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343,
+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975,
+        0.07906262756148238,
+        -0.010351023667182872,
+        0.03435580194714975
+      ]
+    },
     {
       "marker": {
         "color": "rgba(255,0,0,255)",
@@ -89,91 +174,6 @@
       "y": [
         -0.9594640169691343
       ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.29010409851547664,
-        0.1950972580065446,
-        0.1950972580065446,
-        0.29010409851547664
-      ],
-      "y": [
-        1.0184451153265959,
-        1.0631519409409285,
-        0.9737382897122633,
-        1.0184451153265959
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8699239050738742,
-        -0.9649307455828062,
-        -0.9649307455828062,
-        -0.8699239050738742
-      ],
-      "y": [
-        0.6328259400443561,
-        0.6775327656586887,
-        0.5881191144300235,
-        0.6328259400443561
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8616466426732888,
-        -0.9566534831822209,
-        -0.9566534831822209,
-        -0.8616466426732888
-      ],
-      "y": [
-        -0.5895891303732176,
-        -0.544882304758885,
-        -0.6342959559875502,
-        -0.5895891303732176
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.30349699041342515,
-        0.2084901499044931,
-        0.2084901499044931,
-        0.30349699041342515
-      ],
-      "y": [
-        -0.9594640169691343,
-        -0.9147571913548017,
-        -1.004170842583467,
-        -0.9594640169691343
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        1.015318095035966,
-        0.9203112545270339,
-        0.9203112545270339,
-        1.015318095035966
-      ],
-      "y": [
-        0.03435580194714975,
-        0.07906262756148238,
-        -0.010351023667182872,
-        0.03435580194714975
-      ]
     }
   ],
   "layout": {
@@ -1044,4 +1044,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file

From 13d26b4d081d29495469e6cc36e2e290bd59440d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 13:11:38 +0200
Subject: [PATCH 1196/1681] ci: add upterm debug session for Emscripten build

---
 .github/workflows/build.yml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ed1e43bfd..f8565b185 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -195,6 +195,13 @@ jobs:
           pip install pyodide-build==0.24.1
           pyodide build
 
+      - name: Setup upterm session
+        uses: lhotari/action-upterm@v1
+        if: ${{ failure() }}
+        with:
+          limit-access-to-actor: true
+          wait-timeout-minutes: 5
+
       - uses: actions/upload-artifact@v3
         with:
           path: ./dist/*.whl

From 6ba46cf12cc36389aeadd40abc047b8f1f3e2c43 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 19:53:18 +0200
Subject: [PATCH 1197/1681] fix: fix hardcoded CMake config name in setup.py

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index f556a6bed..5c57341f5 100644
--- a/setup.py
+++ b/setup.py
@@ -342,7 +342,7 @@ def _compile_in(
                 "--install",
                 ".",
                 "--config",
-                "Release",
+                cmake_build_mode,
             ]
         )
         if retcode:

From e7903df985a81e166866ea1eeb91d191bfc83136 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 23:53:13 +0200
Subject: [PATCH 1198/1681] ci: another attempt to fix the Webassembly build

---
 scripts/fix_pyodide_build.py | 13 +++++++++++++
 vendor/source/igraph         |  2 +-
 2 files changed, 14 insertions(+), 1 deletion(-)
 create mode 100644 scripts/fix_pyodide_build.py

diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
new file mode 100644
index 000000000..79d451969
--- /dev/null
+++ b/scripts/fix_pyodide_build.py
@@ -0,0 +1,13 @@
+#!/usr/bin/env python3
+import pyodide_build
+
+from pathlib import Path
+from urllib.request import urlretrieve
+
+target_dir = Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+target_dir.mkdir(exist_ok=True, parents=True)
+
+target_file = target_dir / "Emscripten.cmake"
+if not target_file.is_file():
+    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    urlretrieve(url, str(target_file))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6559f7e92..c83046f4b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6559f7e92f64d6f71a61063132dace9ce72cf680
+Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5

From b868429d84ec17241c02b4a460d7345166b329d3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 00:01:03 +0200
Subject: [PATCH 1199/1681] ci: another attempt to fix the Webassembly build,
 now we call the fixer script correctly

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f8565b185..3d5fb40f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -193,6 +193,7 @@ jobs:
       - name: Build wheel
         run: |
           pip install pyodide-build==0.24.1
+          python3 scripts/fix_pyodide_build.py
           pyodide build
 
       - name: Setup upterm session

From fe71982a7788a1b3c7d1e07ab8a5b8a32952fa5b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:28:33 +0200
Subject: [PATCH 1200/1681] chore: bumped version to 0.11.0

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f37e0fcea..678b963ed 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [develop]
+## [0.11.0] - 2023-10-12
 
 ### Added
 
@@ -582,7 +582,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
+[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 655891d8a..c1a3ca82e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 8)
+__version_info__ = (0, 11, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 98b0c93961b0060d0f262a3c3bd28a18c97ebcbd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:56:22 +0200
Subject: [PATCH 1201/1681] doc: add switch to doc building script to ensure
 that the docs build from scratch

---
 scripts/mkdoc.sh | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 4ff41d23a..3a65cc264 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -4,15 +4,22 @@
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
-
+#
+# Add -c to ensure that the documentation is built from scratch and no cached
+# assets from previous builds are used.
+#
 # Make sure we bail out on build errors
 set -e
 
 DOC2DASH=0
 LINKCHECK=0
+CLEAN=0
 
-while getopts ":sjdl" OPTION; do
+while getopts ":scjdl" OPTION; do
   case $OPTION in
+    c)
+      CLEAN=1
+      ;;
     d)
       DOC2DASH=1
       ;;
@@ -66,10 +73,13 @@ rm -f dist/*.whl && .venv/bin/pip wheel -q -w dist . && .venv/bin/pip install -q
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
-
 echo "Clean previous docs"
 rm -rf "${DOC_HTML_FOLDER}"
 
+if [ "x$CLEAN" = "x1" ]; then
+  # This is generated by sphinx-gallery
+  rm -rf "${DOC_SOURCE_FOLDER}/tutorials"
+fi
 
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"

From 39d437f53aae0830e1e323f433c4d94923513577 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:27:47 +0200
Subject: [PATCH 1202/1681] fix: fix plotting of null graphs with the
 Matplotlib backend

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../cairo/baseline_images/graph_null.png      | Bin 0 -> 2354 bytes
 tests/drawing/cairo/test_graph.py             |   5 +
 .../baseline_images/test_graph/graph_null.png | Bin 0 -> 3326 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +
 .../plotly/baseline_images/graph_null.json    | 829 ++++++++++++++++++
 tests/drawing/plotly/test_graph.py            |   7 +
 tests/drawing/plotly/utils.py                 |   4 +
 8 files changed, 854 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_null.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
 create mode 100644 tests/drawing/plotly/baseline_images/graph_null.json

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 139f122c6..73c5e6ab4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -532,7 +532,7 @@ def _draw_vertices(self):
 
         art = VertexCollection(
             patches,
-            offsets=offsets,
+            offsets=offsets if offsets else None,
             offset_transform=self.axes.transData,
             match_original=True,
             transform=Affine2D(),
diff --git a/tests/drawing/cairo/baseline_images/graph_null.png b/tests/drawing/cairo/baseline_images/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2e6483a19e4188c8470b3f38165844681d00d
GIT binary patch
literal 2354
zcmeAS@N?(olHy`uVBq!ia0y~yV2S`?4kn<8Aq#&ukYY>nc6VX;4}uH!E}zW6!13JE
z#WAE}&fBYoj0_4q2MiAEf3BG9F3kG3D*YLQ!`0h-3=O_+91gPtnI@#QFf5T&WXK%l
xj)ul)Vi?T}qea1JNjO>(j+TT&pd|dpxIm13?So5OT!D=s22WQ%mvv4FO#o+eb=?2}

literal 0
HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 2e5dd5832..7f99eae77 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -85,6 +85,11 @@ def test_graph_with_curved_edges(self):
             backend="cairo",
         )
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        plot(g, backend="cairo", target=result_image_folder / "graph_null.png")
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..14b94a347e483ef389edca5918de3c12145e9a07
GIT binary patch
literal 3326
zcmeAS@N?(olHy`uVBq!ia0y~yU{+vYV2a>i1B%QlYbpRzmL;wcCBgY=CFO}lsSLh}
zB?US8B{`W%3T3H9#hLke#(EZd2098EB_##LR{Hw6a0Pn#Md|vc8@H|o8p2uN5n0T@
zz@G@hj4SMyXEHGGWP7?ehE&XXd)<(cL4oIh!GZnHA1;zn;rdl}{)`R-L&JeeS)kTG
zhZ}&TBr_8OLkbTE1H%ME1qKF(W21tj0Wz8xMl-@_$uL?fj@AgHwc%)OI9eNy)`p|C
dA@<r(?`1g0nl!hKrogTQgQu&X%Q~loCIIIJ_x=C?

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index d6130accc..46c463249 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,14 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        plt.close("all")
+        g = Graph()
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+        ax.set_aspect(1.0)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/baseline_images/graph_null.json b/tests/drawing/plotly/baseline_images/graph_null.json
new file mode 100644
index 000000000..6d7df64d9
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_null.json
@@ -0,0 +1,829 @@
+{
+  "data": [],
+  "layout": {
+    "template": {
+      "data": {
+        "bar": [
+          {
+            "error_x": {
+              "color": "#2a3f5f"
+            },
+            "error_y": {
+              "color": "#2a3f5f"
+            },
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "bar"
+          }
+        ],
+        "barpolar": [
+          {
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "barpolar"
+          }
+        ],
+        "carpet": [
+          {
+            "aaxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+          }
+        ],
+        "choropleth": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "choropleth"
+          }
+        ],
+        "contour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "contour"
+          }
+        ],
+        "contourcarpet": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "contourcarpet"
+          }
+        ],
+        "heatmap": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmap"
+          }
+        ],
+        "heatmapgl": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmapgl"
+          }
+        ],
+        "histogram": [
+          {
+            "marker": {
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "histogram"
+          }
+        ],
+        "histogram2d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2d"
+          }
+        ],
+        "histogram2dcontour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2dcontour"
+          }
+        ],
+        "mesh3d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "mesh3d"
+          }
+        ],
+        "parcoords": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "parcoords"
+          }
+        ],
+        "pie": [
+          {
+            "automargin": true,
+            "type": "pie"
+          }
+        ],
+        "scatter": [
+          {
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+            },
+            "type": "scatter"
+          }
+        ],
+        "scatter3d": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatter3d"
+          }
+        ],
+        "scattercarpet": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattercarpet"
+          }
+        ],
+        "scattergeo": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergeo"
+          }
+        ],
+        "scattergl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergl"
+          }
+        ],
+        "scattermapbox": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattermapbox"
+          }
+        ],
+        "scatterpolar": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolar"
+          }
+        ],
+        "scatterpolargl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolargl"
+          }
+        ],
+        "scatterternary": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterternary"
+          }
+        ],
+        "surface": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "surface"
+          }
+        ],
+        "table": [
+          {
+            "cells": {
+              "fill": {
+                "color": "#EBF0F8"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "header": {
+              "fill": {
+                "color": "#C8D4E3"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "type": "table"
+          }
+        ]
+      },
+      "layout": {
+        "annotationdefaults": {
+          "arrowcolor": "#2a3f5f",
+          "arrowhead": 0,
+          "arrowwidth": 1
+        },
+        "autotypenumbers": "strict",
+        "coloraxis": {
+          "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+          }
+        },
+        "colorscale": {
+          "diverging": [
+            [
+              0,
+              "#8e0152"
+            ],
+            [
+              0.1,
+              "#c51b7d"
+            ],
+            [
+              0.2,
+              "#de77ae"
+            ],
+            [
+              0.3,
+              "#f1b6da"
+            ],
+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 6505f1bd9..98b89b0c3 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -82,6 +82,13 @@ def test_graph_edit_children(self):
         # dot.radius *= 0.5
         return fig
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        fig = go.Figure()
+        plot(g, target=fig)
+        return fig
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 3d27e8707..0569442f5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -126,6 +126,10 @@ def same_coords(path_elem1, path_elem2, tol):
     if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
+    if "shapes" not in baseline["layout"]:
+        baseline["layout"]["shapes"] = []
+    if "shapes" not in figd["layout"]:
+        figd["layout"]["shapes"] = []
     if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
     for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):

From 5c8b36c65acaada100cf55cee6cb5495510b562b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:32:05 +0200
Subject: [PATCH 1203/1681] chore: bumped version to 0.11.1

---
 CHANGELOG.md          | 9 ++++++++-
 setup.py              | 2 +-
 src/igraph/version.py | 2 +-
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 678b963ed..75d30f177 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [0.11.1] - 2023-10-12
+
+### Fixed
+
+- Fixed plotting of null graphs with the Matplotlib backend.
+
 ## [0.11.0] - 2023-10-12
 
 ### Added
@@ -582,7 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
+[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/setup.py b/setup.py
index 5c57341f5..11d4cd967 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,7 +1000,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
         "matplotlib": [
-            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
         ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
diff --git a/src/igraph/version.py b/src/igraph/version.py
index c1a3ca82e..679427be8 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 0)
+__version_info__ = (0, 11, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 355b3034a64d7f359ecd252f6740fc14a677ab06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:21 +0200
Subject: [PATCH 1204/1681] ci: increase test tolerance for Matplotlib tests to
 make sure they pass on aarch64

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index b7ec998b4..36bd50f1f 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.01,
+    tol=0.025,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From a249b9af131fea4cd989c9e9d3fd332338a86d0c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:54 +0200
Subject: [PATCH 1205/1681] chore: bumped version to 0.11.2

---
 CHANGELOG.md          | 6 +++---
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 75d30f177..b31b3d20c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [0.11.1] - 2023-10-12
+## [0.11.2] - 2023-10-12
 
 ### Fixed
 
@@ -588,8 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
-[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
+[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 679427be8..e9509d902 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 1)
+__version_info__ = (0, 11, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 7e5a8e3a132af6b460af4ba1d9d6bf5a4142443f Mon Sep 17 00:00:00 2001
From: Gwyn Ciesla <gwync@protonmail.com>
Date: Tue, 24 Oct 2023 11:17:04 -0500
Subject: [PATCH 1206/1681] Include ctype.h, fixes build on Python 3.13

---
 src/_igraph/convert.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4283ff8ed..c05a4eba2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -23,6 +23,7 @@
 /************************ Conversion functions *************************/
 
 #include <limits.h>
+#include <ctype.h>
 #include "attributes.h"
 #include "convert.h"
 #include "edgeseqobject.h"

From be1e85f6dd2a2d3e11d1e296ad2267b6aad2e529 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 27 Oct 2023 18:55:39 +1100
Subject: [PATCH 1207/1681] Tutorial on DAG (#724)

---
 doc/examples_sphinx-gallery/generate_dag.py | 45 +++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/generate_dag.py

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
new file mode 100644
index 000000000..7fb85b32d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -0,0 +1,45 @@
+"""
+
+.. _tutorials-dag:
+
+======================
+Directed Acyclic Graph
+======================
+
+This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+
+# %%
+# First, we set a random seed for reproducibility
+random.seed(0)
+
+# %%
+# First, we generate a random undirected graph without loops
+g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+
+# %%
+# Then we convert it to a DAG *in place*
+g.to_directed(mode="acyclic")
+
+# %%
+# We can print out a summary of the DAG
+ig.summary(g)
+
+
+# %%
+# Finally, we can plot the graph using the Sugiyama layout from :meth:`igraph.Graph.layout_sugiyama`:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="sugiyama",
+    vertex_size=15,
+    vertex_color="grey",
+    edge_color="#222",
+    edge_width=1,
+)
+plt.show()

From ab37f7f7cce283a1323db2eea501c3204275c9aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 27 Oct 2023 18:52:52 +0200
Subject: [PATCH 1208/1681] Update random DAG generation tutorial

and mention that the sampling is uniform
---
 doc/examples_sphinx-gallery/generate_dag.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index 7fb85b32d..addbc661c 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -14,19 +14,19 @@
 
 
 # %%
-# First, we set a random seed for reproducibility
+# First, we set a random seed for reproducibility.
 random.seed(0)
 
 # %%
-# First, we generate a random undirected graph without loops
-g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+# First, we generate a random undirected graph with a fixed number of edges, without loops.
+g = ig.Graph.Erdos_Renyi(n=15, m=30, directed=False, loops=False)
 
 # %%
-# Then we convert it to a DAG *in place*
+# Then we convert it to a DAG *in place*. This method samples DAGs with a given number of edges and vertices uniformly.
 g.to_directed(mode="acyclic")
 
 # %%
-# We can print out a summary of the DAG
+# We can print out a summary of the DAG.
 ig.summary(g)
 
 

From 7d14aac2c917c580c2e8b6036b9259db49d775f8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:12:48 +0100
Subject: [PATCH 1209/1681] feat: added Graph.__invalidate_cache(), closes #729

---
 src/_igraph/graphobject.c | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 562d39e82..842cd84e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13420,6 +13420,12 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
   return PyCapsule_New((void *)&self->g, 0, 0);
 }
 
+PyObject *igraphmodule_Graph___invalidate_cache__(igraphmodule_GraphObject *self)
+{
+  igraph_invalidate_cache(&self->g);
+  Py_RETURN_NONE;
+}
+
 /** \ingroup python_interface_internal
  * \brief Returns the pointer of the encapsulated igraph graph as an ordinary
  * Python integer. This allows us to use igraph graphs with the Python ctypes
@@ -17962,6 +17968,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
+
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
@@ -17973,6 +17980,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "users, it is useful only in the case when the underlying igraph object\n"
    "must be passed to other C code through Python.\n\n"},
 
+  {"__invalidate_cache",
+   (PyCFunction) igraphmodule_Graph___invalidate_cache__,
+   METH_NOARGS,
+   "__invalidate_cache()\n--\n\n"
+   "Invalidates the internal cache of the low-level C graph object that\n"
+   "the Python object wraps. This function should not be used directly\n"
+   "by igraph users, but it may be useful for benchmarking or debugging\n"
+   "purposes.",
+  },
+
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,

From ab976c5923c8290bf1bd4e649d081853f606cdeb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:13:36 +0100
Subject: [PATCH 1210/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c83046f4b..771a449d0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5
+Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da

From 68579a693b4ef31b4978ccd0e0ca13d5b3390ea8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:22:15 +0100
Subject: [PATCH 1211/1681] fix: remove loops=... argument for
 is_bigraphical(), fixes #730

---
 src/_igraph/igraphmodule.c | 31 +++++++++++++++++++------------
 1 file changed, 19 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 626a04396..cff5df44e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -536,7 +536,7 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
 ) {
   static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
-  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
@@ -544,13 +544,21 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   int allowed_edge_types;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(
-      args, kwds,
-      is_bigraphical ? "OO|OO" : "O|OOO",
-      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
-      &out_deg_o, &in_deg_o, &loops, &multiple
-  ))
-    return NULL;
+  if (is_bigraphical) {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "OO|O", kwlist_bigraphical,
+        &out_deg_o, &in_deg_o, &multiple
+    )) {
+      return NULL;
+    }
+  } else {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "O|OOO", kwlist_graphical,
+        &out_deg_o, &in_deg_o, &loops, &multiple
+    )) {
+      return NULL;
+    }
+  }
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
@@ -820,17 +828,16 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
     METH_VARARGS | METH_KEYWORDS,
-    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "is_bigraphical(degrees1, degrees2, multiple=False)\n--\n\n"
     "Returns whether two sequences of integers can be the degree sequences of a\n"
     "bipartite graph.\n\n"
-    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "The bipartite graph may or may not have multiple edges, depending\n"
     "on the allowed edge types in the remaining arguments.\n\n"
     "@param degrees1: the list of degrees in the first partition.\n"
     "@param degrees2: the list of degrees in the second partition.\n"
-    "@param loops: whether loop edges are allowed.\n"
     "@param multiple: whether multiple edges are allowed.\n"
     "@return: C{True} if there exists some bipartite graph that can realize the\n"
-    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+    "  given degree sequences with or without multiple edges, C{False} otherwise.\n"
   },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,

From 5ff524db9dafe016e7c75524625f33ed862af8b6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:23:21 +0100
Subject: [PATCH 1212/1681] chore: updated changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b31b3d20c..a0fbeef3b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Added
+
+- Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
+
+### Fixed
+
+- Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From f25ab14ee53564f72937c3a39faa76ff9146e842 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 4 Nov 2023 21:41:29 +1100
Subject: [PATCH 1213/1681] Bugfix for #731

---
 src/igraph/drawing/matplotlib/edge.py         |   5 +++++
 ...ultigraph_with_curved_edges_undirected.png | Bin 0 -> 29139 bytes
 tests/drawing/matplotlib/test_graph.py        |  18 ++++++++++++++++++
 3 files changed, 23 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 8e8adb9a2..c4b21cab1 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -410,6 +410,11 @@ def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
             voff *= sizes[1] / 2
             path["vertices"].append(coordst[1] - voff)
 
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 3)
+            path["vertices"].extend(path["vertices"][-2::-1])
+
         path = mpl.path.Path(
             path["vertices"],
             codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png b/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a5f6eed840ebc6d61ec5929f2b84337f3b0f89a
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z&nJqYE8(u8E=-q`Vql5iJAB?2na7-sIqJ9a^45&Na@=${h3~k7mdk>|>BD?pKxlZQ
z(R_B)!(>WpmNl22;^SMpYHC=@A1b~e+DB<}Qmk<%E0a~|b<Q)yP%<Ej<f!sRP|f(;
zno&;%#h&mSra!8uWdz%)I9kIN)J_!*dTwqw{>3WQQN`x-c4peysEl_?+wBOLCYBPc
z6To?5(d^|MU&e=bajMJ~pD&=QJ<k<mQ5tBq?G06fWr-rsfD%jx@Jr|C?KX$W7?xok
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zG|9ym_Z0(*Tl*T-Q0-&;Z-*0fH=#KF)xk2vduIths;$j7Kf&816z;WAwdx)3j9Fo}
zc?T{$dTwkX^0m_>7<yb~9BE}8FeC-OSE)E+ylKWcAwl2DBsZeyL?8)^HFm9UxxX}G
z!(pbl%PtO4!$mXZt<_{;s@#@<l*dxZaDg|^x?=xNb!eI@Kj@d@3Kk6g+;~@;MtgA!
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z{)@3){`~=8r~dVTuNk+dX%40Mifae0MK5!YDSVe=<OMKAOFfFPd2W)yDX`+;2*~1h
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R4_M@2Y&6?&-N5mu{{eVOdiekV

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 46c463249..4a83cda5a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,24 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=False)
+        g.add_edges([(0, 1), (1, 2)])
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(
+            g,
+            target=ax,
+            layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
+
     @image_comparison(baseline_images=["graph_null"])
     def test_null_graph(self):
         plt.close("all")

From 675059eb615631012c3b7adb6f4cbab15790947e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:08:55 +0100
Subject: [PATCH 1214/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 771a449d0..a8862c42d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da
+Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b

From 90edc0a53df6eeee4fdfc37b7efebd5186d891c7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:51:31 +0100
Subject: [PATCH 1215/1681] fix: fix test cases

---
 tests/test_isomorphism.py |  4 ++--
 tests/test_structural.py  | 18 ++++++++++++++----
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 3c1b62bbd..c1150da63 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -280,8 +280,8 @@ def testGetSubisomorphismsLAD(self):
 
         # Corner cases
         empty = Graph()
-        self.assertEqual([], g.get_subisomorphisms_lad(empty))
-        self.assertEqual([], empty.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], g.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], empty.get_subisomorphisms_lad(empty))
 
     def testSubisomorphicVF2(self):
         g = Graph.Lattice([3, 3], circular=False)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index cde4f62aa..541a2c6c8 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -144,10 +144,6 @@ def testKnn(self):
         self.assertTrue(knn == [9.0] * 10)
         self.assertAlmostEqual(knnk[8], 9.0, places=6)
 
-        # knn works for simple graphs only -- self.g is not simple
-        self.assertRaises(InternalError, self.g.knn)
-
-        # Okay, simplify it and then go on
         g = self.g.copy()
         g.simplify()
 
@@ -158,6 +154,20 @@ def testKnn(self):
         self.assertAlmostEqual(knnk[1], 3, places=6)
         self.assertAlmostEqual(knnk[2], 7 / 3.0, places=6)
 
+    def testKnnNonSimple(self):
+        knn, knnk = self.gfull.knn()
+        self.assertTrue(knn == [9.0] * 10)
+        self.assertAlmostEqual(knnk[8], 9.0, places=6)
+
+        # knn works for non-simple graphs as well
+        knn, knnk = self.g.knn()
+        diff = max(abs(a - b) for a, b in zip(knn, [17 / 5.0, 3, 4, 4]))
+        self.assertAlmostEqual(diff, 0.0, places=6)
+        self.assertEqual(len(knnk), 5)
+        self.assertAlmostEqual(knnk[1], 4, places=6)
+        self.assertAlmostEqual(knnk[2], 3, places=6)
+        self.assertAlmostEqual(knnk[4], 3.4, places=6)
+
     def testDegree(self):
         self.assertTrue(self.gfull.degree() == [9] * 10)
         self.assertTrue(self.gempty.degree() == [0] * 10)

From df2ed3f5b10d3c114c364fad70e6c66a54e6cca8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 13:31:40 +0100
Subject: [PATCH 1216/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a8862c42d..4e04d3943 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b
+Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b

From 0bbfbb4b3ff6678ae41179610ed218cd43183e30 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:30:35 +0100
Subject: [PATCH 1217/1681] chore: updated changelog

---
 CHANGELOG.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a0fbeef3b..ca50e6098 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,10 +6,16 @@
 
 - Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
 
+### Changed
+
+- The C core of igraph was updated to version 0.10.8.
+
 ### Fixed
 
 - Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
 
+- Fixed a bug in the Matplotlib graph drawing backend that filled the interior of undirected curved edges.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From ecace80005600587901c3f135071ae6bfea8597b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:37:16 +0100
Subject: [PATCH 1218/1681] chore: bumped version to 0.11.3

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca50e6098..c186f5281 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.3] - 2023-11-19
 
 ### Added
 
@@ -604,7 +604,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
diff --git a/src/igraph/version.py b/src/igraph/version.py
index e9509d902..a75324513 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 2)
+__version_info__ = (0, 11, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 5f386c04d495490de5a366b54478b8651192eebd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 Dec 2023 22:57:45 +0100
Subject: [PATCH 1219/1681] doc: fix documentation of 'neighbors' argument of
 Graph.vertex_connectivity(), closes #740

---
 src/_igraph/graphobject.c | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 842cd84e3..85aeeadaf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15729,8 +15729,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  graph, therefore it is advised to set this to C{True}. The parameter\n"
    "  is ignored if the connectivity between two given vertices is computed.\n"
    "@param neighbors: tells igraph what to do when the two vertices are\n"
-   "  connected. C{\"error\"} raises an exception, C{\"infinity\"} returns\n"
-   "  infinity, C{\"ignore\"} ignores the edge.\n"
+   "  connected. C{\"error\"} raises an exception, C{\"negative\"} returns\n"
+   "  a negative value, C{\"number_of_nodes\"} or C{\"nodes\"} returns the\n"
+   "  number of nodes, or C{\"ignore\"} ignores the edge.\n"
    "@return: the vertex connectivity\n"
   },
 

From 46fd675147a94aa3eef07cd6afc815f783d1d091 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Dec 2023 16:57:42 +0100
Subject: [PATCH 1220/1681] fix: fixed graph-tool import for vector-valued
 vertex properties, closes #741

---
 CHANGELOG.md               | 7 +++++++
 src/igraph/io/libraries.py | 5 ++++-
 2 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c186f5281..6317bc16c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Fixed
+
+- Fixed import of `graph-tool` graphs for vertex properties where each property
+  has a vector value.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index d47490292..52e47b8af 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -248,9 +248,12 @@ def _construct_graph_from_graph_tool(cls, g):
 
     # Node attributes
     for key, val in g.vertex_properties.items():
+        # val.get_array() returns None for non-scalar types so use the slower
+        # way if this happens
         prop = val.get_array()
+        arr = prop if prop is not None else val
         for i in range(vcount):
-            graph.vs[i][key] = prop[i]
+            graph.vs[i][key] = arr[i]
 
     # Edges and edge attributes
     # NOTE: graph-tool is quite strongly typed, so each property is always

From f7d63754965fe1d9221c600d33583d65959fa23f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Dec 2023 13:54:02 +0000
Subject: [PATCH 1221/1681] build(deps): bump actions/setup-python from 4 to 5

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 59ffdea0b..d7c93a671 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,7 +23,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -133,7 +133,7 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11.2'
@@ -226,7 +226,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -295,7 +295,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -342,7 +342,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.12'

From 0564388d53c11e414925cf101528c1a4f17de97f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Dec 2023 19:13:12 +0100
Subject: [PATCH 1222/1681] doc: clarify the effect of loop edges in
 Graph.similarity_inverse_log_weighted()

---
 src/_igraph/graphobject.c | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 85aeeadaf..5cef59ba8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15790,6 +15790,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
    "of their common neighbors.\n\n"
+   "Note that the presence of loop edges may yield counter-intuitive\n"
+   "results. A node with a loop edge is considered to be a neighbor of itself\n"
+   "I{twice} (because there are two edge stems incident on the node). Adding a\n"
+   "loop edge to a node may decrease its similarity to other nodes, but it may\n"
+   "also I{increase} it. For instance, if nodes A and B are connected but share\n"
+   "no common neighbors, their similarity is zero. However, if a loop edge is\n"
+   "added to B, then B itself becomes a common neighbor of A and B and thus the\n"
+   "similarity of A and B will be increased. Consider removing loop edges\n"
+   "explicitly before invoking this function using L{Graph.simplify()}.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"

From 1b26bfbc2d714003c12da034b8d5ef979ecb1422 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 12 Jan 2024 18:28:46 +0000
Subject: [PATCH 1223/1681] update install.rst

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5f8fc07ea..81bf35d5b 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -50,7 +50,7 @@ Package managers on Linux and other systems
 -------------------------------------------
 |igraph|'s Python interface and its dependencies are included in several package management
 systems, including those of the most popular Linux distributions (Arch Linux,
-Debian and Ubuntu, Fedora, GNU Guix, etc.) as well as some cross-platform systems like
+Debian and Ubuntu, Fedora, etc.) as well as some cross-platform systems like
 NixPkgs or MacPorts.
 
 .. note:: |igraph| is updated quite often: if you need a more recent version than your

From 669f1507d2de90e20b7a2e5a88d09cf92a699c29 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:01 +0000
Subject: [PATCH 1224/1681] build(deps): bump actions/cache from 3 to 4

Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..8451d601c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -121,14 +121,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -233,13 +233,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -284,7 +284,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/install
@@ -330,7 +330,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/build

From d9cb2006993c28cbd4e1dfc5e1600509c9acbb50 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:06 +0000
Subject: [PATCH 1225/1681] build(deps): bump mymindstorm/setup-emsdk from 12
 to 14

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 12 to 14.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v12...v14)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..388b43101 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -185,7 +185,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: mymindstorm/setup-emsdk@v12
+      - uses: mymindstorm/setup-emsdk@v14
         with:
           version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'

From c758c0de58f300d6bba9cbc6297d8b127784650a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 22 Jan 2024 19:31:07 +0100
Subject: [PATCH 1226/1681] ci: change name of workflow so it does not include
 a comma that confuses mymindstorm/setup-emsdk

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 388b43101..082f5e674 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,4 +1,5 @@
-name: Build and test, upload to PyPI on release
+# Name cannot contain commas because of setup-emsdk job
+name: Build and test
 
 on: [push, pull_request]
 env:

From b05c2a83570d1bab06e06167968e8a1862f1a2e1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Jan 2024 11:35:02 +0000
Subject: [PATCH 1227/1681] chore: branding fix: IGraph -> igraph in the docs

---
 src/igraph/drawing/__init__.py   | 2 +-
 src/igraph/drawing/cairo/plot.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 7bdbee231..e6d06b4bc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for igraph.
 
-IGraph has two stable plotting backends at the moment: Cairo and Matplotlib.
+igraph has two stable plotting backends at the moment: Cairo and Matplotlib.
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index fb82c8542..ac98210db 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for IGraph.
 
-IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+igraph has two plotting backends at the moment: Cairo and Matplotlib.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.

From f4000fd1ecb5df9ee9e4d56d07cb976b4f782e63 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Jan 2024 15:10:15 +0100
Subject: [PATCH 1228/1681] refactor: added type annotations to config object

---
 src/igraph/__init__.py      |  2 +-
 src/igraph/configuration.py | 67 ++++++++++++++++++++++---------------
 2 files changed, 41 insertions(+), 28 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4ce6ebd24..c0997aa8c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1049,7 +1049,7 @@ def write(graph, filename, *args, **kwds):
 
 ##############################################################
 # Configuration singleton instance
-config = init_configuration()
+config: Configuration = init_configuration()
 """The main configuration object of igraph. Use this object to modify igraph's
 behaviour, typically when used in interactive mode.
 """
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 39788051c..6f507723e 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -11,6 +11,7 @@
 import os.path
 
 from configparser import ConfigParser
+from typing import IO, Optional, Sequence, Tuple, Union
 
 
 class Configuration:
@@ -114,9 +115,6 @@ class Types:
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
 
-        def __init__(self):
-            pass
-
         @staticmethod
         def setboolean(obj, section, key, value):
             """Sets a boolean value in the given configuration object.
@@ -169,7 +167,7 @@ def setfloat(obj, section, key, value):
         "float": {"getter": ConfigParser.getfloat, "setter": Types.setfloat},
     }
 
-    _sections = ("general", "apps", "plotting", "remote", "shell")
+    _sections: Sequence[str] = ("general", "apps", "plotting", "remote", "shell")
     _definitions = {
         "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
         "general.verbose": {"default": True, "type": "boolean"},
@@ -184,10 +182,15 @@ def setfloat(obj, section, key, value):
     # The singleton instance we are using throughout other modules
     _instance = None
 
+    _filename: Optional[str] = None
+    """Name of the file that the configuration was loaded from, or ``None`` if
+    not known.
+    """
+
     def __init__(self, filename=None):
         """Creates a new configuration instance.
 
-        @param filename: file or file pointer to be read. Can be omitted.
+        @param filename: file or file-like object to be read. Can be omitted.
         """
         self._config = ConfigParser()
         self._filename = None
@@ -195,6 +198,7 @@ def __init__(self, filename=None):
         # Create default sections
         for sec in self._sections:
             self._config.add_section(sec)
+
         # Create default values
         for name, definition in self._definitions.items():
             if "default" in definition:
@@ -204,7 +208,7 @@ def __init__(self, filename=None):
             self.load(filename)
 
     @property
-    def filename(self):
+    def filename(self) -> Optional[str]:
         """Returns the filename associated to the object.
 
         It is usually the name of the configuration file that was used when
@@ -214,7 +218,7 @@ def filename(self):
         information."""
         return self._filename
 
-    def _get(self, section, key):
+    def _get(self, section: str, key: str):
         """Internal function that returns the value of a given key in a
         given section."""
         definition = self._definitions.get("%s.%s" % (section, key), {})
@@ -226,7 +230,7 @@ def _get(self, section, key):
         return getter(self._config, section, key)
 
     @staticmethod
-    def _item_to_section_key(item):
+    def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
@@ -241,7 +245,7 @@ def _item_to_section_key(item):
             section, key = "general", item
         return section, key
 
-    def __contains__(self, item):
+    def __contains__(self, item: str) -> bool:
         """Checks whether the given configuration item is set.
 
         @param item: the configuration key to check.
@@ -250,7 +254,7 @@ def __contains__(self, item):
         section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
-    def __getitem__(self, item):
+    def __getitem__(self, item: str):
         """Returns the given configuration item.
 
         @param item: the configuration key to retrieve.
@@ -264,7 +268,7 @@ def __getitem__(self, item):
         else:
             return self._get(section, key)
 
-    def __setitem__(self, item, value):
+    def __setitem__(self, item: str, value):
         """Sets the given configuration item.
 
         @param item: the configuration key to set
@@ -279,7 +283,7 @@ def __setitem__(self, item, value):
             setter = self._config.__class__.set
         return setter(self._config, section, key, value)
 
-    def __delitem__(self, item):
+    def __delitem__(self, item: str):
         """Deletes the given item from the configuration.
 
         If the item has a default value, the default value is written back instead
@@ -292,14 +296,11 @@ def __delitem__(self, item):
         else:
             self._config.remove_option(section, key)
 
-    def has_key(self, item):
+    def has_key(self, item: str) -> bool:
         """Checks if the configuration has a given key.
 
         @param item: the key being sought"""
-        if "." in item:
-            section, key = item.split(".", 1)
-        else:
-            section, key = "general", item
+        section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
     def load(self, stream=None):
@@ -310,28 +311,40 @@ def load(self, stream=None):
           loaded.
         """
         stream = stream or get_user_config_file()
+
         if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
+        else:
+            file_was_open = False
+
         self._config.read_file(stream)
-        self._filename = getattr(stream, "name", None)
+
+        filename = getattr(stream, "name", None)
+        self._filename = str(filename) if filename is not None else None
+
         if file_was_open:
             stream.close()
 
-    def save(self, stream=None):
+    def save(self, stream: Optional[Union[str, IO[str]]]=None):
         """Saves the configuration.
 
-        @param stream: name of a file or a file object. The configuration will be saved
-          there. Can be omitted, in this case, the user-level configuration file will
-          be overwritten.
+        @param stream: name of a file or a file-like object. The configuration
+            will be saved there. Can be omitted, in this case, the user-level
+            configuration file will be overwritten.
         """
         stream = stream or get_user_config_file()
+
         if not hasattr(stream, "write") or not hasattr(stream, "close"):
-            stream = open(stream, "w")
+            stream = open(stream, "w")  # type: ignore
             file_was_open = True
-        self._config.write(stream)
+        else:
+            file_was_open = False
+
+        self._config.write(stream)  # type: ignore
+
         if file_was_open:
-            stream.close()
+            stream.close()  # type: ignore
 
     @classmethod
     def instance(cls):
@@ -347,12 +360,12 @@ def instance(cls):
         return cls._instance
 
 
-def get_user_config_file():
+def get_user_config_file() -> str:
     """Returns the path where the user-level configuration file is stored"""
     return os.path.expanduser("~/.igraphrc")
 
 
-def init():
+def init() -> Configuration:
     """Default mechanism to initiate igraph configuration
 
     This method loads the user-specific configuration file from the

From b395231e6c6c39aab0850d2b6cbef3d08e2658a7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:29:02 +0100
Subject: [PATCH 1229/1681] feat: added Graph.Prufer(), closes #750

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_conversion.py  | 20 ++++++++++++++++-
 3 files changed, 70 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6317bc16c..cf3fe6078 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [main]
 
+### Added
+
+- Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5cef59ba8..9fdf8b289 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3154,6 +3154,43 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates a tree graph based on a Prufer sequenve
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_from_prufer
+ */
+PyObject *igraphmodule_Graph_Prufer(
+  PyTypeObject * type, PyObject * args, PyObject * kwds
+) {
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  PyObject *seq_o;
+  igraph_vector_int_t seq;
+
+  static char *kwlist[] = { "seq", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &seq_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vector_int_t(seq_o, &seq)) {
+    return NULL;
+  }
+
+  if (igraph_from_prufer(&g, &seq)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&seq);
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  igraph_vector_int_destroy(&seq);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph based on the Erdos-Renyi model
  * \return a reference to the newly generated Python igraph object
@@ -14037,6 +14074,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether to generate a directed graph.\n"
    "@param loops: whether loop edges are allowed.\n"},
 
+  /* interface to igraph_from_prufer */
+  {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Prufer(seq)\n--\n\n"
+   "Generates a tree from its Prufer sequence.\n\n"
+   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
+   "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
+   "@param seq: the Prufer sequence as an iterable of integers\n"},
+
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 91838df3c..394f07cc7 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -172,6 +172,21 @@ def testGetSparseAdjacency(self):
         )
 
 
+class PruferTests(unittest.TestCase):
+    def testFromPrufer(self):
+        g = Graph.Prufer([3, 3, 3, 4])
+        self.assertEqual(6, g.vcount())
+        self.assertEqual(5, g.ecount())
+        self.assertEqual(
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
+            sorted(g.get_edgelist())
+        )
+
+    def testToPrufer(self):
+        g = Graph([(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)])
+        self.assertEqual([3, 3, 3, 4], g.to_prufer())
+
+
 def suite():
     direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         DirectedUndirectedTests
@@ -179,7 +194,10 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    return unittest.TestSuite([direction_suite, representation_suite])
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PruferTests
+    )
+    return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
 def test():

From b78ed1c1cabd1d6b429f7f5fb95bf7cb21d7bf62 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:36:36 +0100
Subject: [PATCH 1230/1681] doc: fix docs of Graph.Adjacency() for the
 undirected case

---
 src/_igraph/graphobject.c | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9fdf8b289..dc9161b3e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13777,8 +13777,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
    "  - C{\"directed\"} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertices.\n"
-   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "    element specifies the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - the graph will be undirected and a matrix\n"
+   "    element specifies the number of edges between two vertices. The\n"
+   "    input matrix must be symmetric.\n"
    "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
    "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"

From c6f9f5dd27e08f0859a365e5884d2f4d7d957e0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:07:38 +0100
Subject: [PATCH 1231/1681] doc: also fix the doc of
 _construct_graph_from_weighted_adjacency()

---
 src/igraph/io/adjacency.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 5f4c3a5c4..ff83df5a6 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -15,9 +15,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
       - a pandas.DataFrame (column/row names must match, and will be used
         as vertex names).
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"} - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
@@ -82,9 +84,11 @@ def _construct_graph_from_weighted_adjacency(
       - a scipy.sparse matrix (will be converted to a COO matrix, but not
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"}   - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}

From 343136faddca20f3719e55aa4ac4b94be73adffb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:28:18 +0100
Subject: [PATCH 1232/1681] refactor: remove unneeded PyList type checks,
 Graph.Adjacency() now accepts Matrix instances

---
 src/_igraph/convert.c      | 42 +++++++++++++++---
 src/_igraph/convert.h      | 13 ++++--
 src/_igraph/graphobject.c  | 89 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c |  6 +--
 src/igraph/datatypes.py    |  4 ++
 tests/test_conversion.py   |  8 ++++
 6 files changed, 104 insertions(+), 58 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c05a4eba2..82201f553 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2594,10 +2594,10 @@ PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObje
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t(
+int igraphmodule_PyObject_to_matrix_t(
   PyObject* o, igraph_matrix_t *m, const char *arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2612,7 +2612,7 @@ int igraphmodule_PyList_to_matrix_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2630,6 +2630,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2644,18 +2648,30 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
   }
 
-  igraph_matrix_init(m, nr, nc);
+  if (igraph_matrix_init(m, nr, nc)) {
+    igraphmodule_handle_igraph_error();
+    return 1;
+  }
+
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_real_t(item, &value)) {
+        igraph_matrix_destroy(m);
         Py_DECREF(item);
         return 1;
       }
@@ -2678,10 +2694,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t(
+int igraphmodule_PyObject_to_matrix_int_t(
   PyObject* o, igraph_matrix_int_t *m, const char* arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2696,7 +2712,7 @@ int igraphmodule_PyList_to_matrix_int_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_int_t *m, int min_cols, const char* arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2714,6 +2730,10 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2728,6 +2748,9 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
@@ -2743,7 +2766,12 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_int_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_integer_t(item, &value)) {
+        igraph_matrix_int_destroy(m);
         Py_DECREF(item);
         return 1;
       }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 006f0b652..3b35d2459 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -116,10 +116,15 @@ int igraphmodule_PyObject_to_edgelist(
     igraph_bool_t *list_is_owned
 );
 
-int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t(
+    PyObject *o, igraph_matrix_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t(
+    PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dc9161b3e..54e733817 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1943,14 +1943,14 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None, *loops_o = Py_None;
+  PyObject *matrix_o, *mode_o = Py_None, *loops_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
   igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix_o, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -1959,7 +1959,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &m, "matrix")) {
     return NULL;
   }
 
@@ -2281,9 +2281,8 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   char *kwlist[] = { "n", "k", "type_dist", "pref_matrix", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnO!O!|O", kwlist,
-                                   &n, &k, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnOO|O", kwlist,
+                                   &n, &k, &type_dist, &pref_matrix, &directed))
     return NULL;
 
   if (n <= 0 || k <= 0) {
@@ -2295,29 +2294,32 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(k, "connection trials per set");
 
-  types = PyList_Size(type_dist);
-
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
+    PyErr_SetString(PyExc_ValueError,
+                    "Error while converting type distribution vector");
     return NULL;
   }
+ 
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    igraph_vector_destroy(&td);
+    return NULL;
+  }
+
+  types = igraph_vector_size(&td);
+
   if (igraph_matrix_nrow(&pm) != igraph_matrix_ncol(&pm) ||
       igraph_matrix_nrow(&pm) != types) {
     PyErr_SetString(PyExc_ValueError,
                     "Preference matrix must have exactly the same rows and columns as the number of types");
-    igraph_matrix_destroy(&pm);
-    return NULL;
-  }
-  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Error while converting type distribution vector");
+    igraph_vector_destroy(&td);
     igraph_matrix_destroy(&pm);
     return NULL;
   }
 
   if (igraph_establishment_game(&g, n, types, k, &td, &pm, PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
+    igraph_matrix_destroy(&pm);
     return NULL;
   }
 
@@ -2659,7 +2661,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "directed", "mode", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist, &PyList_Type, &matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &matrix_o,
               &directed, &mode_o, &multiple))
     return NULL;
 
@@ -2670,7 +2672,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &matrix, "matrix")) {
     igraph_vector_bool_destroy(&vertex_types);
     return NULL;
   }
@@ -2977,16 +2979,15 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
     { "n", "type_dist", "pref_matrix", "attribute", "directed", "loops",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OOO", kwlist,
-                                   &n, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OOO", kwlist,
+                                   &n, &type_dist, &pref_matrix,
                                    &attribute_key, &directed, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
   if (igraphmodule_PyObject_float_to_vector_t(type_dist, &td)) {
@@ -3070,18 +3071,18 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   char *kwlist[] =
     { "n", "type_dist_matrix", "pref_matrix", "attribute", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &type_dist_matrix,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &type_dist_matrix,
+                                   &pref_matrix,
                                    &attribute_key, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
-  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
@@ -3375,15 +3376,15 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
     "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &pref_matrix_o,
-                                   &PyList_Type, &block_sizes_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &pref_matrix_o,
+                                   &block_sizes_o,
                                    &directed_o, &loops_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
 
@@ -3746,8 +3747,8 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -3760,7 +3761,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -6234,7 +6235,7 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
   igraphmodule_GraphObject *result_o;
   PyObject *list;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &list))
     return NULL;
 
   if (igraphmodule_PyObject_to_vector_int_t(list, &perm))
@@ -7790,7 +7791,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -7936,7 +7937,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8005,7 +8006,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8104,7 +8105,7 @@ PyObject
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8215,7 +8216,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -8324,7 +8325,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyList_to_matrix_t(dist_o, dist, "dist")) {
+    if (igraphmodule_PyObject_to_matrix_t(dist_o, dist, "dist")) {
       free(dist);
       return NULL;
     }
@@ -8614,7 +8615,7 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -9859,7 +9860,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
+      (args, kwds, "|O", kwlist, &vids))
     return NULL;
 
   if (vids) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index cff5df44e..97864f61e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -355,10 +355,10 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   igraph_vector_int_t result, csize, *csize_p = 0;
   Py_ssize_t nodes, steps;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
-      &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "Onn|O", kwlist,
+      &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
+  if (igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
     return NULL;
   }
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a8f26ed4c..a2446802d 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,6 +184,10 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
+    
+    def __len__(self):
+        """Returns the number of rows in the matrix."""
+        return len(self._data)
 
     def __ne__(self, other):
         """Checks whether a given matrix is not equal to another one"""
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 394f07cc7..bbd9574c5 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -171,6 +171,14 @@ def testGetSparseAdjacency(self):
             np.all(g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
         )
 
+    def testGetAdjacencyRoundtrip(self):
+        g = Graph.Tree(6, 3)
+        adj = g.get_adjacency()
+        g2 = Graph.Adjacency(adj, mode="undirected")
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(g.is_directed(), g2.is_directed())
+        self.assertTrue(g.get_edgelist() == g2.get_edgelist())
+
 
 class PruferTests(unittest.TestCase):
     def testFromPrufer(self):

From 6bf4daddd5bb14cd118cbb9d78e4ab814e4514dd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:14:58 +0000
Subject: [PATCH 1233/1681] docs: typo fix

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 54e733817..fc8e62310 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3157,7 +3157,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
 
 /** \ingroup python_interface_graph
- * \brief Generates a tree graph based on a Prufer sequenve
+ * \brief Generates a tree graph based on a Prufer sequence
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_from_prufer
  */

From 785380acca7b889d6c548e11d489eb796a4e0a03 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:20:44 +0000
Subject: [PATCH 1234/1681] docs: include 'diamond' vertex shape in tutorial

---
 doc/source/tutorial.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 49d113594..a552d4a25 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -792,8 +792,9 @@ Attribute name  Keyword argument       Purpose
                                        drawn first.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       Shape of the vertex. Known shapes are:
-                                       ``rectangle``, ``circle``, ``hidden``,
-                                       ``triangle-up``, ``triangle-down``.
+                                       ``rectangle``, ``circle``, ``diamond``,
+                                       ``hidden``, ``triangle-up``,
+                                       ``triangle-down``.
                                        Several aliases are also accepted, see
                                        :data:`drawing.known_shapes`.
 --------------- ---------------------- ------------------------------------------

From 58302b7956d4cc032b11df8f32f5a5714b5b2f96 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Jan 2024 13:36:55 +0000
Subject: [PATCH 1235/1681] build(deps): bump pypa/cibuildwheel from 2.16.2 to
 2.16.4

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.2 to 2.16.4.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.2...v2.16.4)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 85334aa0a..865d97278 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From e258247b952c3a5b6ab67f02e6c60c0e9b594189 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Jan 2024 22:26:39 +0000
Subject: [PATCH 1236/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4e04d3943..9d6f7a9d8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b
+Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742

From 16c7379595137d8a9bcc27a56df17c06a67ea42b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:27:53 +0100
Subject: [PATCH 1237/1681] doc: add custom CSS to make tables wrap their text
 properly

---
 doc/source/_static/custom.css | 10 ++++++++++
 doc/source/_static/other.css  | 19 -------------------
 doc/source/conf.py            |  3 ++-
 3 files changed, 12 insertions(+), 20 deletions(-)
 create mode 100644 doc/source/_static/custom.css
 delete mode 100644 doc/source/_static/other.css

diff --git a/doc/source/_static/custom.css b/doc/source/_static/custom.css
new file mode 100644
index 000000000..7c1a52022
--- /dev/null
+++ b/doc/source/_static/custom.css
@@ -0,0 +1,10 @@
+/* override table width restrictions */
+.wy-table-responsive table td, .wy-table-responsive table th {
+    white-space: normal;
+}
+
+.wy-table-responsive {
+    margin-bottom: 24px;
+    max-width: 100%;
+    overflow: visible;
+}
diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
deleted file mode 100644
index 54aa675fd..000000000
--- a/doc/source/_static/other.css
+++ /dev/null
@@ -1,19 +0,0 @@
-.highlight {
-    border-radius: 8px;
-}
-
-.highlight pre {
-    padding: 8px;
-}
-
-.navigation-header {
-    text-align: center;
-}
-
-.bs-docs-section h1 {
-    display: none;
-}
-
-.bs-docs-section h1.real {
-    display: block;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 17a25c204..1bfee14a2 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -136,7 +136,8 @@ def get_igraph_version():
 # Inspired by pydoctor's RTD page itself
 # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
 html_theme = "sphinx_rtd_theme"
-html_static_path = []
+html_static_path = ["_static"]
+html_css_files = ["custom.css"]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".

From fecc72cee85910e15e83631108ad08b022bd5859 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:47:35 +0100
Subject: [PATCH 1238/1681] doc: clarify in the tutorial that `bbox` and
 `margin` works for Cairo only, closes #752

---
 doc/source/tutorial.es.rst   |  2 +-
 doc/source/tutorial.rst      | 14 ++++++++------
 doc/source/visualisation.rst |  2 +-
 3 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 9ca6f88d5..5d2f59f05 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -543,7 +543,7 @@ Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar l
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
 Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index a552d4a25..e25523c66 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -705,11 +705,12 @@ from the ``label`` attribute by default and vertex colors are determined by the
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
-Note that we are simply re-using the previous layout object here, but we also specified
-that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
-to fit the labels (20 pixels). The result is:
+Note that we are simply re-using the previous layout object here, but for the Cairo backend
+we also specified that we need a smaller plot (300 x 300 pixels) and a larger margin around
+the graph to fit the labels (20 pixels). These settings would be ignored for the Matplotlib
+backend. The result is:
 
 .. figure:: figures/tutorial_social_network_2.png
    :alt: The visual representation of our social network - with names and genders
@@ -869,7 +870,8 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``bbox``         The bounding box of the plot. This must be a tuple containing
                  the desired width and height of the plot. The default plot is
-                 600 pixels wide and 600 pixels high.
+                 600 pixels wide and 600 pixels high. Ignored for the
+                 Matplotlib backend.
 ---------------- ----------------------------------------------------------------
 ``layout``       The layout to be used. It can be an instance of
                  :class:`~layout.Layout`,
@@ -881,7 +883,7 @@ Keyword argument Purpose
 ``margin``       The top, right, bottom and left margins of the plot in pixels.
                  This argument must be a list or tuple and its elements will be
                  re-used if you specify a list or tuple with less than four
-                 elements.
+                 elements. Ignored for the Matplotlib backend.
 ================ ================================================================
 
 Specifying colors in plots
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 1963b85e4..7cad8bf9b 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -177,7 +177,7 @@ Plotting graphs in Jupyter notebooks
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
 calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
 output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
-For instance, to get a compact plot::
+For instance, to get a compact plot (using the Cairo backend only)::
 
    >>> ig.plot(g, bbox=(0, 0, 100, 100))
 

From 766a1563c349276781caaf445b8f01fc815f7d97 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 10:53:15 +0000
Subject: [PATCH 1239/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9d6f7a9d8..795992467 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742
+Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8

From c0c74bc5a04b74bf9cd46fea224c8c8a03bad4b0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:05:50 +0000
Subject: [PATCH 1240/1681] feat: is_biconnected()

---
 src/_igraph/graphobject.c | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fc8e62310..d0c2aff54 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1421,6 +1421,27 @@ PyObject *igraphmodule_Graph_is_connected(igraphmodule_GraphObject * self,
   Py_RETURN_FALSE;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Decides whether a graph is biconnected.
+ * \return Py_True if the graph is biconnected, Py_False otherwise
+ * \sa igraph_is_biconnected
+ */
+PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
+{
+  igraph_bool_t res;
+
+  if (igraph_is_biconnected(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
@@ -15275,6 +15296,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
 
+  /* interface to igraph_is_biconnected */
+  {"is_biconnected", (PyCFunction) igraphmodule_Graph_is_biconnected,
+   METH_NOARGS,
+   "is_biconnected()\n--\n\n"
+   "Decides whether the graph is biconnected.\n\n"
+   "A graph is biconnected if it stays connected after the removal of\n"
+   "any single vertex.\n\n"
+   "Note that there are different conventions in use about whether to\n"
+   "consider a graph consisting of two connected vertices to be biconnected.\n"
+   "igraph does consider it biconnected.\n\n"
+   "@return: C{True} if it is biconnected, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
   /* interface to igraph_linegraph */
   {"linegraph", (PyCFunction) igraphmodule_Graph_linegraph,
    METH_VARARGS | METH_KEYWORDS,

From fae06310ab11a6c60512bbc5b1acb204d6fff962 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:25:11 +0000
Subject: [PATCH 1241/1681] tests: is_biconnected()

---
 tests/test_structural.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 541a2c6c8..5ad20648c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -242,6 +242,8 @@ class BiconnectedComponentTests(unittest.TestCase):
     g1 = Graph.Full(10)
     g2 = Graph(5, [(0, 1), (1, 2), (2, 3), (3, 4)])
     g3 = Graph(6, [(0, 1), (1, 2), (2, 3), (3, 0), (2, 4), (2, 5), (4, 5)])
+    g4 = Graph.Full(2)
+    g5 = Graph.Full(1)
 
     def testBiconnectedComponents(self):
         s = self.g1.biconnected_components()
@@ -260,6 +262,14 @@ def testArticulationPoints(self):
         self.assertTrue(self.g1.articulation_points() == [])
         self.assertTrue(self.g2.cut_vertices() == [1, 2, 3])
         self.assertTrue(self.g3.articulation_points() == [2])
+        self.assertTrue(self.g4.articulation_points() == [])
+
+    def testIsBiconnected(self):
+        self.assertTrue(self.g1.is_biconnected())
+        self.assertFalse(self.g2.is_biconnected())
+        self.assertFalse(self.g3.is_biconnected())
+        self.assertTrue(self.g4.is_biconnected())
+        self.assertFalse(self.g5.is_biconnected())
 
 
 class CentralityTests(unittest.TestCase):

From 4f1a42a975a31dcde55900efa846e17716850a58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:20:48 +0100
Subject: [PATCH 1242/1681] doc: proper capitalization of Erdos-Renyi and
 Prufer in docstrings

---
 src/_igraph/graphobject.c | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d0c2aff54..d6a669b60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3636,7 +3636,7 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * - directed is a bool that specifies if the edges should be directed. If so, they
  * point away from the root.
  * - method is one of:
- *   - 'Prufer' aka sample Pruefer sequences and convert to trees.
+ *   - 'prufer' aka sample Prüfer sequences and convert to trees.
  *   - 'lerw' aka loop-erased random walk on the complete graph to sample spanning
  *     trees.
  *
@@ -13946,7 +13946,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on the Erdos-Renyi model.\n\n"
+   "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
@@ -14102,11 +14102,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Prufer(seq)\n--\n\n"
-   "Generates a tree from its Prufer sequence.\n\n"
-   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "Generates a tree from its Prüfer sequence.\n\n"
+   "A Prüfer sequence is a unique sequence of integers associated with a\n"
    "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
    "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
-   "@param seq: the Prufer sequence as an iterable of integers\n"},
+   "@param seq: the Prüfer sequence as an iterable of integers\n"},
 
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
@@ -14389,7 +14389,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether the graph should be directed\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"prufer\"} -- samples Prufer sequences uniformly, then converts\n"
+   "    - C{\"prufer\"} -- samples Prüfer sequences uniformly, then converts\n"
    "      them to trees\n"
    "    - C{\"lerw\"} -- performs a loop-erased random walk on the complete\n"
    "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
@@ -15686,8 +15686,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_to_prufer,
    METH_NOARGS,
    "to_prufer()\n--\n\n"
-   "Converts a tree graph into a Prufer sequence.\n\n"
-   "@return: the Prufer sequence as a list"
+   "Converts a tree graph into a Prüfer sequence.\n\n"
+   "@return: the Prüfer sequence as a list"
   },
 
   // interface to igraph_transitivity_undirected

From a88431f0054811a32823db97669220aaa8883359 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:56:03 +0100
Subject: [PATCH 1243/1681] ci: update cibuildwheel

---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 865d97278..e9b7f0666 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 5fb9c054bc08b4fe4e11e03ead19fbf48acb9a99 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 31 Jan 2024 21:45:32 +0000
Subject: [PATCH 1244/1681] docs: fix some typos

---
 src/_igraph/graphobject.c   | 24 ++++++++++++------------
 src/igraph/adjacency.py     |  2 +-
 src/igraph/basic.py         |  6 +++---
 src/igraph/clustering.py    |  8 ++++----
 src/igraph/community.py     |  8 ++++----
 src/igraph/configuration.py |  4 ++--
 src/igraph/formula.py       |  4 ++--
 src/igraph/layout.py        |  2 +-
 src/igraph/statistics.py    |  2 +-
 9 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d6a669b60..7a5f483cd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1925,8 +1925,8 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Converts a tree graph into a Prufer sequence
- * \return the Prufer sequence as a Python object
+ * \brief Converts a tree graph into a Prüfer sequence
+ * \return the Prüfer sequence as a Python object
  * \sa igraph_to_prufer
  */
 PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
@@ -2024,7 +2024,7 @@ PyObject *igraphmodule_Graph_Atlas(PyTypeObject * type, PyObject * args)
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on the Barabasi-Albert model
+ * \brief Generates a graph based on the Barabási-Albert model
  * This is intended to be a class method in Python, so the first argument
  * is the type object and not the Python igraph object (because we have
  * to allocate that in this method).
@@ -3290,7 +3290,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on sort of a "windowed" Barabasi-Albert model
+ * \brief Generates a graph based on sort of a "windowed" Barabási-Albert model
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_recent_degree_game
  */
@@ -13864,8 +13864,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
-   "Generates a graph based on the Barabasi-Albert model.\n\n"
-   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "Generates a graph based on the Barabási-Albert model.\n\n"
+   "B{Reference}: Barabási, A-L and Albert, R. 1999. Emergence of scaling\n"
    "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
@@ -14084,7 +14084,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
-   "This is practically the nongrowing variant of L{Establishment}.\n"
+   "This is practically the non-growing variant of L{Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given type probabilities. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
@@ -14140,7 +14140,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on a stochastic blockmodel.\n\n"
+   "Generates a graph based on a stochastic block model.\n\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given block sizes. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
@@ -14494,7 +14494,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
    "connectivity patterns of the vertices and the pattern expected from the\n"
-   "disribution of the vertex types.\n\n"
+   "distribution of the vertex types.\n\n"
    "See equation (21) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition. The actual calculation is\n"
    "performed using equation (26) in the same paper for directed graphs, and\n"
@@ -14684,7 +14684,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "closeness(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
-   "The closeness centerality of a vertex measures how easily other\n"
+   "The closeness centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "number of vertices minus one divided by the sum of\n"
@@ -14717,7 +14717,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "harmonic_centrality(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
-   "The harmonic centerality of a vertex measures how easily other\n"
+   "The harmonic centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "mean inverse distance to all other vertices.\n\n"
@@ -14744,7 +14744,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "connected_components(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) connected components for a given graph.\n\n"
-   "Atttention: this function has a more convenient interface in class\n"
+   "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{VertexClustering} object.\n"
    "It is advised to use that.\n"
    "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 9a55c1bc4..d94b246a3 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -128,7 +128,7 @@ def _get_adjlist(self, mode="out"):
     contains the neighbors of the given vertex.
 
     @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
     """
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 2944d3f2d..edc016d20 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -34,7 +34,7 @@ def _add_edges(graph, es, attributes=None):
     @param es: the list of edges to be added. Every edge is represented
       with a tuple containing the vertex IDs or names of the two
       endpoints. Vertices are enumerated from zero.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of edges to be added, containing the attributes of the new
       edges.
     """
@@ -92,7 +92,7 @@ def _add_vertices(graph, n, attributes=None):
       vertex to be added, or a sequence of strings, each corresponding to the
       name of a vertex to be added. Names will be assigned to the C{name}
       vertex attribute.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of vertices to be added, containing the attributes of the new
       vertices. If n is a string (so a single vertex is added), then the
       values of this dict are the attributes themselves, but if n=1 then
@@ -136,7 +136,7 @@ def _delete_edges(graph, *args, **kwds):
     first positional argument is callable, an edge sequence is derived by
     calling L{EdgeSeq.select} with the same positional and keyword
     arguments. Edges in the derived edge sequence will be removed.
-    Otherwise the first positional argument is considered as follows:
+    Otherwise, the first positional argument is considered as follows:
 
     Deprecation notice: C{delete_edges(None)} has been replaced by
     C{delete_edges()} - with no arguments - since igraph 0.8.3.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b06e886e8..b45e6d9ce 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -452,7 +452,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the groups will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1151,7 +1151,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the clusters will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1371,7 +1371,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     to clusters automatically.
     """
     # Handle the case of mark_groups = True, mark_groups containing a list or
-    # tuple of cluster IDs, and and mark_groups yielding (cluster ID, color)
+    # tuple of cluster IDs, and mark_groups yielding (cluster ID, color)
     # pairs
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
@@ -1483,7 +1483,7 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       as a L{Clustering} object.
     @param method: the measure to use. C{"vi"} or C{"meila"} means the
       variation of information metric of Meila (2003), C{"nmi"} or C{"danon"}
-      means the normalized mutual information as defined by Danon et al (2005),
+      means the normalized mutual information as defined by Danon et al. (2005),
       C{"split-join"} means the split-join distance of van Dongen (2000),
       C{"rand"} means the Rand index of Rand (1971), C{"adjusted_rand"}
       means the adjusted Rand index of Hubert and Arabie (1985).
diff --git a/src/igraph/community.py b/src/igraph/community.py
index b890b97b2..e2dcb47da 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -46,7 +46,7 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
-    @param vertex_weights: name of an vertex attribute or a list containing
+    @param vertex_weights: name of a vertex attribute or a list containing
       vertex weights.
     @param trials: the number of attempts to partition the network.
     @return: an appropriate L{VertexClustering} object with an extra attribute
@@ -111,7 +111,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     Note that since ties are broken randomly, there is no guarantee that
     the algorithm returns the same community structure after each run.
-    In fact, they frequently differ. See the paper of Raghavan et al
+    In fact, they frequently differ. See the paper of Raghavan et al.
     on how to come up with an aggregated community structure.
 
     Also note that the community _labels_ (numbers) have no semantic meaning
@@ -156,10 +156,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     iteratively in a way that maximizes the vertices' local contribution
     to the overall modularity score. When a consensus is reached (i.e. no
     single move would increase the modularity score), every community in
-    the original graph is shrank to a single vertex (while keeping the
+    the original graph is shrunk to a single vertex (while keeping the
     total weight of the incident edges) and the process continues on the
     next level. The algorithm stops when it is not possible to increase
-    the modularity any more after shrinking the communities to vertices.
+    the modularity anymore after shrinking the communities to vertices.
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 6f507723e..d0202f541 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -125,7 +125,7 @@ def setboolean(obj, section, key, value):
             @param value: the value itself. C{0}, C{false}, C{no} and C{off}
               means false, C{1}, C{true}, C{yes} and C{on} means true,
               everything else results in a C{ValueError} being thrown.
-              Values are case insensitive
+              Values are case-insensitive
             """
             value = str(value).lower()
             if value in ("0", "false", "no", "off"):
@@ -234,7 +234,7 @@ def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
-        @return: if C{item} contains a period (C{.}), it is splitted into two parts
+        @return: if C{item} contains a period (C{.}), it is split into two parts
           at the first period, then the two parts are returned, so the part before
           the period is the section. If C{item} does not contain a period, the
           section is assumed to be C{general}, and the second part of the returned
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 8febe141a..c644b8d78 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -153,7 +153,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       + edges (vertex names):
       A->B
 
-    If you have may disconnected componnets, you can separate them
+    If you have many disconnected componnets, you can separate them
     with commas. You can also specify isolated vertices:
 
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
@@ -181,7 +181,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     @param formula: the formula itself
     @param attr: name of the vertex attribute where the vertex names
                  will be stored
-    @param simplify: whether the simplify the constructed graph
+    @param simplify: whether to simplify the constructed graph
     @return: the constructed graph:
     """
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index a846be7bd..f5b0a9181 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -38,7 +38,7 @@ class Layout:
     the vertices. It was particularly convenient for me to use the same layout
     for all of them, especially when I made figures for a paper. However,
     C{igraph} will of course refuse to draw a graph with a layout that has
-    less coordinates than the node count of the graph.
+    fewer coordinates than the node count of the graph.
 
     Layouts behave exactly like lists when they are accessed using the item
     index operator (C{[...]}). They can even be iterated through. Items
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 98a53cc7f..e134f7751 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -530,7 +530,7 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
           size if n is small.
 
         - C{discrete}: exact maximum likelihood estimation when the
-          input comes from a discrete scale (see Clauset et al among the
+          input comes from a discrete scale (see Clauset et al. among the
           references).
 
         - C{auto}: exact maximum likelihood estimation where the continuous

From bbf8bde2fc314b8f7a75f4f65757122ca4a08b89 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 22:43:12 +0000
Subject: [PATCH 1245/1681] chore: update C core to 0.10.9

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 795992467..51dfb1403 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8
+Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294

From a607205785b4ddd68b058821aa4b8566b6d68cae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 23:05:35 +0000
Subject: [PATCH 1246/1681] feat: Realize_Bipartite_Degree_Sequence()

---
 src/_igraph/graphobject.c | 86 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 61 +++++++++++++++++++++++++++
 2 files changed, 147 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7a5f483cd..5fe21c4c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2975,6 +2975,61 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Generates a graph with a specified degree sequence
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_realize_bipartite_degree_sequence
+ */
+PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *type,
+                                 PyObject *args, PyObject *kwds) {
+
+  igraph_vector_int_t degrees1, degrees2;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  PyObject *degrees1_o, *degrees2_o;
+  PyObject *edge_types_o = Py_None, *method_o = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
+    return NULL;
+
+  /* allowed edge types */
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  /* methods */
+  if (igraphmodule_PyObject_to_realize_degseq_t(method_o, &method))
+    return NULL;
+
+  /* First degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees1_o, &degrees1))
+    return NULL;
+
+  /* Second degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees2_o, &degrees2)) {
+    igraph_vector_int_destroy(&degrees1);
+    return NULL;
+  }
+
+  if (igraph_realize_bipartite_degree_sequence(&g, &degrees1, &degrees2, allowed_edge_types, method)) {
+    igraph_vector_int_destroy(&degrees1);
+    igraph_vector_int_destroy(&degrees2);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&degrees1);
+  igraph_vector_int_destroy(&degrees2);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on vertex types and connection preferences
  * \return a reference to the newly generated Python igraph object
@@ -14247,6 +14302,37 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "  See Horvát and Modes (2021) for details.\n"
   },
 
+  {"Realize_Bipartite_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Bipartite_Degree_Sequence,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "Realize_Bipartite_Degree_Sequence(degrees1, degrees2, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
+    "Generates a bipartite graph from the degree sequences of its partitions.\n"
+    "\n"
+    "This method implements a Havel-Hakimi style graph construction for biparite\n"
+    "graphs. In each step, the algorithm picks two vertices in a deterministic\n"
+    "manner and connects them. The way the vertices are picked is defined by the\n"
+    "C{method} parameter. The allowed edge types (i.e. whether multi-edges are allowed)\n"
+    "are specified in the C{allowed_edge_types} parameter. Self-loops are never created,\n"
+    "since a graph with self-loops is not bipartite.\n"
+    "\n"
+    "@param degrees1: the degrees of the first partition.\n"
+    "@param degrees2: the degrees of the second partition.\n"
+    "@param allowed_edge_types: controls whether multi-edges are allowed\n"
+    "  during the generation process. Possible values are:\n"
+    "\n"
+    "    - C{\"simple\"}: simple graphs (no multi-edges)\n"
+    "    - C{\"multi\"}: multi-edges allowed\n"
+    "\n"
+    "@param method: controls how the vertices are selected during the generation\n"
+    "  process. Possible values are:\n"
+    "\n"
+    "    - C{smallest}: The vertex with smallest remaining degree first.\n"
+    "    - C{largest}: The vertex with the largest remaining degree first.\n"
+    "    - C{index}: The vertices are selected in order of their index.\n"
+    "\n"
+    "  The smallest C{smallest} method is guaranteed to produce a connected graph,\n"
+    "  if one exists."
+  },
+
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 31b8692bc..17205eb95 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -249,6 +249,67 @@ def testRealizeDegreeSequence(self):
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == degrees)
 
+    def testRealizeBipartiteDegreeSequence(self):
+        deg1 = [2, 2]
+        deg2 = [1, 1, 2]
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "largest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        deg1 = [3, 1, 1]
+        deg2 = [2, 3]
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "multi",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
     def testKautz(self):
         g = Graph.Kautz(2, 2)
         deg_in = g.degree(mode="in")

From d4c8fe003bd03f1a2e0846b5204c1aa9de977607 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 4 Feb 2024 10:40:50 +0100
Subject: [PATCH 1247/1681] fix: make sure that degrees2 is not optional in
 Graph.Realize_Bipartite_Degree_Sequence

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5fe21c4c1..4315a6df0 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2992,7 +2992,7 @@ PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *typ
   igraph_t g;
 
   static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
     return NULL;
 

From b5a4a44d8d596fddfb8dc32a65a619703fe28d00 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:13:46 +0100
Subject: [PATCH 1248/1681] chore: update C core to 0.10.10

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 51dfb1403..2de2c37e3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294
+Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6

From beefef0ae0a2e2ab776509dd3e20b1198fd1fd31 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:18:49 +0100
Subject: [PATCH 1249/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cf3fe6078..03ca918b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,16 +1,22 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.4]
 
 ### Added
 
 - Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
 
+- Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
+  a bidegree sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
   has a vector value.
 
+- `Graph.Adjacency()` now accepts `Matrix` instances and other sequences as an
+  input, it is not limited to lists-of-lists-of-ints any more.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
@@ -615,7 +621,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0

From a95e22fb6c07ca85fc2c54e2dcfd8c4222311b69 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:31 +0100
Subject: [PATCH 1250/1681] doc: clarify specification of same color for all
 vertices when plotting

---
 doc/source/sg_execution_times.rst | 109 ++++++++++++++++++++++++++++++
 doc/source/tutorial.es.rst        |   2 +-
 doc/source/tutorial.rst           |  23 ++++++-
 3 files changed, 130 insertions(+), 4 deletions(-)
 create mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
new file mode 100644
index 000000000..a63741754
--- /dev/null
+++ b/doc/source/sg_execution_times.rst
@@ -0,0 +1,109 @@
+
+:orphan:
+
+.. _sphx_glr_sg_execution_times:
+
+
+Computation times
+=================
+**00:10.013** total execution time for 25 files **from all galleries**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
+     - 00:02.970
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
+     - 00:01.287
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:00.759
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
+     - 00:00.735
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:00.711
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:00.504
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
+     - 00:00.416
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
+     - 00:00.313
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:00.216
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
+     - 00:00.201
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.194
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
+     - 00:00.176
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:00.169
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:00.161
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:00.153
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.142
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
+     - 00:00.137
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
+     - 00:00.079
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
+     - 00:00.073
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.067
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.052
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
+     - 00:00.052
+     - 0.0
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 5d2f59f05..b5758c413 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -701,7 +701,7 @@ Especificación de colores en los gráficos
 
 ***Nombres de colores X11***
 
-Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que ``"DarkBLue"`` puede escribirse también como ``"darkblue"``.
 
 ***Especificación del color en la sintaxis CSS***
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index e25523c66..ea2ce0e14 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -895,9 +895,9 @@ color (e.g., edge, vertex or label colors in the respective attributes):
 X11 color names
     See the `list of X11 color names <https://en.wikipedia.org/wiki/X11_color_names>`_
     in Wikipedia for the complete list. Alternatively you can see the
-    keys of the igraph.drawing.colors.known_colors dictionary. Color
-    names are case insensitive in igraph so "DarkBlue" can be written as
-    "darkblue" as well.
+    keys of the ``igraph.drawing.colors.known_colors`` dictionary. Color
+    names are case insensitive in igraph so ``"DarkBlue"`` can be written as
+    ``"darkblue"`` as well.
 
 Color specification in CSS syntax
     This is a string according to one of the following formats (where *R*, *G* and
@@ -913,6 +913,23 @@ Color specification in CSS syntax
 Lists or tuples of RGB values in the range 0-1
     Example: ``(1.0, 0.5, 0)`` or ``[1.0, 0.5, 0]``.
 
+Note that when specifying the same color for all vertices or edges, you can use
+a string as-is but not the tuple or list syntax as tuples or lists would be
+interpreted as if the *items* in the tuple are for individual vertices or
+edges. So, this would work::
+
+  >>> ig.plot(g, vertex_color="green")
+
+But this would not, as it would treat the items in the tuple as palette indices
+for the first, second and third vertoces::
+
+  >>> ig.plot(g, vertex_color=(1, 0, 0))
+
+In this latter case, you need to expand the color specification for each vertex
+explicitly::
+
+  >>> ig.plot(g, vertex_color=[(1, 0, 0)] * g.vcount())
+
 
 Saving plots
 ^^^^^^^^^^^^

From e594422e4e176c69f8baa95289f68604b2aaf325 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:43 +0100
Subject: [PATCH 1251/1681] chore: bumped version to 0.11.4

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index a75324513..4c4a3bf3a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 3)
+__version_info__ = (0, 11, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ded833320895b9a1e0d95c8c131a3eabb88735b9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:46:41 +0100
Subject: [PATCH 1252/1681] feat: add prefixattr=... argument to
 Graph.write_graphml(), fixes #759

---
 src/_igraph/graphobject.c | 17 +++++++++++------
 tests/test_foreign.py     |  1 +
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4315a6df0..488a55740 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9728,18 +9728,19 @@ PyObject *igraphmodule_Graph_write_pajek(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_write_graphml(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  PyObject *fname = NULL;
-  static char *kwlist[] = { "f", NULL };
+  PyObject *fname = NULL, *prefixattr_o = Py_True;
+  static char *kwlist[] = { "f", "prefixattr", NULL };
   igraphmodule_filehandle_t fobj;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &fname))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &fname, &prefixattr_o))
     return NULL;
 
   if (igraphmodule_filehandle_init(&fobj, fname, "w"))
     return NULL;
 
-  if (igraph_write_graph_graphml(&self->g, igraphmodule_filehandle_get(&fobj),
-                 /*prefixattr=*/ 1)) {
+  if (igraph_write_graph_graphml(
+    &self->g, igraphmodule_filehandle_get(&fobj), PyObject_IsTrue(prefixattr_o)
+  )) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -16930,9 +16931,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_edgelist */
   {"write_graphml", (PyCFunction) igraphmodule_Graph_write_graphml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_graphml(f)\n--\n\n"
+   "write_graphml(f, prefixattr=True)\n--\n\n"
    "Writes the graph to a GraphML file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
+   "@param prefixattr: whether attribute names in the written file should be\n"
+   "  prefixed with C{g_}, C{v_} and C{e_} for graph, vertex and edge\n"
+   "  attributes, respectively. This might be needed to ensure the uniqueness\n"
+   "  of attribute identifiers in the written GraphML file.\n"
   },
   /* interface to igraph_write_graph_leda */
   {"write_leda", (PyCFunction) igraphmodule_Graph_write_leda,
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69657062e..72047dc1a 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -360,6 +360,7 @@ def testGraphML(self):
             self.assertTrue("name" in g.vertex_attributes())
 
             g.write_graphml(tmpfname)
+            g.write_graphml(tmpfname, prefixattr=False)
 
     def testGraphMLz(self):
         with temporary_file(

From bafd4a651cc08997965adbc201fce9a0a856de9d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:47:44 +0100
Subject: [PATCH 1253/1681] chore: updated changelog

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 03ca918b0..32d6c5702 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added a `prefixattr=...` keyword argument to `Graph.write_graphml()` that
+  allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
+  written by igraph.
+
 ## [0.11.4]
 
 ### Added

From 03f9faa15eaa223d8f6f5525e4fb59b0aed5f8a5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:52:59 +0100
Subject: [PATCH 1254/1681] refactor: Graph.are_connected() was renamed to
 Graph.are_adjacent()

---
 CHANGELOG.md              |  6 ++++++
 doc/source/analysis.rst   |  2 +-
 src/_igraph/graphobject.c | 14 +++++++-------
 src/igraph/__init__.py    |  8 ++++++++
 tests/test_attributes.py  |  2 +-
 tests/test_structural.py  |  2 +-
 6 files changed, 24 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 32d6c5702..891995ccd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,12 @@
   allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
   written by igraph.
 
+### Changed
+
+- `Graph.are_connected()` has now been renamed to `Graph.are_adjacent()`,
+  following up a similar change in the C core. The old name of the function
+  is deprecated but will be kept around until at least 0.12.0.
+
 ## [0.11.4]
 
 ### Added
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 943f719cc..bb911efad 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -63,7 +63,7 @@ To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :att
     >>> v1, v2 = e.source, e.target
 
 Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
-:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
+:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_adjacent`.
 
 To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
 :meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones of course::
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 488a55740..c79b4b479 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1445,10 +1445,10 @@ PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyOb
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
- * \sa igraph_are_connected
+ * \sa igraph_are_adjacent
  */
-PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
+                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
@@ -1464,7 +1464,7 @@ PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(v2, &idx2, &self->g))
     return NULL;
 
-  if (igraph_are_connected(&self->g, idx1, idx2, &res))
+  if (igraph_are_adjacent(&self->g, idx1, idx2, &res))
     return igraphmodule_handle_igraph_error();
 
   if (res)
@@ -14554,10 +14554,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // STRUCTURAL PROPERTIES OF GRAPHS //
   /////////////////////////////////////
 
-  // interface to igraph_are_connected
-  {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
+  // interface to igraph_are_adjacent
+  {"are_adjacent", (PyCFunction) igraphmodule_Graph_are_adjacent,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2)\n--\n\n"
+   "are_adjacent(v1, v2)\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c0997aa8c..7f0e328b7 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -948,6 +948,14 @@ def Incidence(cls, *args, **kwds):
         deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
         return cls.Biadjacency(*args, **kwds)
 
+    def are_connected(self, *args, **kwds):
+        """Deprecated alias to L{Graph.are_adjacent()}."""
+        deprecated(
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
+            "instead"
+        )
+        return self.are_adjacent(*args, **kwds)
+
     def get_incidence(self, *args, **kwds):
         """Deprecated alias to L{Graph.get_biadjacency()}."""
         deprecated(
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4b6683d32..1299cada9 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -112,7 +112,7 @@ def testVertexNameIndexingBug196(self):
         g.add_vertices([a, b])
         g.add_edges([(a, b)])
         self.assertEqual(g.ecount(), 1)
-        self.assertTrue(g.are_connected(a, b))
+        self.assertTrue(g.are_adjacent(a, b))
 
     def testInvalidAttributeNames(self):
         g = Graph.Famous("bull")
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5ad20648c..bfda0f2e5 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -994,7 +994,7 @@ def testGetAllSimplePaths(self):
             self.assertEqual(15, path[-1])
             curr = path[0]
             for next in path[1:]:
-                self.assertTrue(g.are_connected(curr, next))
+                self.assertTrue(g.are_adjacent(curr, next))
                 curr = next
 
     def testPathLengthHist(self):

From 055e836ba26569d59227ee3482da79707e94630c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Feb 2024 10:33:38 +0000
Subject: [PATCH 1255/1681] doc: clarify that we use natural logarithms for
 entropies

---
 src/igraph/clustering.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b45e6d9ce..b1fca9ab4 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,9 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    For measures involving entropies (e.g., the variation of information metric),
+    igraph uses natural logarithms.
+
     B{References}
 
       - Meila M: Comparing clusterings by the variation of information. In:

From 1741af467f3beb286c1d833046dac699e6855697 Mon Sep 17 00:00:00 2001
From: David R Connell <davidconnell12@gmail.com>
Date: Wed, 6 Mar 2024 17:03:01 -0600
Subject: [PATCH 1256/1681] Update from deprecated PyCObject to PyCapsule

---
 src/_igraph/igraphmodule_api.h | 21 ++-------------------
 1 file changed, 2 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index f7eeb932b..8ab364b50 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -56,25 +56,8 @@ extern "C" {
 
   /* Return -1 and set exception on error, 0 on success */
   static int import_igraph(void) {
-    PyObject *c_api_object;
-    PyObject *module;
-
-    module = PyImport_ImportModule("igraph._igraph");
-    if (module == 0)
-      return -1;
-
-    c_api_object = PyObject_GetAttrString(module, "_C_API");
-    if (c_api_object == 0) {
-      Py_DECREF(module);
-      return -1;
-    }
-
-    if (PyCObject_Check(c_api_object))
-      PyIGraph_API = (void**)PyCObject_AsVoidPtr(c_api_object);
-
-    Py_DECREF(c_api_object);
-    Py_DECREF(module);
-    return 0;
+    PyIGraph_API = (void **)PyCapsule_Import("igraph._igraph._C_API", 0);
+    return (PyIGraph_API != NULL) ? 0 : -1;
   }
 
 #endif

From 1920c4e590bc186e5b51a2f57a3ffe826c40bbdb Mon Sep 17 00:00:00 2001
From: jpowell11 <deyoda365@gmail.com>
Date: Wed, 13 Mar 2024 18:30:18 -0500
Subject: [PATCH 1257/1681] Added clarification to the get_shortest_path()
 documentation

---
 src/_igraph/graphobject.c | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c79b4b479..b10be661f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,6 +15122,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"
@@ -15139,7 +15140,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  algorithm automatically based on whether the graph has negative weights\n"
    "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
    "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
-   "@return: see the documentation of the C{output} parameter.\n"},
+   "@return: see the documentation of the C{output} parameter.\n"
+   "@see: L{get_shortest_paths()}\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,

From b556e98fe983b5f4a4dd4c86b07ea7d0b73030ca Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:03:48 +0100
Subject: [PATCH 1258/1681] doc: word wrapping in improved get_shortest_path()
 docs for the console

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b10be661f..44b617cf4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,7 +15122,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
-   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
+   "This function only returns a single shortest path. Consider using L{get_shortest_paths()}\n"
+   "to find all shortest paths between a source and one or more target vertices.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"

From 17eec0abb7a6b143a73b9641b69b92910e999eff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:24:53 +0100
Subject: [PATCH 1259/1681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 78c931202..f8a0ea85d 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -531,6 +531,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "JDPowell648",
+      "name": "JDPowell648",
+      "avatar_url": "https://avatars.githubusercontent.com/u/41934552?v=4",
+      "profile": "https://github.com/JDPowell648",
+      "contributions": [
+        "doc"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 37b369f5d..5535a66ac 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -81,6 +81,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   <tr>
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
   </tr>
 </table>
 

From 6ad42fb0dda864cbc122ff307290fe59f4e0b8d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Mar 2024 14:03:13 +0000
Subject: [PATCH 1260/1681] build(deps): bump pypa/cibuildwheel from 2.16.5 to
 2.17.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.5 to 2.17.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.5...v2.17.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e9b7f0666..f047f808a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 82c162e7da9bbf18a53a0122992cf0afff883e10 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Rodrigo=20Monteiro=20de=20Moraes=20de=20Arruda=20Falc?=
 =?UTF-8?q?=C3=A3o?= <rmmaf98@gmail.com>
Date: Wed, 20 Mar 2024 19:52:00 -0300
Subject: [PATCH 1261/1681] Bug fix in libraries.py

The 'pop' function in line 58 is called wrongly, resulting in:

TypeError: 'builtin_function_or_method' object is not subscriptable
---
 src/igraph/io/libraries.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 52e47b8af..f35cc9545 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -55,7 +55,7 @@ def _export_graph_to_networkx(
         eattr["_igraph_index"] = i
 
         if multigraph and "_nx_multiedge_key" in eattr:
-            eattr["key"] = eattr.pop["_nx_multiedge_key"]
+            eattr["key"] = eattr.pop("_nx_multiedge_key")
 
         if vertex_attr_hashable in graph.vertex_attributes():
             hashable_source = graph.vs[vertex_attr_hashable][edge.source]

From 19b5a45d0e987397256efa48fd447cec5e7315c9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 21 Mar 2024 08:35:29 +0100
Subject: [PATCH 1262/1681] chore: updated contributors list

---
 .all-contributorsrc | 45 +++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTORS.md     |  7 +++++++
 2 files changed, 52 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f8a0ea85d..6daaa80b3 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -540,6 +540,51 @@
       "contributions": [
         "doc"
       ]
+    },
+    {
+      "login": "Adriankhl",
+      "name": "k.h.lai",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16377650?v=4",
+      "profile": "https://github.com/Adriankhl",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "gruebel",
+      "name": "Anton Grübel",
+      "avatar_url": "https://avatars.githubusercontent.com/u/33207684?v=4",
+      "profile": "https://github.com/gruebel",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "flange-ipb",
+      "name": "flange-ipb",
+      "avatar_url": "https://avatars.githubusercontent.com/u/34936695?v=4",
+      "profile": "https://github.com/flange-ipb",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "pmp-p",
+      "name": "Paul m. p. Peny",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16009100?v=4",
+      "profile": "https://discuss.afpy.org/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "DavidRConnell",
+      "name": "David R. Connell",
+      "avatar_url": "https://avatars.githubusercontent.com/u/35470740?v=4",
+      "profile": "https://davidrconnell.github.io/",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5535a66ac..dc02942b4 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -82,6 +82,13 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
   </tr>
 </table>
 

From dbedbcd9169a27e73cc485aaa8286050bfce6277 Mon Sep 17 00:00:00 2001
From: Kreijstal <rainb@tfwno.gf>
Date: Sat, 20 Apr 2024 11:08:18 +0200
Subject: [PATCH 1263/1681] Linking with existing igraph on msys2

I've been thinking for a while if the msys2/mingw distribution should provide a package for python-igraph itself, but these are instructions to build from source, so it should suffice
---
 README.md | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a94f33f5a..afa7e83e0 100644
--- a/README.md
+++ b/README.md
@@ -77,6 +77,8 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
+Note: You need the following packages:
+`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 
@@ -158,8 +160,16 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
-Due to the lack of support of `pkg-config` on Windows, it is currently not
-possible to build against an external library on Windows.
+Due to the lack of support of `pkg-config` on MSVC, it is currently not
+possible to build against an external library on MSVC.
+
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+[mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
+simply type: 
+```
+IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
+```
+to build.
 
 **Warning:** the Python interface is guaranteed to work only with the same
 version of the C core that is vendored inside the `vendor/source/igraph`

From bb8ca883c5c4b40da160cbcd0347a43ad0921239 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sat, 20 Apr 2024 14:35:01 +0200
Subject: [PATCH 1264/1681] doc: update README.md styling

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index afa7e83e0..45a127ca4 100644
--- a/README.md
+++ b/README.md
@@ -77,8 +77,10 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
-Note: You need the following packages:
-`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
+
+> [!TIP]
+> You need the following packages:
+> `$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 

From eb2e7e02ba92ff6940e82ac7a387829539dc297f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 23 Apr 2024 15:40:11 +0000
Subject: [PATCH 1265/1681] doc: clarify Weighted_Adjacency docs

---
 src/igraph/io/adjacency.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index ff83df5a6..7f09ed167 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -78,6 +78,8 @@ def _construct_graph_from_weighted_adjacency(
 ):
     """Generates a graph from its weighted adjacency matrix.
 
+    Only edges with a non-zero weight are created.
+
     @param matrix: the adjacency matrix. Possible types are:
       - a list of lists
       - a numpy 2D array or matrix (will be converted to list of lists)
@@ -85,12 +87,12 @@ def _construct_graph_from_weighted_adjacency(
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
       - C{"directed"} - the graph will be directed and a matrix element
-        specifies the number of edges between two vertices.
+        specifies the weight of the corresponding edge.
       - C{"undirected"} - the graph will be undirected and a matrix element
-        specifies the number of edges between two vertices. The matrix must
+        specifies the weight of the corresponding edge. The matrix must
         be symmetric.
-      - C{"max"}   - undirected graph will be created and the number of
-        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"max"}   - undirected graph will be created and the weight of the
+        edge between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
       - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
       - C{"upper"} - undirected graph with the upper right triangle of

From 973d96153bd562ca6df497c124a024ef8a241086 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 08:54:35 +0000
Subject: [PATCH 1266/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2de2c37e3..8b2d1c666 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6
+Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86

From c9c236fd7bb0670004a034463b766b4fd58840a5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 09:15:29 +0000
Subject: [PATCH 1267/1681] chore: update C core (and pick up attempted fix for
 linking error)

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8b2d1c666..45cb86394 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86
+Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9

From 1ffb0737f3267e5c9212330d383335849e0f3533 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:22 +0200
Subject: [PATCH 1268/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 45cb86394..9e7717014 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9
+Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0

From 76a98b84acd9f2350810047b6b1e4e5a5de343b1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:38 +0200
Subject: [PATCH 1269/1681] chore: updated pre-commit hooks

---
 .pre-commit-config.yaml | 13 +++----------
 pyproject.toml          |  5 ++---
 2 files changed, 5 insertions(+), 13 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 516ea19ca..2b88275d5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,21 +1,14 @@
 fail_fast: true
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.0.1
+    rev: v4.6.0
     hooks:
-      - id: check-ast
       - id: end-of-file-fixer
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.275
+    rev: v0.3.5
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
-
-  - repo: https://github.com/psf/black
-    rev: 22.3.0
-    hooks:
-      - id: black
-        exclude: ^doc/examples_sphinx-gallery/
-        language_version: python3
+      - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index 0d5932b7b..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,6 +3,5 @@ requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]
-ignore = ["B905", "C901", "E402", "E501"]
-line-length = 80
-select = ["B", "C", "E", "F", "W"]
+lint.ignore = ["B905", "C901", "E402", "E501"]
+lint.select = ["B", "C", "E", "F", "W"]

From 8e7179ce3f0f2e6b1da7dcf68c54145b03e34fdb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:23:47 +0200
Subject: [PATCH 1270/1681] chore: bumped version to 0.11.5

---
 CHANGELOG.md          | 7 +++++--
 src/igraph/version.py | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 891995ccd..f787db23f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.5] - 2024-05-07
 
 ### Added
 
@@ -14,6 +14,8 @@
   following up a similar change in the C core. The old name of the function
   is deprecated but will be kept around until at least 0.12.0.
 
+- The C core of igraph was updated to version 0.10.12.
+
 ## [0.11.4]
 
 ### Added
@@ -635,7 +637,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 4c4a3bf3a..92c6ba6fb 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 4)
+__version_info__ = (0, 11, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From df91f3c729ac47b68d2d5f567ca92bb23fd32276 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:33:00 +0200
Subject: [PATCH 1271/1681] chore: updated changelog based on Github
 suggestions

---
 CHANGELOG.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f787db23f..b1d41e3d0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,21 @@
 
 - The C core of igraph was updated to version 0.10.12.
 
+- Deprecated `PyCObject` API calls in the C code were replaced by calls to
+  `PyCapsule`, thanks to @DavidRConnell in
+  https://github.com/igraph/python-igraph/pull/763
+
+- `get_shortest_path()` documentation was clarified by @JDPowell648 in
+  https://github.com/igraph/python-igraph/pull/764
+
+- It is now possible to link to an existing igraph C core on MSYS2, thanks to
+  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+
+### Fixed
+
+- Bugfix in the NetworkX graph conversion code by @rmmaf in
+  https://github.com/igraph/python-igraph/pull/767
+
 ## [0.11.4]
 
 ### Added

From a73ea5c944a692f74f78805251f7b80e472f367a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:36:36 +0200
Subject: [PATCH 1272/1681] chore: updated pre-commit hooks and contributors
 list

---
 .all-contributorsrc                    | 18 ++++++++++++++++++
 .pre-commit-config.yaml                |  1 +
 CONTRIBUTORS.md                        |  2 ++
 README.md                              |  4 ++--
 src/_igraph/graphobject.c              |  2 +-
 src/igraph/datatypes.py                |  2 +-
 tests/drawing/matplotlib/test_graph.py |  2 +-
 7 files changed, 26 insertions(+), 5 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 6daaa80b3..68c701f9e 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -585,6 +585,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "rmmaf",
+      "name": "Rodrigo Monteiro de Moraes de Arruda Falcão",
+      "avatar_url": "https://avatars.githubusercontent.com/u/23747884?v=4",
+      "profile": "https://www.linkedin.com/in/rmmaf/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Kreijstal",
+      "name": "Kreijstal",
+      "avatar_url": "https://avatars.githubusercontent.com/u/2415206?v=4",
+      "profile": "https://github.com/Kreijstal",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2b88275d5..e67e6d125 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,6 +4,7 @@ repos:
     rev: v4.6.0
     hooks:
       - id: end-of-file-fixer
+        exclude: ^tests/drawing/plotly/baseline_images
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index dc02942b4..f0945fc51 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,6 +89,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   </tr>
   <tr>
     <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
   </tr>
 </table>
 
diff --git a/README.md b/README.md
index 45a127ca4..6fb686d27 100644
--- a/README.md
+++ b/README.md
@@ -165,9 +165,9 @@ from Homebrew.
 Due to the lack of support of `pkg-config` on MSVC, it is currently not
 possible to build against an external library on MSVC.
 
-In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have
 [mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
-simply type: 
+simply type:
 ```
 IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
 ```
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 44b617cf4..9045148c3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2320,7 +2320,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
                     "Error while converting type distribution vector");
     return NULL;
   }
- 
+
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     igraph_vector_destroy(&td);
     return NULL;
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a2446802d..b16e89cfe 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,7 +184,7 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
-    
+
     def __len__(self):
         """Returns the number of rows in the matrix."""
         return len(self._data)
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 4a83cda5a..a044d323e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -156,7 +156,7 @@ def test_graph_with_curved_edges(self):
         ax.set_aspect(1.0)
 
     @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
-    def test_graph_with_curved_edges(self):
+    def test_graph_with_curved_edges_undirected(self):
         plt.close("all")
         g = Graph.Ring(24, directed=False)
         g.add_edges([(0, 1), (1, 2)])

From 48c3de7acf18ddfee6e17faa8a96b293781c2d17 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:28:35 +0000
Subject: [PATCH 1273/1681] refactor: better error messages for non-existent
 attributes

---
 src/_igraph/attributes.c | 44 +++++++++++++++++++++++++---------------
 1 file changed, 28 insertions(+), 16 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7079fa19f..d91eb84b5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1683,12 +1683,13 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   int is_numeric, is_string, is_boolean;
   Py_ssize_t i, j;
   PyObject *o, *dict;
+  const char *attr_type_name;
 
   switch (elemtype) {
-  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  break;
-  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; break;
-  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   break;
-  default: IGRAPH_ERROR("No such attribute type", IGRAPH_EINVAL); break;
+  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  attr_type_name = "graph";  break;
+  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; attr_type_name = "vertex"; break;
+  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   attr_type_name = "edge";   break;
+  default: IGRAPH_ERROR("No such attribute type.", IGRAPH_EINVAL); break;
   }
 
   /* Get the attribute dict */
@@ -1697,12 +1698,12 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   /* Check whether the attribute exists */
   o = PyDict_GetItemString(dict, name);
   if (o == 0) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No %s attribute named \"%s\" exists.", IGRAPH_EINVAL, attr_type_name, name);
   }
 
   /* Basic type check */
   if (attrnum != ATTRHASH_IDX_GRAPH && !PyList_Check(o)) {
-    IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+    IGRAPH_ERROR("Attribute hash type mismatch.", IGRAPH_EINVAL);
   }
 
   j = PyList_Size(o);
@@ -1765,7 +1766,7 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
@@ -1781,7 +1782,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
@@ -1806,7 +1807,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
@@ -1853,7 +1854,9 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -1895,8 +1898,9 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list)
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -1949,7 +1953,9 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
@@ -1985,7 +1991,9 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -2025,7 +2033,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -2077,7 +2087,9 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))

From 9800444c3342a0b2e3bf89f09261e6ff8a80499c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:30:29 +0000
Subject: [PATCH 1274/1681] chore: update changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b1d41e3d0..93329bec9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Changed
+
+ - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+
 ## [0.11.5] - 2024-05-07
 
 ### Added

From ccb057a7aaf958da5392493d33927e089fa74ae8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:51:28 +0000
Subject: [PATCH 1275/1681] chore: add missing changelog entry on
 is_biconnected()

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 93329bec9..a9036a3b2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -44,6 +44,8 @@
 - Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
   a bidegree sequence.
 
+- Added `Graph.is_biconnected()` to check if a graph is biconnected.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property

From 79c4c607faadb8d420f438fb0e6e2128fd49083b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:48:49 +0000
Subject: [PATCH 1276/1681] feat: add is_complete()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++++++++
 src/igraph/adjacency.py   |  2 +-
 tests/test_bipartite.py   |  6 ++++++
 tests/test_generators.py  |  1 +
 5 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a9036a3b2..859944b4f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Added
+
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+
 ### Changed
 
  - Error messages issued when an attribute is not found now mention the name and type of that attribute.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9045148c3..92fc7def9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -548,6 +548,25 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject*
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether an \c igraph.Graph object is a complete graph.
+ * \return \c True if the graph is complete, \c False otherwise.
+ * \sa igraph_is_complete
+ */
+PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
+  igraph_bool_t res;
+
+  if (igraph_is_complete(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res)
+    Py_RETURN_TRUE;
+  Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13625,6 +13644,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  /* interface to igraph_is_complete */
+  {"is_complete", (PyCFunction) igraphmodule_Graph_is_complete,
+   METH_NOARGS,
+   "is_complete()\n--\n\n"
+   "Checks whether the graph is complete, i.e. whether there is at least one\n"
+   "connection between all distinct pairs of vertices. In directed graphs,\n"
+   "ordered pairs are considered.\n\n"
+   "@return: C{True} if it is complete, C{False} otherwise.\n"
+   "@rtype: boolean"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index d94b246a3..b38889c81 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -140,7 +140,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
     M{m} are the number of vertices in the two vertex classes.
 
-    @param types: an igraph vector containing the vertex types, or an
+    @param types: a vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
     @return: the bipartite adjacency matrix and two lists in a triplet. The
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 45cca2fc2..f3c5cc8c7 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -172,7 +172,9 @@ def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)
 
         g1, g2 = g.bipartite_projection()
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
@@ -183,7 +185,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection_size() == (10, 45, 5, 10))
 
         g1, g2 = g.bipartite_projection(probe1=10)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(5)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(10)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g2))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g1))
@@ -191,7 +195,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection(which=True).isomorphic(g1))
 
         g1, g2 = g.bipartite_projection(multiplicity=False)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 17205eb95..733a31c66 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -110,6 +110,7 @@ def testFull(self):
         g = Graph.Full(20, directed=True)
         el = g.get_edgelist()
         el.sort()
+        self.assertTrue(g.is_complete())
         self.assertTrue(
             g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x != y]
         )

From 2b0fdb366b754ae6038cab65b930e6161541969d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:14 +0000
Subject: [PATCH 1277/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9e7717014..7bb245644 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0
+Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82

From a5caf2b3caa8bf354f26fd720669e903e1abc443 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:54 +0000
Subject: [PATCH 1278/1681] feat: add Chung_Lu()

---
 src/_igraph/convert.c     |  14 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 131 ++++++++++++++++++++++++++++++++++++++
 3 files changed, 146 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 82201f553..a7711860e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -514,6 +514,20 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
   TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_chung_lu_t
+ */
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
+  static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
+        {"original", IGRAPH_CHUNG_LU_ORIGINAL},
+        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"nr", IGRAPH_CHUNG_LU_NR},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(chung_lu_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_coloring_greedy_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 3b35d2459..54094684c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -65,6 +65,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
 int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
   igraph_barabasi_algorithm_t *result);
 int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o, igraph_bliss_sh_t *result);
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result);
 int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result);
 int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
                   igraph_community_comparison_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 92fc7def9..4bf150049 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2169,6 +2169,57 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a Chung-Lu random graph
+ * This is intended to be a class method in Python, so the first argument
+ * is the type object and not the Python igraph object (because we have
+ * to allocate that in this method).
+ *
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_chung_lu_game
+ */
+PyObject *igraphmodule_Graph_Chung_Lu(PyTypeObject *type, PyObject *args, PyObject *kwds)
+{
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  igraph_vector_t outw, inw;
+  igraph_chung_lu_t var = IGRAPH_CHUNG_LU_ORIGINAL;
+  igraph_bool_t has_inw = false;
+  PyObject *weight_out = NULL, *weight_in = NULL, *loops = Py_True, *variant = NULL;
+
+  static char *kwlist[] = { "out", "in_", "loops", "variant", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &weight_out, &weight_in, &loops, &variant))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_chung_lu_t(variant, &var)) return NULL;
+  if (igraphmodule_PyObject_to_vector_t(weight_out, &outw, /* need_non_negative */ true)) return NULL;
+  if (weight_in) {
+    if (igraphmodule_PyObject_to_vector_t(weight_in, &inw, /* need_non_negative */ true)) {
+      igraph_vector_destroy(&outw);
+      return NULL;
+    }
+    has_inw=true;
+  }
+
+  if (igraph_chung_lu_game(&g, &outw, has_inw ? &inw : NULL, PyObject_IsTrue(loops), var)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&outw);
+    if (has_inw)
+      igraph_vector_destroy(&inw);
+    return NULL;
+  }
+
+  igraph_vector_destroy(&outw);
+  if (has_inw)
+    igraph_vector_destroy(&inw);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a De Bruijn graph
  * \sa igraph_kautz
@@ -14439,6 +14490,86 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  this is the case, also its orientation. Must be one of\n"
    "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 
+  /* interface to igraph_chung_lu_game */
+  {"Chung_Lu", (PyCFunction) igraphmodule_Graph_Chung_Lu,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
+   "Generates a Chung-Lu random graph.\n\n"
+   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
+   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
+   "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
+   "and in-weights, M{w^\\text{in}}, with equal sums,\n"
+   "M{S = \\sum_k w^\\text{out}_k = \\sum_k w^\\text{in}_k}. The connection\n"
+   "probability between M{i} and M{j} is M{p_{ij} = w^\\text{out}_i w^\\text{in}_j / S}.\n\n"
+   "This model is commonly used to create random graphs with a fixed I{expected}\n"
+   "degree sequence. The expected degree of vertex M{i} is approximately equal\n"
+   "to the weight M{w_i}. Specifically, if the graph is directed and self-loops\n"
+   "are allowed, then the expected out- and in-degrees are precisely M{w^\\text{out}}\n"
+   "and M{w^\\text{in}}. If self-loops are disallowed, then the expected out-\n"
+   "and in-degrees are M{w^\\text{out} (S - w^\\text{in}) / S} and\n"
+   "M{w^\\text{in} (S - w^\\text{out}) / S}, respectively. If the graph is\n"
+   "undirected, then the expected degrees with and without self-loops are\n"
+   "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
+   "A limitation of the original Chung-Lu model is that when some of the\n"
+   "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
+   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
+   "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
+   "will no longer relate to the weights in the manner stated above. Thus the\n"
+   "original Chung-Lu model cannot produce certain (large) expected degrees.\n\n"
+   "The overcome this limitation, this function implements additional variants of\n"
+   "the model, with modified expressions for the connection probability M{p_{ij}}\n"
+   "between vertices M{i} and M{j}. Let M{q_{ij} = w_i w_j / S}, or\n"
+   "M{q_{ij} = w^out_i w^in_j / S} in the directed case. All model\n"
+   "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
+   "approaches zero. In the original Chung-Lu model, selectable by setting\n"
+   "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
+   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
+   "to a maximum entropy model (i.e. exponential random graph model) with\n"
+   "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
+   "setting M{exp(-\\Theta_{ij}) = w_i w_j / S}. This model is also\n"
+   "discussed by Britton, Deijfen and Martin-Löf (2006). By virtue of being\n"
+   "a degree-constrained maximum entropy model, it generates graphs having\n"
+   "the same degree sequence with the same probability.\n"
+   "A third variant can be requested with C{\"nr\"}, and uses\n"
+   "M{p_{ij} = 1 - exp(-q_{ij})}. This is the underlying simple graph\n"
+   "of a multigraph model introduced by Norros and Reittu (2006).\n"
+   "For a discussion of these three model variants, see Section 16.4 of\n"
+   "Bollobás, Janson, Riordan (2007), as well as Van Der Hofstad (2013).\n\n"
+   "B{References:}\n\n"
+   "  - Chung F and Lu L: Connected components in a random graph with given degree sequences.\n"
+   "    I{Annals of Combinatorics} 6, 125-145 (2002) U{https://doi.org/10.1007/PL00012580}\n"
+   "  - Miller JC and Hagberg A: Efficient Generation of Networks with Given Expected Degrees (2011)\n"
+   "    U{https://doi.org/10.1007/978-3-642-21286-4_10}\n"
+   "  - Park J and Newman MEJ: Statistical mechanics of networks.\n"
+   "    I{Physical Review E} 70, 066117 (2004). U{https://doi.org/10.1103/PhysRevE.70.066117}\n"
+   "  - Britton T, Deijfen M, Martin-Löf A: Generating Simple Random Graphs with Prescribed Degree Distribution.\n"
+   "    I{J Stat Phys} 124, 1377–1397 (2006). U{https://doi.org/10.1007/s10955-006-9168-x}\n"
+   "  - Norros I and Reittu H: On a conditionally Poissonian graph process.\n"
+   "    I{Advances in Applied Probability} 38, 59–75 (2006).\n"
+   "    U{https://doi.org/10.1239/aap/1143936140}\n"
+   "  - Bollobás B, Janson S, Riordan O: The phase transition in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 31, 3–122 (2007). U{https://doi.org/10.1002/rsa.20168}\n"
+   "  - Van Der Hofstad R: Critical behavior in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 42, 480–508 (2013). U{https://doi.org/10.1002/rsa.20450}\n\n"
+   "@param out: the vertex weights (or out-weights). In sparse graphs\n"
+   "    these will be approximately equal to the expected (out-)degrees.\n"
+   "@param in_: the vertex in-weights, approximately equal to the expected\n"
+   "    in-degrees of the graph. If omitted, the generated graph will be\n"
+   "    undirected.\n"
+   "@param loops: whether to allow the generation of self-loops.\n"
+   "@param variant: the model variant to be used. Let M{q_{ij}=w_i w_j / S},\n"
+   "    where M{S = \\sum_k w_k}. The following variants are available:\n"
+   "  \n"
+   "     - C{\"original\"} -- the original Chung-Lu model with\n"
+   "       M{p_{ij} = min(1, q_{ij})}.\n"
+   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
+   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
+  },
+
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,

From 768d8950b192d6fb5d441eacaa12e85b00a2fd79 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 29 May 2024 10:06:38 +0000
Subject: [PATCH 1279/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7bb245644..392313cbc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82
+Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3

From 4c82c9d34062cc45bb069af8e6fc923885281225 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 2 Jun 2024 23:18:47 +0000
Subject: [PATCH 1280/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 392313cbc..febc90642 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3
+Subproject commit febc90642002c6ea10a53d42d3ce005eed959477

From c87f4949fba2164d6edab6abc037dcc3cf700da6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 9 Jun 2024 20:33:31 +0000
Subject: [PATCH 1281/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index febc90642..78228dc28 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit febc90642002c6ea10a53d42d3ce005eed959477
+Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd

From 417a7a3511e67add4be7fa1efcfd4ea2b267c611 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 15 Jun 2024 20:02:41 +0200
Subject: [PATCH 1282/1681] doc: remove section about pycairo from Christoph
 Gohlke's page as pycairo now provides wheels for Windows

---
 doc/source/install.rst | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 81bf35d5b..91fcf6f18 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -174,13 +174,6 @@ you need to install Cairo headers using your package manager (Linux) or `homebre
 
   $ pip install pycairo
 
-The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
-maintains a site containing unofficial Windows binaries for several Python extension packages,
-including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
-is simply to download it from `Christoph's site <https://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
-Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
-version of Python you are using.
-
 To check if Cairo is installed correctly on your system, run the following example::
 
   >>> import igraph as ig

From 50f468b3bb9cca83a312a2b3e34bbff915b0b249 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:12:04 +0200
Subject: [PATCH 1283/1681] ci: install setuptools explicitly

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f047f808a..9c6bdab2a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -91,7 +91,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From c6040a126f64737b4f3c14ea9a851127b4694ad2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:30:53 +0200
Subject: [PATCH 1284/1681] ci: install setuptools explicitly for macOS and
 Windows as well

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9c6bdab2a..c6d634aff 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -159,7 +159,7 @@ jobs:
         uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -258,7 +258,7 @@ jobs:
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have

From ec7ee77840103133d0577c15e2eec05dca87852e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 14:31:28 +0000
Subject: [PATCH 1285/1681] build(deps): bump pypa/cibuildwheel from 2.17.0 to
 2.19.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.17.0 to 2.19.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.17.0...v2.19.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6d634aff..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 96015ed928b761be6f095f680b964f2ee978aa71 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Jun 2024 09:43:34 -0400
Subject: [PATCH 1286/1681] chore: update C core and adapt Graph.Chung_Lu to
 changes

---
 src/_igraph/convert.c     |  2 +-
 src/_igraph/graphobject.c | 10 +++++-----
 vendor/source/igraph      |  2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a7711860e..44fe318cf 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -521,7 +521,7 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
 int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
   static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
         {"original", IGRAPH_CHUNG_LU_ORIGINAL},
-        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"maxent", IGRAPH_CHUNG_LU_MAXENT},
         {"nr", IGRAPH_CHUNG_LU_NR},
         {0,0}
     };
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4bf150049..31049e887 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14495,8 +14495,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
    "Generates a Chung-Lu random graph.\n\n"
-   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
-   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "In the original Chung-Lu model, each pair of vertices M{i} and M{j} is connected\n"
+   "with independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
    "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
    "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
    "and in-weights, M{w^\\text{in}}, with equal sums,\n"
@@ -14525,7 +14525,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
@@ -14565,8 +14565,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  \n"
    "     - C{\"original\"} -- the original Chung-Lu model with\n"
    "       M{p_{ij} = min(1, q_{ij})}.\n"
-   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
-   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"maxent\"} -- maximum entropy model with fixed expected degrees\n"
+   "       M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
    "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
   },
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 78228dc28..ad645f8f9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd
+Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4

From 47e7515995c1d5772a88c67e022f80e7912dfa9c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 13:56:09 +0000
Subject: [PATCH 1287/1681] chore: update C core to 0.10.13

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ad645f8f9..e1d48f89a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4
+Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557

From 0d30ebb33d11fcc81cd3803a3eaaef329a866c5e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:27:59 +0000
Subject: [PATCH 1288/1681] chore: typo in changelog [skip ci]

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 859944b4f..47eb6a50a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,7 +2,7 @@
 
 ### Added
 
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed
 

From f8963ede0278a3d4a45b50e02419ac7520ad96b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 18:01:45 +0000
Subject: [PATCH 1289/1681] chore: update changelog [skip ci]

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 47eb6a50a..f93dfadfd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed

From 951f01709bf1f5c0997255beaf68eb073ccdda7e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 18:21:15 +0200
Subject: [PATCH 1290/1681] fix: make sure to compile igrpah with LTO when
 available

---
 setup.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/setup.py b/setup.py
index 11d4cd967..1610a5f1d 100644
--- a/setup.py
+++ b/setup.py
@@ -283,6 +283,9 @@ def _compile_in(
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
+        # Use link-time optinization if available
+        args.append("-DIGRAPH_ENABLE_LTO=AUTO")
+
         # -fPIC is needed on Linux so we can link to a static igraph lib from a
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")

From 702902c8386f9292b33989c57212a89a2e0e13e7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:10:58 +0200
Subject: [PATCH 1291/1681] ci: trying to switch to uv-based build backend for
 cibuildwheel

---
 .github/workflows/build.yml | 18 ++++++++++++++++++
 pyproject.toml              |  4 ++++
 2 files changed, 22 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..6c69e2a38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,6 +29,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -63,6 +66,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -88,6 +94,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -139,6 +148,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -182,6 +194,9 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -232,6 +247,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..63ff71b8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,3 +5,7 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
+
+[tool.cibuildwheel]
+build-frontend = "build[uv]"
+

From 03d76730dab64e85184d4426911cf9e903c4a345 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:11:27 +0200
Subject: [PATCH 1292/1681] doc: some doc fixes done while writing the tutorial
 for NetSci'24

---
 doc/source/tutorial.rst | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index ea2ce0e14..7ba2de653 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,7 +8,7 @@
 Tutorial
 ========
 
-This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the section titled :doc:`install`.
 
 .. note::
    For the impatient reader, see the :doc:`tutorials/index` page for short, self-contained examples.
@@ -16,7 +16,7 @@ This page is a detailed tutorial of |igraph|'s Python capabilities. To get an qu
 Starting |igraph|
 =================
 
-The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, an `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
@@ -79,10 +79,9 @@ This means: **U** ndirected graph with **10** vertices and **2** edges, with the
 
 .. note::
 
-   :meth:`Graph.summary` is similar to ``print`` but does not list the edges, which is
-   convenient for large graphs with millions of edges::
+   |igraph| also has a :func:`igraph.summary()` function, which is similar to ``print()`` but it does not list the edges. This is convenient for large graphs with millions of edges::
 
-     >>> summary(g)
+     >>> ig.summary(g)
      IGRAPH U--- 10 2 --
 
 
@@ -206,7 +205,7 @@ answer can quickly be given by checking the degree distributions of the two grap
 
 Setting and retrieving attributes
 =================================
-As mentioned above, in |igraph| each vertex and each edge have a numeric id from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertex and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
+As mentioned above, vertices and edges of a graph in |igraph| have numeric IDs from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertices and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
 
 To demonstrate the use of attributes, let us create a simple social network::
 
@@ -604,6 +603,8 @@ Method name                          Short name      Algorithm description
 ``layout_circle``                    ``circle``,     Deterministic layout that places the
                                      ``circular``    vertices on a circle
 ------------------------------------ --------------- ---------------------------------------------
+``layout_davidson_harel``            ``dh``          Davidson-Harel simulated annealing algorithm
+------------------------------------ --------------- ---------------------------------------------
 ``layout_drl``                       ``drl``         The `Distributed Recursive Layout`_ algorithm
                                                      for large graphs
 ------------------------------------ --------------- ---------------------------------------------
@@ -612,6 +613,10 @@ Method name                          Short name      Algorithm description
 ``layout_fruchterman_reingold_3d``   ``fr3d``,       Fruchterman-Reingold force-directed algorithm
                                      ``fr_3d``       in three dimensions
 ------------------------------------ --------------- ---------------------------------------------
+``layout_graphopt``                  ``graphopt``    The GraphOpt algorithm for large graphs
+------------------------------------ --------------- ---------------------------------------------
+``layout_grid``                      ``grid``        Regular grid layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          Kamada-Kawai force-directed algorithm
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai_3d``           ``kk3d``,       Kamada-Kawai force-directed algorithm
@@ -621,6 +626,8 @@ Method name                          Short name      Algorithm description
                                      ``lgl``,        large graphs
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
+``layout_mds``                       ``mds``         Multidimensional scaling layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_random``                    ``random``      Places the vertices completely randomly
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Places the vertices completely randomly in 3D
@@ -630,7 +637,7 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_reingold_tilford_circular`` ``rt_circular`` Reingold-Tilford tree layout with a polar
                                                      coordinate post-transformation, useful for
-                                     ``tree``        (almost) tree-like graphs
+                                                     (almost) tree-like graphs
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_sphere``                    ``sphere``,     Deterministic layout that places the vertices
                                      ``spherical``,  evenly on the surface of a sphere
@@ -652,9 +659,9 @@ are passed intact to the chosen layout method. For instance, the following two c
 completely equivalent::
 
   >>> layout = g.layout_reingold_tilford(root=[2])
-  >>> layout = g.layout("rt", [2])
+  >>> layout = g.layout("rt", root=[2])
 
-Layout methods return a :class:`~layout.Layout` object which behaves mostly like a list of lists.
+Layout methods return a :class:`~layout.Layout` object, which behaves mostly like a list of lists.
 Each list entry in a :class:`~layout.Layout` object corresponds to a vertex in the original graph
 and contains the vertex coordinates in the 2D or 3D space. :class:`~layout.Layout` objects also
 contain some useful methods to translate, scale or rotate the coordinates in a batch.

From 00e6b4817cfcf768b62af520413c0220685d7426 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:14:49 +0200
Subject: [PATCH 1293/1681] Revert "ci: trying to switch to uv-based build
 backend for cibuildwheel"

This reverts commit 702902c8386f9292b33989c57212a89a2e0e13e7.
---
 .github/workflows/build.yml | 18 ------------------
 pyproject.toml              |  4 ----
 2 files changed, 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6c69e2a38..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,9 +29,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -66,9 +63,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -94,9 +88,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -148,9 +139,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -194,9 +182,6 @@ jobs:
         with:
           python-version: '3.11.2'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -247,9 +232,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 63ff71b8c..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,3 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
-
-[tool.cibuildwheel]
-build-frontend = "build[uv]"
-

From d10071c4f678a269da77b571b59dd11e32c51646 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:20:05 +0200
Subject: [PATCH 1294/1681] ci: trying to fix CentOS 7 deprecation

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 7 +++++++
 2 files changed, 9 insertions(+), 2 deletions(-)
 create mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..22056bec2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
new file mode 100755
index 000000000..bbc30fb5f
--- /dev/null
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
+# is gone.
+
+sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
+sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+

From 284ffd770191b8cb09fd74d21f021265b861fa07 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:42:07 +0000
Subject: [PATCH 1295/1681] feat: mean_degree()

---
 src/_igraph/graphobject.c | 31 +++++++++++++++++++++++++++++++
 tests/test_structural.py  |  7 +++++++
 2 files changed, 38 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31049e887..f97c2a2f5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -962,6 +962,29 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the mean degree
+ * \return the mean degree
+ * \sa igraph_mean_degree
+ */
+PyObject *igraphmodule_Graph_mean_degree(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  char *kwlist[] = { "loops", NULL };
+  igraph_real_t res;
+  PyObject *loops = Py_True;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+    return NULL;
+
+  if (igraph_mean_degree(&self->g, &res, PyObject_IsTrue(loops))) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
+}
+
 /** \ingroup python_interface_graph
  * \brief The maximum degree of some vertices in an \c igraph.Graph
  * \return the maxium degree as a Python object
@@ -15075,6 +15098,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  assumes that there can't be any loops.\n"
    "@return: the density of the graph."},
 
+  /* interface to igraph_mean_degree */
+  {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
+   METH_VARARGS | METH_KEYWORDS,
+   "mean_degree(loops=True)\n--\n\n"
+   "Calculates the mean degree of the graph.\n\n"
+   "@param loops: whether to consider self-loops during the calculation\n"
+   "@return: the mean degree of the graph."},
+
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index bfda0f2e5..b9d90a7dd 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -24,6 +24,13 @@ def testDensity(self):
         self.assertAlmostEqual(7 / 16, self.gdir.density(True), places=5)
         self.assertAlmostEqual(1 / 7, self.tree.density(), places=5)
 
+    def testMeanDegree(self):
+        self.assertEqual(9.0, self.gfull.mean_degree())
+        self.assertEqual(0.0, self.gempty.mean_degree())
+        self.assertEqual(2.5, self.g.mean_degree())
+        self.assertEqual(7 / 4, self.gdir.mean_degree())
+        self.assertAlmostEqual(13 / 7, self.tree.mean_degree(), places=5)
+
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
         self.assertTrue(self.gempty.diameter(unconn=False) == inf)

From a39b12291b5b87bb7f37ae66a9b829541f5ecc29 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:29:11 +0000
Subject: [PATCH 1296/1681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f93dfadfd..ddf5a8326 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed
 

From 94bc39d0b169fa32ffc94183c7d8fedc693ff8ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:31:59 +0000
Subject: [PATCH 1297/1681] feat: Graph.Hypercube()

---
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  |  5 +++++
 2 files changed, 52 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..64350872e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2758,6 +2758,41 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates hypercube graph
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hypercube
+ */
+PyObject *igraphmodule_Graph_Hypercube(PyTypeObject * type,
+                                       PyObject * args, PyObject * kwds)
+{
+  Py_ssize_t n;
+  igraph_bool_t directed;
+  PyObject *o_directed = Py_False;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "n", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|O", kwlist, &n, &o_directed)) {
+    return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  directed = PyObject_IsTrue(o_directed);
+
+  if (igraph_hypercube(&g, n, directed)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
@@ -14200,6 +14235,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
+  /* interface to igraph_hypercube */
+  {"Hypercube", (PyCFunction) igraphmodule_Graph_Hypercube,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hypercube(n, directed=False)\n--\n\n"
+   "Generates an n-dimensional hypercube graph.\n\n"
+   "The hypercube graph M{Q_n} has M{2^n} vertices and M{2^{n-1} n} edges.\n"
+   "Two vertices are connected when the binary representations of their vertex\n"
+   "IDs differ in precisely one bit.\n"
+   "@param n: the dimension of the hypercube graph\n"
+   "@param directed: whether to create a directed graph; edges will point\n"
+   "    from lower index vertices towards higher index ones."},
+
   /* interface to igraph_biadjacency */
   {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 733a31c66..30cc58d23 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -161,6 +161,11 @@ def testHexagonalLattice(self):
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
+    def testHypercube(self):
+        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        g = Graph.Hypercube(3)
+        self.assertEqual(g.get_edgelist(), el)
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")

From 5bb38e0b4d64d126d0aaa596e828a49496260ab0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:32:27 +0000
Subject: [PATCH 1298/1681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ddf5a8326..4f50ecdd9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.

From 67b44e476ff26a3917117d694c29d9909813d389 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 3 Jul 2024 09:28:29 +0000
Subject: [PATCH 1299/1681] refactor: rewire() now does 10 times the number of
 edges trials by default

---
 src/_igraph/graphobject.c | 24 +++++++++++++++---------
 1 file changed, 15 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..7def34ffb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6432,14 +6432,19 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "n", "mode", NULL };
-  Py_ssize_t n = 1000;
-  PyObject *mode_o = Py_None;
+  PyObject *n_o = Py_None, *mode_o = Py_None;
+  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &n, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
     return NULL;
+  }
 
-  CHECK_SSIZE_T_RANGE(n, "number of rewiring attempts");
+  if (n_o != Py_None) {
+    if (igraphmodule_PyObject_to_integer_t(n_o, &n)) {
+      return NULL;
+    }
+  }
 
   if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
     return NULL;
@@ -15810,12 +15815,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=1000, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, mode=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "Please note that the rewiring is done \"in-place\", so the original\n"
-   "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
-   "@param n: the number of rewiring trials.\n"
+   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
+   "If you want to preserve the original graph, use the L{copy} method before\n"
+   "rewiring.\n\n"
+   "@param n: the number of rewiring trials. The default is 10 times the number\n"
+   "  of edges.\n"
    "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},

From d4fc4d28f8fa3bdcf5294a9789fd92ef4b226596 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:55:30 +0000
Subject: [PATCH 1300/1681] feat: is_clique() and is_independent_vertex_set()

---
 src/_igraph/graphobject.c | 87 +++++++++++++++++++++++++++++++++++++++
 tests/test_cliques.py     |  4 ++
 2 files changed, 91 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0f921120..e33131b25 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -567,6 +567,77 @@ PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObjec
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether a given vertex set forms a clique
+ */
+PyObject *igraphmodule_Graph_is_clique(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  PyObject *directed = Py_False;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &list, &directed)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_clique(&self->g, vs, PyObject_IsTrue(directed), &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
+/** \ingroup python_interface_graph
+ * \brief Checks whether a the given vertices form an independent set
+ */
+PyObject *igraphmodule_Graph_is_independent_vertex_set(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_independent_vertex_set(&self->g, vs, &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13768,6 +13839,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is complete, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  {"is_clique", (PyCFunction) igraphmodule_Graph_is_clique,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_clique(vertices=None, directed=False)\n--\n\n"
+   "Decides whether a set of vertices is a clique, i.e. a fully connected subgraph.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@param directed: whether to require mutual connections between vertex pairs\n"
+   "    in directed graphs.\n"
+   "@return: C{True} is the given vertex set is a clique, C{False} if not.\n"},
+
+  {"is_independent_vertex_set", (PyCFunction) igraphmodule_Graph_is_independent_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_independent_vertex_set(vertices=None)\n--\n\n"
+   "Decides whether no two vertices within a set are adjacent.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@return: C{True} is the given vertices form an independent set, C{False} if not.\n"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3d63dd363..3c1c215e9 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -66,12 +66,14 @@ def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.largest_cliques())))
 
     def testMaximalCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques())),
             [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.maximal_cliques())))
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques(min=4))),
             [[1, 2, 3, 4], [1, 2, 4, 5]],
@@ -136,6 +138,7 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
+        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -152,6 +155,7 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
+        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)

From f4687d8e618ade29668c8459bd78056c10479cd8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:56:32 +0000
Subject: [PATCH 1301/1681] chore: update changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4f50ecdd9..fc8c5dab8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,8 @@
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed

From b8123e6ebb95e8080acfd312b73805e2648e3e9d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:42 +0200
Subject: [PATCH 1302/1681] chore: updated changelog

---
 CHANGELOG.md | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc8c5dab8..e1cba8656 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,34 @@
 # igraph Python interface changelog
 
+## [0.11.6] - 2024-07-08
+
 ### Added
 
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+   several related models.
+
+ - Added `Graph.is_complete()` to test if there is a connection between all
+   distinct pairs of vertices.
+
  - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
- - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
+
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+   independent set.
+
+ - Added `Graph.mean_degree()` for a convenient way to compute the average
+   degree of a graph.
 
 ### Changed
 
- - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+ - The C core of igraph was updated to version 0.10.13.
+
+ - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+   edges by default.
+
+ - Error messages issued when an attribute is not found now mention the name
+   and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
 
@@ -667,7 +684,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3

From 333b393fae603985c6087fe26999a87035fdaa83 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:58 +0200
Subject: [PATCH 1303/1681] fix: fix EOL in fixup_centos_7_in_ci.sh

---
 scripts/fixup_centos_7_in_ci.sh | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index bbc30fb5f..17a9f74e6 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,4 +4,3 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-

From fa3bde632b646c6a257ebb1d390a196302256e50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:52:34 +0200
Subject: [PATCH 1304/1681] chore: bumped version to 0.11.6

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 92c6ba6fb..dfef0870c 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 5)
+__version_info__ = (0, 11, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ebd1c6fae5085ed591a92ef9ce6c753b5169fb38 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Jul 2024 13:24:46 +0000
Subject: [PATCH 1305/1681] build(deps): bump pypa/cibuildwheel from 2.19.1 to
 2.19.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.1 to 2.19.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.1...v2.19.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22056bec2..7d1eb9fd5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 2c2be04954b0eadfd3bb0354e5af21059f62c478 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 19:52:13 +0200
Subject: [PATCH 1306/1681] fix: update script that fixes the CentOS build

---
 scripts/fixup_centos_7_in_ci.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index 17a9f74e6..74bc18173 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,3 +4,5 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
+

From 12ab69f1c3477e03f5b3c13c5a671439c58ff73e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 20:41:53 +0200
Subject: [PATCH 1307/1681] ci: remove CentOS 7 specific hack from CI build

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 8 --------
 2 files changed, 2 insertions(+), 10 deletions(-)
 delete mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d1eb9fd5..b86dc0b30 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
deleted file mode 100755
index 74bc18173..000000000
--- a/scripts/fixup_centos_7_in_ci.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/bin/bash
-# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
-# is gone.
-
-sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
-sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
-

From c7e9d1e9856f7c37c20d1b466c19ae61d9c1be9d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 08:54:15 +0000
Subject: [PATCH 1308/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index e1d48f89a..ac22a920d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557
+Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529

From 94ee2d60456fdbc0ecbb85815e10f1a758217742 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 18:43:14 +0000
Subject: [PATCH 1309/1681] doc: fix typos in Chung_Lu() docs

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e33131b25..6322969fa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14675,7 +14675,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
    "A limitation of the original Chung-Lu model is that when some of the\n"
    "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
-   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "Chung and Lu's original paper excludes the use of such weights. When\n"
    "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
    "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
    "will no longer relate to the weights in the manner stated above. Thus the\n"
@@ -14687,7 +14687,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 7caa934291821d92e93cf1518fe0eb227694053c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Jul 2024 13:09:57 +0200
Subject: [PATCH 1310/1681] fix: replace deprecated iteritems() method from
 Python 2, closes #789

---
 src/igraph/clustering.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b1fca9ab4..89b34b56e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1376,7 +1376,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
     elif isinstance(mark_groups, dict):
-        group_iter = mark_groups.iteritems()
+        group_iter = mark_groups.items()
     elif hasattr(mark_groups, "__getitem__") and hasattr(mark_groups, "__len__"):
         # Lists, tuples
         try:
@@ -1399,7 +1399,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
         # Iterators etc
         group_iter = mark_groups
     else:
-        group_iter = {}.iteritems()
+        group_iter = {}.items()
 
     def cluster_index_resolver():
         for group, color in group_iter:

From f04cd570d6fcc64f8845c52d25ad6d3406566fd8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Jul 2024 11:39:00 +0200
Subject: [PATCH 1311/1681] chore: add some modifications to the Sphinx config
 file based on a notification from Read the Docs

---
 doc/source/conf.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1bfee14a2..334b52e6a 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -187,6 +187,14 @@ def get_igraph_version():
 # Output file base name for HTML help builder.
 htmlhelp_basename = "igraphdoc"
 
+# Integration with Read the Docs since RTD is not manipulating the Sphinx
+# config files on its own any more.
+# This is according to:
+# https://about.readthedocs.com/blog/2024/07/addons-by-default/
+html_baseurl = os.environ.get("READTHEDOCS_CANONICAL_URL", "")
+html_context = {}
+if os.environ.get("READTHEDOCS", "") == "True":
+    html_context["READTHEDOCS"] = True
 
 # -- Options for pydoctor ------------------------------------------------------
 

From 279b8916306086cc1e89741f0c1f1aa03b0c5607 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 21 Jul 2024 14:44:03 +0200
Subject: [PATCH 1312/1681] ci: update to upload-artifact@v4

---
 .github/workflows/build.yml | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b86dc0b30..8d1905c12 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,8 +45,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -70,8 +71,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_musllinux:
@@ -96,8 +98,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
@@ -163,8 +166,9 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_wasm:
@@ -204,8 +208,9 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-wasm
           path: ./dist/*.whl
 
   build_wheel_win:
@@ -270,8 +275,9 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_sdist:
@@ -312,8 +318,9 @@ jobs:
           pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: sdist
           path: dist/*.tar.gz
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
@@ -375,3 +382,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+

From c4d1640f2d64e260b8878d2b2434d85b8729e891 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 5 Aug 2024 13:36:15 +0000
Subject: [PATCH 1313/1681] build(deps): bump pypa/cibuildwheel from 2.19.2 to
 2.20.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.2 to 2.20.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.2...v2.20.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..0ddaf3a57 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d354de116fffb1123196ce09470fce4231c3b917 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:38:57 +0200
Subject: [PATCH 1314/1681] Skip tests for Python 3.13 until SciPy starts
 publishing wheels

---
 .github/workflows/build.yml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0ddaf3a57..cdc66a3b6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,8 +35,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -164,6 +165,8 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
+          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -267,8 +270,9 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From bf638d7caafcb61f73baa270521d079e9c388b1e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:57:52 +0200
Subject: [PATCH 1315/1681] ci: update to Pyodide 0.26.2 and fix build script

---
 .github/workflows/build.yml  | 2 +-
 scripts/fix_pyodide_build.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..65cb8f550 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.45'
+          version: '3.1.52'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 79d451969..46d190518 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -9,5 +9,5 @@
 
 target_file = target_dir / "Emscripten.cmake"
 if not target_file.is_file():
-    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    url = "https://raw.githubusercontent.com/pyodide/pyodide-build/main/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
     urlretrieve(url, str(target_file))

From c83879b3605caeace7f887f41033b6fe3cac2fc4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:29:55 +0200
Subject: [PATCH 1316/1681] ci: really update to Pyodide 0.26.2

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 65cb8f550..3e1d2ca6d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -197,7 +197,7 @@ jobs:
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.24.1
+          pip install pyodide-build==0.26.2
           python3 scripts/fix_pyodide_build.py
           pyodide build
 

From ee733adfc6532280dca99b1170d9f49acfe16ce7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:31:31 +0200
Subject: [PATCH 1317/1681] ci: skip Python 3.13 tests completely on Windows
 (even on 64-bit)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cdc66a3b6..f7378cbd8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
           # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From b3ea60adec7a2d1dfb36ab57c2591611d3cbbc06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Aug 2024 15:03:35 +0200
Subject: [PATCH 1318/1681] chore: fast-forward vendored igraph to tip of
 master

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ac22a920d..28868a2fc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529
+Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c

From 4855c26f431c7ccc3a4362da249cf51bebc41507 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:38:46 +0000
Subject: [PATCH 1319/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 28868a2fc..33c01b0a1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c
+Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c

From c62d81504a356ecd0c930ad55155e14866d40492 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:39:43 +0000
Subject: [PATCH 1320/1681] feat: allow selecting specific integer programming
 feedback arc set problem formulations

---
 src/_igraph/convert.c     | 2 ++
 src/_igraph/graphobject.c | 8 ++++++--
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3529d6921 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -596,6 +596,8 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
         {"exact", IGRAPH_FAS_EXACT_IP},
         {"exact_ip", IGRAPH_FAS_EXACT_IP},
         {"ip", IGRAPH_FAS_EXACT_IP},
+        {"ip_ti", IGRAPH_FAS_EXACT_IP_TI},
+        {"ip_cg", IGRAPH_FAS_EXACT_IP_CG},
         {0,0}
     };
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..9d696c905 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15442,8 +15442,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  breaking heuristic of Eades, Lin and Smyth, which is linear in the number\n"
    "  of edges but not necessarily optimal; however, it guarantees that the\n"
    "  number of edges to be removed is smaller than |E|/2 - |V|/6. C{\"ip\"} uses\n"
-   "  an integer programming formulation which is guaranteed to yield an optimal\n"
-   "  result, but is too slow for large graphs.\n"
+   "  the most efficient available integer programming formulation which is guaranteed\n"
+   "  to yield an optimal result. Specific integer programming formulations can be\n"
+   "  selected using C{\"ip_ti\"} (using triangle inequalities) and C{\"ip_cg\"}\n"
+   "  (a minimum set cover formulation using incremental constraint generation).\n"
+   "  Note that the minimum feedback arc set problem is NP-hard, therefore all methods\n"
+   "  that obtain exact optimal solutions are infeasibly slow on large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 

From 82ae0208ca215c13047f92a96231456cf94149d0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 16:43:42 +0000
Subject: [PATCH 1321/1681] feat: feedback_vertex_set()

---
 src/_igraph/convert.c     | 13 +++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 59 +++++++++++++++++++++++++++++++++++++++
 3 files changed, 73 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3529d6921..a96bc514d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -603,6 +603,19 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
+ */
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
+  igraph_fas_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
+        {"ip", IGRAPH_FVS_EXACT_IP},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(fvs_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_get_adjacency_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 54094684c..22f28eb75 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,6 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9d696c905..bdcfd3d8c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5558,6 +5558,48 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a feedback vertex set for a graph
+ * \return a list containing the indices in the chosen feedback vertex set
+ * \sa igraph_feedback_vertex_set
+ */
+PyObject *igraphmodule_Graph_feedback_vertex_set(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "weights", "method", NULL };
+  igraph_vector_t* weights = 0;
+  igraph_vector_int_t res;
+  igraph_fvs_algorithm_t algo = IGRAPH_FVS_EXACT_IP;
+  PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &algo_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_fvs_algorithm_t(algo_o, &algo))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+    ATTRIBUTE_TYPE_VERTEX))
+    return NULL;
+
+  if (igraph_vector_int_init(&res, 0)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+  }
+
+  if (igraph_feedback_vertex_set(&self->g, &res, weights, algo)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
+
+  return result_o;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates a single shortest path between a source and a target vertex
  * \return a list containing a single shortest path from the source to the target
@@ -15451,6 +15493,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 
+  /* interface to igraph_feedback_vertex_set */
+  {"feedback_vertex_set", (PyCFunction) igraphmodule_Graph_feedback_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "feedback_vertex_set(weights=None, method=\"ip\")\n--\n\n"
+   "Calculates a minimum feedback vertex set.\n\n"
+   "A feedback vertex set is a set of edges whose removal makes the graph acyclic.\n"
+   "Finding a minimum feedback vertex set is an NP-hard problem both in directed\n"
+   "and undirected graphs.\n\n"
+   "@param weights: vertex weights to be used. Can be a sequence or iterable or\n"
+   "  even a vertex attribute name. When given, the algorithm will strive to\n"
+   "  remove lightweight vertices in order to minimize the total weight of the\n"
+   "  feedback vertex set.\n"
+   "@param method: the algorithm to use. C{\"ip\"} uses an exact integer programming\n"
+   "  approach, and is currently the only available method.\n"
+   "@return: the IDs of the vertices to be removed, in a list.\n\n"
+  },
+
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,

From 4fce02bc39701cebd482a53fffcd267c5ae1839a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 21 Aug 2024 10:36:14 +0200
Subject: [PATCH 1322/1681] fix: fix a potential memory leak in
 Graph.get_shortest_path_astar()'s heuristic function

---
 src/_igraph/graphobject.c | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..97ba1be64 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5671,6 +5671,7 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
   to_o = igraphmodule_integer_t_to_PyObject(to);
   if (to_o == NULL) {
     /* Error in conversion, return 1 */
+    Py_DECREF(from_o);
     return IGRAPH_FAILURE;
   }
 
@@ -5685,9 +5686,11 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
 
   if (igraphmodule_PyObject_to_real_t(result_o, result)) {
     /* Error in conversion, return 1 */
+    Py_DECREF(result_o);
     return IGRAPH_FAILURE;
   }
 
+  Py_DECREF(result_o);
   return IGRAPH_SUCCESS;
 }
 

From 93b279dd13955bd48f1996702697d40d76837b9a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:44:50 +0200
Subject: [PATCH 1323/1681] fix: fix signature of
 igraphmodule_PyObject_to_fvs_algorithm_t

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a96bc514d..6ee49205c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -608,7 +608,7 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
  * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
  */
 int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
-  igraph_fas_algorithm_t *result) {
+  igraph_fvs_algorithm_t *result) {
   static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
         {"ip", IGRAPH_FVS_EXACT_IP},
         {0,0}

From db000723a575e96343571abd40f45d7b1f2da87f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:46:53 +0200
Subject: [PATCH 1324/1681] fix: also fix signature here

---
 src/_igraph/convert.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 22f28eb75..873be1dc0 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,7 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
-int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);

From d702975bc4c4d9eb1707cf1a36634df5608a521a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 10:46:43 +0200
Subject: [PATCH 1325/1681] ci: re-enable tests for Python 3.13 because SciPy
 now has wheels for 3.13

---
 .github/workflows/build.yml | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 98784cd75..797fdbb3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,9 +35,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -165,8 +164,6 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
-          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -270,9 +267,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 0eb0028d2c5052a7ade38cb1554eb8f71f954d3a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:00:13 +0200
Subject: [PATCH 1326/1681] ci: disable PyPy 3.8 as it is EOL

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 797fdbb3c..5c3651368 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 01bda20380e5fcc037044b544c1466257b7be878 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:12:55 +0200
Subject: [PATCH 1327/1681] ci: update Python to 3.12.1 when building with
 Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5c3651368..79b546fea 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -184,7 +184,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.1'
 
       - name: Install OS dependencies
         run:

From 17cdf3a7c8d6a61d85d4ae9731ba0428ce14a42c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:20:03 +0200
Subject: [PATCH 1328/1681] ci: also try disabling PyPy 3.9

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 79b546fea..b3ddc6850 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 9d2c910e70433f465264f8bbb89491c2a379960e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:07 +0200
Subject: [PATCH 1329/1681] ci: try to fix PyPy failures in a different way

---
 .github/workflows/build.yml | 2 +-
 pyproject.toml              | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b3ddc6850..a86043b91 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..ac22a60d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,10 @@
 [build-system]
-requires = ["setuptools", "wheel"]
+requires = [
+    "wheel",
+    # pin setuptools:
+    # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
+    "setuptools>=64,<72.2.0"
+]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]

From d5f1331e6802a74453c2ccfdda478b1e2946b493 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:46 +0200
Subject: [PATCH 1330/1681] ci: fix Emscripten version for newer Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a86043b91..eb0ab1eeb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.52'
+          version: '3.1.58'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel

From fc8bd32e167ab02404c183c3b9c7ad5591617d49 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:32:25 +0200
Subject: [PATCH 1331/1681] ci: skip SciPy tests for Python 3.13 on Linux/i686

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eb0ab1eeb..69d4e92f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -36,7 +36,7 @@ jobs:
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0

From 8abba79c19675f39e4648e9b03bcd000b965ee3c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:41:34 +0200
Subject: [PATCH 1332/1681] fix: Python 3.13 now provides PyLong_AsInt() so we
 need to rename ours

---
 src/_igraph/convert.c | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3718ab544 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,14 +41,18 @@
 
 /**
  * \brief Converts a Python long to a C int
- *
+ * 
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
+ * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
+ *
  * Returns -1 if there was an error, 0 otherwise.
  */
-int PyLong_AsInt(PyObject* obj, int* result) {
+int PyLong_AsInt_OutArg(PyObject* obj, int* result) {
   long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
     PyErr_SetString(PyExc_OverflowError, "long integer too small for conversion to C int");
@@ -92,7 +96,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
     return 0;
 
   if (PyLong_Check(o))
-    return PyLong_AsInt(o, result);
+    return PyLong_AsInt_OutArg(o, result);
 
   s = PyUnicode_CopyAsString(o);
   if (s == 0) {
@@ -174,7 +178,7 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
     }
 
     if (PyLong_Check(o)) {
-      return PyLong_AsInt(o, result);
+      return PyLong_AsInt_OutArg(o, result);
     }
 
     s = PyUnicode_CopyAsString(o);
@@ -410,15 +414,15 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
         }
         w->pos = w_pos_int;
       } else if (!strcasecmp(kv, "howmany")) {
-        if (PyLong_AsInt(value, &w->howmany)) {
+        if (PyLong_AsInt_OutArg(value, &w->howmany)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "il")) {
-        if (PyLong_AsInt(value, &w->il)) {
+        if (PyLong_AsInt_OutArg(value, &w->il)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "iu")) {
-        if (PyLong_AsInt(value, &w->iu)) {
+        if (PyLong_AsInt_OutArg(value, &w->iu)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "vl")) {
@@ -426,7 +430,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        if (PyLong_AsInt(value, &w->vestimate)) {
+        if (PyLong_AsInt_OutArg(value, &w->vestimate)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "balance")) {

From f3647cb3330e6a906366f071a5e2a94357a5a8fb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:43:25 +0200
Subject: [PATCH 1333/1681] doc: fix comments of PyLong_AsInt_OutArg()

---
 src/_igraph/convert.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3718ab544..919f44983 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,13 +41,13 @@
 
 /**
  * \brief Converts a Python long to a C int
- * 
+ *
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
- * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
- * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * Note that Python 3.13 also provides a PyLong_AsInt() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt()
  * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
  *
  * Returns -1 if there was an error, 0 otherwise.

From 257e05911f6ba93dcc983c0a95253df7802ae01a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 16:04:41 +0200
Subject: [PATCH 1334/1681] doc: fix typo

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 38ab0f5b5..9faabab39 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14732,7 +14732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to as the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 52e78c23c36b25e8670f4e263fe7b16ea5cf2ad9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 Sep 2024 15:45:43 +0200
Subject: [PATCH 1335/1681] chore: updated changelog and vendored igraph

---
 CHANGELOG.md         | 22 ++++++++++++++++++++++
 vendor/source/igraph |  2 +-
 2 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e1cba8656..5644c8f92 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,27 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added `Graph.feedback_vertex_set()` to calculate a feedback vertex set of the
+  graph.
+
+- Added new methods to `Graph.feedback_arc_set()` that allows the user to
+  select the specific integer problem formulation used by the underlying
+  solver.
+
+### Changed
+
+- Ensured compatibility with Python 3.13.
+
+- The C core of igraph was updated to version 0.10.14.
+
+### Fixed
+
+- Fixed a potential memory leak in the `Graph.get_shortest_path_astar()` heuristic
+  function callback
+
 ## [0.11.6] - 2024-07-08
 
 ### Added
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 33c01b0a1..3dd336a4e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c
+Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c

From 0ffd40d7452ec1df65581279afb8886f9c1f9efc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 13:32:21 +0000
Subject: [PATCH 1336/1681] build(deps): bump pypa/cibuildwheel from 2.20.0 to
 2.21.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.20.0 to 2.21.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.20.0...v2.21.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 69d4e92f4..d080f8a32 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From b6a6f4a3548851e5448379b570b11a64c8f31df3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 13:07:01 +0000
Subject: [PATCH 1337/1681] build(deps): bump pypa/cibuildwheel from 2.21.1 to
 2.21.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.1 to 2.21.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.1...v2.21.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d080f8a32..42d2a15f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 97d8da86b91dbe2c4758e28db9c1785313204db8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 13:37:09 +0000
Subject: [PATCH 1338/1681] build(deps): bump pypa/cibuildwheel from 2.21.2 to
 2.21.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.2 to 2.21.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.2...v2.21.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 42d2a15f1..18784b018 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 07127cb97b81c8dc4120101a222e0c241c135c26 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:45:47 +0200
Subject: [PATCH 1339/1681] fix: pin down Sphinx to 8.0.2 until a new PyDoctor
 is released that is compatible with Sphinx 8.1

---
 doc/source/requirements.txt | 1 +
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 869964a7d..715f2c3d3 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,6 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
+sphinx==8.0.2
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3a65cc264..f4090eceb 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 05b8455428c7c1ec3cf4ecd8561afd78b3bd565a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:07 +0200
Subject: [PATCH 1340/1681] chore: bumped version to 0.11.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5644c8f92..2aebb80bc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.7] - 2024-10-24
 
 ### Added
 
@@ -706,7 +706,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index dfef0870c..129b73173 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 6)
+__version_info__ = (0, 11, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From a3fcf5cdef01fd66011733fb3c551e3d2c5d1a3b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:48 +0200
Subject: [PATCH 1341/1681] chore: bumped version to 0.11.7


From 6cf62c71e44c237fab7b19a908d0ad093e3d46de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:59:07 +0200
Subject: [PATCH 1342/1681] fix(rtd): build with Python 3.11 so we can get
 Sphinx 8

---
 .readthedocs.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index b323c94be..7de01065a 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -21,7 +21,7 @@ build:
     - zlib1g-dev
 
   tools:
-    python: "3.9"
+    python: "3.11"
     # You can also specify other tool versions:
     # nodejs: "16"
     # rust: "1.55"

From 90b5a04d6cc8cc574322795eabd68028d81a52ec Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:03:27 +0200
Subject: [PATCH 1343/1681] fix(rtd): fix version number of Python in
 scripts/rtd_prebuild.sh

---
 scripts/rtd_prebuild.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
index 9b41bab13..461cf2cc4 100755
--- a/scripts/rtd_prebuild.sh
+++ b/scripts/rtd_prebuild.sh
@@ -12,4 +12,4 @@ echo "Modularize pure Python modules"
 echo "NOTE: Patch pydoctor to trigger build-finished before RTD extension"
 # see https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx.application.Sphinx.connect
 # see also https://github.com/readthedocs/readthedocs.org/pull/4054 - might or might not be exactly what we are seeing here
-sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.9/site-packages/pydoctor/sphinx_ext/build_apidocs.py
+sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.11/site-packages/pydoctor/sphinx_ext/build_apidocs.py

From 4defaee99d39ef4fb371e8ff8827edf07b1521b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:15:57 +0200
Subject: [PATCH 1344/1681] fix(rtd): okay, back to Sphinx 7

---
 doc/source/requirements.txt | 2 +-
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 715f2c3d3..9044d840b 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,7 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
-sphinx==8.0.2
+sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f4090eceb..db6487d98 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 9017167366ec4b4a06beb2725276f034e5435260 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 25 Oct 2024 10:39:47 +0200
Subject: [PATCH 1345/1681] chore: bumped version to 0.11.8

---
 CHANGELOG.md          | 10 +++++++++-
 src/igraph/version.py |  2 +-
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2aebb80bc..f040f80ee 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [0.11.8] - 2024-10-25
+
+### Fixed
+
+- Fixed documentation build on Read The Docs. No other changes compared to
+  0.11.7.
+
 ## [0.11.7] - 2024-10-24
 
 ### Added
@@ -706,7 +713,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 129b73173..81a2aa780 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 7)
+__version_info__ = (0, 11, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 73d9b4ae5bacc0c425730a49cc6c1cdfdf1f4562 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:14:00 +0100
Subject: [PATCH 1346/1681] chore: drop support for Python 3.8 as it is now EOL

---
 .github/workflows/build.yml | 12 ++++++------
 README.md                   |  2 +-
 setup.py                    |  9 +++------
 src/_igraph/bfsiter.c       |  3 ---
 src/_igraph/dfsiter.c       |  3 ---
 src/_igraph/graphobject.c   |  3 ---
 6 files changed, 10 insertions(+), 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18784b018..80cb71f5c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -27,7 +27,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.21.3
@@ -140,12 +140,12 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
-          brew install ninja autoconf automake libtool cmake
+          brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -235,7 +235,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Cache installed C core
         id: cache-c-core
@@ -305,7 +305,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build sdist
         run: |
diff --git a/README.md b/README.md
index 6fb686d27..1f7162788 100644
--- a/README.md
+++ b/README.md
@@ -302,7 +302,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
+means that we support Python 3.9 to 3.13, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index 1610a5f1d..40d386d24 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 8):
-    print("This module requires Python >= 3.8")
+if sys.version_info < (3, 9):
+    print("This module requires Python >= 3.9")
     sys.exit(0)
 
 ###########################################################################
@@ -916,8 +916,6 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.8 so we cannot
-# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1039,7 +1037,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.8",
+    "python_requires": ">=3.9",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,7 +1055,6 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index cf7cafdfe..e0c976245 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -121,10 +121,7 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 6064a9862..e8273173c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -122,10 +122,7 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9faabab39..95a29e5ff 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -141,10 +141,7 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
 
   return 0;
 }

From 01204488acb138b5c0028101b748e818f51d1ccd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:50:52 +0100
Subject: [PATCH 1347/1681] chore: also drop support for PyPy 3.8

---
 .github/workflows/build.yml | 2 +-
 CHANGELOG.md                | 6 ++++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 80cb71f5c..9d4ba187c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f040f80ee..49918e543 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Changed
+
+- Dropped support for Python 3.8 as it has now reached its end of life.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed

From dcc2beb6b6bf4a16dfa97dadd6f089a3c12fe0f2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:00 +0100
Subject: [PATCH 1348/1681] ci: move MACOSX_DEPLOYMENT_TARGET envvar to the
 macOS job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d4ba187c..47e78b36d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -7,7 +7,6 @@ env:
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
-  MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
   build_wheel_linux:
@@ -108,6 +107,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
+      MACOSX_DEPLOYMENT_TARGET: "10.9"
     strategy:
       matrix:
         include:

From 95207a090ca4eac0ff1da77646218c0f6cebd206 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:21 +0100
Subject: [PATCH 1349/1681] doc: disambiguae comment in
 igraph_rng_Python_set_generator()

---
 src/_igraph/random.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index aef52c379..0552aba7d 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -112,7 +112,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
-  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, 2 ^ RNG_BITS-1)
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, (2^RNG_BITS)-1)
    * in advance */
   new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
   if (new_state.rng_bits_as_pyobject == 0) {

From cc3e753780d3da8c6cf12a9ddd5fd2ce06d6f67d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:42:57 +0100
Subject: [PATCH 1350/1681] doc: remove logo as it caused layout problems

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 334b52e6a..2dcdfa5fe 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -148,7 +148,7 @@ def get_igraph_version():
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = "_static/logo-black.svg"
+# html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32

From 1e525dd8a36449022931d763310ec967f7da9187 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:11:26 +0100
Subject: [PATCH 1351/1681] fix: pin setuptools < 72.2 only for PyPy

---
 pyproject.toml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ac22a60d4..d92754846 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-    "setuptools>=64,<72.2.0"
+	# Most likely cause:
+	# https://github.com/pypa/distutils/issues/283
+	# Workaround based on this commit:
+	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
+	"setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From fded9422dcc75b8042f9ba9c22ae7e2ba17e72f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:12:03 +0100
Subject: [PATCH 1352/1681] fix: tabs to spaces

---
 pyproject.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d92754846..d62d390de 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,12 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-	# Most likely cause:
-	# https://github.com/pypa/distutils/issues/283
-	# Workaround based on this commit:
-	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    # Most likely cause:
+    # https://github.com/pypa/distutils/issues/283
+    # Workaround based on this commit:
+    # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-	"setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From 0397f4b78e614e95a2926ff2f1f92000b3b136f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 14:41:06 +0000
Subject: [PATCH 1353/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3dd336a4e..fb81bda14 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c
+Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6

From a671530b7287bc525bfab5116aaba0272ac8d786 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 19:46:59 +0000
Subject: [PATCH 1354/1681] chore: update C core again

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fb81bda14..a662f79d4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6
+Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e

From 912f7d9fa3a2b22e0ea4f70bca3738349cdb7c4f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 6 Nov 2024 11:32:14 +0100
Subject: [PATCH 1355/1681] chore: updated vendored igraph to 0.10.15

---
 CHANGELOG.md         | 6 +++++-
 vendor/source/igraph | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49918e543..dea92015e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
+- The C core of igraph was updated to version 0.10.15.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed
@@ -28,7 +30,9 @@
 
 - Ensured compatibility with Python 3.13.
 
-- The C core of igraph was updated to version 0.10.14.
+- The C core of igraph was updated to an interim commit (3dd336a) between
+  version 0.10.13 and version 0.10.15. Earlier versions of this changelog
+  mistakenly marked this revision as version 0.10.14.
 
 ### Fixed
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index a662f79d4..635b432ef 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e
+Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2

From 812a411aac8d914bc670e71612de3b72fd8b4eaa Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Wed, 13 Nov 2024 16:56:05 +0100
Subject: [PATCH 1356/1681] Explicitly require cmake as a build dependency

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d62d390de..c4915214f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,8 @@ requires = [
     # Workaround based on this commit:
     # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-    "setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'",
+    "cmake>=3.18"
 ]
 build-backend = "setuptools.build_meta"
 

From a26a750389599f564880ec8bffc0f3302708bd40 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 16 Nov 2024 12:10:14 +0100
Subject: [PATCH 1357/1681] chore: specify that we are now compatible with
 Python 3.13

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 40d386d24..73a31067b 100644
--- a/setup.py
+++ b/setup.py
@@ -1059,6 +1059,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
         "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",

From bcac78220851628ddb97e43c2bc26efb7660021f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 17 Nov 2024 16:53:22 +0000
Subject: [PATCH 1358/1681] test: increase tolerance for matplotlib backend
 image comparisons, fixes #805

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 36bd50f1f..f32ad3f73 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.025,
+    tol=4.0,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 91e1fdf0b83667cf45e9b632780611758c3f5ca2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Nov 2024 13:05:19 +0000
Subject: [PATCH 1359/1681] build(deps): bump pypa/cibuildwheel from 2.21.3 to
 2.22.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.3 to 2.22.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.3...v2.22.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 47e78b36d..8b5a2e70c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -90,7 +90,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 618e46af501d611485a0c3f04763fdf54a12e1b0 Mon Sep 17 00:00:00 2001
From: Michael Schneider <michael.schneider@aegidien.de>
Date: Mon, 23 Dec 2024 15:02:10 +0300
Subject: [PATCH 1360/1681] setup.py: import bdist_wheel from setuptools (#810)

---
 pyproject.toml | 1 -
 setup.py       | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index c4915214f..db932f633 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,5 @@
 [build-system]
 requires = [
-    "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
     # Most likely cause:
diff --git a/setup.py b/setup.py
index 73a31067b..bbd5dbfb1 100644
--- a/setup.py
+++ b/setup.py
@@ -16,7 +16,7 @@
 from setuptools import find_packages, setup, Command, Extension
 
 try:
-    from wheel.bdist_wheel import bdist_wheel
+    from setuptools.command.bdist_wheel import bdist_wheel
 except ImportError:
     bdist_wheel = None
 

From a09e90b13debd12b9eb2b5677928c191fdac6e53 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 23 Dec 2024 13:04:03 +0100
Subject: [PATCH 1361/1681] chore: updated contributors list

---
 .all-contributorsrc |   9 +++
 CONTRIBUTORS.md     | 175 ++++++++++++++++++++++----------------------
 2 files changed, 98 insertions(+), 86 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 68c701f9e..f021a11fc 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -603,6 +603,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "m1-s",
+      "name": "Michael Schneider",
+      "avatar_url": "https://avatars.githubusercontent.com/u/94642227?v=4",
+      "profile": "https://github.com/m1-s",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f0945fc51..88c897aed 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -6,92 +6,95 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 <!-- prettier-ignore-start -->
 <!-- markdownlint-disable -->
 <table>
-  <tr>
-    <td align="center"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
-    <td align="center"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
-    <td align="center"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt=""/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
-    <td align="center"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt=""/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
-    <td align="center"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
-    <td align="center"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
-    <td align="center"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt=""/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
-    <td align="center"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
-    <td align="center"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt=""/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
-    <td align="center"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt=""/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
-    <td align="center"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
-    <td align="center"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
-    <td align="center"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
-    <td align="center"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt=""/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
-    <td align="center"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
-    <td align="center"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt=""/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
-    <td align="center"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt=""/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt=""/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt=""/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt=""/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
-    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
-    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
-  </tr>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt="Tamás Nepusz"/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt="Fabio Zanini"/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt="Kevin Zhu"/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt="Gábor Csárdi"/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt="Szabolcs Horvát"/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt="Vincent Traag"/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt="deeenes"/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt="Seungoh Han"/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt="Artem V L"/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt="Yesung(Isaac) Lee"/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt="John Boy"/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt="Casper da Costa-Luis"/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt="Alberto Alcolea"/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt="Árpád Horváth"/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt="ebraminio"/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt="Fabian Witter"/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt="Jan Katins"/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt="Nick Eubank"/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt="Peter Scott"/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt="Sriram-Pattabiraman"/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt="Sviatoslav"/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt="Ah-Young Nho"/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt="Frederik Harwath"/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt="Navid Dianati"/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt="abe-winter"/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt="Alejandro Rivero"/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt="Ariki"/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt="Casper van Elteren"/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt="Charles Tapley Hoyt"/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt="Christoph Gohlke"/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt="Christopher Falter"/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt="FredInChina"/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt="Friso van Vollenhoven"/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt="Gabor Szarnyas"/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt="Gao Fangshu"/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt="Grzegorz Chilczuk"/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt="Gwyn Ciesla"/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt="Hong Xu"/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt="Jay Smith"/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt="MapleCCC"/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt="Marco Köpcke"/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt="Markus Elfring"/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt="Martino Mensio"/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt="Matas"/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt="Mike Lissner"/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt="Philipp A."/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt="Puneetha Pai"/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt="S Murthy"/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt="Scott Gigante"/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt="Thierry Thomas"/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt="Willem van den Boom"/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt="Yisu Remy Wang"/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt="YY Ahn"/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt="kmankinen"/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt="odidev"/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt="sombreslames"/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt="szcf-weiya"/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt="tristanlatr"/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt="JDPowell648"/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt="k.h.lai"/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt="Anton Grübel"/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt="flange-ipb"/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt="Paul m. p. Peny"/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt="David R. Connell"/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+    </tr>
+  </tbody>
 </table>
 
 <!-- markdownlint-restore -->

From d88e11b7d676e01d58e4bb545ad6dbd368137faa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 26 Dec 2024 18:40:48 +0100
Subject: [PATCH 1362/1681] ci: apparently bcrypt is now needed for libxml2 on
 Windows

---
 .github/workflows/build.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8b5a2e70c..9958409a5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
-          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
+          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
       - uses: actions/upload-artifact@v4
@@ -382,4 +382,3 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
-

From 8d2e9bc056c9d27ae859b1716cf9e8916e8e06e6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Jan 2025 21:50:15 +0100
Subject: [PATCH 1363/1681] ci: try using the new ARM runners from Github

---
 .github/workflows/build.yml | 14 ++------------
 1 file changed, 2 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9958409a5..8cba2e82e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -51,18 +51,13 @@ jobs:
 
   build_wheel_linux_aarch64_manylinux:
     name: Build wheels on Linux (aarch64/manylinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:
@@ -77,18 +72,13 @@ jobs:
 
   build_wheel_linux_aarch64_musllinux:
     name: Build wheels on Linux (aarch64/musllinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:

From 6b039db775bcca67128d8e07337fafb86b7272fc Mon Sep 17 00:00:00 2001
From: Thomas Krijnen <t.krijnen@gmail.com>
Date: Wed, 22 Jan 2025 14:36:09 +0100
Subject: [PATCH 1364/1681] Update graphobject.c - reverse cutoff, normalized
 args (#812)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 95a29e5ff..894e35d26 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4912,7 +4912,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
-        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyObject_IsTrue(normalized_o), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }

From a74e489a0b9041695e3872c5f7ae752cf21adbe8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 22 Jan 2025 14:37:06 +0100
Subject: [PATCH 1365/1681] chore: updated contributors list

---
 .all-contributorsrc | 18 ++++++++++++++++++
 CONTRIBUTORS.md     |  2 ++
 2 files changed, 20 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f021a11fc..4cabb5284 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -612,6 +612,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "aothms",
+      "name": "Thomas Krijnen",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1096535?v=4",
+      "profile": "http://thomaskrijnen.com/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "GenieTim",
+      "name": "Tim Bernhard",
+      "avatar_url": "https://avatars.githubusercontent.com/u/8596965?v=4",
+      "profile": "https://github.com/GenieTim",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 88c897aed..f43ef7b6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -93,6 +93,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From f075e0f32e1282f76127ae704700d9f5295c9429 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 12 Feb 2025 22:26:43 +0100
Subject: [PATCH 1366/1681] ci: replace ubuntu-20.04 image with ubuntu-22.04

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8cba2e82e..8ea75dd4b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -11,7 +11,7 @@ env:
 jobs:
   build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
@@ -163,7 +163,7 @@ jobs:
 
   build_wheel_wasm:
     name: Build wheels for WebAssembly
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
 
     steps:
       - uses: actions/checkout@v4
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:

From b25b6730e5203db26689a690c331a43ff5e5358e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 10:53:54 +0100
Subject: [PATCH 1367/1681] ci: trying to work around sanitizer issues in the
 new Ubuntu image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ea75dd4b..b840f01bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
@@ -371,4 +371,5 @@ jobs:
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
+          sudo sysctl vm.mmap_rnd_bits=28
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 3832d7f658f2e1466cca1ded55302e35954e56b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:03:09 +0100
Subject: [PATCH 1368/1681] ci: enable PyPy builds explicitly in preparation
 for cibuildwheel 3

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b840f01bc..cfce30ed8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
@@ -64,6 +65,7 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -153,6 +155,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
+          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -255,6 +258,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.

From ae869e5b02f1b4529a17a7ddd784841308041e4e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:14:44 +0100
Subject: [PATCH 1369/1681] ci: fix libasan version in newer Ubuntu image

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cfce30ed8..567147b13 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 3602d03ec0247eb258f0076c5dae4cad96828b1c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:34:40 +0100
Subject: [PATCH 1370/1681] ci: fix libasan version in newer Ubuntu image,
 really

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 567147b13..e2087dc4f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.8:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 638d0b57383da0e51dab3ea9eaaf0e627e9c5c77 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:35:42 +0100
Subject: [PATCH 1371/1681] build(deps): bump pypa/cibuildwheel from 2.22.0 to
 2.23.0 (#814)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.22.0 to 2.23.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.22.0...v2.23.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e2087dc4f..5567ee31e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a039f5d6e5fc705458ffa966e3ec5fcbb4985f03 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 20 Mar 2025 12:29:36 +0100
Subject: [PATCH 1372/1681] build(deps): bump pypa/cibuildwheel from 2.23.0 to
 2.23.1 (#817)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.0 to 2.23.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/v2.23.1/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.0...v2.23.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5567ee31e..339919314 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 542415405008422e31b9d501474a61f40fe355ac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:02 +0000
Subject: [PATCH 1373/1681] chore: require copyright assignment in PR template
 (#816)

---
 .github/pull_request_template.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 .github/pull_request_template.md

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 000000000..686944ff0
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,5 @@
+<!-- Please disclose any use of LLMs (ChatGPT, Copilot, Gemini, etc.) during the preparation of this PR. -->
+
+<!-- The following text must be left intact and the box checked before the PR can be merged. -->
+
+- [ ] By submitting this pull request, I assign the copyright of my contribution to _The igraph development team_.

From db30879b6957020674c6aa1458991af29c29591c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:32 +0000
Subject: [PATCH 1374/1681] docs: document negative/infinite order neighborhood
 (#815)

* docs: document negative/infinite order neighborhood
after the corresponding change in the C core

* chore: update C core
---
 src/_igraph/graphobject.c | 6 ++++--
 vendor/source/igraph      | 2 +-
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 894e35d26..49e025003 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15854,7 +15854,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
@@ -15882,7 +15883,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 635b432ef..662abbdfa 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2
+Subproject commit 662abbdfa467a6436bad650c31a8360787d75379

From 98184226baafc24167f2bff58e16d6cbe9849976 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:43:26 +0000
Subject: [PATCH 1375/1681] fix: build with vendored PLFIT by default instead
 of leaving this up to auto-detection

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index bbd5dbfb1..18c5a7793 100644
--- a/setup.py
+++ b/setup.py
@@ -280,7 +280,7 @@ def _compile_in(
             args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
+        for deps in "ARPACK BLAS GLPK GMP LAPACK PLFIT".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # Use link-time optinization if available

From b458a31a2f1885ffbfaa1fd2ddb97b4e9be2b158 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:45:12 +0000
Subject: [PATCH 1376/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 662abbdfa..10d4fc75f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 662abbdfa467a6436bad650c31a8360787d75379
+Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae

From 94fb401ba1c53d1d2c7e5c27e178c5e3447f3bdc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 21:55:15 +0000
Subject: [PATCH 1377/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 10d4fc75f..fe6bdb78c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae
+Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d

From 832200204bd19188b2a0ae1adee8dd2ea8a4f3b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 22:37:36 +0000
Subject: [PATCH 1378/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fe6bdb78c..fc6860b31 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d
+Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d

From 1c5e1addf84fa7c4bcdb3ee9a65def06bb2a3134 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 26 Mar 2025 21:17:25 +0530
Subject: [PATCH 1379/1681] Added stochastic_variability.py file

This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
---
 .../stochastic_variability.py                 | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/stochastic_variability.py

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
new file mode 100644
index 000000000..b4217cb4d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-stochastic-variability:
+
+=========================================================
+Stochastic Variability in Community Detection Algorithms
+=========================================================
+
+This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
+
+"""
+# %%
+# Import Libraries
+import igraph as ig
+import numpy as np
+import matplotlib.pyplot as plt
+import itertools
+
+# %%
+# First, we generate a graph.
+# Generates a random Erdos-Renyi graph (no clear community structure)
+def generate_random_graph(n, p):
+    return ig.Graph.Erdos_Renyi(n=n, p=p)
+  
+# %%
+# Generates a clustered graph with clear communities using the Stochastic Block Model (SBM)
+def generate_clustered_graph(n, clusters, intra_p, inter_p):
+    block_sizes = [n // clusters] * clusters
+    prob_matrix = [[intra_p if i == j else inter_p for j in range(clusters)] for i in range(clusters)]
+    return ig.Graph.SBM(sum(block_sizes), prob_matrix, block_sizes)
+
+# %%
+# Computes pairwise similarity (NMI, VI, RI) between partitions
+def compute_pairwise_similarity(partitions, method):
+    """Computes pairwise similarity measure between partitions."""
+    scores = []
+    for p1, p2 in itertools.combinations(partitions, 2):
+        scores.append(ig.compare_communities(p1, p2, method=method))
+    return scores
+
+# %%
+# Stochastic Community Detection
+# Runs Louvain's method iteratively to generate partitions
+# Computes similarity metrics: 
+def run_experiment(graph, iterations=50):
+    """Runs the stochastic method multiple times and collects community partitions."""
+    partitions = [graph.community_multilevel().membership for _ in range(iterations)]
+    nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
+    vi_scores = compute_pairwise_similarity(partitions, method="vi")
+    ri_scores = compute_pairwise_similarity(partitions, method="rand")
+    return nmi_scores, vi_scores, ri_scores
+
+# %%
+# Parameters
+n_nodes = 100
+p_random = 0.05
+clusters = 4
+p_intra = 0.3  # High intra-cluster connection probability
+p_inter = 0.01  # Low inter-cluster connection probability
+
+# %%
+# Generate graphs
+random_graph = generate_random_graph(n_nodes, p_random)
+clustered_graph = generate_clustered_graph(n_nodes, clusters, p_intra, p_inter)
+
+# %%
+# Run experiments
+nmi_random, vi_random, ri_random = run_experiment(random_graph)
+nmi_clustered, vi_clustered, ri_clustered = run_experiment(clustered_graph)
+
+# %% 
+# Lets, plot the histograms
+fig, axes = plt.subplots(3, 2, figsize=(12, 10))
+measures = [(nmi_random, nmi_clustered, "NMI"), (vi_random, vi_clustered, "VI"), (ri_random, ri_clustered, "RI")]
+colors = ["red", "blue", "green"]
+
+for i, (random_scores, clustered_scores, measure) in enumerate(measures):
+    axes[i][0].hist(random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
+    axes[i][0].set_title(f"Histogram of {measure} - Random Graph")
+    axes[i][0].set_xlabel(f"{measure} Score")
+    axes[i][0].set_ylabel("Frequency")
+    
+    axes[i][1].hist(clustered_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
+    axes[i][1].set_title(f"Histogram of {measure} - Clustered Graph")
+    axes[i][1].set_xlabel(f"{measure} Score")
+
+plt.tight_layout()
+plt.show()
+
+# %%
+# The results are plotted as histograms for random vs. clustered graphs, highlighting differences in detected community structures.
+#The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
+#Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
+#Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
+
+
+# %%

From a3ac9c19e8a74bf5111dfcaec0058ef0246003f4 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 26 Mar 2025 21:20:14 +0530
Subject: [PATCH 1380/1681] Update stochastic_variability.py

---
 doc/examples_sphinx-gallery/stochastic_variability.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index b4217cb4d..7c44f7add 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -91,6 +91,3 @@ def run_experiment(graph, iterations=50):
 #The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
 #Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
 #Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
-
-
-# %%

From debdfa26bfe2880a3e648c304f33ff2a3af1cfc8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:06 +0100
Subject: [PATCH 1381/1681] fix: scripts/mkdoc.sh now allows overriding Python
 with the PYTHON envvar

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index db6487d98..696157fd6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,7 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
-  python3 -m venv .venv
+  ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given

From 35de4a7301c014320e2730da9a5b0a2eccd47b32 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:27 +0100
Subject: [PATCH 1382/1681] fix: import _compare_communities from
 igraph._igraph on the top level

---
 src/igraph/clustering.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 89b34b56e..36df961ad 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,7 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
-from igraph._igraph import GraphBase, community_to_membership
+from igraph._igraph import GraphBase, community_to_membership, _compare_communities
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
@@ -1500,10 +1500,8 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
 
     @return: the calculated measure.
     """
-    import igraph._igraph
-
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
-    return igraph._igraph._compare_communities(vec1, vec2, method)
+    return _compare_communities(vec1, vec2, method)
 
 
 def split_join_distance(comm1, comm2, remove_none=False):

From dc52eb3c4dd0e3402fcb8685a18f73e77dfc568b Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Thu, 27 Mar 2025 21:34:00 +0530
Subject: [PATCH 1383/1681] Update sg_execution_times.rst

---
 doc/source/sg_execution_times.rst | 87 ++++++++++++++++---------------
 1 file changed, 45 insertions(+), 42 deletions(-)

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
index a63741754..65c6c041f 100644
--- a/doc/source/sg_execution_times.rst
+++ b/doc/source/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:10.013** total execution time for 25 files **from all galleries**:
+**01:51.199** total execution time for 26 files **from all galleries**:
 
 .. container::
 
@@ -33,77 +33,80 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
+     - 00:39.554
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:11.628
      - 0.0
    * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
+     - 00:09.870
      - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:09.261
      - 0.0
    * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
+     - 00:06.259
      - 0.0
    * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
+     - 00:05.379
      - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:04.307
      - 0.0
    * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
+     - 00:03.508
      - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:02.530
      - 0.0
    * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
+     - 00:02.393
      - 0.0
    * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
+     - 00:02.157
      - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
+   * - :ref:`sphx_glr_tutorials_stochastic_variability.py` (``../examples_sphinx-gallery/stochastic_variability.py``)
+     - 00:01.960
      - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:01.750
      - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:01.728
      - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:01.376
      - 0.0
    * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
+     - 00:01.135
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:01.120
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.939
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.902
      - 0.0
    * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
+     - 00:00.840
      - 0.0
    * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
+     - 00:00.674
      - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.609
      - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.396
      - 0.0
    * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
+     - 00:00.370
      - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.319
      - 0.0
    * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
+     - 00:00.234
      - 0.0

From 97b7192b3a1c726259350e86efdfdef2ccc416ad Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Fri, 28 Mar 2025 15:43:00 +0530
Subject: [PATCH 1384/1681] Update stochastic_variability.py

I have made the changes as per the review.
---
 .../stochastic_variability.py                 | 137 ++++++++++++------
 1 file changed, 89 insertions(+), 48 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index 7c44f7add..944f82118 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -5,89 +5,130 @@
 Stochastic Variability in Community Detection Algorithms
 =========================================================
 
-This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
+This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures normalized mutual information (NMI), variation of information (VI), rand index (RI) on both random and structured graphs.
 
 """
 # %%
-# Import Libraries
+# Import libraries
 import igraph as ig
-import numpy as np
 import matplotlib.pyplot as plt
 import itertools
 
 # %%
 # First, we generate a graph.
-# Generates a random Erdos-Renyi graph (no clear community structure)
-def generate_random_graph(n, p):
-    return ig.Graph.Erdos_Renyi(n=n, p=p)
+# Load the karate club network
+karate = ig.Graph.Famous("Zachary")
   
 # %%
-# Generates a clustered graph with clear communities using the Stochastic Block Model (SBM)
-def generate_clustered_graph(n, clusters, intra_p, inter_p):
-    block_sizes = [n // clusters] * clusters
-    prob_matrix = [[intra_p if i == j else inter_p for j in range(clusters)] for i in range(clusters)]
-    return ig.Graph.SBM(sum(block_sizes), prob_matrix, block_sizes)
+#For the random graph, we use an Erdős-Rényi :math:`G(n, m)` model, where 'n' is the number of nodes 
+#and 'm' is the number of edges. We set 'm' to match the edge count of the empirical (Karate Club) 
+#network to ensure structural similarity in terms of connectivity, making comparisons meaningful.
+n_nodes = karate.vcount()
+n_edges = karate.ecount()
+#Generate an Erdős-Rényi graph with the same number of nodes and edges
+random_graph = ig.Graph.Erdos_Renyi(n=n_nodes, m=n_edges)
 
 # %%
-# Computes pairwise similarity (NMI, VI, RI) between partitions
+# Now, lets plot the graph to visually understand them.
+
+# Create subplots
+fig, axes = plt.subplots(1, 2, figsize=(12, 6))
+
+# Karate Club Graph
+layout_karate = karate.layout("fr")
+ig.plot(
+    karate, layout=layout_karate, target=axes[0], vertex_size=30, vertex_color="lightblue", edge_width=1,
+    vertex_label=[str(v.index) for v in karate.vs], vertex_label_size=10
+)
+axes[0].set_title("Karate Club Network")
+
+# Erdős-Rényi Graph
+layout_random = random_graph.layout("fr")
+ig.plot(
+    random_graph, layout=layout_random, target=axes[1], vertex_size=30, vertex_color="lightcoral", edge_width=1,
+    vertex_label=[str(v.index) for v in random_graph.vs], vertex_label_size=10
+)
+axes[1].set_title("Erdős-Rényi Random Graph")
+# %%
+# Function to compute similarity between partitions
 def compute_pairwise_similarity(partitions, method):
-    """Computes pairwise similarity measure between partitions."""
-    scores = []
+    similarities = []
+    
     for p1, p2 in itertools.combinations(partitions, 2):
-        scores.append(ig.compare_communities(p1, p2, method=method))
-    return scores
+        similarity = ig.compare_communities(p1, p2, method=method)
+        similarities.append(similarity)
+    
+    return similarities
 
 # %%
-# Stochastic Community Detection
-# Runs Louvain's method iteratively to generate partitions
-# Computes similarity metrics: 
+# We have used, stochastic community detection using the Louvain method, iteratively generating partitions and computing similarity metrics to assess stability.
+# The Louvain method is a modularity maximization approach for community detection. 
+# Since exact modularity maximization is NP-hard, the algorithm employs a greedy heuristic that processes vertices in a random order. 
+# This randomness leads to variations in the detected communities across different runs, which is why results may differ each time the method is applied.
 def run_experiment(graph, iterations=50):
-    """Runs the stochastic method multiple times and collects community partitions."""
     partitions = [graph.community_multilevel().membership for _ in range(iterations)]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
-# %%
-# Parameters
-n_nodes = 100
-p_random = 0.05
-clusters = 4
-p_intra = 0.3  # High intra-cluster connection probability
-p_inter = 0.01  # Low inter-cluster connection probability
-
-# %%
-# Generate graphs
-random_graph = generate_random_graph(n_nodes, p_random)
-clustered_graph = generate_clustered_graph(n_nodes, clusters, p_intra, p_inter)
-
 # %%
 # Run experiments
+nmi_karate, vi_karate, ri_karate = run_experiment(karate)
 nmi_random, vi_random, ri_random = run_experiment(random_graph)
-nmi_clustered, vi_clustered, ri_clustered = run_experiment(clustered_graph)
 
-# %% 
-# Lets, plot the histograms
+# %%
+# Lastly, lets plot probability density histograms to understand the result.
 fig, axes = plt.subplots(3, 2, figsize=(12, 10))
-measures = [(nmi_random, nmi_clustered, "NMI"), (vi_random, vi_clustered, "VI"), (ri_random, ri_clustered, "RI")]
+measures = [
+    (nmi_karate, nmi_random, "NMI", 0, 1),  # Normalized Mutual Information (0-1, higher = more similar)
+    (vi_karate, vi_random, "VI", 0, None),  # Variation of Information (0+, lower = more similar)
+    (ri_karate, ri_random, "RI", 0, 1),  # Rand Index (0-1, higher = more similar)
+]
 colors = ["red", "blue", "green"]
 
-for i, (random_scores, clustered_scores, measure) in enumerate(measures):
-    axes[i][0].hist(random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
-    axes[i][0].set_title(f"Histogram of {measure} - Random Graph")
+for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
+    # Karate Club histogram
+    axes[i][0].hist(
+        karate_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
+        density=True  # Probability density
+    )
+    axes[i][0].set_title(f"Probability Density of {measure} - Karate Club Network")
     axes[i][0].set_xlabel(f"{measure} Score")
-    axes[i][0].set_ylabel("Frequency")
-    
-    axes[i][1].hist(clustered_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
-    axes[i][1].set_title(f"Histogram of {measure} - Clustered Graph")
+    axes[i][0].set_ylabel("Density")
+    axes[i][0].set_xlim(lower, upper)  # Set axis limits explicitly
+
+    # Erdős-Rényi Graph histogram
+    axes[i][1].hist(
+        random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
+        density=True
+    )
+    axes[i][1].set_title(f"Probability Density of {measure} - Erdős-Rényi Graph")
     axes[i][1].set_xlabel(f"{measure} Score")
+    axes[i][1].set_xlim(lower, upper)  # Set axis limits explicitly
 
 plt.tight_layout()
 plt.show()
 
 # %%
-# The results are plotted as histograms for random vs. clustered graphs, highlighting differences in detected community structures.
-#The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
-#Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
-#Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
+# We have compared the probability density of NMI, VI, and RI for the Karate Club network (structured) and an Erdős-Rényi random graph.
+#
+# **NMI (Normalized Mutual Information):**
+# 
+# - Karate Club Network: The distribution is concentrated near 1, indicating high similarity across multiple runs, suggesting stable community detection.
+# - Erdős-Rényi Graph: The values are more spread out, with lower NMI scores, showing inconsistent partitions due to the lack of clear community structures.
+#
+# **VI (Variation of Information):**
+#
+# - Karate Club Network: The values are low and clustered, indicating stable partitioning with minor variations across runs.
+# - Erdős-Rényi Graph: The distribution is broader and shifted toward higher VI values, meaning higher partition variability and less consistency.
+#
+# **RI (Rand Index):**
+#
+# - Karate Club Network: The RI values are high and concentrated near 1, suggesting consistent clustering results across multiple iterations.
+# - Erdős-Rényi Graph: The distribution is more spread out, but with lower RI values, confirming unstable community detection.
+#
+# **Conclusion**
+# 
+# The Karate Club Network exhibits strong, well-defined community structures, leading to consistent results across runs.  
+# The Erdős-Rényi Graph, being random, lacks clear communities, causing high variability in detected partitions.
\ No newline at end of file

From 97828b6aa4b5dc7e52be632c7ec2fa5a8b6259b0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Mar 2025 20:06:55 +0200
Subject: [PATCH 1385/1681] build(deps): bump pypa/cibuildwheel from 2.23.1 to
 2.23.2 (#823)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.1 to 2.23.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.1...v2.23.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 339919314..5fea2ee20 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 3c63095959f37c677d96152e8a79850cad60ff0a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 21:26:35 +0000
Subject: [PATCH 1386/1681] chore: remove generated sg_execution_times.rst file

---
 doc/source/sg_execution_times.rst | 109 ------------------------------
 1 file changed, 109 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index a63741754..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,109 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**00:10.013** total execution time for 25 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
-     - 0.0

From e159d7e7855c0022dad64aaf4a2b4f955b4cb0f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 22:16:02 +0000
Subject: [PATCH 1387/1681] docs: fix Dash docset build

---
 doc/source/icon.png    | Bin 0 -> 2567 bytes
 doc/source/icon@2x.png | Bin 0 -> 3247 bytes
 scripts/mkdoc.sh       |   6 ++++--
 3 files changed, 4 insertions(+), 2 deletions(-)
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z^_No(YrHxrx9*an!tTWgW}HqI*9E@JoBrygsdaD8e8xhdCGF7Cf?J(&aMKzy>fXoV
zHIXZiI?KOo`i*nxl6Gvo4Z9|6+=*Ge7c5+v_WjhwUfk>=uV|Yq{-pFZj}pFp-PnBV
zvF6cMGnHfJ{GBDg3&ELJ8cKbtu5bJOdD@X*!}qydH|YwVW1o*j*!N-!e1LXT7k6FW
zipTgJTs1#$ck-!q+v{rGn~(0{k<?%RzoMf9h`92S+1wOX7sQ!lvr9LwY>_^wT4}aA
z{T>$9urcRBIK1t<sPfar?dEwmE?d#Ooa_Yu)TafshL&0{Q{MWFAvsX6;dMx15%>A{
z-syWwOE*w`j=jo0UTLP?I;rc4+pmf4`8ls=`#BXvMV!jCFxO36r)iw&y~`=aqBOF_
zIXnJ-z9!?*dehz(*JV3>9~btlT{lpiMPIjN;Q4~YRdtGnl|Z9p-DPf^cbM1Z;1hQi
z9!U+j)|s`%q&6nsuYE%V`xx16V#(~otQKd}ffwcXPn%fxZXX+`d%nc@mqIizNO;6I
GCi@SL)7LBj

literal 0
HcmV?d00001

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 696157fd6..31d6a35ac 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -104,17 +104,19 @@ if [ "x$DOC2DASH" = "x1" ]; then
   PWD=`pwd`
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
-  DOC2DASH=`which doc2dash 2>/dev/null || true`
+  DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
       echo "Generating Dash docset..."
       "$DOC2DASH" \
-          --online-redirect-url "https://igraph.org/python/api/latest" \
+          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
           -f \
           -j \
           -I "index.html" \
+          --icon ${ROOT_FOLDER}/doc/source/icon.png \
+          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
           "${DOC_API_FOLDER}"
       DASH_READY=1
   else

From e1823986f2a68a420526b0835741c1024986167c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 1 Apr 2025 01:34:32 +0300
Subject: [PATCH 1388/1681] docs: add personalized PageRank gallery example

---
 .../personalized_pagerank.py                  | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/personalized_pagerank.py

diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
new file mode 100644
index 000000000..2fd044612
--- /dev/null
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-personalized_pagerank:
+
+===============================
+Personalized PageRank on a grid
+===============================
+
+This example demonstrates how to calculate and visualize personalized PageRank on a grid. We use the :meth:`igraph.Graph.personalized_pagerank` method, and demonstrate the effects on a grid graph.
+"""
+
+# %%
+# .. note::
+#
+#    The PageRank score of a vertex reflects the probability that a random walker will be at that vertex over the long run. At each step the walker has a 1 - damping chance to restart the walk and pick a starting vertex according to the probabilities defined in the reset vector.
+
+import igraph as ig
+import matplotlib.cm as cm
+import matplotlib.pyplot as plt
+import numpy as np
+
+# %%
+# We define a function that plots the graph on a Matplotlib axis, along with
+# its personalized PageRank values. The function also generates a
+# color bar on the side to see how the values change.
+# We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_
+# to set the colors and ensure that our color bar range is correct.
+
+
+def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
+    """Plots personalized PageRank values on a grid graph with a colorbar.
+
+    Parameters
+    ----------
+    graph : ig.Graph
+        graph to plot
+    p_pagerank : list[float]
+        calculated personalized PageRank values
+    """
+    # Create the axis for matplotlib
+    _, ax = plt.subplots(figsize=(8, 8))
+
+    # Create a matplotlib colormap
+    # coolwarm goes from blue (lowest value) to red (highest value)
+    cmap = cm.coolwarm
+
+    # Normalize the PageRank values for colormap
+    normalized_pagerank = ig.rescale(p_pagerank)
+
+    graph.vs["color"] = [cmap(pr) for pr in normalized_pagerank]
+    graph.vs["size"] = ig.rescale(p_pagerank, (20, 40))
+    graph.es["color"] = "gray"
+    graph.es["width"] = 1.5
+
+    # Plot the graph
+    ig.plot(graph, target=ax, layout=graph.layout_grid())
+
+    # Add a colorbar
+    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    plt.colorbar(sm, ax=ax, label="Personalized PageRank")
+
+    plt.title("Graph with Personalized PageRank")
+    plt.axis("equal")
+    plt.show()
+
+
+# %%
+# First, we generate a graph, e.g. a Lattice Graph, which basically is a ``dim x dim`` grid:
+dim = 5
+grid_size = (dim, dim)  # dim rows, dim columns
+g = ig.Graph.Lattice(dim=grid_size, circular=False)
+
+# %%
+# Then we initialize the ``reset_vector`` (it's length should be equal to the number of vertices in the graph):
+reset_vector = np.zeros(g.vcount())
+
+# %%
+# Then we set the nodes to prioritize, for example nodes with indices ``0`` and ``18``:
+reset_vector[0] = 1
+reset_vector[18] = 0.65
+
+# %%
+# Then we calculate the personalized PageRank:
+personalized_page_rank = g.personalized_pagerank(damping=0.85, reset=reset_vector)
+
+# %%
+# Finally, we plot the graph with the personalized PageRank values:
+plot_pagerank(g, personalized_page_rank)
+
+
+# %%
+# Alternatively, we can play around with the ``damping`` parameter:
+personalized_page_rank = g.personalized_pagerank(damping=0.45, reset=reset_vector)
+
+# %%
+# Here we can see the same plot with the new damping parameter:
+plot_pagerank(g, personalized_page_rank)

From b6b07e98e16669b3def9cbb8b103561b93632662 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 2 Apr 2025 06:33:08 +0530
Subject: [PATCH 1389/1681] Delete doc/source/sg_execution_times.rst

---
 doc/source/sg_execution_times.rst | 112 ------------------------------
 1 file changed, 112 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index 65c6c041f..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,112 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**01:51.199** total execution time for 26 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:39.554
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:11.628
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:09.870
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:09.261
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:06.259
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:05.379
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:04.307
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:03.508
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:02.530
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:02.393
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:02.157
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_stochastic_variability.py` (``../examples_sphinx-gallery/stochastic_variability.py``)
-     - 00:01.960
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:01.750
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:01.728
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:01.376
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:01.135
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:01.120
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.939
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.902
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.840
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.674
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.609
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.396
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.370
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.319
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.234
-     - 0.0

From 63cfd01b2289853a8683e3f027b0ac963b4bbfe7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 8 Apr 2025 14:43:04 +0000
Subject: [PATCH 1390/1681] docs: fix a lot of outdated links (#824)

---
 .../cluster_contraction.py                    |  2 +-
 doc/source/install.rst                        |  4 +--
 doc/source/visualisation.rst                  |  2 +-
 setup.py                                      |  4 +--
 src/_igraph/graphobject.c                     | 29 ++++++++++---------
 src/igraph/__init__.py                        |  2 +-
 src/igraph/community.py                       | 18 ++++++------
 src/igraph/drawing/__init__.py                | 10 +++----
 src/igraph/drawing/cairo/plot.py              |  6 ++--
 src/igraph/drawing/graph.py                   |  8 ++---
 src/igraph/io/images.py                       |  2 +-
 tox.ini                                       |  2 +-
 12 files changed, 45 insertions(+), 44 deletions(-)

diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index aa7cf38a7..af997dc5d 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -12,7 +12,7 @@
 
 # %%
 # We begin by load the graph from file. The file containing this network can be
-# downloaded `here <http://www-personal.umich.edu/~mejn/netdata/>`_.
+# downloaded `here <https://www-personal.umich.edu/~mejn/netdata/>`_.
 g = ig.load("./lesmis/lesmis.gml")
 
 # %%
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 91fcf6f18..65c985bb9 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -131,7 +131,7 @@ Fourth, call ``pip`` to compile and install the package from source::
   $ pip install .
 
 Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
-to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to build an installable Python wheel. Here we use `pipx <https://pipx.pypa.io>`_
 to invoke ``build`` in a separate virtualenv::
 
   $ pipx run build
@@ -140,7 +140,7 @@ Testing your installation
 -------------------------
 
 Use ``tox`` or another standard test runner tool to run all the unit tests.
-Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+Here we use `pipx <https://pipx.pypa.io>`_ to invoke ``tox``::
 
   $ pipx run tox
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 7cad8bf9b..cf32dbd90 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -234,6 +234,6 @@ See the :ref:`tutorial <tutorial-layouts-plotting>` for examples and a full list
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
 .. _Cairo: https://www.cairographics.org
-.. _graphviz: http://www.graphviz.org
+.. _graphviz: https://www.graphviz.org
 .. _networkx: https://networkx.org/
 .. _graph-tool: https://graph-tool.skewed.de/
diff --git a/setup.py b/setup.py
index 18c5a7793..b61fe9881 100644
--- a/setup.py
+++ b/setup.py
@@ -953,7 +953,7 @@ def get_tag(self):
 Graph plotting functionality is provided by the Cairo library, so make
 sure you install the Python bindings of Cairo if you want to generate
 publication-quality graph plots. You can try either `pycairo
-<http://cairographics.org/pycairo>`_ or `cairocffi <http://cairocffi.readthedocs.io>`_,
+<http://cairographics.org/pycairo>`_ or `cairocffi <https://doc.courtbouillon.org/cairocffi/>`_,
 ``cairocffi`` is recommended because there were bug reports affecting igraph
 graph plots in Jupyter notebooks when using ``pycairo`` (but not with
 ``cairocffi``).
@@ -983,7 +983,7 @@ def get_tag(self):
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
-        "Documentation": "https://igraph.readthedocs.io",
+        "Documentation": "https://python.igraph.org",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     "ext_modules": [igraph_extension],
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 49e025003..b5565ab59 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14530,7 +14530,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "the number of vertices in the graph, a list of shifts giving\n"
     "additional edges to a cycle backbone and another integer giving how\n"
     "many times the shifts should be performed. See\n"
-    "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+    "U{https://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
     "@param n: the number of vertices\n"
     "@param shifts: the shifts in a list or tuple\n"
     "@param repeats: the number of repeats\n"
@@ -16222,7 +16222,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
    "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
    "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
-   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
+   "    U{https://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -16820,7 +16820,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "forces among the vertices and then the physical system is simulated\n"
    "until it reaches an equilibrium or the maximal number of iterations is\n"
    "reached.\n\n"
-   "See U{http://www.schmuhl.org/graphopt/} for the original graphopt.\n\n"
+   "See U{https://web.archive.org/web/20220611030748/http://www.schmuhl.org/graphopt/}\n"
+   "and U{https://sourceforge.net/projects/graphopt/} for the original graphopt.\n\n"
    "@param niter: the number of iterations to perform. Should be a couple\n"
    "  of hundred in general.\n\n"
    "@param node_charge: the charge of the vertices, used to calculate electric\n"
@@ -17135,7 +17136,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_DIMACS(f, directed=False)\n--\n\n"
    "Reads a graph from a file conforming to the DIMACS minimum-cost flow file format.\n\n"
    "For the exact description of the format, see\n"
-   "U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
+   "U{https://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
    "Restrictions compared to the official description of the format:\n\n"
    "  - igraph's DIMACS reader requires only three fields in an arc definition,\n"
    "    describing the edge's source and target node and its capacity.\n"
@@ -17171,7 +17172,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_GraphDB(f, directed=False)\n--\n\n"
    "Reads a GraphDB format file and creates a graph based on it.\n\n"
    "GraphDB is a binary format, used in the graph database for\n"
-   "isomorphism testing (see U{http://amalfi.dis.unina.it/graph/}).\n\n"
+   "isomorphism testing (see U{https://mivia.unisa.it/datasets/graph-database/arg-database/}).\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
   /* interface to igraph_read_graph_graphml */
@@ -17394,7 +17395,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "algorithm.\n\n"
    "Passing the permutation returned here to L{permute_vertices()} will\n"
    "transform the graph into its canonical form.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17420,7 +17421,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17471,7 +17472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm.\n\n"
    "@param other: the other graph with which we want to compare the graph.\n"
    "@param color1: optional vector storing the coloring of the vertices of\n"
@@ -18264,15 +18265,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n--\n\n"
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
-   "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
+   "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
    "B{References}\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "    U{https://arxiv.org/abs/0707.0609}\n"
    "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
    "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
-   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "    U{https://arxiv.org/abs/0906.1405}\n"
    "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
@@ -18301,7 +18302,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
    "time algorithm to detect community structures in large-scale\n"
    "networks. I{Phys Rev E} 76:036106, 2007.\n"
-   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "U{https://arxiv.org/abs/0709.2938}.\n"
    "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
@@ -18356,7 +18357,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
    "unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "P10008 (2008), U{https://arxiv.org/abs/0803.0476}\n"
    "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
@@ -18495,7 +18496,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
-   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
+   "networks using random walks, U{https://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7f0e328b7..0b1690849 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -860,7 +860,7 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
             networks. I{Nature} 393(6884):440-442, 1998.
           - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
             The architecture of complex weighted networks. I{PNAS} 101, 3747
-            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+            (2004). U{https://arxiv.org/abs/cond-mat/0311416}.
 
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
diff --git a/src/igraph/community.py b/src/igraph/community.py
index e2dcb47da..0fdcdf154 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -37,12 +37,12 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
       - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
         community structure in complex networks, I{PNAS} 105, 1118 (2008).
-        U{http://dx.doi.org/10.1073/pnas.0706851105},
-        U{http://arxiv.org/abs/0707.0609}.
+        U{https://doi.org/10.1073/pnas.0706851105},
+        U{https://arxiv.org/abs/0707.0609}.
       - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
         I{Eur Phys. J Special Topics} 178, 13 (2009).
-        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-        U{http://arxiv.org/abs/0906.1405}.
+        U{https://doi.org/10.1140/epjst/e2010-01179-1},
+        U{https://arxiv.org/abs/0906.1405}.
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
@@ -125,7 +125,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
     time algorithm to detect community structures in large-scale networks.
-    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+    I{Phys Rev} E 76:036106, 2007. U{https://arxiv.org/abs/0709.2938}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
@@ -165,7 +165,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
     unfolding of community hierarchies in large networks, I{J Stat Mech}
-    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+    P10008 (2008). U{https://arxiv.org/abs/0803.0476}
 
     @param weights: edge attribute name or a list containing edge
       weights
@@ -271,11 +271,11 @@ def _community_spinglass(graph, *args, **kwds):
 
       - Reichardt J and Bornholdt S: Statistical mechanics of community
         detection. I{Phys Rev E} 74:016110 (2006).
-        U{http://arxiv.org/abs/cond-mat/0603718}.
+        U{https://arxiv.org/abs/cond-mat/0603718}.
 
       - Traag VA and Bruggeman J: Community detection in networks
         with positive and negative links. I{Phys Rev E} 80:036115 (2009).
-        U{http://arxiv.org/abs/0811.2329}.
+        U{https://arxiv.org/abs/0811.2329}.
 
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
@@ -329,7 +329,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     as a dendrogram.
 
     B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
-    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+    networks using random walks, U{https://arxiv.org/abs/physics/0512106}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index e6d06b4bc..2725745f6 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -5,9 +5,9 @@
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
-provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
-This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+provide Python bindings to the popular U{Cairo library<https://www.cairographics.org>}.
+This means that if you don't have U{pycairo<https://pycairo.readthedocs.io/>}
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -21,8 +21,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index ac98210db..f35db6ef1 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -6,7 +6,7 @@
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
 This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -17,8 +17,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ec326c48d..00f77f402 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -7,8 +7,8 @@
     - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
-(U{Cytoscape<http://www.cytoscape.org>}) using the
-(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+(U{Cytoscape<https://cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<https://apps.cytoscape.org/apps/cytoscaperpc>}), see
 L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
 network from Cytoscape and convert it to igraph format.
 """
@@ -24,8 +24,8 @@ class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that sends/receives graphs to/from Cytoscape using
     CytoscapeRPC.
 
-    This graph drawer cooperates with U{Cytoscape<http://www.cytoscape.org>}
-    using U{CytoscapeRPC<http://wiki.nbic.nl/index.php/CytoscapeRPC>}.
+    This graph drawer cooperates with U{Cytoscape<https://cytoscape.org>}
+    using U{CytoscapeRPC<https://apps.cytoscape.org/apps/cytoscaperpc>}.
     You need to install the CytoscapeRPC plugin first and start the
     XML-RPC server on a given port (port 9000 by default) from the
     appropriate Plugins submenu in Cytoscape.
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 052be0500..202e39862 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -149,7 +149,7 @@ def _write_graph_to_svg(
 
     print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
     print(
-        "<!-- Created by igraph (http://igraph.org/) -->",
+        "<!-- Created by igraph (https://igraph.org/) -->",
         file=f,
     )
     print(file=f)
diff --git a/tox.ini b/tox.ini
index 221c56a55..e1b1944bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,4 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
+# Tox (https://tox.wiki) is a tool for running tests
 # in multiple virtualenvs. This configuration file will run the
 # test suite on all supported python versions. To use it, "pip install tox"
 # and then run "tox" from this directory.

From 82922801a731eeaaa9e9271803749e65996e84cc Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Thu, 10 Apr 2025 11:19:12 +0200
Subject: [PATCH 1391/1681] feat: implement simple cycle search Python binding
 (#806)

---
 CHANGELOG.md              |  1 +
 src/_igraph/graphobject.c | 84 +++++++++++++++++++++++++++++++++++++++
 tests/test_cycles.py      | 19 +++++++++
 3 files changed, 104 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dea92015e..88c1c9d7d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+- Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b5565ab59..0d2b05fab 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7813,6 +7813,72 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   return result_o;
 }
 
+
+PyObject *igraphmodule_Graph_simple_cycles(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *mode_o = Py_None;
+  PyObject *output_o = Py_None;
+  PyObject *min_cycle_length_o = Py_None;
+  PyObject *max_cycle_length_o = Py_None;
+
+  // argument defaults: no cycle limits
+  igraph_integer_t mode = IGRAPH_OUT;
+  igraph_integer_t min_cycle_length = -1;
+  igraph_integer_t max_cycle_length = -1;
+  igraph_bool_t use_edges = false;
+
+  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+    return NULL;
+
+  if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
+    return NULL;
+
+  if (min_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(min_cycle_length_o, &min_cycle_length))
+    return NULL;
+
+  if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  igraph_vector_int_list_t vertices;
+  if (igraph_vector_int_list_init(&vertices, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  igraph_vector_int_list_t edges;
+  if (igraph_vector_int_list_init(&edges, 0)) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_simple_cycles(
+    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+  )) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraph_vector_int_list_destroy(&edges);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  PyObject *result_o;
+
+  if (use_edges) {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&edges);
+  } else {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&vertices);
+  }
+  igraph_vector_int_list_destroy(&edges);
+  igraph_vector_int_list_destroy(&vertices);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Graph layout algorithms                                            *
  **********************************************************************/
@@ -16565,6 +16631,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
+  {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
+   METH_VARARGS | METH_KEYWORDS,
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "Finds simple cycles in a graph\n\n"
+   "@param mode: for directed graphs, specifies how the edge directions\n"
+   "  should be taken into account. C{\"all\"} means that the edge directions\n"
+   "  must be ignored, C{\"out\"} means that the edges must be oriented away\n"
+   "  from the root, C{\"in\"} means that the edges must be oriented\n"
+   "  towards the root. Ignored for undirected graphs.\n"
+   "@param min: the minimum number of vertices in a cycle\n"
+   "  for it to be returned.\n"
+   "@param max: the maximum number of vertices in a cycle\n"
+   "  for it to be considered.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of tuples of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"
+  },
 
   /********************/
   /* LAYOUT FUNCTIONS */
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 48a37f2f7..e3549121c 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -60,6 +60,25 @@ def test_fundamental_cycles(self):
         ]
         assert cycles == [[6, 7, 10], [8, 9, 10]]
 
+    def test_simple_cycles(self):
+        g = Graph(
+            [
+                (0, 1),
+                (1, 2),
+                (2, 0),
+                (0, 0),
+                (0, 3),
+                (3, 4),
+                (4, 5),
+                (5, 0),
+            ]
+        )
+
+        vertices = g.simple_cycles(output="vpath")
+        edges = g.simple_cycles(output="epath")
+        assert len(vertices) == 3
+        assert len(edges) == 3
+
     def test_minimum_cycle_basis(self):
         g = Graph(
             [

From 3da6ff198a145c87995ef5ff254006831899de0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:13:57 +0200
Subject: [PATCH 1392/1681] ci: trying to add Windows ARM64 builds

---
 .github/workflows/build.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5fea2ee20..6077b1094 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -208,16 +208,22 @@ jobs:
 
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
-    runs-on: windows-2019
     strategy:
       matrix:
         include:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
+            os: windows-2019
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
+            os: windows-2019
+          - cmake_arch: ARM64
+            wheel_arch: win_arm64
+            vcpkg_arch: arm64
+            os: windows-11-arm
+    runs-on: ${{ matrix.os }}
 
     steps:
       - uses: actions/checkout@v4

From 886b4de6fca106efbd030f2ecaf6613d11e7e65e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:21:33 +0200
Subject: [PATCH 1393/1681] ci: do not install Python in jobs where we are
 using cibuildwheel

---
 .github/workflows/build.yml | 17 +----------------
 1 file changed, 1 insertion(+), 16 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6077b1094..83c921ef7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,11 +23,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.23.2
         env:
@@ -129,11 +124,6 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -231,11 +221,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
@@ -267,7 +252,7 @@ jobs:
           CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
+          # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/

From 710aa4e1431eb566eb8a03379bd892929806b8df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 10:50:26 +0200
Subject: [PATCH 1394/1681] ci: install liblzma in CI for Windows builds

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 83c921ef7..3888eec79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -241,7 +241,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install liblzma:${{ matrix.vcpkg_arch }}-windows-static-md libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From dbd3497a517ea3233db47e0c41055004393eea5d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:36:56 +0200
Subject: [PATCH 1395/1681] chore: extend tox.ini with Python 3.13

---
 tox.ini | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tox.ini b/tox.ini
index e1b1944bb..04fb5ca92 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,15 +4,16 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py38, py39, py310, py311, py312, pypy3
+envlist = py38, py39, py310, py311, py312, py313, pypy3
 
 [gh-actions]
 python =
     3.8: py38
     3.9: py39
-	3.10: py310
-	3.11: py311
-	3.12: py312
+    3.10: py310
+    3.11: py311
+    3.12: py312
+    3.13: py313
     pypy-3.7: pypy3
 
 [testenv]

From 23e45907d5b0dfeca69d144fb176400725be5e14 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:40:33 +0200
Subject: [PATCH 1396/1681] ci: do not attempt to compile NumPy in CI for
 Windows ARM64

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3888eec79..379bfe03a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -205,14 +205,17 @@ jobs:
             wheel_arch: win32
             vcpkg_arch: x86
             os: windows-2019
+            test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
             os: windows-2019
+            test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
             vcpkg_arch: arm64
             os: windows-11-arm
+            test_extra: test-win-arm64
     runs-on: ${{ matrix.os }}
 
     steps:
@@ -250,7 +253,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"

From d730167645a276f6e6510e35da918b058ce99f52 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 13:46:54 +0200
Subject: [PATCH 1397/1681] fix: added missing test-win-arm64 extra

---
 setup.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/setup.py b/setup.py
index b61fe9881..a8d1c965a 100644
--- a/setup.py
+++ b/setup.py
@@ -1020,6 +1020,15 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
+        # Dependencies needed for testing on Windows ARM64; only those that are either
+        # pure Python or have Windows ARM64 wheels as we don't want to compile wheels
+        # in CI
+        "test-win-arm64": [
+            "cairocffi>=1.2.0",
+            "networkx>=2.5",
+            "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
+        ],
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI

From 9607fd61ddc99e436c377d7781c11d8d685561eb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Apr 2025 21:15:08 +0200
Subject: [PATCH 1398/1681] build(deps): bump pypa/cibuildwheel from 2.23.2 to
 2.23.3 (#827)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 379bfe03a..754f5fba1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -24,7 +24,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -34,7 +34,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -55,7 +55,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +77,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -141,7 +141,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -248,7 +248,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0ce318e34685528b62ef52ed5f306bceaad362b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Apr 2025 16:02:42 +0200
Subject: [PATCH 1399/1681] chore: mkdoc.sh script reformatted, output is less
 verbose now

---
 scripts/mkdoc.sh | 91 ++++++++++++++++++++++++------------------------
 1 file changed, 46 insertions(+), 45 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 31d6a35ac..32ea358d2 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -17,27 +17,27 @@ CLEAN=0
 
 while getopts ":scjdl" OPTION; do
   case $OPTION in
-    c)
-      CLEAN=1
-      ;;
-    d)
-      DOC2DASH=1
-      ;;
-    l)
-      LINKCHECK=1
-      ;;
-    \?)
-      echo "Usage: $0 [-sjd]"
-      exit 1
-      ;;
-    esac
+  c)
+    CLEAN=1
+    ;;
+  d)
+    DOC2DASH=1
+    ;;
+  l)
+    LINKCHECK=1
+    ;;
+  \?)
+    echo "Usage: $0 [-sjd]"
+    exit 1
+    ;;
+  esac
 done
-shift $((OPTIND -1))
+shift $((OPTIND - 1))
 
-SCRIPTS_FOLDER=`dirname $0`
+SCRIPTS_FOLDER=$(dirname $0)
 
 cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
+ROOT_FOLDER=$(pwd)
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_HTML_FOLDER=${ROOT_FOLDER}/doc/html
 DOC_LINKCHECK_FOLDER=${ROOT_FOLDER}/doc/linkcheck
@@ -51,17 +51,20 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+else
+  # Upgrade pip in the virtualenv
+  .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
-    .venv/bin/pip install -U doc2dash
+  .venv/bin/pip install -U doc2dash
 fi
 
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
-SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+SITE_PACKAGES_DIR=$(.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg-link
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
@@ -84,49 +87,47 @@ fi
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"
   .venv/bin/python -m sphinx \
-   -T \
-   -b linkcheck \
-   -Dtemplates_path='' \
-   -Dhtml_theme='alabaster' \
-   ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
+    -T \
+    -b linkcheck \
+    -Dtemplates_path='' \
+    -Dhtml_theme='alabaster' \
+    ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
 fi
 
-
 echo "Generating HTML documentation..."
-.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx-rtd-theme
 .venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
-
 # doc2dash
 if [ "x$DOC2DASH" = "x1" ]; then
-  PWD=`pwd`
+  PWD=$(pwd)
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
   DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
-      echo "Generating Dash docset..."
-      "$DOC2DASH" \
-          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
-          --name "python-igraph" \
-          -d "${DASH_FOLDER}" \
-          -f \
-          -j \
-          -I "index.html" \
-          --icon ${ROOT_FOLDER}/doc/source/icon.png \
-          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
-          "${DOC_API_FOLDER}"
-      DASH_READY=1
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+      --online-redirect-url "https://python.igraph.org/en/latest/api/" \
+      --name "python-igraph" \
+      -d "${DASH_FOLDER}" \
+      -f \
+      -j \
+      -I "index.html" \
+      --icon ${ROOT_FOLDER}/doc/source/icon.png \
+      --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
+      "${DOC_API_FOLDER}"
+    DASH_READY=1
   else
-      echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-      DASH_READY=0
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
   fi
 
   echo ""
   if [ "x${DASH_READY}" = x1 ]; then
-      echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
+    echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
   fi
 
   cd "$PWD"

From 0c02648161a472477e6f2dd47e20f303809669c6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Oct 2023 13:11:32 +0000
Subject: [PATCH 1400/1681] build(deps): bump pypa/cibuildwheel from 2.16.1 to
 2.16.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.1 to 2.16.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.1...v2.16.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3d5fb40f1..59ffdea0b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -255,7 +255,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 3f60d008e13db3d722d7d7a3057a83c5e2fcba11 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:28:33 +0200
Subject: [PATCH 1401/1681] chore: bumped version to 0.11.0

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f37e0fcea..678b963ed 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [develop]
+## [0.11.0] - 2023-10-12
 
 ### Added
 
@@ -582,7 +582,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
+[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 655891d8a..c1a3ca82e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 8)
+__version_info__ = (0, 11, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 86dbb6880e3bd1783482dd717940f2e6e5b94acf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:56:22 +0200
Subject: [PATCH 1402/1681] doc: add switch to doc building script to ensure
 that the docs build from scratch

---
 scripts/mkdoc.sh | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 4ff41d23a..3a65cc264 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -4,15 +4,22 @@
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
-
+#
+# Add -c to ensure that the documentation is built from scratch and no cached
+# assets from previous builds are used.
+#
 # Make sure we bail out on build errors
 set -e
 
 DOC2DASH=0
 LINKCHECK=0
+CLEAN=0
 
-while getopts ":sjdl" OPTION; do
+while getopts ":scjdl" OPTION; do
   case $OPTION in
+    c)
+      CLEAN=1
+      ;;
     d)
       DOC2DASH=1
       ;;
@@ -66,10 +73,13 @@ rm -f dist/*.whl && .venv/bin/pip wheel -q -w dist . && .venv/bin/pip install -q
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
-
 echo "Clean previous docs"
 rm -rf "${DOC_HTML_FOLDER}"
 
+if [ "x$CLEAN" = "x1" ]; then
+  # This is generated by sphinx-gallery
+  rm -rf "${DOC_SOURCE_FOLDER}/tutorials"
+fi
 
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"

From 35ab0741fede81606855851b08bef4f4a7b5f2a6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:27:47 +0200
Subject: [PATCH 1403/1681] fix: fix plotting of null graphs with the
 Matplotlib backend

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../cairo/baseline_images/graph_null.png      | Bin 0 -> 2354 bytes
 tests/drawing/cairo/test_graph.py             |   5 +
 .../baseline_images/test_graph/graph_null.png | Bin 0 -> 3326 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +
 .../plotly/baseline_images/graph_null.json    | 829 ++++++++++++++++++
 tests/drawing/plotly/test_graph.py            |   7 +
 tests/drawing/plotly/utils.py                 |   4 +
 8 files changed, 854 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_null.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
 create mode 100644 tests/drawing/plotly/baseline_images/graph_null.json

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 139f122c6..73c5e6ab4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -532,7 +532,7 @@ def _draw_vertices(self):
 
         art = VertexCollection(
             patches,
-            offsets=offsets,
+            offsets=offsets if offsets else None,
             offset_transform=self.axes.transData,
             match_original=True,
             transform=Affine2D(),
diff --git a/tests/drawing/cairo/baseline_images/graph_null.png b/tests/drawing/cairo/baseline_images/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2e6483a19e4188c8470b3f38165844681d00d
GIT binary patch
literal 2354
zcmeAS@N?(olHy`uVBq!ia0y~yV2S`?4kn<8Aq#&ukYY>nc6VX;4}uH!E}zW6!13JE
z#WAE}&fBYoj0_4q2MiAEf3BG9F3kG3D*YLQ!`0h-3=O_+91gPtnI@#QFf5T&WXK%l
xj)ul)Vi?T}qea1JNjO>(j+TT&pd|dpxIm13?So5OT!D=s22WQ%mvv4FO#o+eb=?2}

literal 0
HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 2e5dd5832..7f99eae77 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -85,6 +85,11 @@ def test_graph_with_curved_edges(self):
             backend="cairo",
         )
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        plot(g, backend="cairo", target=result_image_folder / "graph_null.png")
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..14b94a347e483ef389edca5918de3c12145e9a07
GIT binary patch
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index d6130accc..46c463249 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,14 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        plt.close("all")
+        g = Graph()
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+        ax.set_aspect(1.0)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/baseline_images/graph_null.json b/tests/drawing/plotly/baseline_images/graph_null.json
new file mode 100644
index 000000000..6d7df64d9
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_null.json
@@ -0,0 +1,829 @@
+{
+  "data": [],
+  "layout": {
+    "template": {
+      "data": {
+        "bar": [
+          {
+            "error_x": {
+              "color": "#2a3f5f"
+            },
+            "error_y": {
+              "color": "#2a3f5f"
+            },
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "bar"
+          }
+        ],
+        "barpolar": [
+          {
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "barpolar"
+          }
+        ],
+        "carpet": [
+          {
+            "aaxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+          }
+        ],
+        "choropleth": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "choropleth"
+          }
+        ],
+        "contour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "contour"
+          }
+        ],
+        "contourcarpet": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "contourcarpet"
+          }
+        ],
+        "heatmap": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmap"
+          }
+        ],
+        "heatmapgl": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmapgl"
+          }
+        ],
+        "histogram": [
+          {
+            "marker": {
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "histogram"
+          }
+        ],
+        "histogram2d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2d"
+          }
+        ],
+        "histogram2dcontour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2dcontour"
+          }
+        ],
+        "mesh3d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "mesh3d"
+          }
+        ],
+        "parcoords": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "parcoords"
+          }
+        ],
+        "pie": [
+          {
+            "automargin": true,
+            "type": "pie"
+          }
+        ],
+        "scatter": [
+          {
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+            },
+            "type": "scatter"
+          }
+        ],
+        "scatter3d": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatter3d"
+          }
+        ],
+        "scattercarpet": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattercarpet"
+          }
+        ],
+        "scattergeo": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergeo"
+          }
+        ],
+        "scattergl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergl"
+          }
+        ],
+        "scattermapbox": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattermapbox"
+          }
+        ],
+        "scatterpolar": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolar"
+          }
+        ],
+        "scatterpolargl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolargl"
+          }
+        ],
+        "scatterternary": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterternary"
+          }
+        ],
+        "surface": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "surface"
+          }
+        ],
+        "table": [
+          {
+            "cells": {
+              "fill": {
+                "color": "#EBF0F8"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "header": {
+              "fill": {
+                "color": "#C8D4E3"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "type": "table"
+          }
+        ]
+      },
+      "layout": {
+        "annotationdefaults": {
+          "arrowcolor": "#2a3f5f",
+          "arrowhead": 0,
+          "arrowwidth": 1
+        },
+        "autotypenumbers": "strict",
+        "coloraxis": {
+          "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+          }
+        },
+        "colorscale": {
+          "diverging": [
+            [
+              0,
+              "#8e0152"
+            ],
+            [
+              0.1,
+              "#c51b7d"
+            ],
+            [
+              0.2,
+              "#de77ae"
+            ],
+            [
+              0.3,
+              "#f1b6da"
+            ],
+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 6505f1bd9..98b89b0c3 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -82,6 +82,13 @@ def test_graph_edit_children(self):
         # dot.radius *= 0.5
         return fig
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        fig = go.Figure()
+        plot(g, target=fig)
+        return fig
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 3d27e8707..0569442f5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -126,6 +126,10 @@ def same_coords(path_elem1, path_elem2, tol):
     if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
+    if "shapes" not in baseline["layout"]:
+        baseline["layout"]["shapes"] = []
+    if "shapes" not in figd["layout"]:
+        figd["layout"]["shapes"] = []
     if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
     for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):

From 40b233a18b45a21cb92c6be740870e3bb615047e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:32:05 +0200
Subject: [PATCH 1404/1681] chore: bumped version to 0.11.1

---
 CHANGELOG.md          | 9 ++++++++-
 setup.py              | 2 +-
 src/igraph/version.py | 2 +-
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 678b963ed..75d30f177 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [0.11.1] - 2023-10-12
+
+### Fixed
+
+- Fixed plotting of null graphs with the Matplotlib backend.
+
 ## [0.11.0] - 2023-10-12
 
 ### Added
@@ -582,7 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
+[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/setup.py b/setup.py
index 5c57341f5..11d4cd967 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,7 +1000,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
         "matplotlib": [
-            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
         ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
diff --git a/src/igraph/version.py b/src/igraph/version.py
index c1a3ca82e..679427be8 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 0)
+__version_info__ = (0, 11, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From b70f1d2c96b55d8753714f5e0f51221391dceed0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:21 +0200
Subject: [PATCH 1405/1681] ci: increase test tolerance for Matplotlib tests to
 make sure they pass on aarch64

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index b7ec998b4..36bd50f1f 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.01,
+    tol=0.025,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 2c1fde877e6e4718d993beb852b4e6ad04d23140 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:54 +0200
Subject: [PATCH 1406/1681] chore: bumped version to 0.11.2

---
 CHANGELOG.md          | 6 +++---
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 75d30f177..b31b3d20c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [0.11.1] - 2023-10-12
+## [0.11.2] - 2023-10-12
 
 ### Fixed
 
@@ -588,8 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
-[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
+[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 679427be8..e9509d902 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 1)
+__version_info__ = (0, 11, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From cc3dedb1f467912b8ffe869e97209a01edb35a92 Mon Sep 17 00:00:00 2001
From: Gwyn Ciesla <gwync@protonmail.com>
Date: Tue, 24 Oct 2023 11:17:04 -0500
Subject: [PATCH 1407/1681] Include ctype.h, fixes build on Python 3.13

---
 src/_igraph/convert.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4283ff8ed..c05a4eba2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -23,6 +23,7 @@
 /************************ Conversion functions *************************/
 
 #include <limits.h>
+#include <ctype.h>
 #include "attributes.h"
 #include "convert.h"
 #include "edgeseqobject.h"

From fe4381e7ff1314b0e1227f2eb0cb32710e19bd1a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 27 Oct 2023 18:55:39 +1100
Subject: [PATCH 1408/1681] Tutorial on DAG (#724)

---
 doc/examples_sphinx-gallery/generate_dag.py | 45 +++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/generate_dag.py

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
new file mode 100644
index 000000000..7fb85b32d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -0,0 +1,45 @@
+"""
+
+.. _tutorials-dag:
+
+======================
+Directed Acyclic Graph
+======================
+
+This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+
+# %%
+# First, we set a random seed for reproducibility
+random.seed(0)
+
+# %%
+# First, we generate a random undirected graph without loops
+g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+
+# %%
+# Then we convert it to a DAG *in place*
+g.to_directed(mode="acyclic")
+
+# %%
+# We can print out a summary of the DAG
+ig.summary(g)
+
+
+# %%
+# Finally, we can plot the graph using the Sugiyama layout from :meth:`igraph.Graph.layout_sugiyama`:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="sugiyama",
+    vertex_size=15,
+    vertex_color="grey",
+    edge_color="#222",
+    edge_width=1,
+)
+plt.show()

From 487d56f0a159b60450d321f407e121d0027dd436 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 27 Oct 2023 18:52:52 +0200
Subject: [PATCH 1409/1681] Update random DAG generation tutorial

and mention that the sampling is uniform
---
 doc/examples_sphinx-gallery/generate_dag.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index 7fb85b32d..addbc661c 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -14,19 +14,19 @@
 
 
 # %%
-# First, we set a random seed for reproducibility
+# First, we set a random seed for reproducibility.
 random.seed(0)
 
 # %%
-# First, we generate a random undirected graph without loops
-g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+# First, we generate a random undirected graph with a fixed number of edges, without loops.
+g = ig.Graph.Erdos_Renyi(n=15, m=30, directed=False, loops=False)
 
 # %%
-# Then we convert it to a DAG *in place*
+# Then we convert it to a DAG *in place*. This method samples DAGs with a given number of edges and vertices uniformly.
 g.to_directed(mode="acyclic")
 
 # %%
-# We can print out a summary of the DAG
+# We can print out a summary of the DAG.
 ig.summary(g)
 
 

From a9f4553738a9cc2fbcc1c5aae50869515a48005d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:12:48 +0100
Subject: [PATCH 1410/1681] feat: added Graph.__invalidate_cache(), closes #729

---
 src/_igraph/graphobject.c | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 562d39e82..842cd84e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13420,6 +13420,12 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
   return PyCapsule_New((void *)&self->g, 0, 0);
 }
 
+PyObject *igraphmodule_Graph___invalidate_cache__(igraphmodule_GraphObject *self)
+{
+  igraph_invalidate_cache(&self->g);
+  Py_RETURN_NONE;
+}
+
 /** \ingroup python_interface_internal
  * \brief Returns the pointer of the encapsulated igraph graph as an ordinary
  * Python integer. This allows us to use igraph graphs with the Python ctypes
@@ -17962,6 +17968,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
+
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
@@ -17973,6 +17980,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "users, it is useful only in the case when the underlying igraph object\n"
    "must be passed to other C code through Python.\n\n"},
 
+  {"__invalidate_cache",
+   (PyCFunction) igraphmodule_Graph___invalidate_cache__,
+   METH_NOARGS,
+   "__invalidate_cache()\n--\n\n"
+   "Invalidates the internal cache of the low-level C graph object that\n"
+   "the Python object wraps. This function should not be used directly\n"
+   "by igraph users, but it may be useful for benchmarking or debugging\n"
+   "purposes.",
+  },
+
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,

From 90f6235b22a3e8c71718d96942c930ba9d253c6c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:13:36 +0100
Subject: [PATCH 1411/1681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c83046f4b..771a449d0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5
+Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da

From 065e8f2cd8193a99d0eab32f42db1ba3b9fbf359 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:22:15 +0100
Subject: [PATCH 1412/1681] fix: remove loops=... argument for
 is_bigraphical(), fixes #730

---
 src/_igraph/igraphmodule.c | 31 +++++++++++++++++++------------
 1 file changed, 19 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 626a04396..cff5df44e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -536,7 +536,7 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
 ) {
   static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
-  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
@@ -544,13 +544,21 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   int allowed_edge_types;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(
-      args, kwds,
-      is_bigraphical ? "OO|OO" : "O|OOO",
-      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
-      &out_deg_o, &in_deg_o, &loops, &multiple
-  ))
-    return NULL;
+  if (is_bigraphical) {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "OO|O", kwlist_bigraphical,
+        &out_deg_o, &in_deg_o, &multiple
+    )) {
+      return NULL;
+    }
+  } else {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "O|OOO", kwlist_graphical,
+        &out_deg_o, &in_deg_o, &loops, &multiple
+    )) {
+      return NULL;
+    }
+  }
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
@@ -820,17 +828,16 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
     METH_VARARGS | METH_KEYWORDS,
-    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "is_bigraphical(degrees1, degrees2, multiple=False)\n--\n\n"
     "Returns whether two sequences of integers can be the degree sequences of a\n"
     "bipartite graph.\n\n"
-    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "The bipartite graph may or may not have multiple edges, depending\n"
     "on the allowed edge types in the remaining arguments.\n\n"
     "@param degrees1: the list of degrees in the first partition.\n"
     "@param degrees2: the list of degrees in the second partition.\n"
-    "@param loops: whether loop edges are allowed.\n"
     "@param multiple: whether multiple edges are allowed.\n"
     "@return: C{True} if there exists some bipartite graph that can realize the\n"
-    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+    "  given degree sequences with or without multiple edges, C{False} otherwise.\n"
   },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,

From 054fc9c4379ec40808c16d17732f66e4fa641ddc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:23:21 +0100
Subject: [PATCH 1413/1681] chore: updated changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b31b3d20c..a0fbeef3b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Added
+
+- Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
+
+### Fixed
+
+- Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From 366092165c309d8ad708b642d40d7b75febb1a2f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 4 Nov 2023 21:41:29 +1100
Subject: [PATCH 1414/1681] Bugfix for #731

---
 src/igraph/drawing/matplotlib/edge.py         |   5 +++++
 ...ultigraph_with_curved_edges_undirected.png | Bin 0 -> 29139 bytes
 tests/drawing/matplotlib/test_graph.py        |  18 ++++++++++++++++++
 3 files changed, 23 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 8e8adb9a2..c4b21cab1 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -410,6 +410,11 @@ def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
             voff *= sizes[1] / 2
             path["vertices"].append(coordst[1] - voff)
 
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 3)
+            path["vertices"].extend(path["vertices"][-2::-1])
+
         path = mpl.path.Path(
             path["vertices"],
             codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png b/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a5f6eed840ebc6d61ec5929f2b84337f3b0f89a
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z1#Jw^P6`K(BdhQJS_A%J?H*L!N$U=d!>F5WU6(o#Q*n5$<Ya}i&VPKa1uB<ti~eWI
z64@h@&FtP%6Lx}f(qP=DyJKf(v))QbEZtGm5GG*UV1~jm{zu%w-3{YI-|P`<V)phw
zbj@6g?3ZQ?6fg<O)}o`2#$z0=TcaDIudmPa4K<L#EwcL@@$kvUY~;ur@7(o(zAJxk
zV{GPX&-MzNE{zqx8Xni>J@NQSbql-gQRKj*BN*S&(?G0M!GdML{`S;8-@SR*j2^8L
z*&GbX61qiGPaSzMeZ`M5^|w!bTE<})R+jSmo-X;an7#}PS2O~$<k+YVI_lH8Geh1Z
zeG*8S_e0;41I0|g3IU{kBY!<x#rm_@*9((H_y&dBo`6KswgSht#$}A(kXbA|4vT~L
zLx;(lg8sv2JXh`z=#uzBWp|eiuV7QDj*Y%PC)Va@<1!2FU5S3nH==|LI^^*>CU~`b
zeTzog+Eg6DlFRJ8p3l-%QH6Q;_oz+WvW*k>#?f7O$Y_eSv_%s@aT<|&!Q0j9;aGmc
z;h3b+zn@KGx%itLNOy>k#<sCA+~LKGYs3tth3M!(bsNv9TUX_zyj_KPPHIUYH)s25
z&nJqYE8(u8E=-q`Vql5iJAB?2na7-sIqJ9a^45&Na@=${h3~k7mdk>|>BD?pKxlZQ
z(R_B)!(>WpmNl22;^SMpYHC=@A1b~e+DB<}Qmk<%E0a~|b<Q)yP%<Ej<f!sRP|f(;
zno&;%#h&mSra!8uWdz%)I9kIN)J_!*dTwqw{>3WQQN`x-c4peysEl_?+wBOLCYBPc
z6To?5(d^|MU&e=bajMJ~pD&=QJ<k<mQ5tBq?G06fWr-rsfD%jx@Jr|C?KX$W7?xok
zn|aZ~{5-_7D*8~Pyk?+&{j-H4uXKvomkTy_kJaHi`Z1PFT*I1Ov34jpL^cGBil5N8
z5ls&0fA;2X&E8wb_5>pRZVGy{pGeYPcz8~_kdxz)rInTL@h-)O+B_$R`LG2u{4E(u
z1#}s_NN`%R6L&ddl80F<6lf16+*0%rk_`)gwL#bzqQX2fNAuD-mu8-r@%{zq5^l9M
zG|9ym_Z0(*Tl*T-Q0-&;Z-*0fH=#KF)xk2vduIths;$j7Kf&816z;WAwdx)3j9Fo}
zc?T{$dTwkX^0m_>7<yb~9BE}8FeC-OSE)E+ylKWcAwl2DBsZeyL?8)^HFm9UxxX}G
z!(pbl%PtO4!$mXZt<_{;s@#@<l*dxZaDg|^x?=xNb!eI@Kj@d@3Kk6g+;~@;MtgA!
zx5QdLK{>$4#sdisk2bnB-f%ID;pdg$-UlJ_{18=^)KB`a{ky84)#-Gq{T6FEZ4Ez^
z{)@3){`~=8r~dVTuNk+dX%40Mifae0MK5!YDSVe=<OMKAOFfFPd2W)yDX`+;2*~1h
zOZAr|CNcib)YpJPm<>FCO)fji_s?JP0pQ}Pp$nuR|M!poy&L~K7{+w3@O-}~8Nayz
R4_M@2Y&6?&-N5mu{{eVOdiekV

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 46c463249..4a83cda5a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,24 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=False)
+        g.add_edges([(0, 1), (1, 2)])
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(
+            g,
+            target=ax,
+            layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
+
     @image_comparison(baseline_images=["graph_null"])
     def test_null_graph(self):
         plt.close("all")

From 1916d26d437c4ef07144516a0fdbeac00a10b254 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:08:55 +0100
Subject: [PATCH 1415/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 771a449d0..a8862c42d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da
+Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b

From 279d53e78ff990b65a5a83283196aa2c141c2744 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:51:31 +0100
Subject: [PATCH 1416/1681] fix: fix test cases

---
 tests/test_isomorphism.py |  4 ++--
 tests/test_structural.py  | 18 ++++++++++++++----
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 3c1b62bbd..c1150da63 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -280,8 +280,8 @@ def testGetSubisomorphismsLAD(self):
 
         # Corner cases
         empty = Graph()
-        self.assertEqual([], g.get_subisomorphisms_lad(empty))
-        self.assertEqual([], empty.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], g.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], empty.get_subisomorphisms_lad(empty))
 
     def testSubisomorphicVF2(self):
         g = Graph.Lattice([3, 3], circular=False)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index cde4f62aa..541a2c6c8 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -144,10 +144,6 @@ def testKnn(self):
         self.assertTrue(knn == [9.0] * 10)
         self.assertAlmostEqual(knnk[8], 9.0, places=6)
 
-        # knn works for simple graphs only -- self.g is not simple
-        self.assertRaises(InternalError, self.g.knn)
-
-        # Okay, simplify it and then go on
         g = self.g.copy()
         g.simplify()
 
@@ -158,6 +154,20 @@ def testKnn(self):
         self.assertAlmostEqual(knnk[1], 3, places=6)
         self.assertAlmostEqual(knnk[2], 7 / 3.0, places=6)
 
+    def testKnnNonSimple(self):
+        knn, knnk = self.gfull.knn()
+        self.assertTrue(knn == [9.0] * 10)
+        self.assertAlmostEqual(knnk[8], 9.0, places=6)
+
+        # knn works for non-simple graphs as well
+        knn, knnk = self.g.knn()
+        diff = max(abs(a - b) for a, b in zip(knn, [17 / 5.0, 3, 4, 4]))
+        self.assertAlmostEqual(diff, 0.0, places=6)
+        self.assertEqual(len(knnk), 5)
+        self.assertAlmostEqual(knnk[1], 4, places=6)
+        self.assertAlmostEqual(knnk[2], 3, places=6)
+        self.assertAlmostEqual(knnk[4], 3.4, places=6)
+
     def testDegree(self):
         self.assertTrue(self.gfull.degree() == [9] * 10)
         self.assertTrue(self.gempty.degree() == [0] * 10)

From 29677eba30df72ddcb840d649a1cfa61cb3045a7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 13:31:40 +0100
Subject: [PATCH 1417/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a8862c42d..4e04d3943 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b
+Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b

From f5a1f9f42b5740465f9f9536b4b6c01ccc224ef3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:30:35 +0100
Subject: [PATCH 1418/1681] chore: updated changelog

---
 CHANGELOG.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a0fbeef3b..ca50e6098 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,10 +6,16 @@
 
 - Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
 
+### Changed
+
+- The C core of igraph was updated to version 0.10.8.
+
 ### Fixed
 
 - Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
 
+- Fixed a bug in the Matplotlib graph drawing backend that filled the interior of undirected curved edges.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From e2149a6ba4c85aa26a9fbbc5740dbd56158d27b5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:37:16 +0100
Subject: [PATCH 1419/1681] chore: bumped version to 0.11.3

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca50e6098..c186f5281 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.3] - 2023-11-19
 
 ### Added
 
@@ -604,7 +604,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
diff --git a/src/igraph/version.py b/src/igraph/version.py
index e9509d902..a75324513 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 2)
+__version_info__ = (0, 11, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From c07ffbab48aa56410d066cea4c538653e384b0cc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 Dec 2023 22:57:45 +0100
Subject: [PATCH 1420/1681] doc: fix documentation of 'neighbors' argument of
 Graph.vertex_connectivity(), closes #740

---
 src/_igraph/graphobject.c | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 842cd84e3..85aeeadaf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15729,8 +15729,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  graph, therefore it is advised to set this to C{True}. The parameter\n"
    "  is ignored if the connectivity between two given vertices is computed.\n"
    "@param neighbors: tells igraph what to do when the two vertices are\n"
-   "  connected. C{\"error\"} raises an exception, C{\"infinity\"} returns\n"
-   "  infinity, C{\"ignore\"} ignores the edge.\n"
+   "  connected. C{\"error\"} raises an exception, C{\"negative\"} returns\n"
+   "  a negative value, C{\"number_of_nodes\"} or C{\"nodes\"} returns the\n"
+   "  number of nodes, or C{\"ignore\"} ignores the edge.\n"
    "@return: the vertex connectivity\n"
   },
 

From f61facb83d7faccbd8e98b4833112aac45fac41a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Dec 2023 16:57:42 +0100
Subject: [PATCH 1421/1681] fix: fixed graph-tool import for vector-valued
 vertex properties, closes #741

---
 CHANGELOG.md               | 7 +++++++
 src/igraph/io/libraries.py | 5 ++++-
 2 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c186f5281..6317bc16c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Fixed
+
+- Fixed import of `graph-tool` graphs for vertex properties where each property
+  has a vector value.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index d47490292..52e47b8af 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -248,9 +248,12 @@ def _construct_graph_from_graph_tool(cls, g):
 
     # Node attributes
     for key, val in g.vertex_properties.items():
+        # val.get_array() returns None for non-scalar types so use the slower
+        # way if this happens
         prop = val.get_array()
+        arr = prop if prop is not None else val
         for i in range(vcount):
-            graph.vs[i][key] = prop[i]
+            graph.vs[i][key] = arr[i]
 
     # Edges and edge attributes
     # NOTE: graph-tool is quite strongly typed, so each property is always

From c47f4ccdc44704413199451278888ec456349d2b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Dec 2023 13:54:02 +0000
Subject: [PATCH 1422/1681] build(deps): bump actions/setup-python from 4 to 5

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 59ffdea0b..d7c93a671 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,7 +23,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -133,7 +133,7 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11.2'
@@ -226,7 +226,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -295,7 +295,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -342,7 +342,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.12'

From ce2c436bc873f1c652f6e503b777a4f6545916e4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Dec 2023 19:13:12 +0100
Subject: [PATCH 1423/1681] doc: clarify the effect of loop edges in
 Graph.similarity_inverse_log_weighted()

---
 src/_igraph/graphobject.c | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 85aeeadaf..5cef59ba8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15790,6 +15790,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
    "of their common neighbors.\n\n"
+   "Note that the presence of loop edges may yield counter-intuitive\n"
+   "results. A node with a loop edge is considered to be a neighbor of itself\n"
+   "I{twice} (because there are two edge stems incident on the node). Adding a\n"
+   "loop edge to a node may decrease its similarity to other nodes, but it may\n"
+   "also I{increase} it. For instance, if nodes A and B are connected but share\n"
+   "no common neighbors, their similarity is zero. However, if a loop edge is\n"
+   "added to B, then B itself becomes a common neighbor of A and B and thus the\n"
+   "similarity of A and B will be increased. Consider removing loop edges\n"
+   "explicitly before invoking this function using L{Graph.simplify()}.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"

From 755dd11ec9bf789fad79829c334983f4d7d20b28 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 12 Jan 2024 18:28:46 +0000
Subject: [PATCH 1424/1681] update install.rst

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5f8fc07ea..81bf35d5b 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -50,7 +50,7 @@ Package managers on Linux and other systems
 -------------------------------------------
 |igraph|'s Python interface and its dependencies are included in several package management
 systems, including those of the most popular Linux distributions (Arch Linux,
-Debian and Ubuntu, Fedora, GNU Guix, etc.) as well as some cross-platform systems like
+Debian and Ubuntu, Fedora, etc.) as well as some cross-platform systems like
 NixPkgs or MacPorts.
 
 .. note:: |igraph| is updated quite often: if you need a more recent version than your

From b901ce6908c6f812f8fd94a5ab180fdc13ffdf55 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:01 +0000
Subject: [PATCH 1425/1681] build(deps): bump actions/cache from 3 to 4

Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..8451d601c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -121,14 +121,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -233,13 +233,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -284,7 +284,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/install
@@ -330,7 +330,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/build

From 6720b0b4cd05f35454527b17469b4ddaafbf90cb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:06 +0000
Subject: [PATCH 1426/1681] build(deps): bump mymindstorm/setup-emsdk from 12
 to 14

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 12 to 14.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v12...v14)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8451d601c..c778a9375 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -185,7 +185,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: mymindstorm/setup-emsdk@v12
+      - uses: mymindstorm/setup-emsdk@v14
         with:
           version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'

From 68d10b92bd4c9e5c0127617542d196a5fe696432 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 22 Jan 2024 19:31:07 +0100
Subject: [PATCH 1427/1681] ci: change name of workflow so it does not include
 a comma that confuses mymindstorm/setup-emsdk

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c778a9375..85334aa0a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,4 +1,5 @@
-name: Build and test, upload to PyPI on release
+# Name cannot contain commas because of setup-emsdk job
+name: Build and test
 
 on: [push, pull_request]
 env:

From f8da66d10aa61c48ea25fa976ab75db7fd6b9eee Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Jan 2024 11:35:02 +0000
Subject: [PATCH 1428/1681] chore: branding fix: IGraph -> igraph in the docs

---
 src/igraph/drawing/__init__.py   | 2 +-
 src/igraph/drawing/cairo/plot.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 7bdbee231..e6d06b4bc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for igraph.
 
-IGraph has two stable plotting backends at the moment: Cairo and Matplotlib.
+igraph has two stable plotting backends at the moment: Cairo and Matplotlib.
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index fb82c8542..ac98210db 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for IGraph.
 
-IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+igraph has two plotting backends at the moment: Cairo and Matplotlib.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.

From 73ce3ae981b191d09156d8543d6e075070695f91 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Jan 2024 15:10:15 +0100
Subject: [PATCH 1429/1681] refactor: added type annotations to config object

---
 src/igraph/__init__.py      |  2 +-
 src/igraph/configuration.py | 67 ++++++++++++++++++++++---------------
 2 files changed, 41 insertions(+), 28 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4ce6ebd24..c0997aa8c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1049,7 +1049,7 @@ def write(graph, filename, *args, **kwds):
 
 ##############################################################
 # Configuration singleton instance
-config = init_configuration()
+config: Configuration = init_configuration()
 """The main configuration object of igraph. Use this object to modify igraph's
 behaviour, typically when used in interactive mode.
 """
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 39788051c..6f507723e 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -11,6 +11,7 @@
 import os.path
 
 from configparser import ConfigParser
+from typing import IO, Optional, Sequence, Tuple, Union
 
 
 class Configuration:
@@ -114,9 +115,6 @@ class Types:
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
 
-        def __init__(self):
-            pass
-
         @staticmethod
         def setboolean(obj, section, key, value):
             """Sets a boolean value in the given configuration object.
@@ -169,7 +167,7 @@ def setfloat(obj, section, key, value):
         "float": {"getter": ConfigParser.getfloat, "setter": Types.setfloat},
     }
 
-    _sections = ("general", "apps", "plotting", "remote", "shell")
+    _sections: Sequence[str] = ("general", "apps", "plotting", "remote", "shell")
     _definitions = {
         "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
         "general.verbose": {"default": True, "type": "boolean"},
@@ -184,10 +182,15 @@ def setfloat(obj, section, key, value):
     # The singleton instance we are using throughout other modules
     _instance = None
 
+    _filename: Optional[str] = None
+    """Name of the file that the configuration was loaded from, or ``None`` if
+    not known.
+    """
+
     def __init__(self, filename=None):
         """Creates a new configuration instance.
 
-        @param filename: file or file pointer to be read. Can be omitted.
+        @param filename: file or file-like object to be read. Can be omitted.
         """
         self._config = ConfigParser()
         self._filename = None
@@ -195,6 +198,7 @@ def __init__(self, filename=None):
         # Create default sections
         for sec in self._sections:
             self._config.add_section(sec)
+
         # Create default values
         for name, definition in self._definitions.items():
             if "default" in definition:
@@ -204,7 +208,7 @@ def __init__(self, filename=None):
             self.load(filename)
 
     @property
-    def filename(self):
+    def filename(self) -> Optional[str]:
         """Returns the filename associated to the object.
 
         It is usually the name of the configuration file that was used when
@@ -214,7 +218,7 @@ def filename(self):
         information."""
         return self._filename
 
-    def _get(self, section, key):
+    def _get(self, section: str, key: str):
         """Internal function that returns the value of a given key in a
         given section."""
         definition = self._definitions.get("%s.%s" % (section, key), {})
@@ -226,7 +230,7 @@ def _get(self, section, key):
         return getter(self._config, section, key)
 
     @staticmethod
-    def _item_to_section_key(item):
+    def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
@@ -241,7 +245,7 @@ def _item_to_section_key(item):
             section, key = "general", item
         return section, key
 
-    def __contains__(self, item):
+    def __contains__(self, item: str) -> bool:
         """Checks whether the given configuration item is set.
 
         @param item: the configuration key to check.
@@ -250,7 +254,7 @@ def __contains__(self, item):
         section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
-    def __getitem__(self, item):
+    def __getitem__(self, item: str):
         """Returns the given configuration item.
 
         @param item: the configuration key to retrieve.
@@ -264,7 +268,7 @@ def __getitem__(self, item):
         else:
             return self._get(section, key)
 
-    def __setitem__(self, item, value):
+    def __setitem__(self, item: str, value):
         """Sets the given configuration item.
 
         @param item: the configuration key to set
@@ -279,7 +283,7 @@ def __setitem__(self, item, value):
             setter = self._config.__class__.set
         return setter(self._config, section, key, value)
 
-    def __delitem__(self, item):
+    def __delitem__(self, item: str):
         """Deletes the given item from the configuration.
 
         If the item has a default value, the default value is written back instead
@@ -292,14 +296,11 @@ def __delitem__(self, item):
         else:
             self._config.remove_option(section, key)
 
-    def has_key(self, item):
+    def has_key(self, item: str) -> bool:
         """Checks if the configuration has a given key.
 
         @param item: the key being sought"""
-        if "." in item:
-            section, key = item.split(".", 1)
-        else:
-            section, key = "general", item
+        section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
     def load(self, stream=None):
@@ -310,28 +311,40 @@ def load(self, stream=None):
           loaded.
         """
         stream = stream or get_user_config_file()
+
         if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
+        else:
+            file_was_open = False
+
         self._config.read_file(stream)
-        self._filename = getattr(stream, "name", None)
+
+        filename = getattr(stream, "name", None)
+        self._filename = str(filename) if filename is not None else None
+
         if file_was_open:
             stream.close()
 
-    def save(self, stream=None):
+    def save(self, stream: Optional[Union[str, IO[str]]]=None):
         """Saves the configuration.
 
-        @param stream: name of a file or a file object. The configuration will be saved
-          there. Can be omitted, in this case, the user-level configuration file will
-          be overwritten.
+        @param stream: name of a file or a file-like object. The configuration
+            will be saved there. Can be omitted, in this case, the user-level
+            configuration file will be overwritten.
         """
         stream = stream or get_user_config_file()
+
         if not hasattr(stream, "write") or not hasattr(stream, "close"):
-            stream = open(stream, "w")
+            stream = open(stream, "w")  # type: ignore
             file_was_open = True
-        self._config.write(stream)
+        else:
+            file_was_open = False
+
+        self._config.write(stream)  # type: ignore
+
         if file_was_open:
-            stream.close()
+            stream.close()  # type: ignore
 
     @classmethod
     def instance(cls):
@@ -347,12 +360,12 @@ def instance(cls):
         return cls._instance
 
 
-def get_user_config_file():
+def get_user_config_file() -> str:
     """Returns the path where the user-level configuration file is stored"""
     return os.path.expanduser("~/.igraphrc")
 
 
-def init():
+def init() -> Configuration:
     """Default mechanism to initiate igraph configuration
 
     This method loads the user-specific configuration file from the

From 7fc470b1732c26e8d8a2500c6c4883a7ee34c4f3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:29:02 +0100
Subject: [PATCH 1430/1681] feat: added Graph.Prufer(), closes #750

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_conversion.py  | 20 ++++++++++++++++-
 3 files changed, 70 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6317bc16c..cf3fe6078 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [main]
 
+### Added
+
+- Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5cef59ba8..9fdf8b289 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3154,6 +3154,43 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates a tree graph based on a Prufer sequenve
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_from_prufer
+ */
+PyObject *igraphmodule_Graph_Prufer(
+  PyTypeObject * type, PyObject * args, PyObject * kwds
+) {
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  PyObject *seq_o;
+  igraph_vector_int_t seq;
+
+  static char *kwlist[] = { "seq", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &seq_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vector_int_t(seq_o, &seq)) {
+    return NULL;
+  }
+
+  if (igraph_from_prufer(&g, &seq)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&seq);
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  igraph_vector_int_destroy(&seq);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph based on the Erdos-Renyi model
  * \return a reference to the newly generated Python igraph object
@@ -14037,6 +14074,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether to generate a directed graph.\n"
    "@param loops: whether loop edges are allowed.\n"},
 
+  /* interface to igraph_from_prufer */
+  {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Prufer(seq)\n--\n\n"
+   "Generates a tree from its Prufer sequence.\n\n"
+   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
+   "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
+   "@param seq: the Prufer sequence as an iterable of integers\n"},
+
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 91838df3c..394f07cc7 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -172,6 +172,21 @@ def testGetSparseAdjacency(self):
         )
 
 
+class PruferTests(unittest.TestCase):
+    def testFromPrufer(self):
+        g = Graph.Prufer([3, 3, 3, 4])
+        self.assertEqual(6, g.vcount())
+        self.assertEqual(5, g.ecount())
+        self.assertEqual(
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
+            sorted(g.get_edgelist())
+        )
+
+    def testToPrufer(self):
+        g = Graph([(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)])
+        self.assertEqual([3, 3, 3, 4], g.to_prufer())
+
+
 def suite():
     direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         DirectedUndirectedTests
@@ -179,7 +194,10 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    return unittest.TestSuite([direction_suite, representation_suite])
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PruferTests
+    )
+    return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
 def test():

From f57bbb67886266758cd66ad8aa0bef542bc7cba8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:36:36 +0100
Subject: [PATCH 1431/1681] doc: fix docs of Graph.Adjacency() for the
 undirected case

---
 src/_igraph/graphobject.c | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9fdf8b289..dc9161b3e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13777,8 +13777,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
    "  - C{\"directed\"} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertices.\n"
-   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "    element specifies the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - the graph will be undirected and a matrix\n"
+   "    element specifies the number of edges between two vertices. The\n"
+   "    input matrix must be symmetric.\n"
    "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
    "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"

From 7f909293f9a82c378598dbf33ca104d26db383e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:07:38 +0100
Subject: [PATCH 1432/1681] doc: also fix the doc of
 _construct_graph_from_weighted_adjacency()

---
 src/igraph/io/adjacency.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 5f4c3a5c4..ff83df5a6 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -15,9 +15,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
       - a pandas.DataFrame (column/row names must match, and will be used
         as vertex names).
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"} - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
@@ -82,9 +84,11 @@ def _construct_graph_from_weighted_adjacency(
       - a scipy.sparse matrix (will be converted to a COO matrix, but not
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"}   - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}

From 62a72bdd1d40135df04b763fb9f97989479dac73 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:28:18 +0100
Subject: [PATCH 1433/1681] refactor: remove unneeded PyList type checks,
 Graph.Adjacency() now accepts Matrix instances

---
 src/_igraph/convert.c      | 42 +++++++++++++++---
 src/_igraph/convert.h      | 13 ++++--
 src/_igraph/graphobject.c  | 89 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c |  6 +--
 src/igraph/datatypes.py    |  4 ++
 tests/test_conversion.py   |  8 ++++
 6 files changed, 104 insertions(+), 58 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c05a4eba2..82201f553 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2594,10 +2594,10 @@ PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObje
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t(
+int igraphmodule_PyObject_to_matrix_t(
   PyObject* o, igraph_matrix_t *m, const char *arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2612,7 +2612,7 @@ int igraphmodule_PyList_to_matrix_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2630,6 +2630,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2644,18 +2648,30 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
   }
 
-  igraph_matrix_init(m, nr, nc);
+  if (igraph_matrix_init(m, nr, nc)) {
+    igraphmodule_handle_igraph_error();
+    return 1;
+  }
+
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_real_t(item, &value)) {
+        igraph_matrix_destroy(m);
         Py_DECREF(item);
         return 1;
       }
@@ -2678,10 +2694,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t(
+int igraphmodule_PyObject_to_matrix_int_t(
   PyObject* o, igraph_matrix_int_t *m, const char* arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2696,7 +2712,7 @@ int igraphmodule_PyList_to_matrix_int_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_int_t *m, int min_cols, const char* arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2714,6 +2730,10 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2728,6 +2748,9 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
@@ -2743,7 +2766,12 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_int_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_integer_t(item, &value)) {
+        igraph_matrix_int_destroy(m);
         Py_DECREF(item);
         return 1;
       }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 006f0b652..3b35d2459 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -116,10 +116,15 @@ int igraphmodule_PyObject_to_edgelist(
     igraph_bool_t *list_is_owned
 );
 
-int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t(
+    PyObject *o, igraph_matrix_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t(
+    PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dc9161b3e..54e733817 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1943,14 +1943,14 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None, *loops_o = Py_None;
+  PyObject *matrix_o, *mode_o = Py_None, *loops_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
   igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix_o, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -1959,7 +1959,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &m, "matrix")) {
     return NULL;
   }
 
@@ -2281,9 +2281,8 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   char *kwlist[] = { "n", "k", "type_dist", "pref_matrix", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnO!O!|O", kwlist,
-                                   &n, &k, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnOO|O", kwlist,
+                                   &n, &k, &type_dist, &pref_matrix, &directed))
     return NULL;
 
   if (n <= 0 || k <= 0) {
@@ -2295,29 +2294,32 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(k, "connection trials per set");
 
-  types = PyList_Size(type_dist);
-
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
+    PyErr_SetString(PyExc_ValueError,
+                    "Error while converting type distribution vector");
     return NULL;
   }
+ 
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    igraph_vector_destroy(&td);
+    return NULL;
+  }
+
+  types = igraph_vector_size(&td);
+
   if (igraph_matrix_nrow(&pm) != igraph_matrix_ncol(&pm) ||
       igraph_matrix_nrow(&pm) != types) {
     PyErr_SetString(PyExc_ValueError,
                     "Preference matrix must have exactly the same rows and columns as the number of types");
-    igraph_matrix_destroy(&pm);
-    return NULL;
-  }
-  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Error while converting type distribution vector");
+    igraph_vector_destroy(&td);
     igraph_matrix_destroy(&pm);
     return NULL;
   }
 
   if (igraph_establishment_game(&g, n, types, k, &td, &pm, PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
+    igraph_matrix_destroy(&pm);
     return NULL;
   }
 
@@ -2659,7 +2661,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "directed", "mode", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist, &PyList_Type, &matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &matrix_o,
               &directed, &mode_o, &multiple))
     return NULL;
 
@@ -2670,7 +2672,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &matrix, "matrix")) {
     igraph_vector_bool_destroy(&vertex_types);
     return NULL;
   }
@@ -2977,16 +2979,15 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
     { "n", "type_dist", "pref_matrix", "attribute", "directed", "loops",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OOO", kwlist,
-                                   &n, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OOO", kwlist,
+                                   &n, &type_dist, &pref_matrix,
                                    &attribute_key, &directed, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
   if (igraphmodule_PyObject_float_to_vector_t(type_dist, &td)) {
@@ -3070,18 +3071,18 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   char *kwlist[] =
     { "n", "type_dist_matrix", "pref_matrix", "attribute", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &type_dist_matrix,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &type_dist_matrix,
+                                   &pref_matrix,
                                    &attribute_key, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
-  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
@@ -3375,15 +3376,15 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
     "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &pref_matrix_o,
-                                   &PyList_Type, &block_sizes_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &pref_matrix_o,
+                                   &block_sizes_o,
                                    &directed_o, &loops_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
 
@@ -3746,8 +3747,8 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -3760,7 +3761,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -6234,7 +6235,7 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
   igraphmodule_GraphObject *result_o;
   PyObject *list;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &list))
     return NULL;
 
   if (igraphmodule_PyObject_to_vector_int_t(list, &perm))
@@ -7790,7 +7791,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -7936,7 +7937,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8005,7 +8006,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8104,7 +8105,7 @@ PyObject
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8215,7 +8216,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -8324,7 +8325,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyList_to_matrix_t(dist_o, dist, "dist")) {
+    if (igraphmodule_PyObject_to_matrix_t(dist_o, dist, "dist")) {
       free(dist);
       return NULL;
     }
@@ -8614,7 +8615,7 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -9859,7 +9860,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
+      (args, kwds, "|O", kwlist, &vids))
     return NULL;
 
   if (vids) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index cff5df44e..97864f61e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -355,10 +355,10 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   igraph_vector_int_t result, csize, *csize_p = 0;
   Py_ssize_t nodes, steps;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
-      &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "Onn|O", kwlist,
+      &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
+  if (igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
     return NULL;
   }
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a8f26ed4c..a2446802d 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,6 +184,10 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
+    
+    def __len__(self):
+        """Returns the number of rows in the matrix."""
+        return len(self._data)
 
     def __ne__(self, other):
         """Checks whether a given matrix is not equal to another one"""
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 394f07cc7..bbd9574c5 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -171,6 +171,14 @@ def testGetSparseAdjacency(self):
             np.all(g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
         )
 
+    def testGetAdjacencyRoundtrip(self):
+        g = Graph.Tree(6, 3)
+        adj = g.get_adjacency()
+        g2 = Graph.Adjacency(adj, mode="undirected")
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(g.is_directed(), g2.is_directed())
+        self.assertTrue(g.get_edgelist() == g2.get_edgelist())
+
 
 class PruferTests(unittest.TestCase):
     def testFromPrufer(self):

From 53c7f590b4febe647b5a1f0058db78fa0f2496c6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:14:58 +0000
Subject: [PATCH 1434/1681] docs: typo fix

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 54e733817..fc8e62310 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3157,7 +3157,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
 
 /** \ingroup python_interface_graph
- * \brief Generates a tree graph based on a Prufer sequenve
+ * \brief Generates a tree graph based on a Prufer sequence
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_from_prufer
  */

From f4a3577348b887fb3bbd8e8dd0640a40dc1ae034 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:20:44 +0000
Subject: [PATCH 1435/1681] docs: include 'diamond' vertex shape in tutorial

---
 doc/source/tutorial.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 49d113594..a552d4a25 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -792,8 +792,9 @@ Attribute name  Keyword argument       Purpose
                                        drawn first.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       Shape of the vertex. Known shapes are:
-                                       ``rectangle``, ``circle``, ``hidden``,
-                                       ``triangle-up``, ``triangle-down``.
+                                       ``rectangle``, ``circle``, ``diamond``,
+                                       ``hidden``, ``triangle-up``,
+                                       ``triangle-down``.
                                        Several aliases are also accepted, see
                                        :data:`drawing.known_shapes`.
 --------------- ---------------------- ------------------------------------------

From dd69b1749fd07e8137e75060b5bcfffab8f29851 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Jan 2024 13:36:55 +0000
Subject: [PATCH 1436/1681] build(deps): bump pypa/cibuildwheel from 2.16.2 to
 2.16.4

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.2 to 2.16.4.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.2...v2.16.4)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 85334aa0a..865d97278 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 098584aa10704d86fc734937d3873f31cbfbcc32 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Jan 2024 22:26:39 +0000
Subject: [PATCH 1437/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4e04d3943..9d6f7a9d8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b
+Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742

From 70c4f253aeb390eaa5e67fc44b8b92e55feefc2d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:27:53 +0100
Subject: [PATCH 1438/1681] doc: add custom CSS to make tables wrap their text
 properly

---
 doc/source/_static/custom.css | 10 ++++++++++
 doc/source/_static/other.css  | 19 -------------------
 doc/source/conf.py            |  3 ++-
 3 files changed, 12 insertions(+), 20 deletions(-)
 create mode 100644 doc/source/_static/custom.css
 delete mode 100644 doc/source/_static/other.css

diff --git a/doc/source/_static/custom.css b/doc/source/_static/custom.css
new file mode 100644
index 000000000..7c1a52022
--- /dev/null
+++ b/doc/source/_static/custom.css
@@ -0,0 +1,10 @@
+/* override table width restrictions */
+.wy-table-responsive table td, .wy-table-responsive table th {
+    white-space: normal;
+}
+
+.wy-table-responsive {
+    margin-bottom: 24px;
+    max-width: 100%;
+    overflow: visible;
+}
diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
deleted file mode 100644
index 54aa675fd..000000000
--- a/doc/source/_static/other.css
+++ /dev/null
@@ -1,19 +0,0 @@
-.highlight {
-    border-radius: 8px;
-}
-
-.highlight pre {
-    padding: 8px;
-}
-
-.navigation-header {
-    text-align: center;
-}
-
-.bs-docs-section h1 {
-    display: none;
-}
-
-.bs-docs-section h1.real {
-    display: block;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 17a25c204..1bfee14a2 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -136,7 +136,8 @@ def get_igraph_version():
 # Inspired by pydoctor's RTD page itself
 # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
 html_theme = "sphinx_rtd_theme"
-html_static_path = []
+html_static_path = ["_static"]
+html_css_files = ["custom.css"]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".

From bf32095c903c48da284beb8121da7a65c5afa4dd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:47:35 +0100
Subject: [PATCH 1439/1681] doc: clarify in the tutorial that `bbox` and
 `margin` works for Cairo only, closes #752

---
 doc/source/tutorial.es.rst   |  2 +-
 doc/source/tutorial.rst      | 14 ++++++++------
 doc/source/visualisation.rst |  2 +-
 3 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 9ca6f88d5..5d2f59f05 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -543,7 +543,7 @@ Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar l
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
 Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index a552d4a25..e25523c66 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -705,11 +705,12 @@ from the ``label`` attribute by default and vertex colors are determined by the
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
-Note that we are simply re-using the previous layout object here, but we also specified
-that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
-to fit the labels (20 pixels). The result is:
+Note that we are simply re-using the previous layout object here, but for the Cairo backend
+we also specified that we need a smaller plot (300 x 300 pixels) and a larger margin around
+the graph to fit the labels (20 pixels). These settings would be ignored for the Matplotlib
+backend. The result is:
 
 .. figure:: figures/tutorial_social_network_2.png
    :alt: The visual representation of our social network - with names and genders
@@ -869,7 +870,8 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``bbox``         The bounding box of the plot. This must be a tuple containing
                  the desired width and height of the plot. The default plot is
-                 600 pixels wide and 600 pixels high.
+                 600 pixels wide and 600 pixels high. Ignored for the
+                 Matplotlib backend.
 ---------------- ----------------------------------------------------------------
 ``layout``       The layout to be used. It can be an instance of
                  :class:`~layout.Layout`,
@@ -881,7 +883,7 @@ Keyword argument Purpose
 ``margin``       The top, right, bottom and left margins of the plot in pixels.
                  This argument must be a list or tuple and its elements will be
                  re-used if you specify a list or tuple with less than four
-                 elements.
+                 elements. Ignored for the Matplotlib backend.
 ================ ================================================================
 
 Specifying colors in plots
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 1963b85e4..7cad8bf9b 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -177,7 +177,7 @@ Plotting graphs in Jupyter notebooks
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
 calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
 output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
-For instance, to get a compact plot::
+For instance, to get a compact plot (using the Cairo backend only)::
 
    >>> ig.plot(g, bbox=(0, 0, 100, 100))
 

From 5a439f6fd08419428a5c5e6b5ec3686fffefe747 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 10:53:15 +0000
Subject: [PATCH 1440/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9d6f7a9d8..795992467 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742
+Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8

From c0d4755b0e56e4d456fbb731fde7b28213f08390 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:05:50 +0000
Subject: [PATCH 1441/1681] feat: is_biconnected()

---
 src/_igraph/graphobject.c | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fc8e62310..d0c2aff54 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1421,6 +1421,27 @@ PyObject *igraphmodule_Graph_is_connected(igraphmodule_GraphObject * self,
   Py_RETURN_FALSE;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Decides whether a graph is biconnected.
+ * \return Py_True if the graph is biconnected, Py_False otherwise
+ * \sa igraph_is_biconnected
+ */
+PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
+{
+  igraph_bool_t res;
+
+  if (igraph_is_biconnected(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
@@ -15275,6 +15296,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
 
+  /* interface to igraph_is_biconnected */
+  {"is_biconnected", (PyCFunction) igraphmodule_Graph_is_biconnected,
+   METH_NOARGS,
+   "is_biconnected()\n--\n\n"
+   "Decides whether the graph is biconnected.\n\n"
+   "A graph is biconnected if it stays connected after the removal of\n"
+   "any single vertex.\n\n"
+   "Note that there are different conventions in use about whether to\n"
+   "consider a graph consisting of two connected vertices to be biconnected.\n"
+   "igraph does consider it biconnected.\n\n"
+   "@return: C{True} if it is biconnected, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
   /* interface to igraph_linegraph */
   {"linegraph", (PyCFunction) igraphmodule_Graph_linegraph,
    METH_VARARGS | METH_KEYWORDS,

From 52775558fcd0b9d46ec87a0ddc4284fdd87540f7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:25:11 +0000
Subject: [PATCH 1442/1681] tests: is_biconnected()

---
 tests/test_structural.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 541a2c6c8..5ad20648c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -242,6 +242,8 @@ class BiconnectedComponentTests(unittest.TestCase):
     g1 = Graph.Full(10)
     g2 = Graph(5, [(0, 1), (1, 2), (2, 3), (3, 4)])
     g3 = Graph(6, [(0, 1), (1, 2), (2, 3), (3, 0), (2, 4), (2, 5), (4, 5)])
+    g4 = Graph.Full(2)
+    g5 = Graph.Full(1)
 
     def testBiconnectedComponents(self):
         s = self.g1.biconnected_components()
@@ -260,6 +262,14 @@ def testArticulationPoints(self):
         self.assertTrue(self.g1.articulation_points() == [])
         self.assertTrue(self.g2.cut_vertices() == [1, 2, 3])
         self.assertTrue(self.g3.articulation_points() == [2])
+        self.assertTrue(self.g4.articulation_points() == [])
+
+    def testIsBiconnected(self):
+        self.assertTrue(self.g1.is_biconnected())
+        self.assertFalse(self.g2.is_biconnected())
+        self.assertFalse(self.g3.is_biconnected())
+        self.assertTrue(self.g4.is_biconnected())
+        self.assertFalse(self.g5.is_biconnected())
 
 
 class CentralityTests(unittest.TestCase):

From 6fdd2d88ec71fc9297bd49671376213a23023fc8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:20:48 +0100
Subject: [PATCH 1443/1681] doc: proper capitalization of Erdos-Renyi and
 Prufer in docstrings

---
 src/_igraph/graphobject.c | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d0c2aff54..d6a669b60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3636,7 +3636,7 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * - directed is a bool that specifies if the edges should be directed. If so, they
  * point away from the root.
  * - method is one of:
- *   - 'Prufer' aka sample Pruefer sequences and convert to trees.
+ *   - 'prufer' aka sample Prüfer sequences and convert to trees.
  *   - 'lerw' aka loop-erased random walk on the complete graph to sample spanning
  *     trees.
  *
@@ -13946,7 +13946,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on the Erdos-Renyi model.\n\n"
+   "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
@@ -14102,11 +14102,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Prufer(seq)\n--\n\n"
-   "Generates a tree from its Prufer sequence.\n\n"
-   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "Generates a tree from its Prüfer sequence.\n\n"
+   "A Prüfer sequence is a unique sequence of integers associated with a\n"
    "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
    "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
-   "@param seq: the Prufer sequence as an iterable of integers\n"},
+   "@param seq: the Prüfer sequence as an iterable of integers\n"},
 
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
@@ -14389,7 +14389,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether the graph should be directed\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"prufer\"} -- samples Prufer sequences uniformly, then converts\n"
+   "    - C{\"prufer\"} -- samples Prüfer sequences uniformly, then converts\n"
    "      them to trees\n"
    "    - C{\"lerw\"} -- performs a loop-erased random walk on the complete\n"
    "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
@@ -15686,8 +15686,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_to_prufer,
    METH_NOARGS,
    "to_prufer()\n--\n\n"
-   "Converts a tree graph into a Prufer sequence.\n\n"
-   "@return: the Prufer sequence as a list"
+   "Converts a tree graph into a Prüfer sequence.\n\n"
+   "@return: the Prüfer sequence as a list"
   },
 
   // interface to igraph_transitivity_undirected

From ce31917142201be7d6fafdbbf775a5418637fbc7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:56:03 +0100
Subject: [PATCH 1444/1681] ci: update cibuildwheel

---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 865d97278..e9b7f0666 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 063b3d48d89b8ffbf76655b87d6e4a923ce1d04d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 31 Jan 2024 21:45:32 +0000
Subject: [PATCH 1445/1681] docs: fix some typos

---
 src/_igraph/graphobject.c   | 24 ++++++++++++------------
 src/igraph/adjacency.py     |  2 +-
 src/igraph/basic.py         |  6 +++---
 src/igraph/clustering.py    |  8 ++++----
 src/igraph/community.py     |  8 ++++----
 src/igraph/configuration.py |  4 ++--
 src/igraph/formula.py       |  4 ++--
 src/igraph/layout.py        |  2 +-
 src/igraph/statistics.py    |  2 +-
 9 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d6a669b60..7a5f483cd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1925,8 +1925,8 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Converts a tree graph into a Prufer sequence
- * \return the Prufer sequence as a Python object
+ * \brief Converts a tree graph into a Prüfer sequence
+ * \return the Prüfer sequence as a Python object
  * \sa igraph_to_prufer
  */
 PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
@@ -2024,7 +2024,7 @@ PyObject *igraphmodule_Graph_Atlas(PyTypeObject * type, PyObject * args)
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on the Barabasi-Albert model
+ * \brief Generates a graph based on the Barabási-Albert model
  * This is intended to be a class method in Python, so the first argument
  * is the type object and not the Python igraph object (because we have
  * to allocate that in this method).
@@ -3290,7 +3290,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on sort of a "windowed" Barabasi-Albert model
+ * \brief Generates a graph based on sort of a "windowed" Barabási-Albert model
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_recent_degree_game
  */
@@ -13864,8 +13864,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
-   "Generates a graph based on the Barabasi-Albert model.\n\n"
-   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "Generates a graph based on the Barabási-Albert model.\n\n"
+   "B{Reference}: Barabási, A-L and Albert, R. 1999. Emergence of scaling\n"
    "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
@@ -14084,7 +14084,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
-   "This is practically the nongrowing variant of L{Establishment}.\n"
+   "This is practically the non-growing variant of L{Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given type probabilities. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
@@ -14140,7 +14140,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on a stochastic blockmodel.\n\n"
+   "Generates a graph based on a stochastic block model.\n\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given block sizes. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
@@ -14494,7 +14494,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
    "connectivity patterns of the vertices and the pattern expected from the\n"
-   "disribution of the vertex types.\n\n"
+   "distribution of the vertex types.\n\n"
    "See equation (21) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition. The actual calculation is\n"
    "performed using equation (26) in the same paper for directed graphs, and\n"
@@ -14684,7 +14684,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "closeness(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
-   "The closeness centerality of a vertex measures how easily other\n"
+   "The closeness centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "number of vertices minus one divided by the sum of\n"
@@ -14717,7 +14717,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "harmonic_centrality(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
-   "The harmonic centerality of a vertex measures how easily other\n"
+   "The harmonic centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "mean inverse distance to all other vertices.\n\n"
@@ -14744,7 +14744,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "connected_components(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) connected components for a given graph.\n\n"
-   "Atttention: this function has a more convenient interface in class\n"
+   "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{VertexClustering} object.\n"
    "It is advised to use that.\n"
    "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 9a55c1bc4..d94b246a3 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -128,7 +128,7 @@ def _get_adjlist(self, mode="out"):
     contains the neighbors of the given vertex.
 
     @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
     """
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 2944d3f2d..edc016d20 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -34,7 +34,7 @@ def _add_edges(graph, es, attributes=None):
     @param es: the list of edges to be added. Every edge is represented
       with a tuple containing the vertex IDs or names of the two
       endpoints. Vertices are enumerated from zero.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of edges to be added, containing the attributes of the new
       edges.
     """
@@ -92,7 +92,7 @@ def _add_vertices(graph, n, attributes=None):
       vertex to be added, or a sequence of strings, each corresponding to the
       name of a vertex to be added. Names will be assigned to the C{name}
       vertex attribute.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of vertices to be added, containing the attributes of the new
       vertices. If n is a string (so a single vertex is added), then the
       values of this dict are the attributes themselves, but if n=1 then
@@ -136,7 +136,7 @@ def _delete_edges(graph, *args, **kwds):
     first positional argument is callable, an edge sequence is derived by
     calling L{EdgeSeq.select} with the same positional and keyword
     arguments. Edges in the derived edge sequence will be removed.
-    Otherwise the first positional argument is considered as follows:
+    Otherwise, the first positional argument is considered as follows:
 
     Deprecation notice: C{delete_edges(None)} has been replaced by
     C{delete_edges()} - with no arguments - since igraph 0.8.3.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b06e886e8..b45e6d9ce 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -452,7 +452,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the groups will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1151,7 +1151,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the clusters will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1371,7 +1371,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     to clusters automatically.
     """
     # Handle the case of mark_groups = True, mark_groups containing a list or
-    # tuple of cluster IDs, and and mark_groups yielding (cluster ID, color)
+    # tuple of cluster IDs, and mark_groups yielding (cluster ID, color)
     # pairs
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
@@ -1483,7 +1483,7 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       as a L{Clustering} object.
     @param method: the measure to use. C{"vi"} or C{"meila"} means the
       variation of information metric of Meila (2003), C{"nmi"} or C{"danon"}
-      means the normalized mutual information as defined by Danon et al (2005),
+      means the normalized mutual information as defined by Danon et al. (2005),
       C{"split-join"} means the split-join distance of van Dongen (2000),
       C{"rand"} means the Rand index of Rand (1971), C{"adjusted_rand"}
       means the adjusted Rand index of Hubert and Arabie (1985).
diff --git a/src/igraph/community.py b/src/igraph/community.py
index b890b97b2..e2dcb47da 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -46,7 +46,7 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
-    @param vertex_weights: name of an vertex attribute or a list containing
+    @param vertex_weights: name of a vertex attribute or a list containing
       vertex weights.
     @param trials: the number of attempts to partition the network.
     @return: an appropriate L{VertexClustering} object with an extra attribute
@@ -111,7 +111,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     Note that since ties are broken randomly, there is no guarantee that
     the algorithm returns the same community structure after each run.
-    In fact, they frequently differ. See the paper of Raghavan et al
+    In fact, they frequently differ. See the paper of Raghavan et al.
     on how to come up with an aggregated community structure.
 
     Also note that the community _labels_ (numbers) have no semantic meaning
@@ -156,10 +156,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     iteratively in a way that maximizes the vertices' local contribution
     to the overall modularity score. When a consensus is reached (i.e. no
     single move would increase the modularity score), every community in
-    the original graph is shrank to a single vertex (while keeping the
+    the original graph is shrunk to a single vertex (while keeping the
     total weight of the incident edges) and the process continues on the
     next level. The algorithm stops when it is not possible to increase
-    the modularity any more after shrinking the communities to vertices.
+    the modularity anymore after shrinking the communities to vertices.
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 6f507723e..d0202f541 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -125,7 +125,7 @@ def setboolean(obj, section, key, value):
             @param value: the value itself. C{0}, C{false}, C{no} and C{off}
               means false, C{1}, C{true}, C{yes} and C{on} means true,
               everything else results in a C{ValueError} being thrown.
-              Values are case insensitive
+              Values are case-insensitive
             """
             value = str(value).lower()
             if value in ("0", "false", "no", "off"):
@@ -234,7 +234,7 @@ def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
-        @return: if C{item} contains a period (C{.}), it is splitted into two parts
+        @return: if C{item} contains a period (C{.}), it is split into two parts
           at the first period, then the two parts are returned, so the part before
           the period is the section. If C{item} does not contain a period, the
           section is assumed to be C{general}, and the second part of the returned
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 8febe141a..c644b8d78 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -153,7 +153,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       + edges (vertex names):
       A->B
 
-    If you have may disconnected componnets, you can separate them
+    If you have many disconnected componnets, you can separate them
     with commas. You can also specify isolated vertices:
 
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
@@ -181,7 +181,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     @param formula: the formula itself
     @param attr: name of the vertex attribute where the vertex names
                  will be stored
-    @param simplify: whether the simplify the constructed graph
+    @param simplify: whether to simplify the constructed graph
     @return: the constructed graph:
     """
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index a846be7bd..f5b0a9181 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -38,7 +38,7 @@ class Layout:
     the vertices. It was particularly convenient for me to use the same layout
     for all of them, especially when I made figures for a paper. However,
     C{igraph} will of course refuse to draw a graph with a layout that has
-    less coordinates than the node count of the graph.
+    fewer coordinates than the node count of the graph.
 
     Layouts behave exactly like lists when they are accessed using the item
     index operator (C{[...]}). They can even be iterated through. Items
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 98a53cc7f..e134f7751 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -530,7 +530,7 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
           size if n is small.
 
         - C{discrete}: exact maximum likelihood estimation when the
-          input comes from a discrete scale (see Clauset et al among the
+          input comes from a discrete scale (see Clauset et al. among the
           references).
 
         - C{auto}: exact maximum likelihood estimation where the continuous

From cc632fff3b3e06d82fb92d7526910136b8ed1613 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 22:43:12 +0000
Subject: [PATCH 1446/1681] chore: update C core to 0.10.9

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 795992467..51dfb1403 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8
+Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294

From b85cf82d7879619492eeb868cfd55e810d40120a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 23:05:35 +0000
Subject: [PATCH 1447/1681] feat: Realize_Bipartite_Degree_Sequence()

---
 src/_igraph/graphobject.c | 86 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 61 +++++++++++++++++++++++++++
 2 files changed, 147 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7a5f483cd..5fe21c4c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2975,6 +2975,61 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Generates a graph with a specified degree sequence
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_realize_bipartite_degree_sequence
+ */
+PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *type,
+                                 PyObject *args, PyObject *kwds) {
+
+  igraph_vector_int_t degrees1, degrees2;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  PyObject *degrees1_o, *degrees2_o;
+  PyObject *edge_types_o = Py_None, *method_o = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
+    return NULL;
+
+  /* allowed edge types */
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  /* methods */
+  if (igraphmodule_PyObject_to_realize_degseq_t(method_o, &method))
+    return NULL;
+
+  /* First degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees1_o, &degrees1))
+    return NULL;
+
+  /* Second degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees2_o, &degrees2)) {
+    igraph_vector_int_destroy(&degrees1);
+    return NULL;
+  }
+
+  if (igraph_realize_bipartite_degree_sequence(&g, &degrees1, &degrees2, allowed_edge_types, method)) {
+    igraph_vector_int_destroy(&degrees1);
+    igraph_vector_int_destroy(&degrees2);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&degrees1);
+  igraph_vector_int_destroy(&degrees2);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on vertex types and connection preferences
  * \return a reference to the newly generated Python igraph object
@@ -14247,6 +14302,37 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "  See Horvát and Modes (2021) for details.\n"
   },
 
+  {"Realize_Bipartite_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Bipartite_Degree_Sequence,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "Realize_Bipartite_Degree_Sequence(degrees1, degrees2, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
+    "Generates a bipartite graph from the degree sequences of its partitions.\n"
+    "\n"
+    "This method implements a Havel-Hakimi style graph construction for biparite\n"
+    "graphs. In each step, the algorithm picks two vertices in a deterministic\n"
+    "manner and connects them. The way the vertices are picked is defined by the\n"
+    "C{method} parameter. The allowed edge types (i.e. whether multi-edges are allowed)\n"
+    "are specified in the C{allowed_edge_types} parameter. Self-loops are never created,\n"
+    "since a graph with self-loops is not bipartite.\n"
+    "\n"
+    "@param degrees1: the degrees of the first partition.\n"
+    "@param degrees2: the degrees of the second partition.\n"
+    "@param allowed_edge_types: controls whether multi-edges are allowed\n"
+    "  during the generation process. Possible values are:\n"
+    "\n"
+    "    - C{\"simple\"}: simple graphs (no multi-edges)\n"
+    "    - C{\"multi\"}: multi-edges allowed\n"
+    "\n"
+    "@param method: controls how the vertices are selected during the generation\n"
+    "  process. Possible values are:\n"
+    "\n"
+    "    - C{smallest}: The vertex with smallest remaining degree first.\n"
+    "    - C{largest}: The vertex with the largest remaining degree first.\n"
+    "    - C{index}: The vertices are selected in order of their index.\n"
+    "\n"
+    "  The smallest C{smallest} method is guaranteed to produce a connected graph,\n"
+    "  if one exists."
+  },
+
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 31b8692bc..17205eb95 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -249,6 +249,67 @@ def testRealizeDegreeSequence(self):
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == degrees)
 
+    def testRealizeBipartiteDegreeSequence(self):
+        deg1 = [2, 2]
+        deg2 = [1, 1, 2]
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "largest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        deg1 = [3, 1, 1]
+        deg2 = [2, 3]
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "multi",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
     def testKautz(self):
         g = Graph.Kautz(2, 2)
         deg_in = g.degree(mode="in")

From a1708b882deaa5e19eeab7576812b95f4925a721 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 4 Feb 2024 10:40:50 +0100
Subject: [PATCH 1448/1681] fix: make sure that degrees2 is not optional in
 Graph.Realize_Bipartite_Degree_Sequence

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5fe21c4c1..4315a6df0 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2992,7 +2992,7 @@ PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *typ
   igraph_t g;
 
   static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
     return NULL;
 

From 863ad514bd4067ef47c3eafb2c37bed44494e876 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:13:46 +0100
Subject: [PATCH 1449/1681] chore: update C core to 0.10.10

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 51dfb1403..2de2c37e3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294
+Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6

From 0982e7d506a45cbd74152d5911406726393a925f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:18:49 +0100
Subject: [PATCH 1450/1681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cf3fe6078..03ca918b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,16 +1,22 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.4]
 
 ### Added
 
 - Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
 
+- Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
+  a bidegree sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
   has a vector value.
 
+- `Graph.Adjacency()` now accepts `Matrix` instances and other sequences as an
+  input, it is not limited to lists-of-lists-of-ints any more.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
@@ -615,7 +621,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0

From 75d760d394865785308be4019120391eeb5979c1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:31 +0100
Subject: [PATCH 1451/1681] doc: clarify specification of same color for all
 vertices when plotting

---
 doc/source/sg_execution_times.rst | 109 ++++++++++++++++++++++++++++++
 doc/source/tutorial.es.rst        |   2 +-
 doc/source/tutorial.rst           |  23 ++++++-
 3 files changed, 130 insertions(+), 4 deletions(-)
 create mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
new file mode 100644
index 000000000..a63741754
--- /dev/null
+++ b/doc/source/sg_execution_times.rst
@@ -0,0 +1,109 @@
+
+:orphan:
+
+.. _sphx_glr_sg_execution_times:
+
+
+Computation times
+=================
+**00:10.013** total execution time for 25 files **from all galleries**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
+     - 00:02.970
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
+     - 00:01.287
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:00.759
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
+     - 00:00.735
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:00.711
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:00.504
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
+     - 00:00.416
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
+     - 00:00.313
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:00.216
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
+     - 00:00.201
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.194
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
+     - 00:00.176
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:00.169
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:00.161
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:00.153
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.142
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
+     - 00:00.137
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
+     - 00:00.079
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
+     - 00:00.073
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.067
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.052
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
+     - 00:00.052
+     - 0.0
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 5d2f59f05..b5758c413 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -701,7 +701,7 @@ Especificación de colores en los gráficos
 
 ***Nombres de colores X11***
 
-Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que ``"DarkBLue"`` puede escribirse también como ``"darkblue"``.
 
 ***Especificación del color en la sintaxis CSS***
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index e25523c66..ea2ce0e14 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -895,9 +895,9 @@ color (e.g., edge, vertex or label colors in the respective attributes):
 X11 color names
     See the `list of X11 color names <https://en.wikipedia.org/wiki/X11_color_names>`_
     in Wikipedia for the complete list. Alternatively you can see the
-    keys of the igraph.drawing.colors.known_colors dictionary. Color
-    names are case insensitive in igraph so "DarkBlue" can be written as
-    "darkblue" as well.
+    keys of the ``igraph.drawing.colors.known_colors`` dictionary. Color
+    names are case insensitive in igraph so ``"DarkBlue"`` can be written as
+    ``"darkblue"`` as well.
 
 Color specification in CSS syntax
     This is a string according to one of the following formats (where *R*, *G* and
@@ -913,6 +913,23 @@ Color specification in CSS syntax
 Lists or tuples of RGB values in the range 0-1
     Example: ``(1.0, 0.5, 0)`` or ``[1.0, 0.5, 0]``.
 
+Note that when specifying the same color for all vertices or edges, you can use
+a string as-is but not the tuple or list syntax as tuples or lists would be
+interpreted as if the *items* in the tuple are for individual vertices or
+edges. So, this would work::
+
+  >>> ig.plot(g, vertex_color="green")
+
+But this would not, as it would treat the items in the tuple as palette indices
+for the first, second and third vertoces::
+
+  >>> ig.plot(g, vertex_color=(1, 0, 0))
+
+In this latter case, you need to expand the color specification for each vertex
+explicitly::
+
+  >>> ig.plot(g, vertex_color=[(1, 0, 0)] * g.vcount())
+
 
 Saving plots
 ^^^^^^^^^^^^

From 9e0ddb14fc101018535b7022d46b9b453e1e0f50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:43 +0100
Subject: [PATCH 1452/1681] chore: bumped version to 0.11.4

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index a75324513..4c4a3bf3a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 3)
+__version_info__ = (0, 11, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From f3a4fbce6dc5cfedd479f0ed0c41998551d192e2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:46:41 +0100
Subject: [PATCH 1453/1681] feat: add prefixattr=... argument to
 Graph.write_graphml(), fixes #759

---
 src/_igraph/graphobject.c | 17 +++++++++++------
 tests/test_foreign.py     |  1 +
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4315a6df0..488a55740 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9728,18 +9728,19 @@ PyObject *igraphmodule_Graph_write_pajek(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_write_graphml(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  PyObject *fname = NULL;
-  static char *kwlist[] = { "f", NULL };
+  PyObject *fname = NULL, *prefixattr_o = Py_True;
+  static char *kwlist[] = { "f", "prefixattr", NULL };
   igraphmodule_filehandle_t fobj;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &fname))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &fname, &prefixattr_o))
     return NULL;
 
   if (igraphmodule_filehandle_init(&fobj, fname, "w"))
     return NULL;
 
-  if (igraph_write_graph_graphml(&self->g, igraphmodule_filehandle_get(&fobj),
-                 /*prefixattr=*/ 1)) {
+  if (igraph_write_graph_graphml(
+    &self->g, igraphmodule_filehandle_get(&fobj), PyObject_IsTrue(prefixattr_o)
+  )) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -16930,9 +16931,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_edgelist */
   {"write_graphml", (PyCFunction) igraphmodule_Graph_write_graphml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_graphml(f)\n--\n\n"
+   "write_graphml(f, prefixattr=True)\n--\n\n"
    "Writes the graph to a GraphML file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
+   "@param prefixattr: whether attribute names in the written file should be\n"
+   "  prefixed with C{g_}, C{v_} and C{e_} for graph, vertex and edge\n"
+   "  attributes, respectively. This might be needed to ensure the uniqueness\n"
+   "  of attribute identifiers in the written GraphML file.\n"
   },
   /* interface to igraph_write_graph_leda */
   {"write_leda", (PyCFunction) igraphmodule_Graph_write_leda,
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69657062e..72047dc1a 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -360,6 +360,7 @@ def testGraphML(self):
             self.assertTrue("name" in g.vertex_attributes())
 
             g.write_graphml(tmpfname)
+            g.write_graphml(tmpfname, prefixattr=False)
 
     def testGraphMLz(self):
         with temporary_file(

From ddd0fa6613906535d7b9c2b5b60ab81c521dc594 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:47:44 +0100
Subject: [PATCH 1454/1681] chore: updated changelog

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 03ca918b0..32d6c5702 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added a `prefixattr=...` keyword argument to `Graph.write_graphml()` that
+  allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
+  written by igraph.
+
 ## [0.11.4]
 
 ### Added

From 7825c7af1963d731c57057d12fa8df77f1c5d0f3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:52:59 +0100
Subject: [PATCH 1455/1681] refactor: Graph.are_connected() was renamed to
 Graph.are_adjacent()

---
 CHANGELOG.md              |  6 ++++++
 doc/source/analysis.rst   |  2 +-
 src/_igraph/graphobject.c | 14 +++++++-------
 src/igraph/__init__.py    |  8 ++++++++
 tests/test_attributes.py  |  2 +-
 tests/test_structural.py  |  2 +-
 6 files changed, 24 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 32d6c5702..891995ccd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,12 @@
   allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
   written by igraph.
 
+### Changed
+
+- `Graph.are_connected()` has now been renamed to `Graph.are_adjacent()`,
+  following up a similar change in the C core. The old name of the function
+  is deprecated but will be kept around until at least 0.12.0.
+
 ## [0.11.4]
 
 ### Added
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 943f719cc..bb911efad 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -63,7 +63,7 @@ To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :att
     >>> v1, v2 = e.source, e.target
 
 Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
-:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
+:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_adjacent`.
 
 To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
 :meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones of course::
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 488a55740..c79b4b479 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1445,10 +1445,10 @@ PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyOb
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
- * \sa igraph_are_connected
+ * \sa igraph_are_adjacent
  */
-PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
+                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
@@ -1464,7 +1464,7 @@ PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(v2, &idx2, &self->g))
     return NULL;
 
-  if (igraph_are_connected(&self->g, idx1, idx2, &res))
+  if (igraph_are_adjacent(&self->g, idx1, idx2, &res))
     return igraphmodule_handle_igraph_error();
 
   if (res)
@@ -14554,10 +14554,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // STRUCTURAL PROPERTIES OF GRAPHS //
   /////////////////////////////////////
 
-  // interface to igraph_are_connected
-  {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
+  // interface to igraph_are_adjacent
+  {"are_adjacent", (PyCFunction) igraphmodule_Graph_are_adjacent,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2)\n--\n\n"
+   "are_adjacent(v1, v2)\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c0997aa8c..7f0e328b7 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -948,6 +948,14 @@ def Incidence(cls, *args, **kwds):
         deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
         return cls.Biadjacency(*args, **kwds)
 
+    def are_connected(self, *args, **kwds):
+        """Deprecated alias to L{Graph.are_adjacent()}."""
+        deprecated(
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
+            "instead"
+        )
+        return self.are_adjacent(*args, **kwds)
+
     def get_incidence(self, *args, **kwds):
         """Deprecated alias to L{Graph.get_biadjacency()}."""
         deprecated(
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4b6683d32..1299cada9 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -112,7 +112,7 @@ def testVertexNameIndexingBug196(self):
         g.add_vertices([a, b])
         g.add_edges([(a, b)])
         self.assertEqual(g.ecount(), 1)
-        self.assertTrue(g.are_connected(a, b))
+        self.assertTrue(g.are_adjacent(a, b))
 
     def testInvalidAttributeNames(self):
         g = Graph.Famous("bull")
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5ad20648c..bfda0f2e5 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -994,7 +994,7 @@ def testGetAllSimplePaths(self):
             self.assertEqual(15, path[-1])
             curr = path[0]
             for next in path[1:]:
-                self.assertTrue(g.are_connected(curr, next))
+                self.assertTrue(g.are_adjacent(curr, next))
                 curr = next
 
     def testPathLengthHist(self):

From 9fc0372d638ceb158fb6c0211bec0ff3ccf7c592 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Feb 2024 10:33:38 +0000
Subject: [PATCH 1456/1681] doc: clarify that we use natural logarithms for
 entropies

---
 src/igraph/clustering.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b45e6d9ce..b1fca9ab4 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,9 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    For measures involving entropies (e.g., the variation of information metric),
+    igraph uses natural logarithms.
+
     B{References}
 
       - Meila M: Comparing clusterings by the variation of information. In:

From 12a376c1d4b4d239d0887b1f752c7c93c2cf0907 Mon Sep 17 00:00:00 2001
From: David R Connell <davidconnell12@gmail.com>
Date: Wed, 6 Mar 2024 17:03:01 -0600
Subject: [PATCH 1457/1681] Update from deprecated PyCObject to PyCapsule

---
 src/_igraph/igraphmodule_api.h | 21 ++-------------------
 1 file changed, 2 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index f7eeb932b..8ab364b50 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -56,25 +56,8 @@ extern "C" {
 
   /* Return -1 and set exception on error, 0 on success */
   static int import_igraph(void) {
-    PyObject *c_api_object;
-    PyObject *module;
-
-    module = PyImport_ImportModule("igraph._igraph");
-    if (module == 0)
-      return -1;
-
-    c_api_object = PyObject_GetAttrString(module, "_C_API");
-    if (c_api_object == 0) {
-      Py_DECREF(module);
-      return -1;
-    }
-
-    if (PyCObject_Check(c_api_object))
-      PyIGraph_API = (void**)PyCObject_AsVoidPtr(c_api_object);
-
-    Py_DECREF(c_api_object);
-    Py_DECREF(module);
-    return 0;
+    PyIGraph_API = (void **)PyCapsule_Import("igraph._igraph._C_API", 0);
+    return (PyIGraph_API != NULL) ? 0 : -1;
   }
 
 #endif

From 833be5a1ba4a91d7788bd4af040a4ae42ce1a503 Mon Sep 17 00:00:00 2001
From: jpowell11 <deyoda365@gmail.com>
Date: Wed, 13 Mar 2024 18:30:18 -0500
Subject: [PATCH 1458/1681] Added clarification to the get_shortest_path()
 documentation

---
 src/_igraph/graphobject.c | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c79b4b479..b10be661f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,6 +15122,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"
@@ -15139,7 +15140,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  algorithm automatically based on whether the graph has negative weights\n"
    "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
    "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
-   "@return: see the documentation of the C{output} parameter.\n"},
+   "@return: see the documentation of the C{output} parameter.\n"
+   "@see: L{get_shortest_paths()}\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,

From 78c53f030a97327c30f02c42949ecb48797cd37e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:03:48 +0100
Subject: [PATCH 1459/1681] doc: word wrapping in improved get_shortest_path()
 docs for the console

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b10be661f..44b617cf4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,7 +15122,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
-   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
+   "This function only returns a single shortest path. Consider using L{get_shortest_paths()}\n"
+   "to find all shortest paths between a source and one or more target vertices.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"

From 558612f4a02be015872ab58f1529d6e55915d793 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:24:53 +0100
Subject: [PATCH 1460/1681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 78c931202..f8a0ea85d 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -531,6 +531,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "JDPowell648",
+      "name": "JDPowell648",
+      "avatar_url": "https://avatars.githubusercontent.com/u/41934552?v=4",
+      "profile": "https://github.com/JDPowell648",
+      "contributions": [
+        "doc"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 37b369f5d..5535a66ac 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -81,6 +81,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   <tr>
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
   </tr>
 </table>
 

From 7fd469f0158d381bfc8fcda8b66dc0b9d213639f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Mar 2024 14:03:13 +0000
Subject: [PATCH 1461/1681] build(deps): bump pypa/cibuildwheel from 2.16.5 to
 2.17.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.5 to 2.17.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.5...v2.17.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e9b7f0666..f047f808a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 7ce527528c94516cc05e86c5a8d5ce0cb1a71f60 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Rodrigo=20Monteiro=20de=20Moraes=20de=20Arruda=20Falc?=
 =?UTF-8?q?=C3=A3o?= <rmmaf98@gmail.com>
Date: Wed, 20 Mar 2024 19:52:00 -0300
Subject: [PATCH 1462/1681] Bug fix in libraries.py

The 'pop' function in line 58 is called wrongly, resulting in:

TypeError: 'builtin_function_or_method' object is not subscriptable
---
 src/igraph/io/libraries.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 52e47b8af..f35cc9545 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -55,7 +55,7 @@ def _export_graph_to_networkx(
         eattr["_igraph_index"] = i
 
         if multigraph and "_nx_multiedge_key" in eattr:
-            eattr["key"] = eattr.pop["_nx_multiedge_key"]
+            eattr["key"] = eattr.pop("_nx_multiedge_key")
 
         if vertex_attr_hashable in graph.vertex_attributes():
             hashable_source = graph.vs[vertex_attr_hashable][edge.source]

From 0be087a4ae781b17e1f29810804e4c2a12716efb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 21 Mar 2024 08:35:29 +0100
Subject: [PATCH 1463/1681] chore: updated contributors list

---
 .all-contributorsrc | 45 +++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTORS.md     |  7 +++++++
 2 files changed, 52 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f8a0ea85d..6daaa80b3 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -540,6 +540,51 @@
       "contributions": [
         "doc"
       ]
+    },
+    {
+      "login": "Adriankhl",
+      "name": "k.h.lai",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16377650?v=4",
+      "profile": "https://github.com/Adriankhl",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "gruebel",
+      "name": "Anton Grübel",
+      "avatar_url": "https://avatars.githubusercontent.com/u/33207684?v=4",
+      "profile": "https://github.com/gruebel",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "flange-ipb",
+      "name": "flange-ipb",
+      "avatar_url": "https://avatars.githubusercontent.com/u/34936695?v=4",
+      "profile": "https://github.com/flange-ipb",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "pmp-p",
+      "name": "Paul m. p. Peny",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16009100?v=4",
+      "profile": "https://discuss.afpy.org/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "DavidRConnell",
+      "name": "David R. Connell",
+      "avatar_url": "https://avatars.githubusercontent.com/u/35470740?v=4",
+      "profile": "https://davidrconnell.github.io/",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5535a66ac..dc02942b4 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -82,6 +82,13 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
   </tr>
 </table>
 

From 7ed868d8554f2e32a57c2b751935eb47b1b22025 Mon Sep 17 00:00:00 2001
From: Kreijstal <rainb@tfwno.gf>
Date: Sat, 20 Apr 2024 11:08:18 +0200
Subject: [PATCH 1464/1681] Linking with existing igraph on msys2

I've been thinking for a while if the msys2/mingw distribution should provide a package for python-igraph itself, but these are instructions to build from source, so it should suffice
---
 README.md | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a94f33f5a..afa7e83e0 100644
--- a/README.md
+++ b/README.md
@@ -77,6 +77,8 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
+Note: You need the following packages:
+`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 
@@ -158,8 +160,16 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
-Due to the lack of support of `pkg-config` on Windows, it is currently not
-possible to build against an external library on Windows.
+Due to the lack of support of `pkg-config` on MSVC, it is currently not
+possible to build against an external library on MSVC.
+
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+[mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
+simply type: 
+```
+IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
+```
+to build.
 
 **Warning:** the Python interface is guaranteed to work only with the same
 version of the C core that is vendored inside the `vendor/source/igraph`

From 96c6ff9418ebbc91b93b286f66987aa5f30a9f27 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sat, 20 Apr 2024 14:35:01 +0200
Subject: [PATCH 1465/1681] doc: update README.md styling

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index afa7e83e0..45a127ca4 100644
--- a/README.md
+++ b/README.md
@@ -77,8 +77,10 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
-Note: You need the following packages:
-`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
+
+> [!TIP]
+> You need the following packages:
+> `$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 

From 7507b87ae3d9c469a79904a398dae0d171f3632e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 23 Apr 2024 15:40:11 +0000
Subject: [PATCH 1466/1681] doc: clarify Weighted_Adjacency docs

---
 src/igraph/io/adjacency.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index ff83df5a6..7f09ed167 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -78,6 +78,8 @@ def _construct_graph_from_weighted_adjacency(
 ):
     """Generates a graph from its weighted adjacency matrix.
 
+    Only edges with a non-zero weight are created.
+
     @param matrix: the adjacency matrix. Possible types are:
       - a list of lists
       - a numpy 2D array or matrix (will be converted to list of lists)
@@ -85,12 +87,12 @@ def _construct_graph_from_weighted_adjacency(
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
       - C{"directed"} - the graph will be directed and a matrix element
-        specifies the number of edges between two vertices.
+        specifies the weight of the corresponding edge.
       - C{"undirected"} - the graph will be undirected and a matrix element
-        specifies the number of edges between two vertices. The matrix must
+        specifies the weight of the corresponding edge. The matrix must
         be symmetric.
-      - C{"max"}   - undirected graph will be created and the number of
-        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"max"}   - undirected graph will be created and the weight of the
+        edge between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
       - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
       - C{"upper"} - undirected graph with the upper right triangle of

From 8a7c573e0935c947954c1c536031ce44b9748816 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 08:54:35 +0000
Subject: [PATCH 1467/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2de2c37e3..8b2d1c666 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6
+Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86

From 6c0098609c98932a44b66003b6a1de9e75d98414 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 09:15:29 +0000
Subject: [PATCH 1468/1681] chore: update C core (and pick up attempted fix for
 linking error)

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8b2d1c666..45cb86394 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86
+Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9

From 8df1993999727fad969f6d0f1c1f5ff48ceec5d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:22 +0200
Subject: [PATCH 1469/1681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 45cb86394..9e7717014 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9
+Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0

From e7b533b06959ebc50ecf4980c3c14e1422c38c1f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:38 +0200
Subject: [PATCH 1470/1681] chore: updated pre-commit hooks

---
 .pre-commit-config.yaml | 13 +++----------
 pyproject.toml          |  5 ++---
 2 files changed, 5 insertions(+), 13 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 516ea19ca..2b88275d5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,21 +1,14 @@
 fail_fast: true
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.0.1
+    rev: v4.6.0
     hooks:
-      - id: check-ast
       - id: end-of-file-fixer
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.275
+    rev: v0.3.5
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
-
-  - repo: https://github.com/psf/black
-    rev: 22.3.0
-    hooks:
-      - id: black
-        exclude: ^doc/examples_sphinx-gallery/
-        language_version: python3
+      - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index 0d5932b7b..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,6 +3,5 @@ requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]
-ignore = ["B905", "C901", "E402", "E501"]
-line-length = 80
-select = ["B", "C", "E", "F", "W"]
+lint.ignore = ["B905", "C901", "E402", "E501"]
+lint.select = ["B", "C", "E", "F", "W"]

From 28d78c1fd825d7e1a92838fdb9146787b44f5d03 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:23:47 +0200
Subject: [PATCH 1471/1681] chore: bumped version to 0.11.5

---
 CHANGELOG.md          | 7 +++++--
 src/igraph/version.py | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 891995ccd..f787db23f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.5] - 2024-05-07
 
 ### Added
 
@@ -14,6 +14,8 @@
   following up a similar change in the C core. The old name of the function
   is deprecated but will be kept around until at least 0.12.0.
 
+- The C core of igraph was updated to version 0.10.12.
+
 ## [0.11.4]
 
 ### Added
@@ -635,7 +637,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 4c4a3bf3a..92c6ba6fb 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 4)
+__version_info__ = (0, 11, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From d9e528c8bc81dfbdd2581c73a2918eff96345871 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:33:00 +0200
Subject: [PATCH 1472/1681] chore: updated changelog based on Github
 suggestions

---
 CHANGELOG.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f787db23f..b1d41e3d0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,21 @@
 
 - The C core of igraph was updated to version 0.10.12.
 
+- Deprecated `PyCObject` API calls in the C code were replaced by calls to
+  `PyCapsule`, thanks to @DavidRConnell in
+  https://github.com/igraph/python-igraph/pull/763
+
+- `get_shortest_path()` documentation was clarified by @JDPowell648 in
+  https://github.com/igraph/python-igraph/pull/764
+
+- It is now possible to link to an existing igraph C core on MSYS2, thanks to
+  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+
+### Fixed
+
+- Bugfix in the NetworkX graph conversion code by @rmmaf in
+  https://github.com/igraph/python-igraph/pull/767
+
 ## [0.11.4]
 
 ### Added

From b656f940a1886f5bfc8f99e3d6b066563b3a0ebc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:36:36 +0200
Subject: [PATCH 1473/1681] chore: updated pre-commit hooks and contributors
 list

---
 .all-contributorsrc                    | 18 ++++++++++++++++++
 .pre-commit-config.yaml                |  1 +
 CONTRIBUTORS.md                        |  2 ++
 README.md                              |  4 ++--
 src/_igraph/graphobject.c              |  2 +-
 src/igraph/datatypes.py                |  2 +-
 tests/drawing/matplotlib/test_graph.py |  2 +-
 7 files changed, 26 insertions(+), 5 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 6daaa80b3..68c701f9e 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -585,6 +585,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "rmmaf",
+      "name": "Rodrigo Monteiro de Moraes de Arruda Falcão",
+      "avatar_url": "https://avatars.githubusercontent.com/u/23747884?v=4",
+      "profile": "https://www.linkedin.com/in/rmmaf/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Kreijstal",
+      "name": "Kreijstal",
+      "avatar_url": "https://avatars.githubusercontent.com/u/2415206?v=4",
+      "profile": "https://github.com/Kreijstal",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2b88275d5..e67e6d125 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,6 +4,7 @@ repos:
     rev: v4.6.0
     hooks:
       - id: end-of-file-fixer
+        exclude: ^tests/drawing/plotly/baseline_images
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index dc02942b4..f0945fc51 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,6 +89,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   </tr>
   <tr>
     <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
   </tr>
 </table>
 
diff --git a/README.md b/README.md
index 45a127ca4..6fb686d27 100644
--- a/README.md
+++ b/README.md
@@ -165,9 +165,9 @@ from Homebrew.
 Due to the lack of support of `pkg-config` on MSVC, it is currently not
 possible to build against an external library on MSVC.
 
-In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have
 [mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
-simply type: 
+simply type:
 ```
 IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
 ```
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 44b617cf4..9045148c3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2320,7 +2320,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
                     "Error while converting type distribution vector");
     return NULL;
   }
- 
+
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     igraph_vector_destroy(&td);
     return NULL;
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a2446802d..b16e89cfe 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,7 +184,7 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
-    
+
     def __len__(self):
         """Returns the number of rows in the matrix."""
         return len(self._data)
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 4a83cda5a..a044d323e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -156,7 +156,7 @@ def test_graph_with_curved_edges(self):
         ax.set_aspect(1.0)
 
     @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
-    def test_graph_with_curved_edges(self):
+    def test_graph_with_curved_edges_undirected(self):
         plt.close("all")
         g = Graph.Ring(24, directed=False)
         g.add_edges([(0, 1), (1, 2)])

From 895804a83161ffe0710d5a91281f431971f446e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:28:35 +0000
Subject: [PATCH 1474/1681] refactor: better error messages for non-existent
 attributes

---
 src/_igraph/attributes.c | 44 +++++++++++++++++++++++++---------------
 1 file changed, 28 insertions(+), 16 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7079fa19f..d91eb84b5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1683,12 +1683,13 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   int is_numeric, is_string, is_boolean;
   Py_ssize_t i, j;
   PyObject *o, *dict;
+  const char *attr_type_name;
 
   switch (elemtype) {
-  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  break;
-  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; break;
-  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   break;
-  default: IGRAPH_ERROR("No such attribute type", IGRAPH_EINVAL); break;
+  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  attr_type_name = "graph";  break;
+  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; attr_type_name = "vertex"; break;
+  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   attr_type_name = "edge";   break;
+  default: IGRAPH_ERROR("No such attribute type.", IGRAPH_EINVAL); break;
   }
 
   /* Get the attribute dict */
@@ -1697,12 +1698,12 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   /* Check whether the attribute exists */
   o = PyDict_GetItemString(dict, name);
   if (o == 0) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No %s attribute named \"%s\" exists.", IGRAPH_EINVAL, attr_type_name, name);
   }
 
   /* Basic type check */
   if (attrnum != ATTRHASH_IDX_GRAPH && !PyList_Check(o)) {
-    IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+    IGRAPH_ERROR("Attribute hash type mismatch.", IGRAPH_EINVAL);
   }
 
   j = PyList_Size(o);
@@ -1765,7 +1766,7 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
@@ -1781,7 +1782,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
@@ -1806,7 +1807,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
@@ -1853,7 +1854,9 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -1895,8 +1898,9 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list)
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -1949,7 +1953,9 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
@@ -1985,7 +1991,9 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -2025,7 +2033,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -2077,7 +2087,9 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))

From ad2dbb5d4bcf59a6b3aaf824d9e9129da6d48738 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:30:29 +0000
Subject: [PATCH 1475/1681] chore: update changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b1d41e3d0..93329bec9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Changed
+
+ - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+
 ## [0.11.5] - 2024-05-07
 
 ### Added

From d520c826f7f8e5cceb558df16ca2456d78e07967 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:51:28 +0000
Subject: [PATCH 1476/1681] chore: add missing changelog entry on
 is_biconnected()

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 93329bec9..a9036a3b2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -44,6 +44,8 @@
 - Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
   a bidegree sequence.
 
+- Added `Graph.is_biconnected()` to check if a graph is biconnected.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property

From e5643fc6b1174ecc6cc805aa178a5aaf7210b746 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:48:49 +0000
Subject: [PATCH 1477/1681] feat: add is_complete()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++++++++
 src/igraph/adjacency.py   |  2 +-
 tests/test_bipartite.py   |  6 ++++++
 tests/test_generators.py  |  1 +
 5 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a9036a3b2..859944b4f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Added
+
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+
 ### Changed
 
  - Error messages issued when an attribute is not found now mention the name and type of that attribute.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9045148c3..92fc7def9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -548,6 +548,25 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject*
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether an \c igraph.Graph object is a complete graph.
+ * \return \c True if the graph is complete, \c False otherwise.
+ * \sa igraph_is_complete
+ */
+PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
+  igraph_bool_t res;
+
+  if (igraph_is_complete(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res)
+    Py_RETURN_TRUE;
+  Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13625,6 +13644,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  /* interface to igraph_is_complete */
+  {"is_complete", (PyCFunction) igraphmodule_Graph_is_complete,
+   METH_NOARGS,
+   "is_complete()\n--\n\n"
+   "Checks whether the graph is complete, i.e. whether there is at least one\n"
+   "connection between all distinct pairs of vertices. In directed graphs,\n"
+   "ordered pairs are considered.\n\n"
+   "@return: C{True} if it is complete, C{False} otherwise.\n"
+   "@rtype: boolean"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index d94b246a3..b38889c81 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -140,7 +140,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
     M{m} are the number of vertices in the two vertex classes.
 
-    @param types: an igraph vector containing the vertex types, or an
+    @param types: a vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
     @return: the bipartite adjacency matrix and two lists in a triplet. The
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 45cca2fc2..f3c5cc8c7 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -172,7 +172,9 @@ def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)
 
         g1, g2 = g.bipartite_projection()
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
@@ -183,7 +185,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection_size() == (10, 45, 5, 10))
 
         g1, g2 = g.bipartite_projection(probe1=10)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(5)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(10)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g2))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g1))
@@ -191,7 +195,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection(which=True).isomorphic(g1))
 
         g1, g2 = g.bipartite_projection(multiplicity=False)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 17205eb95..733a31c66 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -110,6 +110,7 @@ def testFull(self):
         g = Graph.Full(20, directed=True)
         el = g.get_edgelist()
         el.sort()
+        self.assertTrue(g.is_complete())
         self.assertTrue(
             g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x != y]
         )

From f990480267acaf06fe86a1ee6325df606e34567e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:14 +0000
Subject: [PATCH 1478/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9e7717014..7bb245644 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0
+Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82

From d89ccfa7e4c9af1e397670d7e80b130a4c7a9175 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:54 +0000
Subject: [PATCH 1479/1681] feat: add Chung_Lu()

---
 src/_igraph/convert.c     |  14 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 131 ++++++++++++++++++++++++++++++++++++++
 3 files changed, 146 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 82201f553..a7711860e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -514,6 +514,20 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
   TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_chung_lu_t
+ */
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
+  static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
+        {"original", IGRAPH_CHUNG_LU_ORIGINAL},
+        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"nr", IGRAPH_CHUNG_LU_NR},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(chung_lu_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_coloring_greedy_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 3b35d2459..54094684c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -65,6 +65,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
 int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
   igraph_barabasi_algorithm_t *result);
 int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o, igraph_bliss_sh_t *result);
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result);
 int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result);
 int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
                   igraph_community_comparison_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 92fc7def9..4bf150049 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2169,6 +2169,57 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a Chung-Lu random graph
+ * This is intended to be a class method in Python, so the first argument
+ * is the type object and not the Python igraph object (because we have
+ * to allocate that in this method).
+ *
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_chung_lu_game
+ */
+PyObject *igraphmodule_Graph_Chung_Lu(PyTypeObject *type, PyObject *args, PyObject *kwds)
+{
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  igraph_vector_t outw, inw;
+  igraph_chung_lu_t var = IGRAPH_CHUNG_LU_ORIGINAL;
+  igraph_bool_t has_inw = false;
+  PyObject *weight_out = NULL, *weight_in = NULL, *loops = Py_True, *variant = NULL;
+
+  static char *kwlist[] = { "out", "in_", "loops", "variant", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &weight_out, &weight_in, &loops, &variant))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_chung_lu_t(variant, &var)) return NULL;
+  if (igraphmodule_PyObject_to_vector_t(weight_out, &outw, /* need_non_negative */ true)) return NULL;
+  if (weight_in) {
+    if (igraphmodule_PyObject_to_vector_t(weight_in, &inw, /* need_non_negative */ true)) {
+      igraph_vector_destroy(&outw);
+      return NULL;
+    }
+    has_inw=true;
+  }
+
+  if (igraph_chung_lu_game(&g, &outw, has_inw ? &inw : NULL, PyObject_IsTrue(loops), var)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&outw);
+    if (has_inw)
+      igraph_vector_destroy(&inw);
+    return NULL;
+  }
+
+  igraph_vector_destroy(&outw);
+  if (has_inw)
+    igraph_vector_destroy(&inw);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a De Bruijn graph
  * \sa igraph_kautz
@@ -14439,6 +14490,86 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  this is the case, also its orientation. Must be one of\n"
    "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 
+  /* interface to igraph_chung_lu_game */
+  {"Chung_Lu", (PyCFunction) igraphmodule_Graph_Chung_Lu,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
+   "Generates a Chung-Lu random graph.\n\n"
+   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
+   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
+   "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
+   "and in-weights, M{w^\\text{in}}, with equal sums,\n"
+   "M{S = \\sum_k w^\\text{out}_k = \\sum_k w^\\text{in}_k}. The connection\n"
+   "probability between M{i} and M{j} is M{p_{ij} = w^\\text{out}_i w^\\text{in}_j / S}.\n\n"
+   "This model is commonly used to create random graphs with a fixed I{expected}\n"
+   "degree sequence. The expected degree of vertex M{i} is approximately equal\n"
+   "to the weight M{w_i}. Specifically, if the graph is directed and self-loops\n"
+   "are allowed, then the expected out- and in-degrees are precisely M{w^\\text{out}}\n"
+   "and M{w^\\text{in}}. If self-loops are disallowed, then the expected out-\n"
+   "and in-degrees are M{w^\\text{out} (S - w^\\text{in}) / S} and\n"
+   "M{w^\\text{in} (S - w^\\text{out}) / S}, respectively. If the graph is\n"
+   "undirected, then the expected degrees with and without self-loops are\n"
+   "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
+   "A limitation of the original Chung-Lu model is that when some of the\n"
+   "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
+   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
+   "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
+   "will no longer relate to the weights in the manner stated above. Thus the\n"
+   "original Chung-Lu model cannot produce certain (large) expected degrees.\n\n"
+   "The overcome this limitation, this function implements additional variants of\n"
+   "the model, with modified expressions for the connection probability M{p_{ij}}\n"
+   "between vertices M{i} and M{j}. Let M{q_{ij} = w_i w_j / S}, or\n"
+   "M{q_{ij} = w^out_i w^in_j / S} in the directed case. All model\n"
+   "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
+   "approaches zero. In the original Chung-Lu model, selectable by setting\n"
+   "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
+   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
+   "to a maximum entropy model (i.e. exponential random graph model) with\n"
+   "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
+   "setting M{exp(-\\Theta_{ij}) = w_i w_j / S}. This model is also\n"
+   "discussed by Britton, Deijfen and Martin-Löf (2006). By virtue of being\n"
+   "a degree-constrained maximum entropy model, it generates graphs having\n"
+   "the same degree sequence with the same probability.\n"
+   "A third variant can be requested with C{\"nr\"}, and uses\n"
+   "M{p_{ij} = 1 - exp(-q_{ij})}. This is the underlying simple graph\n"
+   "of a multigraph model introduced by Norros and Reittu (2006).\n"
+   "For a discussion of these three model variants, see Section 16.4 of\n"
+   "Bollobás, Janson, Riordan (2007), as well as Van Der Hofstad (2013).\n\n"
+   "B{References:}\n\n"
+   "  - Chung F and Lu L: Connected components in a random graph with given degree sequences.\n"
+   "    I{Annals of Combinatorics} 6, 125-145 (2002) U{https://doi.org/10.1007/PL00012580}\n"
+   "  - Miller JC and Hagberg A: Efficient Generation of Networks with Given Expected Degrees (2011)\n"
+   "    U{https://doi.org/10.1007/978-3-642-21286-4_10}\n"
+   "  - Park J and Newman MEJ: Statistical mechanics of networks.\n"
+   "    I{Physical Review E} 70, 066117 (2004). U{https://doi.org/10.1103/PhysRevE.70.066117}\n"
+   "  - Britton T, Deijfen M, Martin-Löf A: Generating Simple Random Graphs with Prescribed Degree Distribution.\n"
+   "    I{J Stat Phys} 124, 1377–1397 (2006). U{https://doi.org/10.1007/s10955-006-9168-x}\n"
+   "  - Norros I and Reittu H: On a conditionally Poissonian graph process.\n"
+   "    I{Advances in Applied Probability} 38, 59–75 (2006).\n"
+   "    U{https://doi.org/10.1239/aap/1143936140}\n"
+   "  - Bollobás B, Janson S, Riordan O: The phase transition in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 31, 3–122 (2007). U{https://doi.org/10.1002/rsa.20168}\n"
+   "  - Van Der Hofstad R: Critical behavior in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 42, 480–508 (2013). U{https://doi.org/10.1002/rsa.20450}\n\n"
+   "@param out: the vertex weights (or out-weights). In sparse graphs\n"
+   "    these will be approximately equal to the expected (out-)degrees.\n"
+   "@param in_: the vertex in-weights, approximately equal to the expected\n"
+   "    in-degrees of the graph. If omitted, the generated graph will be\n"
+   "    undirected.\n"
+   "@param loops: whether to allow the generation of self-loops.\n"
+   "@param variant: the model variant to be used. Let M{q_{ij}=w_i w_j / S},\n"
+   "    where M{S = \\sum_k w_k}. The following variants are available:\n"
+   "  \n"
+   "     - C{\"original\"} -- the original Chung-Lu model with\n"
+   "       M{p_{ij} = min(1, q_{ij})}.\n"
+   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
+   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
+  },
+
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,

From 1408a530e8f19a845d41bb0f2a2f7672b9de6914 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 29 May 2024 10:06:38 +0000
Subject: [PATCH 1480/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7bb245644..392313cbc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82
+Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3

From a98021ed4871e62d5208c4b17b391661e500bb9b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 2 Jun 2024 23:18:47 +0000
Subject: [PATCH 1481/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 392313cbc..febc90642 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3
+Subproject commit febc90642002c6ea10a53d42d3ce005eed959477

From 7ed03140fc7d41d66cb591a93bebd159227a4c40 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 9 Jun 2024 20:33:31 +0000
Subject: [PATCH 1482/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index febc90642..78228dc28 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit febc90642002c6ea10a53d42d3ce005eed959477
+Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd

From 8f3a3e47f8659024fabc8a5eea2375310c818e81 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 15 Jun 2024 20:02:41 +0200
Subject: [PATCH 1483/1681] doc: remove section about pycairo from Christoph
 Gohlke's page as pycairo now provides wheels for Windows

---
 doc/source/install.rst | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 81bf35d5b..91fcf6f18 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -174,13 +174,6 @@ you need to install Cairo headers using your package manager (Linux) or `homebre
 
   $ pip install pycairo
 
-The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
-maintains a site containing unofficial Windows binaries for several Python extension packages,
-including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
-is simply to download it from `Christoph's site <https://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
-Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
-version of Python you are using.
-
 To check if Cairo is installed correctly on your system, run the following example::
 
   >>> import igraph as ig

From d6cea15e6ebaa79acadb40ef31939aab7f31cb6a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:12:04 +0200
Subject: [PATCH 1484/1681] ci: install setuptools explicitly

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f047f808a..9c6bdab2a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -91,7 +91,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From 1b5ed56df591b004d0d6e7be6a75fca25502405f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:30:53 +0200
Subject: [PATCH 1485/1681] ci: install setuptools explicitly for macOS and
 Windows as well

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9c6bdab2a..c6d634aff 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -159,7 +159,7 @@ jobs:
         uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -258,7 +258,7 @@ jobs:
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have

From 655310610bbcd9cabc23ef6f91c7c068e6ccdd5d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 14:31:28 +0000
Subject: [PATCH 1486/1681] build(deps): bump pypa/cibuildwheel from 2.17.0 to
 2.19.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.17.0 to 2.19.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.17.0...v2.19.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6d634aff..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 86febe456c76b9a363777592ed6abc09d81b3f2b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Jun 2024 09:43:34 -0400
Subject: [PATCH 1487/1681] chore: update C core and adapt Graph.Chung_Lu to
 changes

---
 src/_igraph/convert.c     |  2 +-
 src/_igraph/graphobject.c | 10 +++++-----
 vendor/source/igraph      |  2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a7711860e..44fe318cf 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -521,7 +521,7 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
 int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
   static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
         {"original", IGRAPH_CHUNG_LU_ORIGINAL},
-        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"maxent", IGRAPH_CHUNG_LU_MAXENT},
         {"nr", IGRAPH_CHUNG_LU_NR},
         {0,0}
     };
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4bf150049..31049e887 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14495,8 +14495,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
    "Generates a Chung-Lu random graph.\n\n"
-   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
-   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "In the original Chung-Lu model, each pair of vertices M{i} and M{j} is connected\n"
+   "with independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
    "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
    "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
    "and in-weights, M{w^\\text{in}}, with equal sums,\n"
@@ -14525,7 +14525,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
@@ -14565,8 +14565,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  \n"
    "     - C{\"original\"} -- the original Chung-Lu model with\n"
    "       M{p_{ij} = min(1, q_{ij})}.\n"
-   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
-   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"maxent\"} -- maximum entropy model with fixed expected degrees\n"
+   "       M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
    "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
   },
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 78228dc28..ad645f8f9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd
+Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4

From 40d841665b9ebc59403c11e2116e8cb672513174 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 13:56:09 +0000
Subject: [PATCH 1488/1681] chore: update C core to 0.10.13

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ad645f8f9..e1d48f89a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4
+Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557

From 2ca659a996102a36fd08f102f7af4f6970bf9c3a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:27:59 +0000
Subject: [PATCH 1489/1681] chore: typo in changelog [skip ci]

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 859944b4f..47eb6a50a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,7 +2,7 @@
 
 ### Added
 
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed
 

From 64a48dd175ba0672a26502cab62a9cc951e8fafd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 18:01:45 +0000
Subject: [PATCH 1490/1681] chore: update changelog [skip ci]

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 47eb6a50a..f93dfadfd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed

From 7b21e32e0a93151e53d21fa869abb84fc7c476bc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 18:21:15 +0200
Subject: [PATCH 1491/1681] fix: make sure to compile igrpah with LTO when
 available

---
 setup.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/setup.py b/setup.py
index 11d4cd967..1610a5f1d 100644
--- a/setup.py
+++ b/setup.py
@@ -283,6 +283,9 @@ def _compile_in(
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
+        # Use link-time optinization if available
+        args.append("-DIGRAPH_ENABLE_LTO=AUTO")
+
         # -fPIC is needed on Linux so we can link to a static igraph lib from a
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")

From f686b299439e455cd69cd23222dae9db8fde8f2e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:10:58 +0200
Subject: [PATCH 1492/1681] ci: trying to switch to uv-based build backend for
 cibuildwheel

---
 .github/workflows/build.yml | 18 ++++++++++++++++++
 pyproject.toml              |  4 ++++
 2 files changed, 22 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..6c69e2a38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,6 +29,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -63,6 +66,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -88,6 +94,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -139,6 +148,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -182,6 +194,9 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -232,6 +247,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..63ff71b8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,3 +5,7 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
+
+[tool.cibuildwheel]
+build-frontend = "build[uv]"
+

From 6c84efd878f593d1a2bf84752f67cf911251f00c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:11:27 +0200
Subject: [PATCH 1493/1681] doc: some doc fixes done while writing the tutorial
 for NetSci'24

---
 doc/source/tutorial.rst | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index ea2ce0e14..7ba2de653 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,7 +8,7 @@
 Tutorial
 ========
 
-This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the section titled :doc:`install`.
 
 .. note::
    For the impatient reader, see the :doc:`tutorials/index` page for short, self-contained examples.
@@ -16,7 +16,7 @@ This page is a detailed tutorial of |igraph|'s Python capabilities. To get an qu
 Starting |igraph|
 =================
 
-The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, an `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
@@ -79,10 +79,9 @@ This means: **U** ndirected graph with **10** vertices and **2** edges, with the
 
 .. note::
 
-   :meth:`Graph.summary` is similar to ``print`` but does not list the edges, which is
-   convenient for large graphs with millions of edges::
+   |igraph| also has a :func:`igraph.summary()` function, which is similar to ``print()`` but it does not list the edges. This is convenient for large graphs with millions of edges::
 
-     >>> summary(g)
+     >>> ig.summary(g)
      IGRAPH U--- 10 2 --
 
 
@@ -206,7 +205,7 @@ answer can quickly be given by checking the degree distributions of the two grap
 
 Setting and retrieving attributes
 =================================
-As mentioned above, in |igraph| each vertex and each edge have a numeric id from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertex and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
+As mentioned above, vertices and edges of a graph in |igraph| have numeric IDs from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertices and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
 
 To demonstrate the use of attributes, let us create a simple social network::
 
@@ -604,6 +603,8 @@ Method name                          Short name      Algorithm description
 ``layout_circle``                    ``circle``,     Deterministic layout that places the
                                      ``circular``    vertices on a circle
 ------------------------------------ --------------- ---------------------------------------------
+``layout_davidson_harel``            ``dh``          Davidson-Harel simulated annealing algorithm
+------------------------------------ --------------- ---------------------------------------------
 ``layout_drl``                       ``drl``         The `Distributed Recursive Layout`_ algorithm
                                                      for large graphs
 ------------------------------------ --------------- ---------------------------------------------
@@ -612,6 +613,10 @@ Method name                          Short name      Algorithm description
 ``layout_fruchterman_reingold_3d``   ``fr3d``,       Fruchterman-Reingold force-directed algorithm
                                      ``fr_3d``       in three dimensions
 ------------------------------------ --------------- ---------------------------------------------
+``layout_graphopt``                  ``graphopt``    The GraphOpt algorithm for large graphs
+------------------------------------ --------------- ---------------------------------------------
+``layout_grid``                      ``grid``        Regular grid layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          Kamada-Kawai force-directed algorithm
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai_3d``           ``kk3d``,       Kamada-Kawai force-directed algorithm
@@ -621,6 +626,8 @@ Method name                          Short name      Algorithm description
                                      ``lgl``,        large graphs
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
+``layout_mds``                       ``mds``         Multidimensional scaling layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_random``                    ``random``      Places the vertices completely randomly
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Places the vertices completely randomly in 3D
@@ -630,7 +637,7 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_reingold_tilford_circular`` ``rt_circular`` Reingold-Tilford tree layout with a polar
                                                      coordinate post-transformation, useful for
-                                     ``tree``        (almost) tree-like graphs
+                                                     (almost) tree-like graphs
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_sphere``                    ``sphere``,     Deterministic layout that places the vertices
                                      ``spherical``,  evenly on the surface of a sphere
@@ -652,9 +659,9 @@ are passed intact to the chosen layout method. For instance, the following two c
 completely equivalent::
 
   >>> layout = g.layout_reingold_tilford(root=[2])
-  >>> layout = g.layout("rt", [2])
+  >>> layout = g.layout("rt", root=[2])
 
-Layout methods return a :class:`~layout.Layout` object which behaves mostly like a list of lists.
+Layout methods return a :class:`~layout.Layout` object, which behaves mostly like a list of lists.
 Each list entry in a :class:`~layout.Layout` object corresponds to a vertex in the original graph
 and contains the vertex coordinates in the 2D or 3D space. :class:`~layout.Layout` objects also
 contain some useful methods to translate, scale or rotate the coordinates in a batch.

From 8f4314176bd7f77958d861923ef0ef20c4143775 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:14:49 +0200
Subject: [PATCH 1494/1681] Revert "ci: trying to switch to uv-based build
 backend for cibuildwheel"

This reverts commit 702902c8386f9292b33989c57212a89a2e0e13e7.
---
 .github/workflows/build.yml | 18 ------------------
 pyproject.toml              |  4 ----
 2 files changed, 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6c69e2a38..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,9 +29,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -66,9 +63,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -94,9 +88,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -148,9 +139,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -194,9 +182,6 @@ jobs:
         with:
           python-version: '3.11.2'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -247,9 +232,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 63ff71b8c..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,3 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
-
-[tool.cibuildwheel]
-build-frontend = "build[uv]"
-

From 0faa5ce398c6f02dcc046c00f2a508b165842edb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:20:05 +0200
Subject: [PATCH 1495/1681] ci: trying to fix CentOS 7 deprecation

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 7 +++++++
 2 files changed, 9 insertions(+), 2 deletions(-)
 create mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..22056bec2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
new file mode 100755
index 000000000..bbc30fb5f
--- /dev/null
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
+# is gone.
+
+sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
+sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+

From 5a6c1337046f6ad96e9324788e0bfd8c7bfc2126 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:42:07 +0000
Subject: [PATCH 1496/1681] feat: mean_degree()

---
 src/_igraph/graphobject.c | 31 +++++++++++++++++++++++++++++++
 tests/test_structural.py  |  7 +++++++
 2 files changed, 38 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31049e887..f97c2a2f5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -962,6 +962,29 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the mean degree
+ * \return the mean degree
+ * \sa igraph_mean_degree
+ */
+PyObject *igraphmodule_Graph_mean_degree(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  char *kwlist[] = { "loops", NULL };
+  igraph_real_t res;
+  PyObject *loops = Py_True;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+    return NULL;
+
+  if (igraph_mean_degree(&self->g, &res, PyObject_IsTrue(loops))) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
+}
+
 /** \ingroup python_interface_graph
  * \brief The maximum degree of some vertices in an \c igraph.Graph
  * \return the maxium degree as a Python object
@@ -15075,6 +15098,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  assumes that there can't be any loops.\n"
    "@return: the density of the graph."},
 
+  /* interface to igraph_mean_degree */
+  {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
+   METH_VARARGS | METH_KEYWORDS,
+   "mean_degree(loops=True)\n--\n\n"
+   "Calculates the mean degree of the graph.\n\n"
+   "@param loops: whether to consider self-loops during the calculation\n"
+   "@return: the mean degree of the graph."},
+
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index bfda0f2e5..b9d90a7dd 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -24,6 +24,13 @@ def testDensity(self):
         self.assertAlmostEqual(7 / 16, self.gdir.density(True), places=5)
         self.assertAlmostEqual(1 / 7, self.tree.density(), places=5)
 
+    def testMeanDegree(self):
+        self.assertEqual(9.0, self.gfull.mean_degree())
+        self.assertEqual(0.0, self.gempty.mean_degree())
+        self.assertEqual(2.5, self.g.mean_degree())
+        self.assertEqual(7 / 4, self.gdir.mean_degree())
+        self.assertAlmostEqual(13 / 7, self.tree.mean_degree(), places=5)
+
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
         self.assertTrue(self.gempty.diameter(unconn=False) == inf)

From 0b09b42c9c71ff3a236e394402525e32aeca22c8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:29:11 +0000
Subject: [PATCH 1497/1681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f93dfadfd..ddf5a8326 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed
 

From 145baf40f2210babe3417806580b0f71786bac47 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 3 Jul 2024 09:28:29 +0000
Subject: [PATCH 1498/1681] refactor: rewire() now does 10 times the number of
 edges trials by default

---
 src/_igraph/graphobject.c | 24 +++++++++++++++---------
 1 file changed, 15 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..7def34ffb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6432,14 +6432,19 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "n", "mode", NULL };
-  Py_ssize_t n = 1000;
-  PyObject *mode_o = Py_None;
+  PyObject *n_o = Py_None, *mode_o = Py_None;
+  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &n, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
     return NULL;
+  }
 
-  CHECK_SSIZE_T_RANGE(n, "number of rewiring attempts");
+  if (n_o != Py_None) {
+    if (igraphmodule_PyObject_to_integer_t(n_o, &n)) {
+      return NULL;
+    }
+  }
 
   if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
     return NULL;
@@ -15810,12 +15815,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=1000, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, mode=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "Please note that the rewiring is done \"in-place\", so the original\n"
-   "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
-   "@param n: the number of rewiring trials.\n"
+   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
+   "If you want to preserve the original graph, use the L{copy} method before\n"
+   "rewiring.\n\n"
+   "@param n: the number of rewiring trials. The default is 10 times the number\n"
+   "  of edges.\n"
    "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},

From 8dee4a0a85a7e7386abb9d3170cdba8a6aad61c2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:31:59 +0000
Subject: [PATCH 1499/1681] feat: Graph.Hypercube()

---
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  |  5 +++++
 2 files changed, 52 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7def34ffb..e0f921120 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2758,6 +2758,41 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates hypercube graph
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hypercube
+ */
+PyObject *igraphmodule_Graph_Hypercube(PyTypeObject * type,
+                                       PyObject * args, PyObject * kwds)
+{
+  Py_ssize_t n;
+  igraph_bool_t directed;
+  PyObject *o_directed = Py_False;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "n", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|O", kwlist, &n, &o_directed)) {
+    return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  directed = PyObject_IsTrue(o_directed);
+
+  if (igraph_hypercube(&g, n, directed)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
@@ -14205,6 +14240,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
+  /* interface to igraph_hypercube */
+  {"Hypercube", (PyCFunction) igraphmodule_Graph_Hypercube,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hypercube(n, directed=False)\n--\n\n"
+   "Generates an n-dimensional hypercube graph.\n\n"
+   "The hypercube graph M{Q_n} has M{2^n} vertices and M{2^{n-1} n} edges.\n"
+   "Two vertices are connected when the binary representations of their vertex\n"
+   "IDs differ in precisely one bit.\n"
+   "@param n: the dimension of the hypercube graph\n"
+   "@param directed: whether to create a directed graph; edges will point\n"
+   "    from lower index vertices towards higher index ones."},
+
   /* interface to igraph_biadjacency */
   {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 733a31c66..30cc58d23 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -161,6 +161,11 @@ def testHexagonalLattice(self):
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
+    def testHypercube(self):
+        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        g = Graph.Hypercube(3)
+        self.assertEqual(g.get_edgelist(), el)
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")

From 1a5bcccd97603456f8a16bafea3be1501dfb7046 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:32:27 +0000
Subject: [PATCH 1500/1681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ddf5a8326..4f50ecdd9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.

From bb0efcfc6b7a097b51a4ada534ab7ed034d5bca8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:55:30 +0000
Subject: [PATCH 1501/1681] feat: is_clique() and is_independent_vertex_set()

---
 src/_igraph/graphobject.c | 87 +++++++++++++++++++++++++++++++++++++++
 tests/test_cliques.py     |  4 ++
 2 files changed, 91 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0f921120..e33131b25 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -567,6 +567,77 @@ PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObjec
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether a given vertex set forms a clique
+ */
+PyObject *igraphmodule_Graph_is_clique(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  PyObject *directed = Py_False;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &list, &directed)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_clique(&self->g, vs, PyObject_IsTrue(directed), &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
+/** \ingroup python_interface_graph
+ * \brief Checks whether a the given vertices form an independent set
+ */
+PyObject *igraphmodule_Graph_is_independent_vertex_set(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_independent_vertex_set(&self->g, vs, &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13768,6 +13839,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is complete, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  {"is_clique", (PyCFunction) igraphmodule_Graph_is_clique,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_clique(vertices=None, directed=False)\n--\n\n"
+   "Decides whether a set of vertices is a clique, i.e. a fully connected subgraph.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@param directed: whether to require mutual connections between vertex pairs\n"
+   "    in directed graphs.\n"
+   "@return: C{True} is the given vertex set is a clique, C{False} if not.\n"},
+
+  {"is_independent_vertex_set", (PyCFunction) igraphmodule_Graph_is_independent_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_independent_vertex_set(vertices=None)\n--\n\n"
+   "Decides whether no two vertices within a set are adjacent.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@return: C{True} is the given vertices form an independent set, C{False} if not.\n"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3d63dd363..3c1c215e9 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -66,12 +66,14 @@ def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.largest_cliques())))
 
     def testMaximalCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques())),
             [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.maximal_cliques())))
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques(min=4))),
             [[1, 2, 3, 4], [1, 2, 4, 5]],
@@ -136,6 +138,7 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
+        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -152,6 +155,7 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
+        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)

From b5b422a881cca594f4f3be838a0d3d02f65de091 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:56:32 +0000
Subject: [PATCH 1502/1681] chore: update changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4f50ecdd9..fc8c5dab8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,8 @@
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed

From 8e43032d17e6a060594c0256d715aa929ac1807c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:42 +0200
Subject: [PATCH 1503/1681] chore: updated changelog

---
 CHANGELOG.md | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc8c5dab8..e1cba8656 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,34 @@
 # igraph Python interface changelog
 
+## [0.11.6] - 2024-07-08
+
 ### Added
 
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+   several related models.
+
+ - Added `Graph.is_complete()` to test if there is a connection between all
+   distinct pairs of vertices.
+
  - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
- - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
+
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+   independent set.
+
+ - Added `Graph.mean_degree()` for a convenient way to compute the average
+   degree of a graph.
 
 ### Changed
 
- - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+ - The C core of igraph was updated to version 0.10.13.
+
+ - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+   edges by default.
+
+ - Error messages issued when an attribute is not found now mention the name
+   and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
 
@@ -667,7 +684,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3

From bac56e0ffeec965e6182e341a0b79bda9c22e09d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:58 +0200
Subject: [PATCH 1504/1681] fix: fix EOL in fixup_centos_7_in_ci.sh

---
 scripts/fixup_centos_7_in_ci.sh | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index bbc30fb5f..17a9f74e6 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,4 +4,3 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-

From 9d365148b815df908fa18f4effcafa56d49217da Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:52:34 +0200
Subject: [PATCH 1505/1681] chore: bumped version to 0.11.6

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 92c6ba6fb..dfef0870c 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 5)
+__version_info__ = (0, 11, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 3f46d384e08a56cc01d6c316eee4b4328761fb58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 19:52:13 +0200
Subject: [PATCH 1506/1681] fix: update script that fixes the CentOS build

---
 scripts/fixup_centos_7_in_ci.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index 17a9f74e6..74bc18173 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,3 +4,5 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
+

From ec94854d99ebcc26714fec8560609c8e76d52f21 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Jul 2024 13:24:46 +0000
Subject: [PATCH 1507/1681] build(deps): bump pypa/cibuildwheel from 2.19.1 to
 2.19.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.1 to 2.19.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.1...v2.19.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22056bec2..7d1eb9fd5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From cc5e7082b1c35c763ffd3d4c753cda6b7c7e1153 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 20:41:53 +0200
Subject: [PATCH 1508/1681] ci: remove CentOS 7 specific hack from CI build

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 8 --------
 2 files changed, 2 insertions(+), 10 deletions(-)
 delete mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d1eb9fd5..b86dc0b30 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
deleted file mode 100755
index 74bc18173..000000000
--- a/scripts/fixup_centos_7_in_ci.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/bin/bash
-# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
-# is gone.
-
-sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
-sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
-

From e0ef1d779e2e6e89efb0f2854d89d0576d2f587f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 08:54:15 +0000
Subject: [PATCH 1509/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index e1d48f89a..ac22a920d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557
+Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529

From f999bb279b0fd6bf3245c09d31594c6ca9d1f671 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 18:43:14 +0000
Subject: [PATCH 1510/1681] doc: fix typos in Chung_Lu() docs

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e33131b25..6322969fa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14675,7 +14675,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
    "A limitation of the original Chung-Lu model is that when some of the\n"
    "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
-   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "Chung and Lu's original paper excludes the use of such weights. When\n"
    "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
    "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
    "will no longer relate to the weights in the manner stated above. Thus the\n"
@@ -14687,7 +14687,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From cdcf4ef0bd3db50e9e8929236a1d29603f0ff647 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Jul 2024 13:09:57 +0200
Subject: [PATCH 1511/1681] fix: replace deprecated iteritems() method from
 Python 2, closes #789

---
 src/igraph/clustering.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b1fca9ab4..89b34b56e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1376,7 +1376,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
     elif isinstance(mark_groups, dict):
-        group_iter = mark_groups.iteritems()
+        group_iter = mark_groups.items()
     elif hasattr(mark_groups, "__getitem__") and hasattr(mark_groups, "__len__"):
         # Lists, tuples
         try:
@@ -1399,7 +1399,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
         # Iterators etc
         group_iter = mark_groups
     else:
-        group_iter = {}.iteritems()
+        group_iter = {}.items()
 
     def cluster_index_resolver():
         for group, color in group_iter:

From 130d055f114ba7be676e1f1df91296b96f5db0c4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Jul 2024 11:39:00 +0200
Subject: [PATCH 1512/1681] chore: add some modifications to the Sphinx config
 file based on a notification from Read the Docs

---
 doc/source/conf.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1bfee14a2..334b52e6a 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -187,6 +187,14 @@ def get_igraph_version():
 # Output file base name for HTML help builder.
 htmlhelp_basename = "igraphdoc"
 
+# Integration with Read the Docs since RTD is not manipulating the Sphinx
+# config files on its own any more.
+# This is according to:
+# https://about.readthedocs.com/blog/2024/07/addons-by-default/
+html_baseurl = os.environ.get("READTHEDOCS_CANONICAL_URL", "")
+html_context = {}
+if os.environ.get("READTHEDOCS", "") == "True":
+    html_context["READTHEDOCS"] = True
 
 # -- Options for pydoctor ------------------------------------------------------
 

From 0479d0a9ba1052e3968b02663c376d07c52e36e2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 21 Jul 2024 14:44:03 +0200
Subject: [PATCH 1513/1681] ci: update to upload-artifact@v4

---
 .github/workflows/build.yml | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b86dc0b30..8d1905c12 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,8 +45,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -70,8 +71,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_musllinux:
@@ -96,8 +98,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
@@ -163,8 +166,9 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_wasm:
@@ -204,8 +208,9 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-wasm
           path: ./dist/*.whl
 
   build_wheel_win:
@@ -270,8 +275,9 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_sdist:
@@ -312,8 +318,9 @@ jobs:
           pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: sdist
           path: dist/*.tar.gz
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
@@ -375,3 +382,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+

From 0afb1886a8c1867156072f7ad15d3a52b8414599 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 5 Aug 2024 13:36:15 +0000
Subject: [PATCH 1514/1681] build(deps): bump pypa/cibuildwheel from 2.19.2 to
 2.20.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.2 to 2.20.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.2...v2.20.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..0ddaf3a57 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 325995b432ee1d5da71c31727cfa3551f53a561f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:38:57 +0200
Subject: [PATCH 1515/1681] Skip tests for Python 3.13 until SciPy starts
 publishing wheels

---
 .github/workflows/build.yml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0ddaf3a57..cdc66a3b6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,8 +35,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -164,6 +165,8 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
+          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -267,8 +270,9 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From eecbfce892a790338ad5215d2c282796de379637 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:31:31 +0200
Subject: [PATCH 1516/1681] ci: skip Python 3.13 tests completely on Windows
 (even on 64-bit)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cdc66a3b6..f7378cbd8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
           # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From d8ff20de6dda6e087f006dd7957a9b8b63f0309f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:57:52 +0200
Subject: [PATCH 1517/1681] ci: update to Pyodide 0.26.2 and fix build script

---
 .github/workflows/build.yml  | 2 +-
 scripts/fix_pyodide_build.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f7378cbd8..d697545c2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -195,7 +195,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.45'
+          version: '3.1.52'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 79d451969..46d190518 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -9,5 +9,5 @@
 
 target_file = target_dir / "Emscripten.cmake"
 if not target_file.is_file():
-    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    url = "https://raw.githubusercontent.com/pyodide/pyodide-build/main/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
     urlretrieve(url, str(target_file))

From aee757ecfb323db39a04a2bd1e309d5866391094 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:29:55 +0200
Subject: [PATCH 1518/1681] ci: really update to Pyodide 0.26.2

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d697545c2..98784cd75 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -200,7 +200,7 @@ jobs:
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.24.1
+          pip install pyodide-build==0.26.2
           python3 scripts/fix_pyodide_build.py
           pyodide build
 

From 4b2bf7e9e1e5fcfcc0ee87269fa5b7bcf12140d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Aug 2024 15:03:35 +0200
Subject: [PATCH 1519/1681] chore: fast-forward vendored igraph to tip of
 master

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ac22a920d..28868a2fc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529
+Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c

From 3fb94e259130a4e9f0d777deaee68aeddfe7512a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:38:46 +0000
Subject: [PATCH 1520/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 28868a2fc..33c01b0a1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c
+Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c

From 507c64458f472b80bf5c0b505accfdcfaa72e001 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:39:43 +0000
Subject: [PATCH 1521/1681] feat: allow selecting specific integer programming
 feedback arc set problem formulations

---
 src/_igraph/convert.c     | 2 ++
 src/_igraph/graphobject.c | 8 ++++++--
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3529d6921 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -596,6 +596,8 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
         {"exact", IGRAPH_FAS_EXACT_IP},
         {"exact_ip", IGRAPH_FAS_EXACT_IP},
         {"ip", IGRAPH_FAS_EXACT_IP},
+        {"ip_ti", IGRAPH_FAS_EXACT_IP_TI},
+        {"ip_cg", IGRAPH_FAS_EXACT_IP_CG},
         {0,0}
     };
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..9d696c905 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15442,8 +15442,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  breaking heuristic of Eades, Lin and Smyth, which is linear in the number\n"
    "  of edges but not necessarily optimal; however, it guarantees that the\n"
    "  number of edges to be removed is smaller than |E|/2 - |V|/6. C{\"ip\"} uses\n"
-   "  an integer programming formulation which is guaranteed to yield an optimal\n"
-   "  result, but is too slow for large graphs.\n"
+   "  the most efficient available integer programming formulation which is guaranteed\n"
+   "  to yield an optimal result. Specific integer programming formulations can be\n"
+   "  selected using C{\"ip_ti\"} (using triangle inequalities) and C{\"ip_cg\"}\n"
+   "  (a minimum set cover formulation using incremental constraint generation).\n"
+   "  Note that the minimum feedback arc set problem is NP-hard, therefore all methods\n"
+   "  that obtain exact optimal solutions are infeasibly slow on large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 

From 0a09dd1a03a569d24fce3f2c1ffda790e3543285 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 16:43:42 +0000
Subject: [PATCH 1522/1681] feat: feedback_vertex_set()

---
 src/_igraph/convert.c     | 13 +++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 59 +++++++++++++++++++++++++++++++++++++++
 3 files changed, 73 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3529d6921..a96bc514d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -603,6 +603,19 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
+ */
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
+  igraph_fas_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
+        {"ip", IGRAPH_FVS_EXACT_IP},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(fvs_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_get_adjacency_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 54094684c..22f28eb75 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,6 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9d696c905..bdcfd3d8c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5558,6 +5558,48 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a feedback vertex set for a graph
+ * \return a list containing the indices in the chosen feedback vertex set
+ * \sa igraph_feedback_vertex_set
+ */
+PyObject *igraphmodule_Graph_feedback_vertex_set(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "weights", "method", NULL };
+  igraph_vector_t* weights = 0;
+  igraph_vector_int_t res;
+  igraph_fvs_algorithm_t algo = IGRAPH_FVS_EXACT_IP;
+  PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &algo_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_fvs_algorithm_t(algo_o, &algo))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+    ATTRIBUTE_TYPE_VERTEX))
+    return NULL;
+
+  if (igraph_vector_int_init(&res, 0)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+  }
+
+  if (igraph_feedback_vertex_set(&self->g, &res, weights, algo)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
+
+  return result_o;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates a single shortest path between a source and a target vertex
  * \return a list containing a single shortest path from the source to the target
@@ -15451,6 +15493,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 
+  /* interface to igraph_feedback_vertex_set */
+  {"feedback_vertex_set", (PyCFunction) igraphmodule_Graph_feedback_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "feedback_vertex_set(weights=None, method=\"ip\")\n--\n\n"
+   "Calculates a minimum feedback vertex set.\n\n"
+   "A feedback vertex set is a set of edges whose removal makes the graph acyclic.\n"
+   "Finding a minimum feedback vertex set is an NP-hard problem both in directed\n"
+   "and undirected graphs.\n\n"
+   "@param weights: vertex weights to be used. Can be a sequence or iterable or\n"
+   "  even a vertex attribute name. When given, the algorithm will strive to\n"
+   "  remove lightweight vertices in order to minimize the total weight of the\n"
+   "  feedback vertex set.\n"
+   "@param method: the algorithm to use. C{\"ip\"} uses an exact integer programming\n"
+   "  approach, and is currently the only available method.\n"
+   "@return: the IDs of the vertices to be removed, in a list.\n\n"
+  },
+
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,

From 86c73639ffedf750ae04a23a19c22860a1027efc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:44:50 +0200
Subject: [PATCH 1523/1681] fix: fix signature of
 igraphmodule_PyObject_to_fvs_algorithm_t

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a96bc514d..6ee49205c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -608,7 +608,7 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
  * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
  */
 int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
-  igraph_fas_algorithm_t *result) {
+  igraph_fvs_algorithm_t *result) {
   static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
         {"ip", IGRAPH_FVS_EXACT_IP},
         {0,0}

From 456e70609ca2a87bd268360d258b820cb2854ff5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:46:53 +0200
Subject: [PATCH 1524/1681] fix: also fix signature here

---
 src/_igraph/convert.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 22f28eb75..873be1dc0 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,7 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
-int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);

From 9716dfef300f496a5cadb4aae6aef5d5d6c5cbda Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 21 Aug 2024 10:36:14 +0200
Subject: [PATCH 1525/1681] fix: fix a potential memory leak in
 Graph.get_shortest_path_astar()'s heuristic function

---
 src/_igraph/graphobject.c | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bdcfd3d8c..38ab0f5b5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5713,6 +5713,7 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
   to_o = igraphmodule_integer_t_to_PyObject(to);
   if (to_o == NULL) {
     /* Error in conversion, return 1 */
+    Py_DECREF(from_o);
     return IGRAPH_FAILURE;
   }
 
@@ -5727,9 +5728,11 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
 
   if (igraphmodule_PyObject_to_real_t(result_o, result)) {
     /* Error in conversion, return 1 */
+    Py_DECREF(result_o);
     return IGRAPH_FAILURE;
   }
 
+  Py_DECREF(result_o);
   return IGRAPH_SUCCESS;
 }
 

From cc4fbce775114f279898bc29b5283f5c4e364013 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 10:46:43 +0200
Subject: [PATCH 1526/1681] ci: re-enable tests for Python 3.13 because SciPy
 now has wheels for 3.13

---
 .github/workflows/build.yml | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 98784cd75..797fdbb3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,9 +35,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -165,8 +164,6 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
-          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -270,9 +267,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 77698a00cc3964579d0d05639e615b516d78c54a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:00:13 +0200
Subject: [PATCH 1527/1681] ci: disable PyPy 3.8 as it is EOL

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 797fdbb3c..5c3651368 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From dd5ce269aef6807a9442b437da36b7a9542619ac Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:12:55 +0200
Subject: [PATCH 1528/1681] ci: update Python to 3.12.1 when building with
 Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5c3651368..79b546fea 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -184,7 +184,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.1'
 
       - name: Install OS dependencies
         run:

From 72506cba1ca372ef6c36bca5b604f807e1687432 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:20:03 +0200
Subject: [PATCH 1529/1681] ci: also try disabling PyPy 3.9

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 79b546fea..b3ddc6850 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 3e8d9f2f8411d5296c660ded932598b8c90737fe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:07 +0200
Subject: [PATCH 1530/1681] ci: try to fix PyPy failures in a different way

---
 .github/workflows/build.yml | 2 +-
 pyproject.toml              | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b3ddc6850..a86043b91 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..ac22a60d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,10 @@
 [build-system]
-requires = ["setuptools", "wheel"]
+requires = [
+    "wheel",
+    # pin setuptools:
+    # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
+    "setuptools>=64,<72.2.0"
+]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]

From 137b48399afbccd2b297ab59d167ad17069b30d5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:46 +0200
Subject: [PATCH 1531/1681] ci: fix Emscripten version for newer Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a86043b91..eb0ab1eeb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.52'
+          version: '3.1.58'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel

From d9b11f809d6b5289c19163a79374df23b58bfac4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:32:25 +0200
Subject: [PATCH 1532/1681] ci: skip SciPy tests for Python 3.13 on Linux/i686

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eb0ab1eeb..69d4e92f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -36,7 +36,7 @@ jobs:
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0

From b7c9a4195757a28846b135906d299b3c65092383 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:41:34 +0200
Subject: [PATCH 1533/1681] fix: Python 3.13 now provides PyLong_AsInt() so we
 need to rename ours

---
 src/_igraph/convert.c | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 6ee49205c..b02edcbd2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,14 +41,18 @@
 
 /**
  * \brief Converts a Python long to a C int
- *
+ * 
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
+ * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
+ *
  * Returns -1 if there was an error, 0 otherwise.
  */
-int PyLong_AsInt(PyObject* obj, int* result) {
+int PyLong_AsInt_OutArg(PyObject* obj, int* result) {
   long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
     PyErr_SetString(PyExc_OverflowError, "long integer too small for conversion to C int");
@@ -92,7 +96,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
     return 0;
 
   if (PyLong_Check(o))
-    return PyLong_AsInt(o, result);
+    return PyLong_AsInt_OutArg(o, result);
 
   s = PyUnicode_CopyAsString(o);
   if (s == 0) {
@@ -174,7 +178,7 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
     }
 
     if (PyLong_Check(o)) {
-      return PyLong_AsInt(o, result);
+      return PyLong_AsInt_OutArg(o, result);
     }
 
     s = PyUnicode_CopyAsString(o);
@@ -410,15 +414,15 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
         }
         w->pos = w_pos_int;
       } else if (!strcasecmp(kv, "howmany")) {
-        if (PyLong_AsInt(value, &w->howmany)) {
+        if (PyLong_AsInt_OutArg(value, &w->howmany)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "il")) {
-        if (PyLong_AsInt(value, &w->il)) {
+        if (PyLong_AsInt_OutArg(value, &w->il)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "iu")) {
-        if (PyLong_AsInt(value, &w->iu)) {
+        if (PyLong_AsInt_OutArg(value, &w->iu)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "vl")) {
@@ -426,7 +430,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        if (PyLong_AsInt(value, &w->vestimate)) {
+        if (PyLong_AsInt_OutArg(value, &w->vestimate)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "balance")) {

From 4e4ecd2c80384a9f3ddd505768aad147e4d1cfed Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:43:25 +0200
Subject: [PATCH 1534/1681] doc: fix comments of PyLong_AsInt_OutArg()

---
 src/_igraph/convert.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b02edcbd2..1964d40e1 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,13 +41,13 @@
 
 /**
  * \brief Converts a Python long to a C int
- * 
+ *
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
- * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
- * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * Note that Python 3.13 also provides a PyLong_AsInt() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt()
  * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
  *
  * Returns -1 if there was an error, 0 otherwise.

From c7644a887a639249d8fcacf014816744fd60109d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 16:04:41 +0200
Subject: [PATCH 1535/1681] doc: fix typo

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 38ab0f5b5..9faabab39 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14732,7 +14732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to as the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 29cd810af868416af4f16ae07f2306ad37937819 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 Sep 2024 15:45:43 +0200
Subject: [PATCH 1536/1681] chore: updated changelog and vendored igraph

---
 CHANGELOG.md         | 22 ++++++++++++++++++++++
 vendor/source/igraph |  2 +-
 2 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e1cba8656..5644c8f92 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,27 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added `Graph.feedback_vertex_set()` to calculate a feedback vertex set of the
+  graph.
+
+- Added new methods to `Graph.feedback_arc_set()` that allows the user to
+  select the specific integer problem formulation used by the underlying
+  solver.
+
+### Changed
+
+- Ensured compatibility with Python 3.13.
+
+- The C core of igraph was updated to version 0.10.14.
+
+### Fixed
+
+- Fixed a potential memory leak in the `Graph.get_shortest_path_astar()` heuristic
+  function callback
+
 ## [0.11.6] - 2024-07-08
 
 ### Added
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 33c01b0a1..3dd336a4e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c
+Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c

From 23fd3b986d219e1469b6d72ecb4a9bbd707bf80a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 13:32:21 +0000
Subject: [PATCH 1537/1681] build(deps): bump pypa/cibuildwheel from 2.20.0 to
 2.21.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.20.0 to 2.21.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.20.0...v2.21.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 69d4e92f4..d080f8a32 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 98748ea0cab1da5311211d67a96f79ba0b7c0ee7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 13:07:01 +0000
Subject: [PATCH 1538/1681] build(deps): bump pypa/cibuildwheel from 2.21.1 to
 2.21.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.1 to 2.21.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.1...v2.21.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d080f8a32..42d2a15f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 4719c24657f849754139633a62fa4e8e849cc111 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 13:37:09 +0000
Subject: [PATCH 1539/1681] build(deps): bump pypa/cibuildwheel from 2.21.2 to
 2.21.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.2 to 2.21.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.2...v2.21.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 42d2a15f1..18784b018 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0a761ad31cf9f3cf549d53c5a993a5b5d14dda9e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:45:47 +0200
Subject: [PATCH 1540/1681] fix: pin down Sphinx to 8.0.2 until a new PyDoctor
 is released that is compatible with Sphinx 8.1

---
 doc/source/requirements.txt | 1 +
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 869964a7d..715f2c3d3 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,6 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
+sphinx==8.0.2
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3a65cc264..f4090eceb 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 1eff3ef9815b7e139d465c7ad80fdf328df0021f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:07 +0200
Subject: [PATCH 1541/1681] chore: bumped version to 0.11.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5644c8f92..2aebb80bc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.7] - 2024-10-24
 
 ### Added
 
@@ -706,7 +706,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index dfef0870c..129b73173 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 6)
+__version_info__ = (0, 11, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From fbbf07abe77a77a3c9696c2ac32878b0cfa23c08 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:48 +0200
Subject: [PATCH 1542/1681] chore: bumped version to 0.11.7


From ceff4833466009be01cb9a22211ecb318361185f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:59:07 +0200
Subject: [PATCH 1543/1681] fix(rtd): build with Python 3.11 so we can get
 Sphinx 8

---
 .readthedocs.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index b323c94be..7de01065a 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -21,7 +21,7 @@ build:
     - zlib1g-dev
 
   tools:
-    python: "3.9"
+    python: "3.11"
     # You can also specify other tool versions:
     # nodejs: "16"
     # rust: "1.55"

From 58b487064d73e5ad35f15efc51a5cd0d4e7a181a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:03:27 +0200
Subject: [PATCH 1544/1681] fix(rtd): fix version number of Python in
 scripts/rtd_prebuild.sh

---
 scripts/rtd_prebuild.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
index 9b41bab13..461cf2cc4 100755
--- a/scripts/rtd_prebuild.sh
+++ b/scripts/rtd_prebuild.sh
@@ -12,4 +12,4 @@ echo "Modularize pure Python modules"
 echo "NOTE: Patch pydoctor to trigger build-finished before RTD extension"
 # see https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx.application.Sphinx.connect
 # see also https://github.com/readthedocs/readthedocs.org/pull/4054 - might or might not be exactly what we are seeing here
-sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.9/site-packages/pydoctor/sphinx_ext/build_apidocs.py
+sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.11/site-packages/pydoctor/sphinx_ext/build_apidocs.py

From fac8f1a0d4b79e348e26b43299086d05452f25d3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:15:57 +0200
Subject: [PATCH 1545/1681] fix(rtd): okay, back to Sphinx 7

---
 doc/source/requirements.txt | 2 +-
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 715f2c3d3..9044d840b 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,7 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
-sphinx==8.0.2
+sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f4090eceb..db6487d98 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From d6019e8d017eab7011c8dd304cc3470ba7c785cf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 25 Oct 2024 10:39:47 +0200
Subject: [PATCH 1546/1681] chore: bumped version to 0.11.8

---
 CHANGELOG.md          | 10 +++++++++-
 src/igraph/version.py |  2 +-
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2aebb80bc..f040f80ee 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [0.11.8] - 2024-10-25
+
+### Fixed
+
+- Fixed documentation build on Read The Docs. No other changes compared to
+  0.11.7.
+
 ## [0.11.7] - 2024-10-24
 
 ### Added
@@ -706,7 +713,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 129b73173..81a2aa780 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 7)
+__version_info__ = (0, 11, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From f1967ec36f119cd2da8e4c147d70b1a9a5d0a852 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:14:00 +0100
Subject: [PATCH 1547/1681] chore: drop support for Python 3.8 as it is now EOL

---
 .github/workflows/build.yml | 12 ++++++------
 README.md                   |  2 +-
 setup.py                    |  9 +++------
 src/_igraph/bfsiter.c       |  3 ---
 src/_igraph/dfsiter.c       |  3 ---
 src/_igraph/graphobject.c   |  3 ---
 6 files changed, 10 insertions(+), 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18784b018..80cb71f5c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -27,7 +27,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.21.3
@@ -140,12 +140,12 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
-          brew install ninja autoconf automake libtool cmake
+          brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -235,7 +235,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Cache installed C core
         id: cache-c-core
@@ -305,7 +305,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build sdist
         run: |
diff --git a/README.md b/README.md
index 6fb686d27..1f7162788 100644
--- a/README.md
+++ b/README.md
@@ -302,7 +302,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
+means that we support Python 3.9 to 3.13, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index 1610a5f1d..40d386d24 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 8):
-    print("This module requires Python >= 3.8")
+if sys.version_info < (3, 9):
+    print("This module requires Python >= 3.9")
     sys.exit(0)
 
 ###########################################################################
@@ -916,8 +916,6 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.8 so we cannot
-# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1039,7 +1037,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.8",
+    "python_requires": ">=3.9",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,7 +1055,6 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index cf7cafdfe..e0c976245 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -121,10 +121,7 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 6064a9862..e8273173c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -122,10 +122,7 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9faabab39..95a29e5ff 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -141,10 +141,7 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
 
   return 0;
 }

From aa299a2f5f0ebad6ef8870e162f6b4b4a421a492 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:50:52 +0100
Subject: [PATCH 1548/1681] chore: also drop support for PyPy 3.8

---
 .github/workflows/build.yml | 2 +-
 CHANGELOG.md                | 6 ++++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 80cb71f5c..9d4ba187c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f040f80ee..49918e543 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Changed
+
+- Dropped support for Python 3.8 as it has now reached its end of life.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed

From 2abbca78c934d9d673ebc9e5c9540f72b16f5d2d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:00 +0100
Subject: [PATCH 1549/1681] ci: move MACOSX_DEPLOYMENT_TARGET envvar to the
 macOS job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d4ba187c..47e78b36d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -7,7 +7,6 @@ env:
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
-  MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
   build_wheel_linux:
@@ -108,6 +107,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
+      MACOSX_DEPLOYMENT_TARGET: "10.9"
     strategy:
       matrix:
         include:

From 60e11d95cf201dde764e5711e617572632d66fab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:21 +0100
Subject: [PATCH 1550/1681] doc: disambiguae comment in
 igraph_rng_Python_set_generator()

---
 src/_igraph/random.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index aef52c379..0552aba7d 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -112,7 +112,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
-  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, 2 ^ RNG_BITS-1)
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, (2^RNG_BITS)-1)
    * in advance */
   new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
   if (new_state.rng_bits_as_pyobject == 0) {

From b972656075db8f0303ff49285b073610789177ad Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:42:57 +0100
Subject: [PATCH 1551/1681] doc: remove logo as it caused layout problems

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 334b52e6a..2dcdfa5fe 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -148,7 +148,7 @@ def get_igraph_version():
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = "_static/logo-black.svg"
+# html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32

From 1a7429f11fe832a990a95226920e1138ca03464e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:11:26 +0100
Subject: [PATCH 1552/1681] fix: pin setuptools < 72.2 only for PyPy

---
 pyproject.toml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ac22a60d4..d92754846 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-    "setuptools>=64,<72.2.0"
+	# Most likely cause:
+	# https://github.com/pypa/distutils/issues/283
+	# Workaround based on this commit:
+	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
+	"setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From 6e3d722d326730f06c000de3329c026ec51c8388 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:12:03 +0100
Subject: [PATCH 1553/1681] fix: tabs to spaces

---
 pyproject.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d92754846..d62d390de 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,12 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-	# Most likely cause:
-	# https://github.com/pypa/distutils/issues/283
-	# Workaround based on this commit:
-	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    # Most likely cause:
+    # https://github.com/pypa/distutils/issues/283
+    # Workaround based on this commit:
+    # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-	"setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From c8022ff12a07108af9b1e6393ce3b10fae678c19 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 14:41:06 +0000
Subject: [PATCH 1554/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3dd336a4e..fb81bda14 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c
+Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6

From 4ee238adea203a2d1b6e4a64961c75c4274ed59e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 19:46:59 +0000
Subject: [PATCH 1555/1681] chore: update C core again

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fb81bda14..a662f79d4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6
+Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e

From a6da7b281329e47fe37225a8b4d5040a28cae737 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 6 Nov 2024 11:32:14 +0100
Subject: [PATCH 1556/1681] chore: updated vendored igraph to 0.10.15

---
 CHANGELOG.md         | 6 +++++-
 vendor/source/igraph | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49918e543..dea92015e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
+- The C core of igraph was updated to version 0.10.15.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed
@@ -28,7 +30,9 @@
 
 - Ensured compatibility with Python 3.13.
 
-- The C core of igraph was updated to version 0.10.14.
+- The C core of igraph was updated to an interim commit (3dd336a) between
+  version 0.10.13 and version 0.10.15. Earlier versions of this changelog
+  mistakenly marked this revision as version 0.10.14.
 
 ### Fixed
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index a662f79d4..635b432ef 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e
+Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2

From 81288fd98fad701bbdc902987c791bcac101743f Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Wed, 13 Nov 2024 16:56:05 +0100
Subject: [PATCH 1557/1681] Explicitly require cmake as a build dependency

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d62d390de..c4915214f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,8 @@ requires = [
     # Workaround based on this commit:
     # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-    "setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'",
+    "cmake>=3.18"
 ]
 build-backend = "setuptools.build_meta"
 

From ff0d89983e22d06e26eba6e153b1599ebb28f2ee Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 16 Nov 2024 12:10:14 +0100
Subject: [PATCH 1558/1681] chore: specify that we are now compatible with
 Python 3.13

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 40d386d24..73a31067b 100644
--- a/setup.py
+++ b/setup.py
@@ -1059,6 +1059,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
         "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",

From c6ec1277bf0c1752373e2ea719f615b08a1701bd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 17 Nov 2024 16:53:22 +0000
Subject: [PATCH 1559/1681] test: increase tolerance for matplotlib backend
 image comparisons, fixes #805

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 36bd50f1f..f32ad3f73 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.025,
+    tol=4.0,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 50aa98df3cf4494f1aae02445328cef5e0d6a3d6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Nov 2024 13:05:19 +0000
Subject: [PATCH 1560/1681] build(deps): bump pypa/cibuildwheel from 2.21.3 to
 2.22.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.3 to 2.22.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.3...v2.22.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 47e78b36d..8b5a2e70c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -90,7 +90,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From ea772d79e69f4aba8324bd4d2540704352bee8d9 Mon Sep 17 00:00:00 2001
From: Michael Schneider <michael.schneider@aegidien.de>
Date: Mon, 23 Dec 2024 15:02:10 +0300
Subject: [PATCH 1561/1681] setup.py: import bdist_wheel from setuptools (#810)

---
 pyproject.toml | 1 -
 setup.py       | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index c4915214f..db932f633 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,5 @@
 [build-system]
 requires = [
-    "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
     # Most likely cause:
diff --git a/setup.py b/setup.py
index 73a31067b..bbd5dbfb1 100644
--- a/setup.py
+++ b/setup.py
@@ -16,7 +16,7 @@
 from setuptools import find_packages, setup, Command, Extension
 
 try:
-    from wheel.bdist_wheel import bdist_wheel
+    from setuptools.command.bdist_wheel import bdist_wheel
 except ImportError:
     bdist_wheel = None
 

From 4b6425cd45569b28bb4d75eb39dd30dc07eb362e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 23 Dec 2024 13:04:03 +0100
Subject: [PATCH 1562/1681] chore: updated contributors list

---
 .all-contributorsrc |   9 +++
 CONTRIBUTORS.md     | 175 ++++++++++++++++++++++----------------------
 2 files changed, 98 insertions(+), 86 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 68c701f9e..f021a11fc 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -603,6 +603,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "m1-s",
+      "name": "Michael Schneider",
+      "avatar_url": "https://avatars.githubusercontent.com/u/94642227?v=4",
+      "profile": "https://github.com/m1-s",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f0945fc51..88c897aed 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -6,92 +6,95 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 <!-- prettier-ignore-start -->
 <!-- markdownlint-disable -->
 <table>
-  <tr>
-    <td align="center"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
-    <td align="center"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
-    <td align="center"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt=""/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
-    <td align="center"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt=""/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
-    <td align="center"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
-    <td align="center"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
-    <td align="center"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt=""/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
-    <td align="center"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
-    <td align="center"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt=""/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
-    <td align="center"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt=""/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
-    <td align="center"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
-    <td align="center"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
-    <td align="center"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
-    <td align="center"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt=""/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
-    <td align="center"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
-    <td align="center"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt=""/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
-    <td align="center"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt=""/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt=""/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt=""/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt=""/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
-    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
-    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
-  </tr>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt="Tamás Nepusz"/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt="Fabio Zanini"/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt="Kevin Zhu"/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt="Gábor Csárdi"/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt="Szabolcs Horvát"/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt="Vincent Traag"/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt="deeenes"/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt="Seungoh Han"/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt="Artem V L"/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt="Yesung(Isaac) Lee"/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt="John Boy"/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt="Casper da Costa-Luis"/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt="Alberto Alcolea"/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt="Árpád Horváth"/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt="ebraminio"/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt="Fabian Witter"/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt="Jan Katins"/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt="Nick Eubank"/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt="Peter Scott"/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt="Sriram-Pattabiraman"/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt="Sviatoslav"/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt="Ah-Young Nho"/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt="Frederik Harwath"/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt="Navid Dianati"/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt="abe-winter"/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt="Alejandro Rivero"/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt="Ariki"/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt="Casper van Elteren"/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt="Charles Tapley Hoyt"/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt="Christoph Gohlke"/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt="Christopher Falter"/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt="FredInChina"/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt="Friso van Vollenhoven"/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt="Gabor Szarnyas"/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt="Gao Fangshu"/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt="Grzegorz Chilczuk"/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt="Gwyn Ciesla"/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt="Hong Xu"/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt="Jay Smith"/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt="MapleCCC"/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt="Marco Köpcke"/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt="Markus Elfring"/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt="Martino Mensio"/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt="Matas"/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt="Mike Lissner"/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt="Philipp A."/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt="Puneetha Pai"/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt="S Murthy"/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt="Scott Gigante"/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt="Thierry Thomas"/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt="Willem van den Boom"/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt="Yisu Remy Wang"/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt="YY Ahn"/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt="kmankinen"/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt="odidev"/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt="sombreslames"/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt="szcf-weiya"/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt="tristanlatr"/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt="JDPowell648"/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt="k.h.lai"/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt="Anton Grübel"/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt="flange-ipb"/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt="Paul m. p. Peny"/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt="David R. Connell"/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+    </tr>
+  </tbody>
 </table>
 
 <!-- markdownlint-restore -->

From 3ffe8358e7d0282a1bbcb8a69be5bef58c6e870b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 26 Dec 2024 18:40:48 +0100
Subject: [PATCH 1563/1681] ci: apparently bcrypt is now needed for libxml2 on
 Windows

---
 .github/workflows/build.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8b5a2e70c..9958409a5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
-          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
+          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
       - uses: actions/upload-artifact@v4
@@ -382,4 +382,3 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
-

From bb26aa26d4e635e260c9cdfbaed566549ede5ee8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Jan 2025 21:50:15 +0100
Subject: [PATCH 1564/1681] ci: try using the new ARM runners from Github

---
 .github/workflows/build.yml | 14 ++------------
 1 file changed, 2 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9958409a5..8cba2e82e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -51,18 +51,13 @@ jobs:
 
   build_wheel_linux_aarch64_manylinux:
     name: Build wheels on Linux (aarch64/manylinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:
@@ -77,18 +72,13 @@ jobs:
 
   build_wheel_linux_aarch64_musllinux:
     name: Build wheels on Linux (aarch64/musllinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:

From 2dee46c3a4dc005288d06671c1e3b4626d44288d Mon Sep 17 00:00:00 2001
From: Thomas Krijnen <t.krijnen@gmail.com>
Date: Wed, 22 Jan 2025 14:36:09 +0100
Subject: [PATCH 1565/1681] Update graphobject.c - reverse cutoff, normalized
 args (#812)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 95a29e5ff..894e35d26 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4912,7 +4912,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
-        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyObject_IsTrue(normalized_o), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }

From 1a96afa63bc5737175f6a5ab75e3e0cfa9f9d6c5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 22 Jan 2025 14:37:06 +0100
Subject: [PATCH 1566/1681] chore: updated contributors list

---
 .all-contributorsrc | 18 ++++++++++++++++++
 CONTRIBUTORS.md     |  2 ++
 2 files changed, 20 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f021a11fc..4cabb5284 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -612,6 +612,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "aothms",
+      "name": "Thomas Krijnen",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1096535?v=4",
+      "profile": "http://thomaskrijnen.com/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "GenieTim",
+      "name": "Tim Bernhard",
+      "avatar_url": "https://avatars.githubusercontent.com/u/8596965?v=4",
+      "profile": "https://github.com/GenieTim",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 88c897aed..f43ef7b6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -93,6 +93,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From ee3e94599b47133ed25995151725e6c86e4eb7ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 12 Feb 2025 22:26:43 +0100
Subject: [PATCH 1567/1681] ci: replace ubuntu-20.04 image with ubuntu-22.04

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8cba2e82e..8ea75dd4b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -11,7 +11,7 @@ env:
 jobs:
   build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
@@ -163,7 +163,7 @@ jobs:
 
   build_wheel_wasm:
     name: Build wheels for WebAssembly
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
 
     steps:
       - uses: actions/checkout@v4
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:

From 09e4b0184f0cbe91849e1b7c239d9a0f9109815b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 10:53:54 +0100
Subject: [PATCH 1568/1681] ci: trying to work around sanitizer issues in the
 new Ubuntu image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ea75dd4b..b840f01bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
@@ -371,4 +371,5 @@ jobs:
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
+          sudo sysctl vm.mmap_rnd_bits=28
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 51884536fd2eaa46914f392bd539a4044f18e39d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:03:09 +0100
Subject: [PATCH 1569/1681] ci: enable PyPy builds explicitly in preparation
 for cibuildwheel 3

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b840f01bc..cfce30ed8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
@@ -64,6 +65,7 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -153,6 +155,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
+          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -255,6 +258,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.

From 98b7741456a50ebcec982bc0770967fd55729473 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:14:44 +0100
Subject: [PATCH 1570/1681] ci: fix libasan version in newer Ubuntu image

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cfce30ed8..567147b13 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 0640de10cc21e30658827d54a893a732783f8d7e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:34:40 +0100
Subject: [PATCH 1571/1681] ci: fix libasan version in newer Ubuntu image,
 really

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 567147b13..e2087dc4f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.8:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From fee96a095d2469c0ce7128ec258720b58ecd2334 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:35:42 +0100
Subject: [PATCH 1572/1681] build(deps): bump pypa/cibuildwheel from 2.22.0 to
 2.23.0 (#814)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.22.0 to 2.23.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.22.0...v2.23.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e2087dc4f..5567ee31e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 4385f95307fac0ca2c3c53908184c8c4eed44716 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 20 Mar 2025 12:29:36 +0100
Subject: [PATCH 1573/1681] build(deps): bump pypa/cibuildwheel from 2.23.0 to
 2.23.1 (#817)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.0 to 2.23.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/v2.23.1/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.0...v2.23.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5567ee31e..339919314 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 9504f47542780bae130c577c684c823c40a311bc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:02 +0000
Subject: [PATCH 1574/1681] chore: require copyright assignment in PR template
 (#816)

---
 .github/pull_request_template.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 .github/pull_request_template.md

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 000000000..686944ff0
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,5 @@
+<!-- Please disclose any use of LLMs (ChatGPT, Copilot, Gemini, etc.) during the preparation of this PR. -->
+
+<!-- The following text must be left intact and the box checked before the PR can be merged. -->
+
+- [ ] By submitting this pull request, I assign the copyright of my contribution to _The igraph development team_.

From 6575aaf91a538162afe4eb5456cc520f44a0f2f4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:32 +0000
Subject: [PATCH 1575/1681] docs: document negative/infinite order neighborhood
 (#815)

* docs: document negative/infinite order neighborhood
after the corresponding change in the C core

* chore: update C core
---
 src/_igraph/graphobject.c | 6 ++++--
 vendor/source/igraph      | 2 +-
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 894e35d26..49e025003 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15854,7 +15854,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
@@ -15882,7 +15883,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 635b432ef..662abbdfa 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2
+Subproject commit 662abbdfa467a6436bad650c31a8360787d75379

From a242830f50466df6bcf3ab148bb36062c40d5859 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:43:26 +0000
Subject: [PATCH 1576/1681] fix: build with vendored PLFIT by default instead
 of leaving this up to auto-detection

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index bbd5dbfb1..18c5a7793 100644
--- a/setup.py
+++ b/setup.py
@@ -280,7 +280,7 @@ def _compile_in(
             args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
+        for deps in "ARPACK BLAS GLPK GMP LAPACK PLFIT".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # Use link-time optinization if available

From 3dafe701e80006ee0155514e97fe202d1e3b5872 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:45:12 +0000
Subject: [PATCH 1577/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 662abbdfa..10d4fc75f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 662abbdfa467a6436bad650c31a8360787d75379
+Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae

From f04a3088c85c7c315dcb8883969a7ed33c36ef9c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 21:55:15 +0000
Subject: [PATCH 1578/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 10d4fc75f..fe6bdb78c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae
+Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d

From 18c0a8ffac8e4180a8c8a4c1398eb92749357963 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 22:37:36 +0000
Subject: [PATCH 1579/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fe6bdb78c..fc6860b31 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d
+Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d

From 8f88b46c0a4b2555fb82e8b70743ee4f99c8f3b7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:06 +0100
Subject: [PATCH 1580/1681] fix: scripts/mkdoc.sh now allows overriding Python
 with the PYTHON envvar

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index db6487d98..696157fd6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,7 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
-  python3 -m venv .venv
+  ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given

From 6f7597ff9e782529abefeea564eb63402a737a87 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:27 +0100
Subject: [PATCH 1581/1681] fix: import _compare_communities from
 igraph._igraph on the top level

---
 src/igraph/clustering.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 89b34b56e..36df961ad 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,7 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
-from igraph._igraph import GraphBase, community_to_membership
+from igraph._igraph import GraphBase, community_to_membership, _compare_communities
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
@@ -1500,10 +1500,8 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
 
     @return: the calculated measure.
     """
-    import igraph._igraph
-
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
-    return igraph._igraph._compare_communities(vec1, vec2, method)
+    return _compare_communities(vec1, vec2, method)
 
 
 def split_join_distance(comm1, comm2, remove_none=False):

From 47b1f193f3a9480e86c8fca71bb2af22f2159e26 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Mar 2025 20:06:55 +0200
Subject: [PATCH 1582/1681] build(deps): bump pypa/cibuildwheel from 2.23.1 to
 2.23.2 (#823)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.1 to 2.23.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.1...v2.23.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 339919314..5fea2ee20 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 98a8d9d410f1db5520820557a173cfb8c3945589 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 21:26:35 +0000
Subject: [PATCH 1583/1681] chore: remove generated sg_execution_times.rst file

---
 doc/source/sg_execution_times.rst | 109 ------------------------------
 1 file changed, 109 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index a63741754..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,109 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**00:10.013** total execution time for 25 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
-     - 0.0

From ec27e895ac87eb2f028c0e16fab98da9832111d7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 22:16:02 +0000
Subject: [PATCH 1584/1681] docs: fix Dash docset build

---
 doc/source/icon.png    | Bin 0 -> 2567 bytes
 doc/source/icon@2x.png | Bin 0 -> 3247 bytes
 scripts/mkdoc.sh       |   6 ++++--
 3 files changed, 4 insertions(+), 2 deletions(-)
 create mode 100644 doc/source/icon.png
 create mode 100644 doc/source/icon@2x.png

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zvF6cMGnHfJ{GBDg3&ELJ8cKbtu5bJOdD@X*!}qydH|YwVW1o*j*!N-!e1LXT7k6FW
zipTgJTs1#$ck-!q+v{rGn~(0{k<?%RzoMf9h`92S+1wOX7sQ!lvr9LwY>_^wT4}aA
z{T>$9urcRBIK1t<sPfar?dEwmE?d#Ooa_Yu)TafshL&0{Q{MWFAvsX6;dMx15%>A{
z-syWwOE*w`j=jo0UTLP?I;rc4+pmf4`8ls=`#BXvMV!jCFxO36r)iw&y~`=aqBOF_
zIXnJ-z9!?*dehz(*JV3>9~btlT{lpiMPIjN;Q4~YRdtGnl|Z9p-DPf^cbM1Z;1hQi
z9!U+j)|s`%q&6nsuYE%V`xx16V#(~otQKd}ffwcXPn%fxZXX+`d%nc@mqIizNO;6I
GCi@SL)7LBj

literal 0
HcmV?d00001

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 696157fd6..31d6a35ac 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -104,17 +104,19 @@ if [ "x$DOC2DASH" = "x1" ]; then
   PWD=`pwd`
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
-  DOC2DASH=`which doc2dash 2>/dev/null || true`
+  DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
       echo "Generating Dash docset..."
       "$DOC2DASH" \
-          --online-redirect-url "https://igraph.org/python/api/latest" \
+          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
           -f \
           -j \
           -I "index.html" \
+          --icon ${ROOT_FOLDER}/doc/source/icon.png \
+          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
           "${DOC_API_FOLDER}"
       DASH_READY=1
   else

From 9503678e76fd23adb64d0274ac812c2f3f232dbf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 1 Apr 2025 01:34:32 +0300
Subject: [PATCH 1585/1681] docs: add personalized PageRank gallery example

---
 .../personalized_pagerank.py                  | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/personalized_pagerank.py

diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
new file mode 100644
index 000000000..2fd044612
--- /dev/null
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-personalized_pagerank:
+
+===============================
+Personalized PageRank on a grid
+===============================
+
+This example demonstrates how to calculate and visualize personalized PageRank on a grid. We use the :meth:`igraph.Graph.personalized_pagerank` method, and demonstrate the effects on a grid graph.
+"""
+
+# %%
+# .. note::
+#
+#    The PageRank score of a vertex reflects the probability that a random walker will be at that vertex over the long run. At each step the walker has a 1 - damping chance to restart the walk and pick a starting vertex according to the probabilities defined in the reset vector.
+
+import igraph as ig
+import matplotlib.cm as cm
+import matplotlib.pyplot as plt
+import numpy as np
+
+# %%
+# We define a function that plots the graph on a Matplotlib axis, along with
+# its personalized PageRank values. The function also generates a
+# color bar on the side to see how the values change.
+# We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_
+# to set the colors and ensure that our color bar range is correct.
+
+
+def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
+    """Plots personalized PageRank values on a grid graph with a colorbar.
+
+    Parameters
+    ----------
+    graph : ig.Graph
+        graph to plot
+    p_pagerank : list[float]
+        calculated personalized PageRank values
+    """
+    # Create the axis for matplotlib
+    _, ax = plt.subplots(figsize=(8, 8))
+
+    # Create a matplotlib colormap
+    # coolwarm goes from blue (lowest value) to red (highest value)
+    cmap = cm.coolwarm
+
+    # Normalize the PageRank values for colormap
+    normalized_pagerank = ig.rescale(p_pagerank)
+
+    graph.vs["color"] = [cmap(pr) for pr in normalized_pagerank]
+    graph.vs["size"] = ig.rescale(p_pagerank, (20, 40))
+    graph.es["color"] = "gray"
+    graph.es["width"] = 1.5
+
+    # Plot the graph
+    ig.plot(graph, target=ax, layout=graph.layout_grid())
+
+    # Add a colorbar
+    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    plt.colorbar(sm, ax=ax, label="Personalized PageRank")
+
+    plt.title("Graph with Personalized PageRank")
+    plt.axis("equal")
+    plt.show()
+
+
+# %%
+# First, we generate a graph, e.g. a Lattice Graph, which basically is a ``dim x dim`` grid:
+dim = 5
+grid_size = (dim, dim)  # dim rows, dim columns
+g = ig.Graph.Lattice(dim=grid_size, circular=False)
+
+# %%
+# Then we initialize the ``reset_vector`` (it's length should be equal to the number of vertices in the graph):
+reset_vector = np.zeros(g.vcount())
+
+# %%
+# Then we set the nodes to prioritize, for example nodes with indices ``0`` and ``18``:
+reset_vector[0] = 1
+reset_vector[18] = 0.65
+
+# %%
+# Then we calculate the personalized PageRank:
+personalized_page_rank = g.personalized_pagerank(damping=0.85, reset=reset_vector)
+
+# %%
+# Finally, we plot the graph with the personalized PageRank values:
+plot_pagerank(g, personalized_page_rank)
+
+
+# %%
+# Alternatively, we can play around with the ``damping`` parameter:
+personalized_page_rank = g.personalized_pagerank(damping=0.45, reset=reset_vector)
+
+# %%
+# Here we can see the same plot with the new damping parameter:
+plot_pagerank(g, personalized_page_rank)

From e54abcc7ec0982af095580552deb43acc6888e94 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 8 Apr 2025 14:43:04 +0000
Subject: [PATCH 1586/1681] docs: fix a lot of outdated links (#824)

---
 .../cluster_contraction.py                    |  2 +-
 doc/source/install.rst                        |  4 +--
 doc/source/visualisation.rst                  |  2 +-
 setup.py                                      |  4 +--
 src/_igraph/graphobject.c                     | 29 ++++++++++---------
 src/igraph/__init__.py                        |  2 +-
 src/igraph/community.py                       | 18 ++++++------
 src/igraph/drawing/__init__.py                | 10 +++----
 src/igraph/drawing/cairo/plot.py              |  6 ++--
 src/igraph/drawing/graph.py                   |  8 ++---
 src/igraph/io/images.py                       |  2 +-
 tox.ini                                       |  2 +-
 12 files changed, 45 insertions(+), 44 deletions(-)

diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index aa7cf38a7..af997dc5d 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -12,7 +12,7 @@
 
 # %%
 # We begin by load the graph from file. The file containing this network can be
-# downloaded `here <http://www-personal.umich.edu/~mejn/netdata/>`_.
+# downloaded `here <https://www-personal.umich.edu/~mejn/netdata/>`_.
 g = ig.load("./lesmis/lesmis.gml")
 
 # %%
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 91fcf6f18..65c985bb9 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -131,7 +131,7 @@ Fourth, call ``pip`` to compile and install the package from source::
   $ pip install .
 
 Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
-to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to build an installable Python wheel. Here we use `pipx <https://pipx.pypa.io>`_
 to invoke ``build`` in a separate virtualenv::
 
   $ pipx run build
@@ -140,7 +140,7 @@ Testing your installation
 -------------------------
 
 Use ``tox`` or another standard test runner tool to run all the unit tests.
-Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+Here we use `pipx <https://pipx.pypa.io>`_ to invoke ``tox``::
 
   $ pipx run tox
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 7cad8bf9b..cf32dbd90 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -234,6 +234,6 @@ See the :ref:`tutorial <tutorial-layouts-plotting>` for examples and a full list
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
 .. _Cairo: https://www.cairographics.org
-.. _graphviz: http://www.graphviz.org
+.. _graphviz: https://www.graphviz.org
 .. _networkx: https://networkx.org/
 .. _graph-tool: https://graph-tool.skewed.de/
diff --git a/setup.py b/setup.py
index 18c5a7793..b61fe9881 100644
--- a/setup.py
+++ b/setup.py
@@ -953,7 +953,7 @@ def get_tag(self):
 Graph plotting functionality is provided by the Cairo library, so make
 sure you install the Python bindings of Cairo if you want to generate
 publication-quality graph plots. You can try either `pycairo
-<http://cairographics.org/pycairo>`_ or `cairocffi <http://cairocffi.readthedocs.io>`_,
+<http://cairographics.org/pycairo>`_ or `cairocffi <https://doc.courtbouillon.org/cairocffi/>`_,
 ``cairocffi`` is recommended because there were bug reports affecting igraph
 graph plots in Jupyter notebooks when using ``pycairo`` (but not with
 ``cairocffi``).
@@ -983,7 +983,7 @@ def get_tag(self):
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
-        "Documentation": "https://igraph.readthedocs.io",
+        "Documentation": "https://python.igraph.org",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     "ext_modules": [igraph_extension],
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 49e025003..b5565ab59 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14530,7 +14530,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "the number of vertices in the graph, a list of shifts giving\n"
     "additional edges to a cycle backbone and another integer giving how\n"
     "many times the shifts should be performed. See\n"
-    "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+    "U{https://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
     "@param n: the number of vertices\n"
     "@param shifts: the shifts in a list or tuple\n"
     "@param repeats: the number of repeats\n"
@@ -16222,7 +16222,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
    "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
    "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
-   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
+   "    U{https://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -16820,7 +16820,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "forces among the vertices and then the physical system is simulated\n"
    "until it reaches an equilibrium or the maximal number of iterations is\n"
    "reached.\n\n"
-   "See U{http://www.schmuhl.org/graphopt/} for the original graphopt.\n\n"
+   "See U{https://web.archive.org/web/20220611030748/http://www.schmuhl.org/graphopt/}\n"
+   "and U{https://sourceforge.net/projects/graphopt/} for the original graphopt.\n\n"
    "@param niter: the number of iterations to perform. Should be a couple\n"
    "  of hundred in general.\n\n"
    "@param node_charge: the charge of the vertices, used to calculate electric\n"
@@ -17135,7 +17136,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_DIMACS(f, directed=False)\n--\n\n"
    "Reads a graph from a file conforming to the DIMACS minimum-cost flow file format.\n\n"
    "For the exact description of the format, see\n"
-   "U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
+   "U{https://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
    "Restrictions compared to the official description of the format:\n\n"
    "  - igraph's DIMACS reader requires only three fields in an arc definition,\n"
    "    describing the edge's source and target node and its capacity.\n"
@@ -17171,7 +17172,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_GraphDB(f, directed=False)\n--\n\n"
    "Reads a GraphDB format file and creates a graph based on it.\n\n"
    "GraphDB is a binary format, used in the graph database for\n"
-   "isomorphism testing (see U{http://amalfi.dis.unina.it/graph/}).\n\n"
+   "isomorphism testing (see U{https://mivia.unisa.it/datasets/graph-database/arg-database/}).\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
   /* interface to igraph_read_graph_graphml */
@@ -17394,7 +17395,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "algorithm.\n\n"
    "Passing the permutation returned here to L{permute_vertices()} will\n"
    "transform the graph into its canonical form.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17420,7 +17421,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17471,7 +17472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm.\n\n"
    "@param other: the other graph with which we want to compare the graph.\n"
    "@param color1: optional vector storing the coloring of the vertices of\n"
@@ -18264,15 +18265,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n--\n\n"
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
-   "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
+   "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
    "B{References}\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "    U{https://arxiv.org/abs/0707.0609}\n"
    "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
    "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
-   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "    U{https://arxiv.org/abs/0906.1405}\n"
    "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
@@ -18301,7 +18302,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
    "time algorithm to detect community structures in large-scale\n"
    "networks. I{Phys Rev E} 76:036106, 2007.\n"
-   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "U{https://arxiv.org/abs/0709.2938}.\n"
    "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
@@ -18356,7 +18357,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
    "unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "P10008 (2008), U{https://arxiv.org/abs/0803.0476}\n"
    "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
@@ -18495,7 +18496,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
-   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
+   "networks using random walks, U{https://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7f0e328b7..0b1690849 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -860,7 +860,7 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
             networks. I{Nature} 393(6884):440-442, 1998.
           - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
             The architecture of complex weighted networks. I{PNAS} 101, 3747
-            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+            (2004). U{https://arxiv.org/abs/cond-mat/0311416}.
 
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
diff --git a/src/igraph/community.py b/src/igraph/community.py
index e2dcb47da..0fdcdf154 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -37,12 +37,12 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
       - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
         community structure in complex networks, I{PNAS} 105, 1118 (2008).
-        U{http://dx.doi.org/10.1073/pnas.0706851105},
-        U{http://arxiv.org/abs/0707.0609}.
+        U{https://doi.org/10.1073/pnas.0706851105},
+        U{https://arxiv.org/abs/0707.0609}.
       - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
         I{Eur Phys. J Special Topics} 178, 13 (2009).
-        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-        U{http://arxiv.org/abs/0906.1405}.
+        U{https://doi.org/10.1140/epjst/e2010-01179-1},
+        U{https://arxiv.org/abs/0906.1405}.
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
@@ -125,7 +125,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
     time algorithm to detect community structures in large-scale networks.
-    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+    I{Phys Rev} E 76:036106, 2007. U{https://arxiv.org/abs/0709.2938}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
@@ -165,7 +165,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
     unfolding of community hierarchies in large networks, I{J Stat Mech}
-    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+    P10008 (2008). U{https://arxiv.org/abs/0803.0476}
 
     @param weights: edge attribute name or a list containing edge
       weights
@@ -271,11 +271,11 @@ def _community_spinglass(graph, *args, **kwds):
 
       - Reichardt J and Bornholdt S: Statistical mechanics of community
         detection. I{Phys Rev E} 74:016110 (2006).
-        U{http://arxiv.org/abs/cond-mat/0603718}.
+        U{https://arxiv.org/abs/cond-mat/0603718}.
 
       - Traag VA and Bruggeman J: Community detection in networks
         with positive and negative links. I{Phys Rev E} 80:036115 (2009).
-        U{http://arxiv.org/abs/0811.2329}.
+        U{https://arxiv.org/abs/0811.2329}.
 
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
@@ -329,7 +329,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     as a dendrogram.
 
     B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
-    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+    networks using random walks, U{https://arxiv.org/abs/physics/0512106}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index e6d06b4bc..2725745f6 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -5,9 +5,9 @@
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
-provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
-This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+provide Python bindings to the popular U{Cairo library<https://www.cairographics.org>}.
+This means that if you don't have U{pycairo<https://pycairo.readthedocs.io/>}
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -21,8 +21,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index ac98210db..f35db6ef1 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -6,7 +6,7 @@
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
 This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -17,8 +17,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ec326c48d..00f77f402 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -7,8 +7,8 @@
     - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
-(U{Cytoscape<http://www.cytoscape.org>}) using the
-(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+(U{Cytoscape<https://cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<https://apps.cytoscape.org/apps/cytoscaperpc>}), see
 L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
 network from Cytoscape and convert it to igraph format.
 """
@@ -24,8 +24,8 @@ class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that sends/receives graphs to/from Cytoscape using
     CytoscapeRPC.
 
-    This graph drawer cooperates with U{Cytoscape<http://www.cytoscape.org>}
-    using U{CytoscapeRPC<http://wiki.nbic.nl/index.php/CytoscapeRPC>}.
+    This graph drawer cooperates with U{Cytoscape<https://cytoscape.org>}
+    using U{CytoscapeRPC<https://apps.cytoscape.org/apps/cytoscaperpc>}.
     You need to install the CytoscapeRPC plugin first and start the
     XML-RPC server on a given port (port 9000 by default) from the
     appropriate Plugins submenu in Cytoscape.
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 052be0500..202e39862 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -149,7 +149,7 @@ def _write_graph_to_svg(
 
     print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
     print(
-        "<!-- Created by igraph (http://igraph.org/) -->",
+        "<!-- Created by igraph (https://igraph.org/) -->",
         file=f,
     )
     print(file=f)
diff --git a/tox.ini b/tox.ini
index 221c56a55..e1b1944bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,4 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
+# Tox (https://tox.wiki) is a tool for running tests
 # in multiple virtualenvs. This configuration file will run the
 # test suite on all supported python versions. To use it, "pip install tox"
 # and then run "tox" from this directory.

From 3bf77614b1107e2b0453e17db11dc44edb244fe3 Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Thu, 10 Apr 2025 11:19:12 +0200
Subject: [PATCH 1587/1681] feat: implement simple cycle search Python binding
 (#806)

---
 CHANGELOG.md              |  1 +
 src/_igraph/graphobject.c | 84 +++++++++++++++++++++++++++++++++++++++
 tests/test_cycles.py      | 19 +++++++++
 3 files changed, 104 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dea92015e..88c1c9d7d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+- Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b5565ab59..0d2b05fab 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7813,6 +7813,72 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   return result_o;
 }
 
+
+PyObject *igraphmodule_Graph_simple_cycles(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *mode_o = Py_None;
+  PyObject *output_o = Py_None;
+  PyObject *min_cycle_length_o = Py_None;
+  PyObject *max_cycle_length_o = Py_None;
+
+  // argument defaults: no cycle limits
+  igraph_integer_t mode = IGRAPH_OUT;
+  igraph_integer_t min_cycle_length = -1;
+  igraph_integer_t max_cycle_length = -1;
+  igraph_bool_t use_edges = false;
+
+  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+    return NULL;
+
+  if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
+    return NULL;
+
+  if (min_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(min_cycle_length_o, &min_cycle_length))
+    return NULL;
+
+  if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  igraph_vector_int_list_t vertices;
+  if (igraph_vector_int_list_init(&vertices, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  igraph_vector_int_list_t edges;
+  if (igraph_vector_int_list_init(&edges, 0)) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_simple_cycles(
+    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+  )) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraph_vector_int_list_destroy(&edges);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  PyObject *result_o;
+
+  if (use_edges) {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&edges);
+  } else {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&vertices);
+  }
+  igraph_vector_int_list_destroy(&edges);
+  igraph_vector_int_list_destroy(&vertices);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Graph layout algorithms                                            *
  **********************************************************************/
@@ -16565,6 +16631,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
+  {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
+   METH_VARARGS | METH_KEYWORDS,
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "Finds simple cycles in a graph\n\n"
+   "@param mode: for directed graphs, specifies how the edge directions\n"
+   "  should be taken into account. C{\"all\"} means that the edge directions\n"
+   "  must be ignored, C{\"out\"} means that the edges must be oriented away\n"
+   "  from the root, C{\"in\"} means that the edges must be oriented\n"
+   "  towards the root. Ignored for undirected graphs.\n"
+   "@param min: the minimum number of vertices in a cycle\n"
+   "  for it to be returned.\n"
+   "@param max: the maximum number of vertices in a cycle\n"
+   "  for it to be considered.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of tuples of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"
+  },
 
   /********************/
   /* LAYOUT FUNCTIONS */
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 48a37f2f7..e3549121c 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -60,6 +60,25 @@ def test_fundamental_cycles(self):
         ]
         assert cycles == [[6, 7, 10], [8, 9, 10]]
 
+    def test_simple_cycles(self):
+        g = Graph(
+            [
+                (0, 1),
+                (1, 2),
+                (2, 0),
+                (0, 0),
+                (0, 3),
+                (3, 4),
+                (4, 5),
+                (5, 0),
+            ]
+        )
+
+        vertices = g.simple_cycles(output="vpath")
+        edges = g.simple_cycles(output="epath")
+        assert len(vertices) == 3
+        assert len(edges) == 3
+
     def test_minimum_cycle_basis(self):
         g = Graph(
             [

From f6fe8c9412a6c01b3e03a15f26820a0fb5e62116 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:13:57 +0200
Subject: [PATCH 1588/1681] ci: trying to add Windows ARM64 builds

---
 .github/workflows/build.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5fea2ee20..6077b1094 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -208,16 +208,22 @@ jobs:
 
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
-    runs-on: windows-2019
     strategy:
       matrix:
         include:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
+            os: windows-2019
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
+            os: windows-2019
+          - cmake_arch: ARM64
+            wheel_arch: win_arm64
+            vcpkg_arch: arm64
+            os: windows-11-arm
+    runs-on: ${{ matrix.os }}
 
     steps:
       - uses: actions/checkout@v4

From 91225ea664b82f5db1f61b7a7723a1781ae64eb5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:21:33 +0200
Subject: [PATCH 1589/1681] ci: do not install Python in jobs where we are
 using cibuildwheel

---
 .github/workflows/build.yml | 17 +----------------
 1 file changed, 1 insertion(+), 16 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6077b1094..83c921ef7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,11 +23,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.23.2
         env:
@@ -129,11 +124,6 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -231,11 +221,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
@@ -267,7 +252,7 @@ jobs:
           CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
+          # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/

From 96660001b57b6538acd6e014e1af6441c20526f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 10:50:26 +0200
Subject: [PATCH 1590/1681] ci: install liblzma in CI for Windows builds

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 83c921ef7..3888eec79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -241,7 +241,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install liblzma:${{ matrix.vcpkg_arch }}-windows-static-md libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From 13869cf4f28226a0265844cbae12fe177f287ebf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:36:56 +0200
Subject: [PATCH 1591/1681] chore: extend tox.ini with Python 3.13

---
 tox.ini | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tox.ini b/tox.ini
index e1b1944bb..04fb5ca92 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,15 +4,16 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py38, py39, py310, py311, py312, pypy3
+envlist = py38, py39, py310, py311, py312, py313, pypy3
 
 [gh-actions]
 python =
     3.8: py38
     3.9: py39
-	3.10: py310
-	3.11: py311
-	3.12: py312
+    3.10: py310
+    3.11: py311
+    3.12: py312
+    3.13: py313
     pypy-3.7: pypy3
 
 [testenv]

From e5e6bc40d72d0a225c9913edff191f752a85012e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:40:33 +0200
Subject: [PATCH 1592/1681] ci: do not attempt to compile NumPy in CI for
 Windows ARM64

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3888eec79..379bfe03a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -205,14 +205,17 @@ jobs:
             wheel_arch: win32
             vcpkg_arch: x86
             os: windows-2019
+            test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
             os: windows-2019
+            test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
             vcpkg_arch: arm64
             os: windows-11-arm
+            test_extra: test-win-arm64
     runs-on: ${{ matrix.os }}
 
     steps:
@@ -250,7 +253,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"

From fe1cdc21b61de93d6883b29348f655ed303e4118 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 13:46:54 +0200
Subject: [PATCH 1593/1681] fix: added missing test-win-arm64 extra

---
 setup.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/setup.py b/setup.py
index b61fe9881..a8d1c965a 100644
--- a/setup.py
+++ b/setup.py
@@ -1020,6 +1020,15 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
+        # Dependencies needed for testing on Windows ARM64; only those that are either
+        # pure Python or have Windows ARM64 wheels as we don't want to compile wheels
+        # in CI
+        "test-win-arm64": [
+            "cairocffi>=1.2.0",
+            "networkx>=2.5",
+            "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
+        ],
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI

From 8ffb7031a3fca0094d66c37ba5c9289617cca518 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Apr 2025 21:15:08 +0200
Subject: [PATCH 1594/1681] build(deps): bump pypa/cibuildwheel from 2.23.2 to
 2.23.3 (#827)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 379bfe03a..754f5fba1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -24,7 +24,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -34,7 +34,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -55,7 +55,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +77,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -141,7 +141,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -248,7 +248,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 75610b3ebb66801155dbfc1156d28465c0141fd2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Apr 2025 16:02:42 +0200
Subject: [PATCH 1595/1681] chore: mkdoc.sh script reformatted, output is less
 verbose now

---
 scripts/mkdoc.sh | 91 ++++++++++++++++++++++++------------------------
 1 file changed, 46 insertions(+), 45 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 31d6a35ac..32ea358d2 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -17,27 +17,27 @@ CLEAN=0
 
 while getopts ":scjdl" OPTION; do
   case $OPTION in
-    c)
-      CLEAN=1
-      ;;
-    d)
-      DOC2DASH=1
-      ;;
-    l)
-      LINKCHECK=1
-      ;;
-    \?)
-      echo "Usage: $0 [-sjd]"
-      exit 1
-      ;;
-    esac
+  c)
+    CLEAN=1
+    ;;
+  d)
+    DOC2DASH=1
+    ;;
+  l)
+    LINKCHECK=1
+    ;;
+  \?)
+    echo "Usage: $0 [-sjd]"
+    exit 1
+    ;;
+  esac
 done
-shift $((OPTIND -1))
+shift $((OPTIND - 1))
 
-SCRIPTS_FOLDER=`dirname $0`
+SCRIPTS_FOLDER=$(dirname $0)
 
 cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
+ROOT_FOLDER=$(pwd)
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_HTML_FOLDER=${ROOT_FOLDER}/doc/html
 DOC_LINKCHECK_FOLDER=${ROOT_FOLDER}/doc/linkcheck
@@ -51,17 +51,20 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+else
+  # Upgrade pip in the virtualenv
+  .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
-    .venv/bin/pip install -U doc2dash
+  .venv/bin/pip install -U doc2dash
 fi
 
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
-SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+SITE_PACKAGES_DIR=$(.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg-link
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
@@ -84,49 +87,47 @@ fi
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"
   .venv/bin/python -m sphinx \
-   -T \
-   -b linkcheck \
-   -Dtemplates_path='' \
-   -Dhtml_theme='alabaster' \
-   ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
+    -T \
+    -b linkcheck \
+    -Dtemplates_path='' \
+    -Dhtml_theme='alabaster' \
+    ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
 fi
 
-
 echo "Generating HTML documentation..."
-.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx-rtd-theme
 .venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
-
 # doc2dash
 if [ "x$DOC2DASH" = "x1" ]; then
-  PWD=`pwd`
+  PWD=$(pwd)
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
   DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
-      echo "Generating Dash docset..."
-      "$DOC2DASH" \
-          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
-          --name "python-igraph" \
-          -d "${DASH_FOLDER}" \
-          -f \
-          -j \
-          -I "index.html" \
-          --icon ${ROOT_FOLDER}/doc/source/icon.png \
-          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
-          "${DOC_API_FOLDER}"
-      DASH_READY=1
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+      --online-redirect-url "https://python.igraph.org/en/latest/api/" \
+      --name "python-igraph" \
+      -d "${DASH_FOLDER}" \
+      -f \
+      -j \
+      -I "index.html" \
+      --icon ${ROOT_FOLDER}/doc/source/icon.png \
+      --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
+      "${DOC_API_FOLDER}"
+    DASH_READY=1
   else
-      echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-      DASH_READY=0
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
   fi
 
   echo ""
   if [ "x${DASH_READY}" = x1 ]; then
-      echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
+    echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
   fi
 
   cd "$PWD"

From 1c709fdf161753efbe4e65782cb3e07e75565e1f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 May 2025 21:07:35 +0200
Subject: [PATCH 1596/1681] refactor: remove unused
 igraphmodule_resolve_graph_weakref

---
 src/_igraph/common.c | 24 ------------------------
 src/_igraph/common.h |  1 -
 2 files changed, 25 deletions(-)

diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index bf888adfc..a099ef030 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -46,27 +46,3 @@ PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* k
    PyErr_SetString(PyExc_NotImplementedError, "This method is unimplemented.");
    return NULL;
 }
-
-/**
- * \ingroup python_interface
- * \brief Resolves a weak reference to an \c igraph.Graph
- * \return the \c igraph.Graph object or NULL if the weak reference is dead.
- * Sets an exception in the latter case.
- */
-PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref) {
-  PyObject *o;
-
-#ifndef PYPY_VERSION
-  /* PyWeakref_Check is not implemented in PyPy yet */
-  if (!PyWeakref_Check(ref)) {
-    PyErr_SetString(PyExc_TypeError, "weak reference expected");
-    return NULL;
-  }
-#endif  /* PYPY_VERSION */
-  o=PyWeakref_GetObject(ref);
-  if (o == Py_None) {
-    PyErr_SetString(PyExc_TypeError, "underlying graph has already been destroyed");
-    return NULL;
-  }
-  return o;
-}
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index 77514e2fd..fda85c948 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -51,5 +51,4 @@
 #define ATTRIBUTE_TYPE_EDGE 2
 
 PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref);
 #endif

From 1c423c60c77499476f9ae51aad65fca9340acef6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 May 2025 23:17:16 +0200
Subject: [PATCH 1597/1681] chore: updated vendored igraph

---
 src/_igraph/attributes.c   | 179 +++++++++++++++----------
 src/_igraph/convert.c      |  65 ++++++++-
 src/_igraph/convert.h      |   2 +
 src/_igraph/graphobject.c  | 261 +++++++++++++++++++++++--------------
 src/_igraph/igraphmodule.c |   8 +-
 src/igraph/__init__.py     |  23 ++--
 tests/test_atlas.py        |  18 ++-
 tests/test_bipartite.py    |  26 ++--
 tests/test_foreign.py      |   6 +-
 tests/test_generators.py   |  92 ++++++-------
 tests/test_structural.py   |   8 --
 vendor/source/igraph       |   2 +-
 12 files changed, 423 insertions(+), 267 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index d91eb84b5..cb543030f 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -347,7 +347,9 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
 /* Attribute handlers for the Python interface */
 
 /* Initialization */
-static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_init(
+  igraph_t *graph, const igraph_attribute_record_list_t *attr
+) {
   igraphmodule_i_attribute_struct* attrs;
   igraph_integer_t i, n;
 
@@ -368,27 +370,26 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
     PyObject *dict = attrs->attrs[0], *value;
     const char *s;
 
-    n = igraph_vector_ptr_size(attr);
+    n = igraph_attribute_record_list_size(attr);
     for (i = 0; i < n; i++) {
-      igraph_attribute_record_t *attr_rec;
-      attr_rec = VECTOR(*attr)[i];
+      igraph_attribute_record_t *attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
 
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        value = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
+        value = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[0]);
         if (!value) {
           PyErr_PrintEx(0);
         }
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, 0);
         value = PyUnicode_FromString(s ? s : "");
         if (!value) {
           PyErr_PrintEx(0);
         }
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        value = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
+        value = VECTOR(*attr_rec->value.as_vector_bool)[0] ? Py_True : Py_False;
         Py_INCREF(value);
         break;
       default:
@@ -515,7 +516,9 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
 }
 
 /* Adding vertices */
-static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_vertices(
+  igraph_t *graph, igraph_integer_t nv, const igraph_attribute_record_list_t *attr
+) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
   igraph_integer_t i, j, k, num_attr_entries;
@@ -531,7 +534,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     return IGRAPH_SUCCESS;
   }
 
-  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  num_attr_entries = attr ? igraph_attribute_record_list_size(attr) : 0;
   IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
@@ -547,7 +550,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     /* Check if we have specific values for the given attribute */
     attr_rec = NULL;
     for (i = 0; i < num_attr_entries; i++) {
-      attr_rec = VECTOR(*attr)[i];
+      attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
       if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
         VECTOR(added_attrs)[i] = 1;
         break;
@@ -564,14 +567,14 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
 
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+          s = igraph_strvector_get(attr_rec->value.as_strvector, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
@@ -620,7 +623,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       continue;
     }
 
-    attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
+    attr_rec = igraph_attribute_record_list_get_ptr(attr, k);
 
     value = PyList_New(j + nv);
     if (!value) {
@@ -637,14 +640,14 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       PyObject *o = NULL;
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, i);
         o = PyUnicode_FromString(s);
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
         Py_INCREF(o);
         break;
       default:
@@ -739,7 +742,9 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
 }
 
 /* Adding edges */
-static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_edges(
+  igraph_t *graph, const igraph_vector_int_t *edges, const igraph_attribute_record_list_t* attr
+) {
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
@@ -756,7 +761,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     return IGRAPH_SUCCESS;
   }
 
-  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  num_attr_entries = attr ? igraph_attribute_record_list_size(attr) : 0;
   IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
@@ -772,7 +777,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     /* Check if we have specific values for the given attribute */
     attr_rec = NULL;
     for (i = 0; i < num_attr_entries; i++) {
-      attr_rec = VECTOR(*attr)[i];
+      attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
       if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
         VECTOR(added_attrs)[i] = 1;
         break;
@@ -788,14 +793,14 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+          s = igraph_strvector_get(attr_rec->value.as_strvector, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
@@ -837,7 +842,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     if (VECTOR(added_attrs)[k]) {
       continue;
     }
-    attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
+    attr_rec = igraph_attribute_record_list_get_ptr(attr, k);
 
     value = PyList_New(j + ne);
     if (!value) {
@@ -854,14 +859,14 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       PyObject *o;
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, i);
         o = PyUnicode_FromString(s);
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
         Py_INCREF(o);
         break;
       default:
@@ -1768,15 +1773,15 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
-  VECTOR(*value)[0] = PyObject_IsTrue(o);
-  return IGRAPH_SUCCESS;
+  return igraph_vector_bool_push_back(value, PyObject_IsTrue(o));
 }
 
 /* Getting numeric graph attributes */
 igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
                                           const char *name, igraph_vector_t *value) {
   PyObject *dict, *o, *result;
+  double num;
+
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   /* No error checking, if we get here, the type has already been checked by previous
      attribute handler calls... hopefully :) Same applies for the other handlers. */
@@ -1784,18 +1789,20 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_vector_resize(value, 1));
+
   if (o == Py_None) {
-    VECTOR(*value)[0] = IGRAPH_NAN;
-    return IGRAPH_SUCCESS;
+    num = IGRAPH_NAN;
+  } else {
+    result = PyNumber_Float(o);
+    if (result) {
+      num = PyFloat_AsDouble(o);
+      Py_DECREF(result);
+    } else {
+      IGRAPH_ERROR("Internal error in PyNumber_Float", IGRAPH_EINVAL);
+    }
   }
-  result = PyNumber_Float(o);
-  if (result) {
-    VECTOR(*value)[0] = PyFloat_AsDouble(o);
-    Py_DECREF(result);
-  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL);
 
-  return IGRAPH_SUCCESS;
+  return igraph_vector_push_back(value, num);
 }
 
 /* Getting string graph attributes */
@@ -1809,7 +1816,6 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
   /* For Python 3.x, we simply call PyObject_Str, which produces a
    * Unicode string, then encode it into UTF-8, except when we
@@ -1837,7 +1843,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     IGRAPH_ERROR("Internal error in PyBytes_AsString", IGRAPH_EINVAL);
   }
 
-  IGRAPH_CHECK(igraph_strvector_set(value, 0, c_str));
+  IGRAPH_CHECK(igraph_strvector_push_back(value, c_str));
 
   Py_XDECREF(str);
 
@@ -1859,16 +1865,19 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
+    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_VIT_GET(it));
       if (o != Py_None) {
@@ -1903,16 +1912,19 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
+    if (igraphmodule_PyList_to_strvector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_strvector_destroy(value);
-    *value=newvalue;
+    }
+    IGRAPH_FINALLY(igraph_strvector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_strvector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
+    igraph_strvector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_strvector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       igraph_integer_t v = IGRAPH_VIT_GET(it);
       char* str;
@@ -1922,16 +1934,19 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
         IGRAPH_ERROR("null element in PyList", IGRAPH_EINVAL);
 
       str = igraphmodule_PyObject_ConvertToCString(result);
-      if (str == 0)
+      if (str == 0) {
         IGRAPH_ERROR("error while calling igraphmodule_PyObject_ConvertToCString", IGRAPH_EINVAL);
+      }
+      IGRAPH_FINALLY(free, str);
 
       /* Note: this is a bit inefficient here, igraphmodule_PyObject_ConvertToCString
        * allocates a new string which could be copied into the string
        * vector straight away. Instead of that, the string vector makes
        * another copy. Probably the performance hit is not too severe.
        */
-      igraph_strvector_set(value, i, str);
+      IGRAPH_CHECK(igraph_strvector_set(value, i, str));
       free(str);
+      IGRAPH_FINALLY_CLEAN(1);
 
       IGRAPH_VIT_NEXT(it);
       i++;
@@ -1958,16 +1973,19 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
+    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_bool_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_bool_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_bool_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_VIT_GET(it));
       VECTOR(*value)[i] = PyObject_IsTrue(o);
@@ -1996,23 +2014,32 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
+    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_EIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_EIT_SIZE(it)));
     while (!IGRAPH_EIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_EIT_GET(it));
       if (o != Py_None) {
         result = PyNumber_Float(o);
-        VECTOR(*value)[i] = PyFloat_AsDouble(result);
-        Py_XDECREF(result);
-      } else VECTOR(*value)[i] = IGRAPH_NAN;
+        if (result) {
+          VECTOR(*value)[i] = PyFloat_AsDouble(result);
+          Py_XDECREF(result);
+        } else {
+          IGRAPH_ERROR("Internal error in PyNumber_Float", IGRAPH_EINVAL);
+        }
+      } else {
+        VECTOR(*value)[i] = IGRAPH_NAN;
+      }
       IGRAPH_EIT_NEXT(it);
       i++;
     }
@@ -2038,13 +2065,16 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
+    if (igraphmodule_PyList_to_strvector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_strvector_destroy(value);
-    *value=newvalue;
+    }
+    IGRAPH_FINALLY(igraph_strvector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_strvector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
+    igraph_strvector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -2064,7 +2094,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
        * vector straight away. Instead of that, the string vector makes
        * another copy. Probably the performance hit is not too severe.
        */
-      igraph_strvector_set(value, i, str);
+      IGRAPH_FINALLY(free, str);
+      IGRAPH_CHECK(igraph_strvector_set(value, i, str));
+      IGRAPH_FINALLY_CLEAN(1);
       free(str);
 
       IGRAPH_EIT_NEXT(it);
@@ -2092,16 +2124,19 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
+    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_bool_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_bool_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_bool_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i=0;
+    igraph_integer_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_EIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_EIT_SIZE(it)));
     while (!IGRAPH_EIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_EIT_GET(it));
       VECTOR(*value)[i] = PyObject_IsTrue(o);
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 1964d40e1..248c35387 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -710,6 +710,36 @@ int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
   TRANSLATE_ENUM_WITH(loops_tt);
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_lpa_variant_t
+ */
+int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result) {
+  static igraphmodule_enum_translation_table_entry_t lpa_variant_tt[] = {
+    {"dominance", IGRAPH_LPA_DOMINANCE},
+    {"retention", IGRAPH_LPA_RETENTION},
+    {"fast", IGRAPH_LPA_FAST},
+    {0,0}
+  };
+
+  TRANSLATE_ENUM_WITH(lpa_variant_tt);
+}
+
+/**
+ * \brief Converts a Python object to an igraph \c igraph_mst_algorithm_t
+ */
+int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t mst_algorithm_tt[] = {
+    {"auto", IGRAPH_MST_AUTOMATIC},
+    {"automatic", IGRAPH_MST_AUTOMATIC},
+    {"unweighted", IGRAPH_MST_UNWEIGHTED},
+    {"prim", IGRAPH_MST_PRIM},
+    {"kruskal", IGRAPH_MST_KRUSKAL},
+    {0,0}
+  };
+
+  TRANSLATE_ENUM_WITH(mst_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_random_walk_stuck_t
@@ -1962,7 +1992,19 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
       free(name);
       return 1;
     }
-    igraph_vector_init(result, n);
+    if (igraph_vector_init(result, 0)) {
+      igraphmodule_handle_igraph_error();
+      free(name);
+      free(result);
+      return 1;
+    }
+    if (igraph_vector_reserve(result, n)) {
+      igraphmodule_handle_igraph_error();
+      igraph_vector_destroy(result);
+      free(name);
+      free(result);
+      return 1;
+    }
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
       if (igraphmodule_i_get_numeric_vertex_attr(&self->g, name,
           igraph_vss_all(), result)) {
@@ -2157,7 +2199,19 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
         free(name);
         return 1;
       }
-      igraph_vector_bool_init(result, n);
+      if (igraph_vector_bool_init(result, 0)) {
+        igraphmodule_handle_igraph_error();
+        free(name);
+        free(result);
+        return 1;
+      }
+      if (igraph_vector_bool_reserve(result, n)) {
+        igraph_vector_bool_destroy(result);
+        igraphmodule_handle_igraph_error();
+        free(name);
+        free(result);
+        return 1;
+      }
       if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
         if (igraphmodule_i_get_boolean_vertex_attr(&self->g, name,
             igraph_vss_all(), result)) {
@@ -2193,12 +2247,17 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
       n = igraph_vector_size(dummy);
       result = (igraph_vector_bool_t*)calloc(1, sizeof(igraph_vector_bool_t));
-      igraph_vector_bool_init(result, n);
       if (result == 0) {
         igraph_vector_destroy(dummy); free(dummy);
         PyErr_NoMemory();
         return 1;
       }
+      if (igraph_vector_bool_init(result, n)) {
+        igraphmodule_handle_igraph_error();        
+        igraph_vector_destroy(dummy); free(dummy);
+        igraph_vector_bool_destroy(result); free(result);
+        return 1;
+      }
       for (i = 0; i < n; i++) {
         VECTOR(*result)[i] = (VECTOR(*dummy)[i] != 0 &&
             VECTOR(*dummy)[i] == VECTOR(*dummy)[i]);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 873be1dc0..525afbb5e 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -76,7 +76,9 @@ int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
+int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result);
 int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result);
+int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0d2b05fab..8c82bf79f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2151,6 +2151,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   float power = 1.0f, zero_appeal = 1.0f;
   igraph_integer_t m = 1;
   igraph_vector_int_t outseq;
+  igraph_bool_t has_outseq = false;
   igraph_t *start_from = 0;
   igraph_barabasi_algorithm_t algo = IGRAPH_BARABASI_PSUMTREE;
   PyObject *m_obj = 0, *outpref = Py_False, *directed = Py_False;
@@ -2176,36 +2177,36 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
   if (m_obj == 0) {
-    igraph_vector_int_init(&outseq, 0);
     m = 1;
-  } else if (m_obj != 0) {
-    /* let's check whether we have a constant out-degree or a list */
-    if (PyLong_Check(m_obj)) {
-      if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
-        return NULL;
-      }
-      igraph_vector_int_init(&outseq, 0);
-    } else if (PyList_Check(m_obj)) {
-      if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
-        return NULL;
-      }
-    } else {
-      PyErr_SetString(PyExc_TypeError, "m must be an integer or a list of integers");
+  } else if (PyLong_Check(m_obj)) {
+    if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
       return NULL;
     }
+  } else if (PySequence_Check(m_obj)) {
+    if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
+      return NULL;
+    }
+    has_outseq = true;
+  } else {
+    PyErr_SetString(PyExc_TypeError, "m must be an integer or a sequence of integers");
+    return NULL;
   }
 
   if (igraph_barabasi_game(&g, n, power, m,
-                           &outseq, PyObject_IsTrue(outpref),
+                           has_outseq ? &outseq : NULL, PyObject_IsTrue(outpref),
                            zero_appeal,
                            PyObject_IsTrue(directed), algo,
                            start_from)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&outseq);
+    if (has_outseq) {
+      igraph_vector_int_destroy(&outseq);
+    }
     return NULL;
   }
 
-  igraph_vector_int_destroy(&outseq);
+  if (has_outseq) {
+    igraph_vector_int_destroy(&outseq);
+  }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2432,7 +2433,7 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
     retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
   } else {
     /* GNM model */
-    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops), /* multiple = */ 0);
   }
 
   if (retval) {
@@ -3518,7 +3519,8 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   } else {
     /* GNM model */
     retval = igraph_bipartite_game_gnm(
-      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode
+      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode,
+      /* multiple = */ 0
     );
   }
 
@@ -3554,6 +3556,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
   float power = 0.0f, zero_appeal = 0.0f;
   igraph_integer_t m = 0;
   igraph_vector_int_t outseq;
+  igraph_bool_t has_outseq = false;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
 
   char *kwlist[] =
@@ -3573,24 +3576,28 @@ NULL };
     if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
       return NULL;
     }
-    igraph_vector_int_init(&outseq, 0);
   } else if (PyList_Check(m_obj)) {
     if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
       // something bad happened during conversion
       return NULL;
     }
+    has_outseq = true;
   }
 
-  if (igraph_recent_degree_game(&g, n, power, window, m, &outseq,
+  if (igraph_recent_degree_game(&g, n, power, window, m, has_outseq ? &outseq : NULL,
                                 PyObject_IsTrue(outpref),
                                 zero_appeal,
                                 PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&outseq);
+    if (has_outseq) {
+      igraph_vector_int_destroy(&outseq);
+    }
     return NULL;
   }
 
-  igraph_vector_int_destroy(&outseq);
+  if (has_outseq) {
+    igraph_vector_int_destroy(&outseq);
+  }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -4203,6 +4210,8 @@ PyObject *igraphmodule_Graph_authority_score(
   igraph_real_t value;
   igraph_vector_t res, *weights = 0;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
                                    &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &return_eigenvalue))
@@ -4214,7 +4223,7 @@ PyObject *igraphmodule_Graph_authority_score(
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value,
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5471,6 +5480,8 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
   igraph_real_t value;
   igraph_vector_t *weights=0, res;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO!O", kwlist,
                                    &directed_o, &scale_o, &weights_o,
                                    igraphmodule_ARPACKOptionsType,
@@ -5487,7 +5498,7 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
   if (igraph_eigenvector_centrality(&self->g, &res, &value,
-      PyObject_IsTrue(directed_o), PyObject_IsTrue(scale_o),
+      PyObject_IsTrue(directed_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6052,22 +6063,26 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
                                                     self, PyObject * args,
                                                     PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "cutoff", "mode", NULL };
-  igraph_vector_int_t res;
+  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", NULL };
+  igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from;
   igraph_vs_t to;
-  igraph_integer_t cutoff;
-  PyObject *list, *from_o, *mode_o=Py_None, *to_o=Py_None, *cutoff_o=Py_None;
+  igraph_integer_t minlen, maxlen;
+  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None;
+  PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &from_o,
-        &to_o, &cutoff_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &from_o,
+        &to_o, &minlen_o, &maxlen_o, &mode_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
-  if (igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
+  if (igraphmodule_PyObject_to_integer_t(minlen_o, &minlen))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_integer_t(maxlen_o, &maxlen))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
@@ -6076,24 +6091,24 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_vs_t(to_o, &to, &self->g, 0, 0))
     return NULL;
 
-  if (igraph_vector_int_init(&res, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&to);
     return NULL;
   }
 
-  if (igraph_get_all_simple_paths(&self->g, &res, from, to, cutoff, mode)) {
+  if (igraph_get_all_simple_paths(&self->g, &res, from, to, minlen, maxlen, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
+    igraph_vector_int_list_destroy(&res);
     igraph_vs_destroy(&to);
     return NULL;
   }
 
   igraph_vs_destroy(&to);
 
-  list = igraphmodule_vector_int_t_to_PyList(&res);
+  list = igraphmodule_vector_int_list_t_to_PyList(&res);
 
-  igraph_vector_int_destroy(&res);
+  igraph_vector_int_list_destroy(&res);
 
   return list;
 }
@@ -6114,6 +6129,8 @@ PyObject *igraphmodule_Graph_hub_score(
   igraph_real_t value;
   igraph_vector_t res, *weights = 0;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
                                    &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options, &return_eigenvalue))
@@ -6125,7 +6142,7 @@ PyObject *igraphmodule_Graph_hub_score(
     ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value,
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6692,11 +6709,6 @@ PyObject *igraphmodule_Graph_distances(
     );
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
-    PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
-    goto cleanup;
-  }
-
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -6708,7 +6720,7 @@ PyObject *igraphmodule_Graph_distances(
       break;
 
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON:
-      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
+      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights, mode);
       break;
 
     default:
@@ -6765,25 +6777,35 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
   if (pairs_o == Py_None) {
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
-    igraph_vs_t vs;
+    igraph_vs_t vs_from;
+    igraph_vs_t vs_to;
     igraph_bool_t return_single = false;
 
-    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_from, &self->g, &return_single, 0))
       return NULL;
 
+    /* TODO(ntamas): support separate vs_from and vs_to arguments */
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_to, &self->g, &return_single, 0)) {
+      igraph_vs_destroy(&vs_from);
+      return NULL;
+    }
+
     if (igraph_matrix_init(&res, 0, 0)) {
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       return igraphmodule_handle_igraph_error();
     }
 
-    if (igraph_similarity_jaccard(&self->g, &res, vs, mode, PyObject_IsTrue(loops))) {
+    if (igraph_similarity_jaccard(&self->g, &res, vs_from, vs_to, mode, PyObject_IsTrue(loops))) {
       igraph_matrix_destroy(&res);
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&vs_from);
+    igraph_vs_destroy(&vs_to);
 
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&res);
@@ -6851,25 +6873,35 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
   if (pairs_o == Py_None) {
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
-    igraph_vs_t vs;
+    igraph_vs_t vs_from;
+    igraph_vs_t vs_to;
     igraph_bool_t return_single = false;
 
-    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_from, &self->g, &return_single, 0))
       return NULL;
 
+    /* TODO(ntamas): support separate vs_from and vs_to arguments */
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_to, &self->g, &return_single, 0)) {
+      igraph_vs_destroy(&vs_from);
+      return NULL;
+    }
+
     if (igraph_matrix_init(&res, 0, 0)) {
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       return igraphmodule_handle_igraph_error();
     }
 
-    if (igraph_similarity_dice(&self->g, &res, vs, mode, PyObject_IsTrue(loops))) {
+    if (igraph_similarity_dice(&self->g, &res, vs_from, vs_to, mode, PyObject_IsTrue(loops))) {
       igraph_matrix_destroy(&res);
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&vs_from);
+    igraph_vs_destroy(&vs_to);
 
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&res);
@@ -6962,12 +6994,16 @@ PyObject *igraphmodule_Graph_similarity_inverse_log_weighted(
 PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "weights", NULL };
+  static char *kwlist[] = { "weights", "method", NULL };
   igraph_vector_t* ws = 0;
   igraph_vector_int_t res;
-  PyObject *weights_o = Py_None, *result_o = NULL;
+  igraph_mst_algorithm_t method = IGRAPH_MST_AUTOMATIC;
+  PyObject *weights_o = Py_None, *result_o = NULL, *method_o = NULL;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &method_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_mst_algorithm_t(method_o, &method))
     return NULL;
 
   if (igraph_vector_int_init(&res, 0)) {
@@ -6980,14 +7016,19 @@ PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_minimum_spanning_tree(&self->g, &res, ws)) {
-  if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
+  if (igraph_minimum_spanning_tree(&self->g, &res, ws, method)) {
+    if (ws != 0) {
+      igraph_vector_destroy(ws); free(ws);
+    }
     igraph_vector_int_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
+  if (ws != 0) {
+    igraph_vector_destroy(ws); free(ws);
+  }
+
   result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
   return result_o;
@@ -9184,13 +9225,14 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
                                              PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "types", NULL };
+  static char *kwlist[] = { "types", "weights", NULL };
   igraph_matrix_t matrix;
   igraph_vector_int_t row_ids, col_ids;
   igraph_vector_bool_t *types;
-  PyObject *matrix_o, *row_ids_o, *col_ids_o, *types_o;
+  igraph_vector_t *weights = 0;
+  PyObject *matrix_o, *row_ids_o, *col_ids_o, *types_o, *weights_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &types_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &types_o))
     return NULL;
 
   if (igraph_vector_int_init(&row_ids, 0))
@@ -9207,24 +9249,34 @@ PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
     return NULL;
   }
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_vector_int_destroy(&row_ids);
+    igraph_vector_int_destroy(&col_ids);
+    if (types) { igraph_vector_bool_destroy(types); free(types); }
+    return NULL;
+  }
+
   if (igraph_matrix_init(&matrix, 1, 1)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
     return NULL;
   }
 
-  if (igraph_get_biadjacency(&self->g, types, &matrix, &row_ids, &col_ids)) {
+  if (igraph_get_biadjacency(&self->g, types, weights, &matrix, &row_ids, &col_ids)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_matrix_destroy(&matrix);
     return NULL;
   }
 
   if (types) { igraph_vector_bool_destroy(types); free(types); }
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   matrix_o = igraphmodule_matrix_t_to_PyList(&matrix, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&matrix);
@@ -10130,7 +10182,7 @@ PyObject *igraphmodule_Graph_automorphism_group(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_automorphism_group(&self->g, color, &generators, sh, 0);
+  retval = igraph_automorphism_group_bliss(&self->g, color, &generators, sh, 0);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -10176,7 +10228,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_canonical_permutation(&self->g, color, &labeling, sh, 0);
+  retval = igraph_canonical_permutation_bliss(&self->g, color, &labeling, sh, 0);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -10218,7 +10270,7 @@ PyObject *igraphmodule_Graph_count_automorphisms(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_count_automorphisms(&self->g, color, sh, &info);
+  retval = igraph_count_automorphisms_bliss(&self->g, color, sh, &info);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -11170,18 +11222,18 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
 {
   igraph_bool_t res = false;
   PyObject *o, *return_mapping=Py_False, *domains_o=Py_None, *induced=Py_False;
-  float time_limit = 0;
   igraphmodule_GraphObject *other;
   igraph_vector_int_list_t domains;
   igraph_vector_int_list_t* p_domains = 0;
   igraph_vector_int_t mapping, *map=0;
 
-  static char *kwlist[] = { "pattern", "domains", "induced", "time_limit",
-      "return_mapping", NULL };
+  static char *kwlist[] = {
+    "pattern", "domains", "induced", "return_mapping", NULL
+  };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOfO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist,
         igraphmodule_GraphType, &o, &domains_o, &induced,
-        &time_limit, &return_mapping))
+        &return_mapping))
     return NULL;
 
   other=(igraphmodule_GraphObject*)o;
@@ -11195,8 +11247,9 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
 
   if (PyObject_IsTrue(return_mapping)) {
     if (igraph_vector_int_init(&mapping, 0)) {
-      if (p_domains)
+      if (p_domains) {
         igraph_vector_int_list_destroy(p_domains);
+      }
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -11204,9 +11257,10 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &res,
-        map, 0, PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
-    if (p_domains)
+        map, 0, PyObject_IsTrue(induced))) {
+    if (p_domains) {
       igraph_vector_int_list_destroy(p_domains);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -11237,16 +11291,15 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   PyObject *o, *domains_o=Py_None, *induced=Py_False, *result_o;
-  float time_limit = 0;
   igraphmodule_GraphObject *other;
   igraph_vector_int_list_t domains;
   igraph_vector_int_list_t* p_domains = 0;
   igraph_vector_int_list_t mappings;
 
-  static char *kwlist[] = { "pattern", "domains", "induced", "time_limit", NULL };
+  static char *kwlist[] = { "pattern", "domains", "induced", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOf", kwlist,
-        igraphmodule_GraphType, &o, &domains_o, &induced, &time_limit))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
+        igraphmodule_GraphType, &o, &domains_o, &induced))
     return NULL;
 
   other=(igraphmodule_GraphObject*)o;
@@ -11265,8 +11318,9 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     return NULL;
   }
 
-  if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, 0, 0, &mappings,
-        PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
+  if (igraph_subisomorphic_lad(
+    &other->g, &self->g, p_domains, 0, 0, &mappings, PyObject_IsTrue(induced)
+  )) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_list_destroy(&mappings);
     if (p_domains)
@@ -13025,7 +13079,8 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
         /* modularity = */ weights ? 0 : &q,
         /* membership = */ 0,
         PyObject_IsTrue(directed),
-        weights)) {
+        weights,
+        /* lengths = */ 0)) {
     igraphmodule_handle_igraph_error();
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
@@ -13278,17 +13333,23 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_community_label_propagation(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "weights", "initial", "fixed", NULL };
+  static char *kwlist[] = { "weights", "initial", "fixed", "variant", NULL };
   PyObject *weights_o = Py_None, *initial_o = Py_None, *fixed_o = Py_None;
+  PyObject *variant_o = NULL;
   PyObject *result_o;
   igraph_vector_int_t membership, *initial = 0;
   igraph_vector_t *ws = 0;
   igraph_vector_bool_t fixed;
+  igraph_lpa_variant_t variant = IGRAPH_LPA_DOMINANCE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &weights_o, &initial_o, &fixed_o)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &weights_o, &initial_o, &fixed_o, &variant_o)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_lpa_variant_t(variant_o, &variant)) {
+    return NULL;
+  }
+ 
   if (fixed_o != Py_None) {
     if (igraphmodule_PyObject_to_vector_bool_t(fixed_o, &fixed))
       return NULL;
@@ -13307,7 +13368,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 
   igraph_vector_int_init(&membership, igraph_vcount(&self->g));
   if (igraph_community_label_propagation(&self->g, &membership,
-        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0))) {
+        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0), variant)) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     if (initial) { igraph_vector_int_destroy(initial); free(initial); }
@@ -13392,15 +13453,16 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
  */
 PyObject *igraphmodule_Graph_community_optimal_modularity(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
-  static char *kwlist[] = {"weights", NULL};
+  static char *kwlist[] = {"weights", "resolution", NULL};
   PyObject *weights_o = Py_None;
   igraph_real_t modularity;
   igraph_vector_int_t membership;
   igraph_vector_t* weights = 0;
+  double resolution = 1;
   PyObject *res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist,
-        &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Od", kwlist,
+        &weights_o, &resolution))
     return NULL;
 
   if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
@@ -13414,8 +13476,8 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
     return NULL;
   }
 
-  if (igraph_community_optimal_modularity(&self->g, &modularity,
-        &membership, weights)) {
+  if (igraph_community_optimal_modularity(&self->g, weights, resolution, &modularity,
+        &membership)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&membership);
     if (weights != 0) {
@@ -15096,8 +15158,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates Kleinberg's authority score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param scale: whether to normalize the scores so that the largest one\n"
-   "  is 1.\n"
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
@@ -15515,8 +15575,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "components, and the eigenvector centrality calculated for each separately.\n\n"
    "@param directed: whether to consider edge directions in a directed\n"
    "  graph. Ignored for undirected graphs.\n"
-   "@param scale: whether to normalize the centralities so the largest\n"
-   "  one will always be 1.\n"
    "@param weights: edge weights given as a list or an edge attribute. If\n"
    "  C{None}, all edges have equal weight.\n"
    "@param return_eigenvalue: whether to return the actual largest\n"
@@ -15747,8 +15805,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates Kleinberg's hub score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param scale: whether to normalize the scores so that the largest one\n"
-   "  is 1.\n"
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
@@ -16100,7 +16156,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "probability, given in the first argument.\n\n"
    "Please note that the rewiring is done \"in-place\", so the original\n"
    "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
+   "use the L{cop y} method before.\n\n"
    "@param prob: rewiring probability\n"
    "@param loops: whether the algorithm is allowed to create loop edges\n"
    "@param multiple: whether the algorithm is allowed to create multiple\n"
@@ -16189,7 +16245,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_minimum_spanning_tree */
   {"_spanning_tree", (PyCFunction) igraphmodule_Graph_spanning_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "_spanning_tree(weights=None)\n--\n\n"
+   "_spanning_tree(weights=None, method=\"auto\")\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.spanning_tree()"},
 
@@ -18370,7 +18426,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_label_propagation",
    (PyCFunction) igraphmodule_Graph_community_label_propagation,
    METH_VARARGS | METH_KEYWORDS,
-   "community_label_propagation(weights=None, initial=None, fixed=None)\n--\n\n"
+   "community_label_propagation(weights=None, initial=None, fixed=None, variant=\"dominance\")\n--\n\n"
    "Finds the community structure of the graph according to the label\n"
    "propagation method of Raghavan et al.\n\n"
    "Initially, each vertex is assigned a different label. After that,\n"
@@ -18400,6 +18456,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  It only makes sense if initial labels are also given. Unlabeled\n"
    "  vertices cannot be fixed. Note that vertex attribute names are not\n"
    "  accepted here.\n"
+   "@param variant: the variant of the algorithm to use: C{\"dominance\"}, \n"
+   "  C{\"retention\"} or C{\"fast\"}. See the documentation of the C core\n"
+   "  of igraph for details.\n"
    "@return: the resulting membership vector\n"
   },
   {"community_leading_eigenvector", (PyCFunction) igraphmodule_Graph_community_leading_eigenvector,
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 97864f61e..f7ca0490a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -142,12 +142,8 @@ static int igraphmodule_clear(PyObject *m) {
   return 0;
 }
 
-static igraph_error_t igraphmodule_igraph_interrupt_hook(void* data) {
-  if (PyErr_CheckSignals()) {
-    IGRAPH_FINALLY_FREE();
-    return IGRAPH_INTERRUPTED;
-  }
-  return IGRAPH_SUCCESS;
+static igraph_bool_t igraphmodule_igraph_interrupt_hook() {
+  return PyErr_CheckSignals();
 }
 
 igraph_error_t igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0b1690849..b7f920cac 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -687,7 +687,7 @@ def es(self):
 
     ###########################
     # Paths/traversals
-    def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
+    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
         """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
 
@@ -703,7 +703,8 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
           paths. This can be a single vertex ID, a list of vertex IDs, a single
           vertex name, a list of vertex names or a L{VertexSeq} object. C{None}
           means all the vertices.
-        @param cutoff: maximum length of path that is considered. If negative,
+        @param minlen: minimum length of path that is considered.
+        @param maxlen: maximum length of path that is considered. If negative,
           paths of all lengths are considered.
         @param mode: the directionality of the paths. C{\"in\"} means to calculate
           incoming paths, C{\"out\"} means to calculate outgoing paths, C{\"all\"} means
@@ -712,14 +713,7 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
           reachable node in the graph in a list. Note that in case of mode=C{\"in\"},
           the vertices in a path are returned in reversed order!
         """
-        paths = self._get_all_simple_paths(v, to, cutoff, mode)
-        prev = 0
-        result = []
-        for index, item in enumerate(paths):
-            if item < 0:
-                result.append(paths[prev:index])
-                prev = index + 1
-        return result
+        return self._get_all_simple_paths(v, to, minlen, maxlen, mode)
 
     def path_length_hist(self, directed=True):
         """Returns the path length histogram of the graph
@@ -782,7 +776,7 @@ def dfs(self, vid, mode=OUT):
 
         return (vids, parents)
 
-    def spanning_tree(self, weights=None, return_tree=True):
+    def spanning_tree(self, weights=None, return_tree=True, method="auto"):
         """Calculates a minimum spanning tree for a graph.
 
         B{Reference}: Prim, R.C. Shortest connection networks and some
@@ -795,11 +789,16 @@ def spanning_tree(self, weights=None, return_tree=True):
           the minimum spanning tree instead (when C{return_tree} is C{False}).
           The default is C{True} for historical reasons as this argument was
           introduced in igraph 0.6.
+        @param method: the algorithm to use. C{"auto"} means that the algorithm
+          is selected automatically. C{"prim"} means that Prim's algorithm is
+          used. C{"kruskal"} means that Kruskal's algorithm is used.
+          C{"unweighted"} assumes that the graph is unweighted even if weights
+          are provided.
         @return: the spanning tree as a L{Graph} object if C{return_tree}
           is C{True} or the IDs of the edges that constitute the spanning
           tree if C{return_tree} is C{False}.
         """
-        result = GraphBase._spanning_tree(self, weights)
+        result = GraphBase._spanning_tree(self, weights, method)
         if return_tree:
             return self.subgraph_edges(result, delete_vertices=False)
         return result
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 1f36f5f44..49f49531e 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -100,7 +100,14 @@ def testEigenvectorCentrality(self):
     def testHubScore(self):
         for idx, g in enumerate(self.__class__.graphs):
             try:
-                sc = g.hub_score()
+                if g.ecount() == 0:
+                    with self.assertWarns(RuntimeWarning, msg="The graph has no edges"):
+                        sc = g.hub_score()
+                elif not g.is_directed():
+                    with self.assertWarns(RuntimeWarning, msg="Hub and authority scores requested for undirected graph"):
+                        sc = g.hub_score()
+                else:
+                    sc = g.hub_score()
             except Exception as ex:
                 self.assertTrue(
                     False,
@@ -126,7 +133,14 @@ def testHubScore(self):
     def testAuthorityScore(self):
         for idx, g in enumerate(self.__class__.graphs):
             try:
-                sc = g.authority_score()
+                if g.ecount() == 0:
+                    with self.assertWarns(RuntimeWarning, msg="The graph has no edges"):
+                        sc = g.authority_score()
+                elif not g.is_directed():
+                    with self.assertWarns(RuntimeWarning, msg="Hub and authority scores requested for undirected graph"):
+                        sc = g.authority_score()
+                else:
+                    sc = g.authority_score()
             except Exception as ex:
                 self.assertTrue(
                     False,
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index f3c5cc8c7..932838655 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -76,8 +76,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Graph is not weighted when weighted=`str`
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
@@ -92,8 +92,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["some_attr_name"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["some_attr_name"], [1, 1, 2, 1])
 
         # Graph is not weighted when weighted=""
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="")
@@ -108,8 +108,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es[""], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es[""], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=out with weighted
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
@@ -117,8 +117,8 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=in with weighted
         g = Graph.Biadjacency(
@@ -128,8 +128,8 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
+        self.assertListEqual(g.get_edgelist(), [(2, 1), (3, 0), (3, 1), (4, 0)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=all with weighted
         g = Graph.Biadjacency(
@@ -139,11 +139,11 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 8, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 1, 1, 2, 2])
         self.assertListEqual(
-            sorted(g.get_edgelist()),
-            [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)],
+            g.get_edgelist(),
+            [(1, 2), (2, 1), (0, 3), (3, 0), (1, 3), (3, 1), (0, 4), (4, 0)]
         )
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 2, 2, 1, 1])
 
     def testBiadjacencyError(self):
         msg = "arguments weighted and multiple can not co-exist"
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 72047dc1a..83664e5f5 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -215,14 +215,14 @@ def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
         self.assertTrue(
             "name" not in g.vertex_attributes() and "weight" in g.edge_attributes()
         )
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+        self.assertListEqual(g.es["weight"], [1.0, 2.0, 1.0, 3.0, 1.0])
 
         g = func(fname, directed=False)
         self.assertTrue(
             "name" in g.vertex_attributes() and "weight" in g.edge_attributes()
         )
-        self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+        self.assertListEqual(g.vs["name"], ["eggs", "spam", "ham", "bacon"])
+        self.assertListEqual(g.es["weight"], [1.0, 2.0, 1.0, 3.0, 1.0])
 
     def testNCOL(self):
         with temporary_file(
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 30cc58d23..3925eb7bd 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -481,33 +481,33 @@ def testAdjacencyNumPy(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (2, 2), (2, 2)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2), (2, 2)])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testAdjacencyNumPyLoopHandling(self):
@@ -518,64 +518,64 @@ def testAdjacencyNumPyLoopHandling(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (2, 2)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3), (2, 2)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2)])
 
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat, loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1)])
+        self.assertListEqual(sorted(el), [(0, 1)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2)])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
@@ -689,23 +689,23 @@ def testWeightedAdjacency(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
-        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(g.es["weight"], [3, 2, 1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
@@ -715,23 +715,23 @@ def testWeightedAdjacencyNumPy(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
-        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(g.es["weight"], [3, 2, 1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
@@ -745,36 +745,36 @@ def testSparseWeightedAdjacency(self):
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (1, 3)])
-        self.assertTrue(g.es["weight"] == [3, 2, 2.5, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (2, 2), (1, 3)])
+        self.assertListEqual(g.es["weight"], [3, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="min")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2)])
-        self.assertTrue(g.es["weight"] == [1, 2.5])
+        self.assertListEqual(el, [(0, 1), (2, 2)])
+        self.assertListEqual(g.es["weight"], [1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 1])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 1.25, 1])
 
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
@@ -788,9 +788,9 @@ def testDataFrame(self):
             [["A", "blue"], ["B", "yellow"], ["C", "blue"]], columns=[0, "color"]
         )
         g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
-        self.assertTrue(g.vs["name"] == ["A", "B", "C"])
-        self.assertTrue(g.vs["color"] == ["blue", "yellow", "blue"])
-        self.assertTrue(g.es["weight"] == [0.4, 0.1])
+        self.assertListEqual(g.vs["name"], ["A", "B", "C"])
+        self.assertListEqual(g.vs["color"], ["blue", "yellow", "blue"])
+        self.assertListEqual(g.es["weight"], [0.4, 0.1])
 
         # Issue #347
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
@@ -798,8 +798,8 @@ def testDataFrame(self):
             {"node": [1, 2, 3, 4, 5, 6], "label": ["1", "2", "3", "4", "5", "6"]}
         )[["node", "label"]]
         g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
-        self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
-        self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
+        self.assertListEqual(g.vs["name"], [1, 2, 3, 4, 5, 6])
+        self.assertListEqual(g.vs["label"], ["1", "2", "3", "4", "5", "6"])
 
         # Vertex names
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
diff --git a/tests/test_structural.py b/tests/test_structural.py
index b9d90a7dd..3d310dc53 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -824,14 +824,6 @@ def testDistances(self):
             g.distances(weights="weight", target=[2, 3], algorithm="johnson")
             == [row[2:4] for row in expected]
         )
-        self.assertRaises(
-            ValueError,
-            g.distances,
-            weights="weight",
-            target=[2, 3],
-            algorithm="johnson",
-            mode="in",
-        )
 
     def testGetShortestPath(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fc6860b31..e101e1597 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d
+Subproject commit e101e15975b6b07eaae33390005a5637d23debce

From e6479b182fa4572d84410018fa9f46488bda3e06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 May 2025 11:16:07 +0200
Subject: [PATCH 1598/1681] ci: do not invoke setup.py install

---
 .github/workflows/build.yml | 31 +++++++++++++------------------
 1 file changed, 13 insertions(+), 18 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 754f5fba1..a37b152ca 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -126,8 +126,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run:
-          brew install ninja autoconf automake libtool
+        run: brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -167,16 +166,15 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12.1'
+          python-version: "3.12.1"
 
       - name: Install OS dependencies
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.58'
-          actions-cache-folder: 'emsdk-cache'
+          version: "3.1.58"
+          actions-cache-folder: "emsdk-cache"
 
       - name: Build wheel
         run: |
@@ -253,7 +251,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
@@ -287,23 +285,22 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: "3.9"
 
       - name: Build sdist
         run: |
           python setup.py build_c_core
           python setup.py sdist
-          python setup.py install
+          pip install .
 
       - name: Test
         run: |
-          pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
+          pip install '.[test]'
           python -m pytest -v tests
 
       - uses: actions/upload-artifact@v4
@@ -335,13 +332,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12'
+          python-version: "3.12"
 
       - name: Install test dependencies
         run: |
@@ -357,8 +353,7 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          # NOTE: install calls "build" first
-          python setup.py install
+          pip install .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From f8b16ddf181caa534c013bf05e7b4601cf88c495 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 10 Jun 2025 12:40:29 +0200
Subject: [PATCH 1599/1681] chore: reformatted changelog

---
 CHANGELOG.md | 29 +++++++++++++++--------------
 1 file changed, 15 insertions(+), 14 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 88c1c9d7d..232dca247 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+
 - Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
@@ -44,30 +45,30 @@
 
 ### Added
 
- - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
+- Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
 
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+- Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
    several related models.
 
- - Added `Graph.is_complete()` to test if there is a connection between all
+- Added `Graph.is_complete()` to test if there is a connection between all
    distinct pairs of vertices.
 
- - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+- Added `Graph.is_clique()` to test if a set of vertices forms a clique.
 
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+- Added `Graph.is_independent_vertex_set()` to test if some vertices form an
    independent set.
 
- - Added `Graph.mean_degree()` for a convenient way to compute the average
+- Added `Graph.mean_degree()` for a convenient way to compute the average
    degree of a graph.
 
 ### Changed
 
- - The C core of igraph was updated to version 0.10.13.
+- The C core of igraph was updated to version 0.10.13.
 
- - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+- `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
    edges by default.
 
- - Error messages issued when an attribute is not found now mention the name
+- Error messages issued when an attribute is not found now mention the name
    and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
@@ -88,18 +89,18 @@
 
 - Deprecated `PyCObject` API calls in the C code were replaced by calls to
   `PyCapsule`, thanks to @DavidRConnell in
-  https://github.com/igraph/python-igraph/pull/763
+  <https://github.com/igraph/python-igraph/pull/763>
 
 - `get_shortest_path()` documentation was clarified by @JDPowell648 in
-  https://github.com/igraph/python-igraph/pull/764
+  <https://github.com/igraph/python-igraph/pull/764>
 
 - It is now possible to link to an existing igraph C core on MSYS2, thanks to
-  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+  @Kreijstal in <https://github.com/igraph/python-igraph/pull/770>
 
 ### Fixed
 
 - Bugfix in the NetworkX graph conversion code by @rmmaf in
-  https://github.com/igraph/python-igraph/pull/767
+  <https://github.com/igraph/python-igraph/pull/767>
 
 ## [0.11.4]
 
@@ -720,7 +721,7 @@
 ## [0.8.3]
 
 This is the last released version of `python-igraph` without a changelog file.
-Please refer to the commit logs at https://github.com/igraph/python-igraph for
+Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 

From 98ce8f8ade643332f4b1fab6353ab182c57443d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 10 Jun 2025 12:40:45 +0200
Subject: [PATCH 1600/1681] fix: initialize two potentially uninitialized
 variables

---
 src/_igraph/edgeseqobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index fcdbce41a..4e188ae2c 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -849,7 +849,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       igraph_vector_int_destroy(&v);
     } else {
       /* Iterators and everything that was not handled directly */
-      PyObject *iter, *item2;
+      PyObject *iter = NULL, *item2 = NULL;
 
       /* Allocate stuff */
       if (igraph_vector_int_init(&v, 0)) {

From 86e1980ab1748930e666075c5379120b7d0b18f5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 01:56:22 +0200
Subject: [PATCH 1601/1681] chore: updated vendored igraph

---
 CHANGELOG.md         | 6 +++---
 vendor/source/igraph | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 232dca247..3ccdc79e0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,12 +1,12 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.9] - 2025-06-11
 
 ### Changed
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
-- The C core of igraph was updated to version 0.10.15.
+- The C core of igraph was updated to version 0.10.16.
 
 - Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
@@ -725,7 +725,7 @@ Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.9]: https://github.com/igraph/python-igraph/compare/0.11.8...0.11.9
 [0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fc6860b31..beebfcdcd 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d
+Subproject commit beebfcdcd707f50a31cf8eb3568cf09f8b7baf54

From 9943652a2e6f34dddd7fd6c5a5b04709f1c0dead Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 01:59:26 +0200
Subject: [PATCH 1602/1681] chore: bumped version to 0.11.9

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 81a2aa780..fbd1c8748 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 8)
+__version_info__ = (0, 11, 9)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 3e99b0ffcd5a0bac54e539f7be3def12f46d42a4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 11:18:58 +0200
Subject: [PATCH 1603/1681] ci: reformatted yml, updated windows-2019 to
 windows-2022, bumped MACOSX_DEPLOYMENT_TARGET

---
 .github/workflows/build.yml | 30 +++++++++++++-----------------
 1 file changed, 13 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 754f5fba1..264b66ce8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -94,7 +94,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
-      MACOSX_DEPLOYMENT_TARGET: "10.9"
+      MACOSX_DEPLOYMENT_TARGET: "10.15"
     strategy:
       matrix:
         include:
@@ -126,8 +126,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run:
-          brew install ninja autoconf automake libtool
+        run: brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -167,16 +166,15 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12.1'
+          python-version: "3.12.1"
 
       - name: Install OS dependencies
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.58'
-          actions-cache-folder: 'emsdk-cache'
+          version: "3.1.58"
+          actions-cache-folder: "emsdk-cache"
 
       - name: Build wheel
         run: |
@@ -204,12 +202,12 @@ jobs:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
-            os: windows-2019
+            os: windows-2022
             test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
-            os: windows-2019
+            os: windows-2022
             test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
@@ -253,7 +251,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
@@ -287,13 +285,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: "3.9"
 
       - name: Build sdist
         run: |
@@ -335,13 +332,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12'
+          python-version: "3.12"
 
       - name: Install test dependencies
         run: |

From 86d721e6b0d99c0c65be915251b96f8eeedb528b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 17 Jun 2025 01:14:18 +0200
Subject: [PATCH 1604/1681] build(deps): bump pypa/cibuildwheel from 2.23.3 to
 3.0.0 (#832)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .github/workflows/build.yml | 30 +++++++++++-------------------
 1 file changed, 11 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 264b66ce8..a0324dccb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,18 +5,13 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
+  CIBW_SKIP: "cp38-* pp38-*"
   PYTEST_TIMEOUT: 60
 
 jobs:
   build_wheel_linux:
-    name: Build wheels on Linux (${{ matrix.wheel_arch }})
+    name: Build wheels on Linux (x86_64)
     runs-on: ubuntu-22.04
-    strategy:
-      fail-fast: false
-      matrix:
-        wheel_arch: [x86_64, i686]
-
     steps:
       - uses: actions/checkout@v4
         with:
@@ -24,25 +19,22 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
-          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
-          # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
-          CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v4
         with:
-          name: wheels-linux-${{ matrix.wheel_arch }}
+          name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -55,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -140,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -246,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 1e4b0424c7a1cdff57e0e50de71ebd8b99171f11 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 17 Jun 2025 01:18:23 +0200
Subject: [PATCH 1605/1681] ci: simplify sanitizer test workflow

---
 .github/workflows/build.yml | 13 +------------
 1 file changed, 1 insertion(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a0324dccb..731bcbf38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -331,22 +331,11 @@ jobs:
         with:
           python-version: "3.12"
 
-      - name: Install test dependencies
-        run: |
-          pip install --prefer-binary pytest pytest-timeout setuptools
-
-      - name: Build C core
-        env:
-          IGRAPH_USE_SANITIZERS: 1
-        run: |
-          python setup.py build_c_core
-
       - name: Build and install Python extension
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          # NOTE: install calls "build" first
-          python setup.py install
+          pip install --prefer-binary '.[test]'
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 75c49c6d298e9f2efe5761bf0b0101dd5d667a8c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 18 Jun 2025 13:30:21 +0200
Subject: [PATCH 1606/1681] ci: uninstall matplotlib

---
 .github/workflows/build.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 731bcbf38..637ac9ad1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,6 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
+          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # leak sanitizer checks
+          pip uninstall matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 0545b7324e7b59bd2bb8c0a49dbd2a3d035d8c6b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jun 2025 15:28:10 +0200
Subject: [PATCH 1607/1681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 4cabb5284..af4e6a3d4 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -630,6 +630,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "BeaMarton13",
+      "name": "Bea Márton",
+      "avatar_url": "https://avatars.githubusercontent.com/u/204701577?v=4",
+      "profile": "https://github.com/BeaMarton13",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f43ef7b6f..5c5714306 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -95,6 +95,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BeaMarton13"><img src="https://avatars.githubusercontent.com/u/204701577?v=4?s=100" width="100px;" alt="Bea Márton"/><br /><sub><b>Bea Márton</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=BeaMarton13" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From 6d2fc69cab70d3a6418dd55eb1aaecf38e6fdbd6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 19 Jun 2025 13:39:21 +0000
Subject: [PATCH 1608/1681] Edge betweenness-based community detection now
 computes modularity even for weighted graphs (#836)

---
 src/_igraph/graphobject.c   | 67 +++++++++++++++++++------------------
 src/igraph/community.py     |  9 ++++-
 tests/test_decomposition.py |  6 +---
 3 files changed, 43 insertions(+), 39 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8c82bf79f..d3056f941 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13048,16 +13048,18 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   PyObject *res, *qs, *ms;
   igraph_matrix_int_t merges;
   igraph_vector_t q;
-  igraph_vector_t *weights = 0;
+  igraph_vector_t *weights = NULL;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed, &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-      ATTRIBUTE_TYPE_EDGE)) return NULL;
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
 
   if (igraph_matrix_int_init(&merges, 0, 0)) {
-    if (weights != 0) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
     return igraphmodule_handle_igraph_error();
@@ -13065,51 +13067,44 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
 
   if (igraph_vector_init(&q, 0)) {
     igraph_matrix_int_destroy(&merges);
-    if (weights != 0) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_community_edge_betweenness(&self->g,
-        /* removed_edges = */ 0,
-        /* edge_betweenness = */ 0,
+        /* removed_edges = */ NULL,
+        /* edge_betweenness = */ NULL,
         /* merges = */ &merges,
-        /* bridges = */ 0,
-        /* modularity = */ weights ? 0 : &q,
-        /* membership = */ 0,
+        /* bridges = */ NULL,
+        /* modularity = */ &q,
+        /* membership = */ NULL,
         PyObject_IsTrue(directed),
         weights,
-        /* lengths = */ 0)) {
-    igraphmodule_handle_igraph_error();
-    if (weights != 0) {
+        /* lengths = */ NULL)) {
+
+    igraph_vector_destroy(&q);
+    igraph_matrix_int_destroy(&merges);
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
-    igraph_matrix_int_destroy(&merges);
-    igraph_vector_destroy(&q);
-    return NULL;
+    
+    return igraphmodule_handle_igraph_error();;
   }
 
-  if (weights != 0) {
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
   }
 
-  if (weights == 0) {
-    /* Calculate modularity vector only in the unweighted case as we don't
-     * calculate modularities for the weighted case */
-    qs=igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
-    igraph_vector_destroy(&q);
-    if (!qs) {
-      igraph_matrix_int_destroy(&merges);
-      return NULL;
-    }
-  } else {
-    qs = Py_None;
-    Py_INCREF(qs);
-    igraph_vector_destroy(&q);
+  qs = igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_vector_destroy(&q);
+  if (!qs) {
+    igraph_matrix_int_destroy(&merges);
+    return NULL;
   }
 
-  ms=igraphmodule_matrix_int_t_to_PyList(&merges);
+  ms = igraphmodule_matrix_int_t_to_PyList(&merges);
   igraph_matrix_int_destroy(&merges);
 
   if (ms == NULL) {
@@ -18531,12 +18526,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   "is typically high. So we gradually remove the edge with the highest\n"
   "betweenness from the network and recalculate edge betweenness after every\n"
   "removal, as long as all edges are removed.\n\n"
+  "When edge weights are given, the ratio of betweenness and weight values\n"
+  "is used to choose which edges to remove first, as described in\n"
+  "M. E. J. Newman: Analysis of Weighted Networks (2004), Section C.\n"
+  "Thus, edges with large weights are treated as strong connections,\n"
+  "and will be removed later than weak connections having similar betweenness.\n"
+  "Weights are also used for calculating modularity.\n\n"
   "Attention: this function is wrapped in a more convenient syntax in the\n"
   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
   "@param directed: whether to take into account the directedness of the edges\n"
   "  when we calculate the betweenness values.\n"
   "@param weights: name of an edge attribute or a list containing\n"
-  "  edge weights.\n\n"
+  "  edge weights. Higher weights indicate stronger connections.\n\n"
   "@return: a tuple with the merge matrix that describes the dendrogram\n"
   "  and the modularity scores before each merge. The modularity scores\n"
   "  use the weights if the original graph was weighted.\n"
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 0fdcdf154..dfdcb3954 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -235,6 +235,13 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     separate components. The result of the clustering will be represented
     by a dendrogram.
 
+    When edge weights are given, the ratio of betweenness and weight values
+    is used to choose which edges to remove first, as described in
+    M. E. J. Newman: Analysis of Weighted Networks (2004), Section C.
+    Thus, edges with large weights are treated as strong connections,
+    and will be removed later than weak connections having similar betweenness.
+    Weights are also used for calculating modularity.
+
     @param clusters: the number of clusters we would like to see. This
       practically defines the "level" where we "cut" the dendrogram to
       get the membership vector of the vertices. If C{None}, the dendrogram
@@ -245,7 +252,7 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     @param directed: whether the directionality of the edges should be
       taken into account or not.
     @param weights: name of an edge attribute or a list containing
-      edge weights.
+      edge weights. Higher weights indicate stronger connections.
     @return: a L{VertexDendrogram} object, initally cut at the maximum
       modularity or at the desired number of clusters.
     """
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 0bfdd1b6a..336db7ded 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -263,11 +263,7 @@ def testEdgeBetweenness(self):
         g.es["weight"] = 1
         g[0, 1] = g[1, 2] = g[2, 0] = g[3, 4] = 10
 
-        # We need to specify the desired cluster count explicitly; this is
-        # because edge betweenness-based detection does not play well with
-        # modularity-based cluster count selection (the edge weights have
-        # different semantics) so we need to give igraph a hint
-        cl = g.community_edge_betweenness(weights="weight").as_clustering(n=2)
+        cl = g.community_edge_betweenness(weights="weight").as_clustering()
         self.assertMembershipsEqual(cl, [0, 0, 0, 1, 1])
         self.assertAlmostEqual(cl.q, 0.2750, places=3)
 

From a0cab35295e250045739b31868dafad21010d2cf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jun 2025 15:46:02 +0200
Subject: [PATCH 1609/1681] ci: do not ask for confirmation when removing
 matplotlib

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 637ac9ad1..9f5572e79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,7 +338,7 @@ jobs:
           pip install --prefer-binary '.[test]'
           # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall matplotlib
+          pip uninstall -y matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 027237bcc062224322a21aa3d059b3c1dbdc73f8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Thu, 19 Jun 2025 17:58:35 +0300
Subject: [PATCH 1610/1681] add: ignore warnings on structural unittests (#834)

---
 tests/test_structural.py | 17 +++++++++++++----
 1 file changed, 13 insertions(+), 4 deletions(-)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 3d310dc53..c0f1bdb59 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -503,19 +503,28 @@ def testEigenvectorCentrality(self):
 
     def testAuthorityScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
-        asc = g.authority_score()
+        
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            asc = g.authority_score()
         self.assertAlmostEqual(max(asc), 1.0, places=3)
 
         # Smoke testing
-        g.authority_score(scale=False, return_eigenvalue=True)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            g.authority_score(scale=False, return_eigenvalue=True)
 
     def testHubScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
-        hsc = g.hub_score()
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            hsc = g.hub_score()
         self.assertAlmostEqual(max(hsc), 1.0, places=3)
 
         # Smoke testing
-        g.hub_score(scale=False, return_eigenvalue=True)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            g.hub_score(scale=False, return_eigenvalue=True)
 
     def testCoreness(self):
         g = Graph.Full(4) + Graph(4) + [(0, 4), (1, 5), (2, 6), (3, 7)]

From bdad808181988f6a96f377e124f32400c7b6ee2d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 24 Jun 2025 17:13:25 +0300
Subject: [PATCH 1611/1681] feat: expose fluid communities to python (#835)

---
 src/_igraph/graphobject.c   | 56 ++++++++++++++++++++++++++++++++++++-
 src/igraph/__init__.py      |  3 ++
 src/igraph/community.py     | 41 +++++++++++++++++++++++++++
 tests/test_decomposition.py | 55 ++++++++++++++++++++++++++++++++++++
 4 files changed, 154 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d3056f941..09f9c7176 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13743,6 +13743,38 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   return error ? NULL : Py_BuildValue("Nd", res, (double) quality);
 }
 
+ /**
+ * Fluid communities
+ */
+PyObject *igraphmodule_Graph_community_fluid_communities(igraphmodule_GraphObject *self,
+                                                        PyObject *args, PyObject *kwds) {
+    static char *kwlist[] = {"no_of_communities", NULL};
+    Py_ssize_t no_of_communities;
+    igraph_vector_int_t membership;
+    PyObject *result;
+
+    // Parse the Python integer argument
+    if (!PyArg_ParseTupleAndKeywords(args, kwds, "n", kwlist, &no_of_communities)) {
+        return NULL;
+    }
+
+    if (igraph_vector_int_init(&membership, 0)) {
+        igraphmodule_handle_igraph_error();
+        return NULL;
+    }
+
+    if (igraph_community_fluid_communities(&self->g, no_of_communities, &membership)) {
+        igraphmodule_handle_igraph_error();
+        igraph_vector_int_destroy(&membership);
+        return NULL;
+    }
+
+    result = igraphmodule_vector_int_t_to_PyList(&membership);
+    igraph_vector_int_destroy(&membership);
+
+    return result;
+}
+
 /**********************************************************************
  * Random walks                                                       *
  **********************************************************************/
@@ -18394,6 +18426,28 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "@see: modularity()\n"
   },
+  {"community_fluid_communities",
+  (PyCFunction) igraphmodule_Graph_community_fluid_communities,
+  METH_VARARGS | METH_KEYWORDS,
+   "community_fluid_communities(no_of_communities)\n--\n\n"
+   "Community detection based on fluids interacting on the graph.\n\n"
+   "The algorithm is based on the simple idea of several fluids interacting\n"
+   "in a non-homogeneous environment (the graph topology), expanding and\n"
+   "contracting based on their interaction and density. Weighted graphs are\n"
+   "not supported.\n\n"
+   "B{Reference}\n\n"
+   "  - Parés F, Gasulla DG, et. al. (2018) Fluid Communities: A Competitive,\n"
+   "    Scalable and Diverse Community Detection Algorithm. In: Complex Networks\n"
+   "    & Their Applications VI: Proceedings of Complex Networks 2017 (The Sixth\n"
+   "    International Conference on Complex Networks and Their Applications),\n"
+   "    Springer, vol 689, p 229. https://doi.org/10.1007/978-3-319-72150-7_19\n\n"
+   "@param no_of_communities: The number of communities to be found. Must be\n"
+   " greater than 0 and fewer than number of vertices in the graph.\n"
+   "@return: a list with the community membership of each vertex.\n"
+   "@note: The graph must be simple and connected. Edge directions will be\n"
+   " ignored if the graph is directed.\n"
+   "@note: Time complexity: O(|E|)\n",
+  },
   {"community_infomap",
    (PyCFunction) igraphmodule_Graph_community_infomap,
    METH_VARARGS | METH_KEYWORDS,
@@ -18402,7 +18456,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
-   "B{References}\n"
+   "B{Reference}: "
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
    "    U{https://arxiv.org/abs/0707.0609}\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index b7f920cac..a1e87d13e 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -109,6 +109,7 @@
     _community_multilevel,
     _community_optimal_modularity,
     _community_edge_betweenness,
+    _community_fluid_communities,
     _community_spinglass,
     _community_walktrap,
     _k_core,
@@ -658,6 +659,7 @@ def es(self):
     community_multilevel = _community_multilevel
     community_optimal_modularity = _community_optimal_modularity
     community_edge_betweenness = _community_edge_betweenness
+    community_fluid_communities = _community_fluid_communities
     community_spinglass = _community_spinglass
     community_walktrap = _community_walktrap
     k_core = _k_core
@@ -1100,6 +1102,7 @@ def write(graph, filename, *args, **kwds):
     _community_multilevel,
     _community_optimal_modularity,
     _community_edge_betweenness,
+    _community_fluid_communities,
     _community_spinglass,
     _community_walktrap,
     _k_core,
diff --git a/src/igraph/community.py b/src/igraph/community.py
index dfdcb3954..1150dcb57 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -468,6 +468,47 @@ def _community_leiden(
     )
 
 
+def _community_fluid_communities(graph, no_of_communities):
+    """Community detection based on fluids interacting on the graph.
+
+    The algorithm is based on the simple idea of several fluids interacting 
+    in a non-homogeneous environment (the graph topology), expanding and 
+    contracting based on their interaction and density. Weighted graphs are 
+    not supported.
+
+    This function implements the community detection method described in:
+    Parés F, Gasulla DG, et. al. (2018) Fluid Communities: A Competitive,
+    Scalable and Diverse Community Detection Algorithm.
+
+    @param no_of_communities: The number of communities to be found. Must be
+      greater than 0 and fewer than or equal to the number of vertices in the graph.
+    @return: an appropriate L{VertexClustering} object.
+    """
+    # Validate input parameters
+    if no_of_communities <= 0:
+        raise ValueError("no_of_communities must be greater than 0")
+    
+    if no_of_communities > graph.vcount():
+        raise ValueError("no_of_communities must be fewer than or equal to the number of vertices")
+    
+    # Check if graph is weighted (not supported)
+    if graph.is_weighted():
+        raise ValueError("Weighted graphs are not supported by the fluid communities algorithm")
+    
+    # Handle directed graphs - the algorithm works on undirected graphs
+    # but can accept directed graphs (they are treated as undirected)
+    if graph.is_directed():
+        import warnings
+        warnings.warn(
+            "Directed graphs are treated as undirected in the fluid communities algorithm",
+            UserWarning,
+            stacklevel=2
+        )
+    
+    membership = GraphBase.community_fluid_communities(graph, no_of_communities)
+    return VertexClustering(graph, membership)
+  
+  
 def _modularity(self, membership, weights=None, resolution=1, directed=True):
     """Calculates the modularity score of the graph with respect to a given
     clustering.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 336db7ded..5bcb0f7c3 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -276,6 +276,61 @@ def testEigenvector(self):
         cl = g.community_leading_eigenvector(2)
         self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.4523, places=3)
+        
+    def testFluidCommunities(self):
+        # Test with a simple graph: two cliques connected by a single edge
+        g = Graph.Full(5) + Graph.Full(5)
+        g.add_edges([(0, 5)])
+        
+        # Test basic functionality - should find 2 communities
+        cl = g.community_fluid_communities(2)
+        self.assertEqual(len(set(cl.membership)), 2)
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
+        
+        # Test with 3 cliques
+        g = Graph.Full(4) + Graph.Full(4) + Graph.Full(4)
+        g += [(0, 4), (4, 8)]  # Connect the cliques
+        cl = g.community_fluid_communities(3)
+        self.assertEqual(len(set(cl.membership)), 3)
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2])
+        
+        # Test error conditions
+        # Number of communities must be positive
+        with self.assertRaises(Exception):
+            g.community_fluid_communities(0)
+        
+        # Number of communities cannot exceed number of vertices
+        with self.assertRaises(Exception):
+            g.community_fluid_communities(g.vcount() + 1)
+        
+        # Test with disconnected graph (should raise error)
+        g_disconnected = Graph.Full(3) + Graph.Full(3)  # No connecting edge
+        with self.assertRaises(Exception):
+            g_disconnected.community_fluid_communities(2)
+        
+        # Test with single vertex (edge case)
+        g_single = Graph(1)
+        cl = g_single.community_fluid_communities(1)
+        self.assertEqual(cl.membership, [0])
+        
+        # Test with small connected graph
+        g_small = Graph([(0, 1), (1, 2), (2, 0)])  # Triangle
+        cl = g_small.community_fluid_communities(1)
+        self.assertEqual(len(set(cl.membership)), 1)
+        self.assertEqual(cl.membership, [0, 0, 0])
+        
+        # Test deterministic behavior on simple structure
+        # Note: Fluid communities can be non-deterministic due to randomization,
+        # but on very simple structures it should be consistent
+        g_path = Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 5)])
+        cl = g_path.community_fluid_communities(2)
+        self.assertEqual(len(set(cl.membership)), 2)
+        
+        # Test that it returns a VertexClustering object
+        g = Graph.Full(6)
+        cl = g.community_fluid_communities(2)
+        self.assertIsInstance(cl, VertexClustering)
+        self.assertEqual(len(cl.membership), g.vcount())
 
     def testInfomap(self):
         g = Graph.Famous("zachary")

From 915b55ce1bfa2a64532a7fa4854734a6b6236364 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 27 Jun 2025 09:30:41 +0000
Subject: [PATCH 1612/1681] docs: fix invalid reference formatting for infomap

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 09f9c7176..a2d982ad7 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -18455,8 +18455,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
-   "or one of the references provided below.\n"
-   "B{Reference}: "
+   "or one of the references provided below.\n\n"
+   "B{References}\n\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
    "    U{https://arxiv.org/abs/0707.0609}\n"

From cec82b4b5958123bcaa9fabefcf960fe5b4159e6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 30 Jun 2025 22:06:15 +0000
Subject: [PATCH 1613/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index beebfcdcd..e2a3b7c6e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit beebfcdcd707f50a31cf8eb3568cf09f8b7baf54
+Subproject commit e2a3b7c6e26683e9bb5f6a07d4e380861bd40f93

From 62083868e6173120d2e3220591d23cbd5a022dce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 3 Jul 2025 12:23:21 +0200
Subject: [PATCH 1614/1681] fix: add some missing files to source tarball,
 closes #830

---
 MANIFEST.in | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/MANIFEST.in b/MANIFEST.in
index 5c68b5e82..39e2ee9fe 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -8,6 +8,10 @@ include scripts/*.sh
 include scripts/*.py
 include tests/*.py
 
+include CHANGELOG.md
+include CONTRIBUTORS.md
+include CITATION.cff
+
 graft vendor/source/igraph
 
 graft doc

From bd64579d49c7553eaafbbdff8ef0c8e0a6216fec Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 01:44:02 +0200
Subject: [PATCH 1615/1681] fix: better punctuation of warnings emitted from
 igraph's C core, closes #838

---
 src/_igraph/error.c | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 41b2b879e..b6940a27e 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -61,7 +61,20 @@ PyObject* igraphmodule_handle_igraph_error() {
 void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
                                       int line) {
   char buf[4096];
-  snprintf(buf, sizeof(buf), "%s at %s:%i", reason, file, line);
+  char end;
+  size_t len = strlen(reason);
+  const char* separator = " ";
+
+  if (len == 0) {
+    separator = "";
+  } else {
+    end = reason[len - 1];
+    if (end != '.' && end != '?' && end != '!') {
+      separator = ". ";
+    }
+  }
+
+  snprintf(buf, sizeof(buf), "%s%sLocation: %s:%i", reason, separator, file, line);
   PY_IGRAPH_WARN(buf);
 }
 

From 4119c94ded9cd29ed770df5a169f90e2ecfa66d1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Sat, 5 Jul 2025 02:58:17 +0300
Subject: [PATCH 1616/1681] feat: expose voronoi to python (#833)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Szabolcs Horvát <szhorvat@gmail.com>
Co-authored-by: MIBea13 <mildikokak@gmail.com>
---
 src/_igraph/graphobject.c   | 155 ++++++++++++++++++++++++++++++++++++
 src/igraph/__init__.py      |   3 +
 src/igraph/community.py     |  62 +++++++++++++++
 tests/test_decomposition.py |  49 ++++++++++++
 4 files changed, 269 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a2d982ad7..0c1401f60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13775,6 +13775,125 @@ PyObject *igraphmodule_Graph_community_fluid_communities(igraphmodule_GraphObjec
     return result;
 }
 
+/**
+ * Voronoi clustering
+ */
+PyObject *igraphmodule_Graph_community_voronoi(igraphmodule_GraphObject *self,
+                                               PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = {"lengths", "weights", "mode", "radius", NULL};
+  PyObject *lengths_o = Py_None, *weights_o = Py_None;
+  PyObject *mode_o = Py_None;
+  PyObject *radius_o = Py_None;
+  igraph_vector_t *lengths_v = NULL;
+  igraph_vector_t *weights_v = NULL;
+  igraph_vector_int_t membership_v, generators_v;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_real_t radius = -1.0;  /* negative means auto-optimize */
+  igraph_real_t modularity = IGRAPH_NAN;
+  PyObject *membership_o, *generators_o, *result_o;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
+                                   &lengths_o, &weights_o, &mode_o, &radius_o)) {
+    return NULL;
+  }
+
+  /* Handle mode parameter */
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
+    return NULL;
+  }
+
+  /* Handle radius parameter */
+  if (radius_o != Py_None) {
+    if (igraphmodule_PyObject_to_real_t(radius_o, &radius)) {
+      return NULL;
+    }
+  }
+
+  /* Handle lengths parameter */
+  if (igraphmodule_attrib_to_vector_t(lengths_o, self, &lengths_v, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  /* Handle weights parameter */
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights_v, ATTRIBUTE_TYPE_EDGE)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    return NULL;
+  }
+
+  /* Initialize result vectors */
+  if (igraph_vector_int_init(&membership_v, 0)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_vector_int_init(&generators_v, 0)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraph_vector_int_destroy(&membership_v);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Call the C function - pass NULL for None parameters */
+  if (igraph_community_voronoi(&self->g, &membership_v, &generators_v,
+                               &modularity,
+                               lengths_v,
+                               weights_v,
+                               mode, radius)) {
+      
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraph_vector_int_destroy(&membership_v);
+    igraph_vector_int_destroy(&generators_v);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Clean up input vectors */
+  if (lengths_v != NULL) {
+    igraph_vector_destroy(lengths_v); free(lengths_v);
+  }
+  if (weights_v != NULL) {
+    igraph_vector_destroy(weights_v); free(weights_v);
+  }
+
+  /* Convert results to Python objects */
+  membership_o = igraphmodule_vector_int_t_to_PyList(&membership_v);
+  igraph_vector_int_destroy(&membership_v);
+  if (!membership_o) {
+    igraph_vector_int_destroy(&generators_v);
+    return NULL;
+  }
+
+  generators_o = igraphmodule_vector_int_t_to_PyList(&generators_v);
+  igraph_vector_int_destroy(&generators_v);
+  if (!generators_o) {
+    Py_DECREF(membership_o);
+    return NULL;
+  }
+
+  /* Return tuple with membership, generators, and modularity */
+  result_o = Py_BuildValue("(NNd)", membership_o, generators_o, modularity);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Random walks                                                       *
  **********************************************************************/
@@ -18653,6 +18772,42 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  original implementation is used.\n"
    "@return: the community membership vector.\n"
   },
+  {"community_voronoi", 
+    (PyCFunction) igraphmodule_Graph_community_voronoi, 
+    METH_VARARGS | METH_KEYWORDS,
+   "community_voronoi(lengths=None, weights=None, mode=\"out\", radius=None)\n--\n\n"
+   "Finds communities using Voronoi partitioning.\n\n"
+   "This function finds communities using a Voronoi partitioning of vertices based\n"
+   "on the given edge lengths divided by the edge clustering coefficient.\n"
+   "The generator vertices are chosen to be those with the largest local relative\n"
+   "density within a radius, with the local relative density of a vertex defined as\n"
+   "C{s * m / (m + k)}, where s is the strength of the vertex, m is the number of\n"
+   "edges within the vertex's first order neighborhood, while k is the number of\n"
+   "edges with only one endpoint within this neighborhood.\n\n"
+   "B{References}\n\n"
+   "  - Deritei et al., Community detection by graph Voronoi diagrams,\n"
+   "    New Journal of Physics 16, 063007 (2014)\n"
+   "    U{https://doi.org/10.1088/1367-2630/16/6/063007}\n"
+   "  - Molnár et al., Community Detection in Directed Weighted Networks\n"
+   "    using Voronoi Partitioning, Scientific Reports 14, 8124 (2024)\n"
+   "    U{https://doi.org/10.1038/s41598-024-58624-4}\n\n"
+   "@param lengths: edge lengths, or C{None} to consider all edges as having\n"
+   "  unit length. Voronoi partitioning will use edge lengths equal to\n"
+   "  lengths / ECC where ECC is the edge clustering coefficient.\n"
+   "@param weights: edge weights, or C{None} to consider all edges as having\n"
+   "  unit weight. Weights are used when selecting generator points, as well\n"
+   "  as for computing modularity.\n"
+   "@param mode: if C{\"out\"} (the default), distances from generator points to all other\n"
+   "  nodes are considered. If C{\"in\"}, the reverse distances are used.\n"
+   "  If C{\"all\"}, edge directions are ignored. This parameter is ignored\n"
+   "  for undirected graphs.\n"
+   "@param radius: the radius/resolution to use when selecting generator points.\n"
+   "  The larger this value, the fewer partitions there will be. Pass C{None}\n"
+   "  to automatically select the radius that maximizes modularity.\n"
+   "@return: a tuple containing the membership vector, generator vertices, and\n"
+   "  modularity score: (membership, generators, modularity).\n"
+   "@rtype: tuple\n"
+  },
   {"community_leiden",
    (PyCFunction) igraphmodule_Graph_community_leiden,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a1e87d13e..78786b980 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -111,6 +111,7 @@
     _community_edge_betweenness,
     _community_fluid_communities,
     _community_spinglass,
+    _community_voronoi,
     _community_walktrap,
     _k_core,
     _community_leiden,
@@ -661,6 +662,7 @@ def es(self):
     community_edge_betweenness = _community_edge_betweenness
     community_fluid_communities = _community_fluid_communities
     community_spinglass = _community_spinglass
+    community_voronoi = _community_voronoi
     community_walktrap = _community_walktrap
     k_core = _k_core
     community_leiden = _community_leiden
@@ -1104,6 +1106,7 @@ def write(graph, filename, *args, **kwds):
     _community_edge_betweenness,
     _community_fluid_communities,
     _community_spinglass,
+    _community_voronoi,
     _community_walktrap,
     _k_core,
     _community_leiden,
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 1150dcb57..d08546bd7 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -327,6 +327,68 @@ def _community_spinglass(graph, *args, **kwds):
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
+def _community_voronoi(graph, lengths=None, weights=None, mode="out", radius=None):
+    """Finds communities using Voronoi partitioning.
+
+    This function finds communities using a Voronoi partitioning of vertices based
+    on the given edge lengths divided by the edge clustering coefficient.
+    The generator vertices are chosen to be those with the largest local relative
+    density within a radius, with the local relative density of a vertex defined
+    as C{s * m / (m + k)}, where C{s} is the strength of the vertex, C{m} is
+    the number of edges within the vertex's first order neighborhood, while C{k}
+    is the number of edges with only one endpoint within this neighborhood.
+
+    B{References}
+
+      - Deritei et al., Community detection by graph Voronoi diagrams,
+        I{New Journal of Physics} 16, 063007 (2014).
+        U{https://doi.org/10.1088/1367-2630/16/6/063007}.
+      - Molnár et al., Community Detection in Directed Weighted Networks using
+        Voronoi Partitioning, I{Scientific Reports} 14, 8124 (2024).
+        U{https://doi.org/10.1038/s41598-024-58624-4}.
+
+    @param lengths: edge lengths, or C{None} to consider all edges as having
+      unit length. Voronoi partitioning will use edge lengths equal to
+      lengths / ECC where ECC is the edge clustering coefficient.
+    @param weights: edge weights, or C{None} to consider all edges as having
+      unit weight. Weights are used when selecting generator points, as well
+      as for computing modularity.
+    @param mode: specifies how to use the direction of edges when computing
+      distances from generator points. If C{"out"} (the default), distances
+      from generator points to all other nodes are considered following the
+      direction of edges. If C{"in"}, distances are computed in the reverse
+      direction (i.e., from all nodes to generator points). If C{"all"}, 
+      edge directions are ignored and the graph is treated as undirected.
+      This parameter is ignored for undirected graphs.
+    @param radius: the radius/resolution to use when selecting generator points.
+      The larger this value, the fewer partitions there will be. Pass C{None}
+      to automatically select the radius that maximizes modularity.
+    @return: an appropriate L{VertexClustering} object with an extra attribute
+      called C{generators} (the generator vertices).
+    """
+    # Convert mode string to proper enum value to avoid deprecation warning
+    if isinstance(mode, str):
+        mode_map = {"out": "out", "in": "in", "all": "all", "total": "all"}  # alias
+        if mode.lower() in mode_map:
+            mode = mode_map[mode.lower()]
+        else:
+            raise ValueError(f"Invalid mode '{mode}'. Must be one of: out, in, all")
+    
+    membership, generators, modularity = GraphBase.community_voronoi(graph, lengths, weights, mode, radius)
+
+    params = {"generators": generators}
+    modularity_params = {}
+    if weights is not None:
+        modularity_params["weights"] = weights
+
+    clustering = VertexClustering(
+        graph, membership, modularity=modularity, params=params, modularity_params=modularity_params
+    )
+
+    clustering.generators = generators
+    return clustering
+
+
 def _community_walktrap(graph, weights=None, steps=4):
     """Community detection algorithm of Latapy & Pons, based on random
     walks.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 5bcb0f7c3..109cad0dd 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -534,6 +534,55 @@ def testSpinglass(self):
                 ok = True
                 break
         self.assertTrue(ok)
+        
+    def testVoronoi(self):
+        # Test 1: Two disconnected cliques - should find exactly 2 communities
+        g = Graph.Full(5) + Graph.Full(5)  # Two separate complete graphs
+        cl = g.community_voronoi()
+
+        # Should find exactly 2 communities
+        self.assertEqual(len(cl), 2)
+
+        # Vertices 0-4 should be in one community, vertices 5-9 in another
+        communities = [set(), set()]
+        for vertex, community in enumerate(cl.membership):
+            communities[community].add(vertex)
+
+        # One community should have vertices 0-4, the other should have 5-9
+        expected_communities = [{0, 1, 2, 3, 4}, {5, 6, 7, 8, 9}]
+        self.assertEqual(
+            set(frozenset(c) for c in communities),
+            set(frozenset(c) for c in expected_communities)
+        )
+
+        # Test 2: Two cliques connected by a single bridge edge
+        g = Graph.Full(4) + Graph.Full(4)
+        g.add_edges([(0, 4)])  # Bridge connecting the two cliques
+
+        cl = g.community_voronoi()
+
+        # Should still find 2 communities (bridge is weak)
+        self.assertEqual(len(cl), 2)
+
+        # Check that vertices within each clique are in the same community
+        # Vertices 0,1,2,3 should be together, and 4,5,6,7 should be together
+        comm_0123 = {cl.membership[i] for i in [0, 1, 2, 3]}
+        comm_4567 = {cl.membership[i] for i in [4, 5, 6, 7]}
+
+        self.assertEqual(len(comm_0123), 1)  # All in same community
+        self.assertEqual(len(comm_4567), 1)  # All in same community
+        self.assertNotEqual(comm_0123, comm_4567)  # Different communities
+
+        # Test 3: Three disconnected triangles
+        g = Graph(9)
+        g.add_edges([(0, 1), (1, 2), (2, 0),  # Triangle 1
+                     (3, 4), (4, 5), (5, 3),  # Triangle 2
+                     (6, 7), (7, 8), (8, 6)]) # Triangle 3
+
+        cl = g.community_voronoi()
+
+        # Should find exactly 3 communities
+        self.assertEqual(len(cl), 3)
 
     def testWalktrap(self):
         g = Graph.Full(5) + Graph.Full(5) + Graph.Full(5)

From 593a263242c74391aa98bdeead647bc3b5f8cb98 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:14:41 +0200
Subject: [PATCH 1617/1681] ci: do not run numpy and scipy related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9f5572e79..ddd14b2d8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y matplotlib
+          pip uninstall -y numpy scipy matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 29852053e719370635948b20756c27ef6228b995 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:24:38 +0200
Subject: [PATCH 1618/1681] ci: do not run pandas and pillow related tests with
 a sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ddd14b2d8..22654b974 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
+          # Uninstall some test dependencies because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib
+          pip uninstall -y numpy scipy matplotlib pandas pillow
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 2f0558e73bd2c2e79fa89f910ca72b79432b002b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:31:26 +0200
Subject: [PATCH 1619/1681] ci: another attempt to fix the sanitizer test case

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22654b974..3bd62dea2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,10 +335,9 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          pip install --prefer-binary '.[test]'
-          # Uninstall some test dependencies because related tests cause false positives in the
-          # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib pandas pillow
+          # We cannot install the test dependency group because many test dependencies cause
+          # false positives in the sanitizer
+          pip install --prefer-binary networkx pytest pytest-timeout
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 4f6964a26ff1414d3b1f2a8a3367a6ad25b01ec8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:33:34 +0200
Subject: [PATCH 1620/1681] ci: of course also install igraph itself

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3bd62dea2..17de35c24 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,6 +338,7 @@ jobs:
           # We cannot install the test dependency group because many test dependencies cause
           # false positives in the sanitizer
           pip install --prefer-binary networkx pytest pytest-timeout
+          pip install -e .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 32f446a117db60617dc69233511d62e7667a03ef Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:14:41 +0200
Subject: [PATCH 1621/1681] ci: do not run numpy and scipy related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 75b88b40f..6687be989 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y matplotlib
+          pip uninstall -y numpy scipy matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 66d861f63d7cf587be20dde64609de1c1131534c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:24:38 +0200
Subject: [PATCH 1622/1681] ci: do not run pandas and pillow related tests with
 a sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6687be989..bb7d10463 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
+          # Uninstall some test dependencies because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib
+          pip uninstall -y numpy scipy matplotlib pandas pillow
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 99228ab7fae7e5744c80ed04d4d63222566c3eb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:31:26 +0200
Subject: [PATCH 1623/1681] ci: another attempt to fix the sanitizer test case

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index bb7d10463..155eee960 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,10 +335,9 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          pip install --prefer-binary '.[test]'
-          # Uninstall some test dependencies because related tests cause false positives in the
-          # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib pandas pillow
+          # We cannot install the test dependency group because many test dependencies cause
+          # false positives in the sanitizer
+          pip install --prefer-binary networkx pytest pytest-timeout
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 7e212f9bd090f8bbb8856dbb522af07b6603a620 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:33:34 +0200
Subject: [PATCH 1624/1681] ci: of course also install igraph itself

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 155eee960..25567bef0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,6 +338,7 @@ jobs:
           # We cannot install the test dependency group because many test dependencies cause
           # false positives in the sanitizer
           pip install --prefer-binary networkx pytest pytest-timeout
+          pip install -e .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From b50dc6fab91038f9d1f6d7a6fd05eb3c5381fd78 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Jul 2025 17:24:43 +0200
Subject: [PATCH 1625/1681] doc: add @ivar fields for Vertex and Edge, refs
 #813

---
 src/_igraph/edgeobject.c   | 9 +++++++++
 src/_igraph/vertexobject.c | 3 +++
 2 files changed, 12 insertions(+)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index ca26c7009..26cefc72c 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -724,6 +724,15 @@ PyDoc_STRVAR(
   "  >>> e[\"weight\"] = 2                  #doctest: +SKIP\n"
   "  >>> print(e[\"weight\"])               #doctest: +SKIP\n"
   "  2\n"
+  "\n"
+  "@ivar source: Source vertex index of this edge\n"
+  "@ivar source_vertex: Source vertex of this edge\n"
+  "@ivar target: Target vertex index of this edge\n"
+  "@ivar target_vertex: Target vertex of this edge\n"
+  "@ivar tuple: Source and target vertex index of this edge as a tuple\n"
+  "@ivar vertex_tuple: Source and target vertex of this edge as a tuple\n"
+  "@ivar index: Index of this edge\n"
+  "@ivar graph: The graph the edge belongs to\t"
 );
 
 int igraphmodule_Edge_register_type() {
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index b15e67d90..baad6b3e9 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -875,6 +875,9 @@ PyDoc_STRVAR(
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
   "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
   "  red\n"
+  "\n"
+  "@ivar index: Index of the vertex\n"
+  "@ivar graph: The graph the vertex belongs to\t"
 );
 
 int igraphmodule_Vertex_register_type() {

From 2a2515709d699bbbf4918c276632a490fca8a8de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Jul 2025 18:02:00 +0200
Subject: [PATCH 1626/1681] chore: add some progress info to scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 32ea358d2..af4e2ee45 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,6 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
+  echo "Creating virtualenv..."
   ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
@@ -54,10 +55,12 @@ if [ ! -d ".venv" ]; then
   .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 else
   # Upgrade pip in the virtualenv
+  echo "Upgrading pip in virtualenv..."
   .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
+echo "Making sure that all dependencies are up-to-date..."
 .venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
   .venv/bin/pip install -U doc2dash

From a1b909951f9b6b63698f40329623b1131ba9463a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 8 Jul 2025 11:28:46 +0200
Subject: [PATCH 1627/1681] build(deps): bump pypa/cibuildwheel from 3.0.0 to
 3.0.1 (#839)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 17de35c24..0dd578565 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -19,14 +19,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -69,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -132,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 554d38ec0062efe5f88d7f627e9d11951eb78095 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 10 Jul 2025 17:25:29 +0200
Subject: [PATCH 1628/1681] chore: updated C core; some tests will fail now

---
 doc/examples_sphinx-gallery/spanning_trees.py |   2 +-
 src/_igraph/bfsiter.c                         |   2 +-
 src/_igraph/dfsiter.c                         |   2 +-
 src/_igraph/graphobject.c                     | 296 +++++++-----------
 src/_igraph/igraphmodule.c                    |   9 +
 src/_igraph/indexing.c                        |   2 +-
 src/_igraph/vertexobject.c                    |   7 +-
 src/igraph/__init__.py                        |  17 +
 src/igraph/adjacency.py                       |  30 +-
 tests/test_basic.py                           |  27 ++
 tests/test_generators.py                      |   8 +-
 tests/test_isomorphism.py                     |   3 +-
 vendor/source/igraph                          |   2 +-
 13 files changed, 199 insertions(+), 208 deletions(-)

diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index 82f190a8a..ac131cbd3 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -29,7 +29,7 @@
 g = g.permute_vertices(permutation)
 new_layout = g.layout("grid")
 for i in range(36):
-    new_layout[permutation[i]] = layout[i]
+    new_layout[i] = layout[permutation[i]]
 layout = new_layout
 
 # %%
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index e0c976245..15ddf86e3 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -167,7 +167,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
     igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t i, n;
 
-    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
+    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index e8273173c..dbb203f8c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -192,7 +192,7 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
     /* the values above are returned at at this stage. However, we must
      * prepare for the next iteration by putting the next unvisited
      * neighbor onto the stack */
-    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
+    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0c1401f60..d16d8d2e4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1317,20 +1317,28 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dmode_o = Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True, *multiple_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_ALL;
+  igraph_loops_t loops = IGRAPH_LOOPS;
+  igraph_bool_t multiple = 1;
   igraph_integer_t idx;
   igraph_vector_int_t res;
 
-  static char *kwlist[] = { "vertex", "mode", NULL };
+  static char *kwlist[] = { "vertex", "mode", "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &index_o, &dmode_o, &loops_o, &multiple_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops)) {
+    return NULL;
+  }
+
+  multiple = PyObject_IsTrue(multiple_o);
+
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
   }
@@ -1340,7 +1348,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_neighbors(&self->g, &res, idx, dmode)) {
+  if (igraph_neighbors(&self->g, &res, idx, dmode, loops, multiple)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res);
     return NULL;
@@ -1366,20 +1374,25 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dmode_o = Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_OUT;
+  igraph_loops_t loops = IGRAPH_LOOPS;
   igraph_integer_t idx;
   igraph_vector_int_t res;
 
-  static char *kwlist[] = { "vertex", "mode", NULL };
+  static char *kwlist[] = { "vertex", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &index_o, &dmode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops)) {
+    return NULL;
+  }
+
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
   }
@@ -1389,7 +1402,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_incident(&self->g, &res, idx, dmode)) {
+  if (igraph_incident(&self->g, &res, idx, dmode, loops)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res);
     return NULL;
@@ -1428,80 +1441,6 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
-/** \ingroup python_interface_graph
- * \brief The successors of a given vertex in an \c igraph.Graph
- * This method accepts a single vertex ID as a parameter, and returns the
- * successors of the given vertex in the form of an integer list. It
- * is equivalent to calling \c igraph.Graph.neighbors with \c type=OUT
- *
- * \return the successor list as a Python list object
- * \sa igraph_neighbors
- */
-PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
-                                        PyObject * args, PyObject * kwds)
-{
-  PyObject *list, *index_o;
-  igraph_integer_t idx;
-  igraph_vector_int_t res;
-
-  static char *kwlist[] = { "vertex", NULL };
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &index_o))
-    return NULL;
-
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
-    return NULL;
-
-  igraph_vector_int_init(&res, 0);
-  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_OUT)) {
-    igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
-    return NULL;
-  }
-
-  list = igraphmodule_vector_int_t_to_PyList(&res);
-  igraph_vector_int_destroy(&res);
-
-  return list;
-}
-
-/** \ingroup python_interface_graph
- * \brief The predecessors of a given vertex in an \c igraph.Graph
- * This method accepts a single vertex ID as a parameter, and returns the
- * predecessors of the given vertex in the form of an integer list. It
- * is equivalent to calling \c igraph.Graph.neighbors with \c type=IN
- *
- * \return the predecessor list as a Python list object
- * \sa igraph_neighbors
- */
-PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
-                                          PyObject * args, PyObject * kwds)
-{
-  PyObject *list, *index_o;
-  igraph_integer_t idx;
-  igraph_vector_int_t res;
-
-  static char *kwlist[] = { "vertex", NULL };
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &index_o))
-    return NULL;
-
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
-    return NULL;
-
-  igraph_vector_int_init(&res, 1);
-  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_IN)) {
-    igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
-    return NULL;
-  }
-
-  list = igraphmodule_vector_int_t_to_PyList(&res);
-  igraph_vector_int_destroy(&res);
-
-  return list;
-}
-
 /** \ingroup python_interface_graph
  * \brief Decides whether a graph is connected.
  * \return Py_True if the graph is connected, Py_False otherwise
@@ -1689,30 +1628,24 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &diameter,
-          /* from, to, vertex_path, edge_path */
-          0, 0, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (
+    igraph_diameter(&self->g, weights, &diameter,
+      /* from, to, vertex_path, edge_path */
+      0, 0, 0, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      return NULL;
-    }
-    igraph_vector_destroy(weights); free(weights);
-    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT);
-  } else {
-    if (igraph_diameter(&self->g, &diameter,
-          /* from, to, vertex_path, edge_path */
-          0, 0, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
     }
+    return NULL;
+  }
 
-    /* The diameter is integer in this case, except if igraph_diameter()
-     * returned NaN or infinity for some reason */
-    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
   }
+
+  return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -1737,30 +1670,33 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  igraph_vector_int_init(&res, 0);
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, 0,
-          /* from, to, vertex_path, edge_path */
-          0, 0, &res, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (igraph_vector_int_init(&res, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (
+    igraph_diameter(&self->g, weights, 0,
+      /* from, to, vertex_path, edge_path */
+      0, 0, &res, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected)
+    )
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      igraph_vector_int_destroy(&res);
-      return NULL;
     }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-  } else {
-    if (igraph_diameter(&self->g, 0,
-          /* from, to, vertex_path, edge_path */
-          0, 0, &res, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
   }
 
   result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
+
   return result_o;
 }
 
@@ -1787,46 +1723,29 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &len,
-          /* from, to, vertex_path, edge_path */
-          &from, &to, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (
+    igraph_diameter(
+      &self->g, weights, &len,
+      /* from, to, vertex_path, edge_path */
+      &from, &to, 0, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected)
+    )
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      return NULL;
     }
+    return NULL;
+  }
+
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-    if (from >= 0) {
-      return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
-    } else {
-      return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
-    }
-  } else {
-    if (igraph_diameter(&self->g, &len,
-          /* from, to, vertex_path, edge_path */
-          &from, &to, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
+  }
 
-    /* if len is finite and integer (which it typically is, unless it's
-     * infinite), then return a Python int as the third value; otherwise
-     * return a float */
-    if (ceil(len) == len && isfinite(len)) {
-      if (from >= 0) {
-        return Py_BuildValue("nnn", (Py_ssize_t)from, (Py_ssize_t)to, (Py_ssize_t)len);
-      } else {
-        return Py_BuildValue("OOn", Py_None, Py_None, (Py_ssize_t)len);
-      }
-    } else {
-      if (from >= 0) {
-        return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
-      } else {
-        return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
-      }
-    }
+  if (from >= 0) {
+    return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
+  } else {
+    return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
   }
 }
 
@@ -2019,7 +1938,7 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_radius_dijkstra(&self->g, weights, &radius, mode)) {
+  if (igraph_radius(&self->g, weights, &radius, mode)) {
     if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -3095,7 +3014,7 @@ PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
   if (igraphmodule_PyObject_to_vector_int_t(shifts_o, &shifts))
     return NULL;
 
-  if (igraph_lcf_vector(&g, n, &shifts, repeats)) {
+  if (igraph_lcf(&g, n, &shifts, repeats)) {
     igraph_vector_int_destroy(&shifts);
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -4271,19 +4190,16 @@ PyObject *igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_average_path_length_dijkstra(&self->g, &res, 0, weights, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+  if (igraph_average_path_length(&self->g, weights, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      igraphmodule_handle_igraph_error();
-      return NULL;
     }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
 
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-  } else {
-    if (igraph_average_path_length(&self->g, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
   }
 
   return PyFloat_FromDouble(res);
@@ -5226,7 +5142,7 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  if (igraph_eccentricity_dijkstra(&self->g, weights, &res, vs, mode)) {
+  if (igraph_eccentricity(&self->g, weights, &res, vs, mode)) {
     if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -7622,7 +7538,7 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t res;
+  igraph_real_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   static char* kwlist[] = {"size", "cut_prob", NULL};
@@ -7649,7 +7565,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(res);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -7660,7 +7576,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t res;
+  igraph_real_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject *sample=Py_None;
@@ -7718,7 +7634,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(res);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -14325,24 +14241,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighbors */
   {"neighbors", (PyCFunction) igraphmodule_Graph_neighbors,
    METH_VARARGS | METH_KEYWORDS,
-   "neighbors(vertex, mode=\"all\")\n--\n\n"
+   "neighbors(vertex, mode=\"all\", loops=\"twice\", multiple=True)\n--\n\n"
    "Returns adjacent vertices to a given vertex.\n\n"
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (C{\"out\"}),\n"
    "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
-   "  graphs."},
-
-  {"successors", (PyCFunction) igraphmodule_Graph_successors,
-   METH_VARARGS | METH_KEYWORDS,
-   "successors(vertex)\n--\n\n"
-   "Returns the successors of a given vertex.\n\n"
-   "Equivalent to calling the L{neighbors()} method with type=C{\"out\"}."},
-
-  {"predecessors", (PyCFunction) igraphmodule_Graph_predecessors,
-   METH_VARARGS | METH_KEYWORDS,
-   "predecessors(vertex)\n--\n\n"
-   "Returns the predecessors of a given vertex.\n\n"
-   "Equivalent to calling the L{neighbors()} method with type=C{\"in\"}."},
+   "  graphs."
+   "@param loops: whether to return loops in I{undirected} graphs once\n"
+   "  (C{\"once\"}), twice (C{\"twice\"}) or not at all (C{\"ignore\"}). C{False}\n"
+   "  is accepted as an alias to C{\"ignore\"} and C{True} is accepted as an\n"
+   "  alias to C{\"twice\"}. For directed graphs, C{\"twice\"} is equivalent\n"
+   "  to C{\"once\"} (except when C{mode} is C{\"all\"} because the graph is\n"
+   "  then treated as undirected).\n"
+   "@param multiple: whether to return endpoints of multiple edges as many\n"
+   "  times as their multiplicities."
+  },
 
   /* interface to igraph_get_eid */
   {"get_eid", (PyCFunction) igraphmodule_Graph_get_eid,
@@ -14386,7 +14299,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (C{\"out\"}),\n"
    "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
-   "  graphs."},
+   "  graphs."
+   "@param loops: whether to return loops in I{undirected} graphs once\n"
+   "  (C{\"once\"}), twice (C{\"twice\"}) or not at all (C{\"ignore\"}). C{False}\n"
+   "  is accepted as an alias to C{\"ignore\"} and C{True} is accepted as an\n"
+   "  alias to C{\"twice\"}. For directed graphs, C{\"twice\"} is equivalent\n"
+   "  to C{\"once\"} (except when C{mode} is C{\"all\"} because the graph is\n"
+   "  then treated as undirected).\n"
+  },
 
   //////////////////////
   // GRAPH GENERATORS //
@@ -16230,8 +16150,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "permute_vertices(permutation)\n--\n\n"
    "Permutes the vertices of the graph according to the given permutation\n"
    "and returns the new graph.\n\n"
-   "Vertex M{k} of the original graph will become vertex M{permutation[k]}\n"
-   "in the new graph. No validity checks are performed on the permutation\n"
+   "Vertex M{k} of the new graph will belong to vertex M{permutation[k]}\n"
+   "in the original graph. No validity checks are performed on the permutation\n"
    "vector.\n\n"
    "@return: the new graph\n"
   },
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index f7ca0490a..db265aa6e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1031,6 +1031,7 @@ PyObject* PyInit__igraph(void)
   PyObject* m;
   static void *PyIGraph_API[PyIGraph_API_pointers];
   PyObject *c_api_object;
+  igraph_error_t retval;
 
   /* Prevent linking 64-bit igraph to 32-bit Python */
   PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_integer_t) >= sizeof(Py_ssize_t));
@@ -1043,6 +1044,14 @@ PyObject* PyInit__igraph(void)
     INITERROR;
   }
 
+  /* Initialize the igraph library */
+  retval = igraph_setup();
+  if (retval != IGRAPH_SUCCESS) {
+    PyErr_Format(PyExc_RuntimeError, "Failed to initialize the C core of "
+        "the igraph library, code: %d", retval);
+    INITERROR;
+  }
+
   /* Run basic initialization of the pyhelpers.c module */
   if (igraphmodule_helpers_init()) {
     INITERROR;
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 5643cabba..f5f30884b 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -142,7 +142,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     /* Simple case: all edges */
     IGRAPH_PYCHECK(igraph_vector_int_init(&eids, 0));
     IGRAPH_FINALLY(igraph_vector_int_destroy, &eids);
-    IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode));
+    IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode, IGRAPH_LOOPS));
 
     n = igraph_vector_int_size(&eids);
     result = igraphmodule_PyList_Zeroes(igraph_vcount(graph));
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index b15e67d90..3760bb81d 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -840,10 +840,10 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC(neighbors, "neighbors"),
   GRAPH_PROXY_METHOD_SPEC_3(outdegree, "outdegree"),
   GRAPH_PROXY_METHOD_SPEC_3(pagerank, "pagerank"),
-  GRAPH_PROXY_METHOD_SPEC(predecessors, "predecessors"),
+  GRAPH_PROXY_METHOD_SPEC_3(predecessors, "predecessors"),
   GRAPH_PROXY_METHOD_SPEC(personalized_pagerank, "personalized_pagerank"),
   GRAPH_PROXY_METHOD_SPEC(strength, "strength"),
-  GRAPH_PROXY_METHOD_SPEC(successors, "successors"),
+  GRAPH_PROXY_METHOD_SPEC_3(successors, "successors"),
   {NULL}
 };
 
@@ -875,6 +875,9 @@ PyDoc_STRVAR(
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
   "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
   "  red\n"
+  "\n"
+  "@ivar index: Index of the vertex\n"
+  "@ivar graph: The graph the vertex belongs to\n"
 );
 
 int igraphmodule_Vertex_register_type() {
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 78786b980..16f41d6ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -582,6 +582,23 @@ def is_weighted(self):
         """
         return "weight" in self.edge_attributes()
 
+    #############################################
+    # Neighbors
+
+    def predecessors(self, vertex, loops=True, multiple=True):
+        """Returns the predecessors of a given vertex.
+
+        Equivalent to calling the L{Graph.neighbors()} method with mode=C{\"in\"}.
+        """
+        return self.neighbors(vertex, mode="in", loops=loops, multiple=multiple)
+
+    def successors(self, vertex, loops=True, multiple=True):
+        """Returns the successors of a given vertex.
+
+        Equivalent to calling the L{Graph.neighbors()} method with mode=C{\"out\"}.
+        """
+        return self.neighbors(vertex, mode="out", loops=loops, multiple=multiple)
+
     #############################################
     # Vertex and edge sequence
     @property
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index b38889c81..f941ec822 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -120,19 +120,27 @@ def _get_adjacency_sparse(self, attribute=None):
     return mtx
 
 
-def _get_adjlist(self, mode="out"):
+def _get_adjlist(self, mode="out", loops="twice", multiple=True):
     """Returns the adjacency list representation of the graph.
 
     The adjacency list representation is a list of lists. Each item of the
     outer list belongs to a single vertex of the graph. The inner list
     contains the neighbors of the given vertex.
 
-    @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
+    @param mode: if C{"out"}, returns the successors of the vertex. If
+      C{"in"}, returns the predecessors of the vertex. If C{"all"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
+    @param loops: whether to return loops in I{undirected} graphs once
+      (C{"once"}), twice (C{"twice"}) or not at all (C{"ignore"}). C{False}
+      is accepted as an alias to C{"ignore"} and C{True} is accepted as an
+      alias to C{"twice"}. For directed graphs, C{"twice"} is equivalent
+      to C{"once"} (except when C{mode} is C{"all"} because the graph is
+      then treated as undirected).
+    @param multiple: whether to return endpoints of multiple edges as many
+      times as their multiplicities.
     """
-    return [self.neighbors(idx, mode) for idx in range(self.vcount())]
+    return [self.neighbors(idx, mode, loops, multiple) for idx in range(self.vcount())]
 
 
 def _get_biadjacency(graph, types="type", *args, **kwds):
@@ -153,7 +161,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     return super(Graph, graph).get_biadjacency(types, *args, **kwds)
 
 
-def _get_inclist(graph, mode="out"):
+def _get_inclist(graph, mode="out", loops="twice"):
     """Returns the incidence list representation of the graph.
 
     The incidence list representation is a list of lists. Each
@@ -161,9 +169,15 @@ def _get_inclist(graph, mode="out"):
     The inner list contains the IDs of the incident edges of the
     given vertex.
 
-    @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
+    @param mode: if C{"out"}, returns the successors of each vertex. If
+      C{"in"}, returns the predecessors of each vertex. If C{"all"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
+    @param loops: whether to return loops in I{undirected} graphs once
+      (C{"once"}), twice (C{"twice"}) or not at all (C{"ignore"}). C{False}
+      is accepted as an alias to C{"ignore"} and C{True} is accepted as an
+      alias to C{"twice"}. For directed graphs, C{"twice"} is equivalent
+      to C{"once"} (except when C{mode} is C{"all"} because the graph is
+      then treated as undirected).
     """
-    return [graph.incident(idx, mode) for idx in range(graph.vcount())]
+    return [graph.incident(idx, mode, loops) for idx in range(graph.vcount())]
diff --git a/tests/test_basic.py b/tests/test_basic.py
index ddda4f2d2..35d511b1b 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -350,6 +350,20 @@ def testAdjacency(self):
         self.assertTrue(g.get_adjlist(IN) == [[2], [0], [1], [2]])
         self.assertTrue(g.get_adjlist(ALL) == [[1, 2], [0, 2], [0, 1, 3], [2]])
 
+    def testAdjacencyWithLoopsAndMultiEdges(self):
+        g = Graph(4, [(0, 0), (0, 1), (1, 2), (2, 0), (2, 3), (2, 3), (3, 3), (3, 3)], directed=True)
+
+        self.assertTrue(g.neighbors(2) == [0, 1, 3, 3])
+        self.assertTrue(g.predecessors(2) == [1])
+        self.assertTrue(g.successors(2) == [0, 3, 3])
+
+        self.assertTrue(g.get_adjlist() == [[0, 1], [2], [0, 3, 3], [3, 3]])
+        self.assertTrue(g.get_adjlist(IN) == [[0, 2], [0], [1], [2, 2, 3, 3]])
+        self.assertTrue(g.get_adjlist(ALL) == [[0, 0, 1, 2], [0, 2], [0, 1, 3, 3], [2, 2, 3, 3, 3, 3]])
+
+        self.assertTrue(g.get_adjlist(ALL, loops="once") == [[0, 1, 2], [0, 2], [0, 1, 3, 3], [2, 2, 3, 3]])
+        self.assertTrue(g.get_adjlist(ALL, loops="once", multiple=False) == [[0, 1, 2], [0, 2], [0, 1, 3], [2, 3]])
+
     def testEdgeIncidence(self):
         g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3)], directed=True)
         self.assertTrue(g.incident(2) == [2, 3])
@@ -359,6 +373,19 @@ def testEdgeIncidence(self):
         self.assertTrue(g.get_inclist(IN) == [[2], [0], [1], [3]])
         self.assertTrue(g.get_inclist(ALL) == [[0, 2], [0, 1], [2, 1, 3], [3]])
 
+    def testEdgeIncidenceWithLoopsAndMultiEdges(self):
+        g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3), (2, 3), (0, 0), (3, 3), (3, 3)], directed=True)
+
+        self.assertTrue(g.incident(2) == [2, 4, 3])
+        self.assertTrue(g.incident(2, IN) == [1])
+        self.assertTrue(g.incident(2, ALL) == [2, 1, 4, 3])
+
+        self.assertTrue(g.get_inclist() == [[5, 0], [1], [2, 4, 3], [7, 6]])
+        self.assertTrue(g.get_inclist(IN) == [[5, 2], [0], [1], [4, 3, 7, 6]])
+        self.assertTrue(g.get_inclist(ALL) == [[5, 5, 0, 2], [0, 1], [2, 1, 4, 3], [4, 3, 7, 7, 6, 6]])
+
+        self.assertTrue(g.get_inclist(ALL, loops="once") == [[5, 0, 2], [0, 1], [2, 1, 4, 3], [4, 3, 7, 6]])
+
     def testMultiplesLoops(self):
         g = Graph.Tree(7, 2)
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 3925eb7bd..feac15d50 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -537,14 +537,14 @@ def testAdjacencyNumPyLoopHandling(self):
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2), (2, 2)])
 
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat, loops=False)
@@ -705,7 +705,7 @@ def testWeightedAdjacency(self):
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
-        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
@@ -731,7 +731,7 @@ def testWeightedAdjacencyNumPy(self):
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
-        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index c1150da63..7984e9b34 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -359,6 +359,7 @@ def testCanonicalPermutation(self):
         perm = list(range(10))
         shuffle(perm)
         g2 = g.permute_vertices(perm)
+        self.assertTrue(g.isomorphic(g2))
         g3 = g.permute_vertices(g.canonical_permutation())
         g4 = g2.permute_vertices(g2.canonical_permutation())
 
@@ -400,7 +401,7 @@ def testPermuteVertices(self):
                 (7, 4),
             ],
         )
-        _, _, mapping = g1.isomorphic_vf2(g2, return_mapping_21=True)
+        _, mapping, _ = g1.isomorphic_vf2(g2, return_mapping_12=True)
         g3 = g2.permute_vertices(mapping)
         self.assertTrue(g3.vcount() == g2.vcount() and g3.ecount() == g2.ecount())
         self.assertTrue(set(g3.get_edgelist()) == set(g1.get_edgelist()))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index e101e1597..4301f6e76 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e101e15975b6b07eaae33390005a5637d23debce
+Subproject commit 4301f6e769d7326da4fdea19a5f5c805990e395f

From fde5ba83d437a420f1bdc3e7754370c9f7a34ed6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Jul 2025 16:34:06 +0200
Subject: [PATCH 1629/1681] ci: ninja is auto-installed in the macOS image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 25567bef0..87cefcde0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,6 +3,7 @@ name: Build and test
 
 on: [push, pull_request]
 env:
+  CIBW_ENABLE: pypy
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp38-* pp38-*"
@@ -118,7 +119,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run: brew install ninja autoconf automake libtool
+        run: brew install autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'

From 4ff5c92d4349e6021dacb98be0b65720b8d687f5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Jul 2025 17:54:33 +0200
Subject: [PATCH 1630/1681] ci: use CIBW_PROJECT_REQUIRES_PYTHON

---
 .github/workflows/build.yml | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 87cefcde0..687ddf04b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,8 +5,8 @@ on: [push, pull_request]
 env:
   CIBW_ENABLE: pypy
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
+  CIBW_PROJECT_REQUIRES_PYTHON: ">=3.9"
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp38-* pp38-*"
   PYTEST_TIMEOUT: 60
 
 jobs:
@@ -24,7 +24,6 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
-          CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v3.0.0
@@ -53,7 +52,6 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
-          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -137,7 +135,6 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
-          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -243,7 +240,6 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
-          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more

From 104c0801fe67fdde4cb458ef82afea9b2257deb4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 19 Jul 2025 15:41:51 +0200
Subject: [PATCH 1631/1681] fix: fixed failing unit tests, now we are
 up-to-date again with the develop branch of the C core

---
 src/_igraph/graphobject.c         |  2 +-
 src/igraph/operators/functions.py | 18 ++++++++++++++----
 vendor/source/igraph              |  2 +-
 3 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d16d8d2e4..6583a540f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -10144,7 +10144,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_canonical_permutation_bliss(&self->g, color, &labeling, sh, 0);
+  retval = igraph_canonical_permutation(&self->g, color, &labeling);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index b305f5cb8..4ba3ede43 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -158,7 +158,7 @@ def union(graphs, byname="auto"):
         raise RuntimeError(
             f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
         )
-    # Now we know that byname is only used is all graphs are named
+    # Now we know that byname is only used if all graphs are named
 
     # Trivial cases
     if ngr == 0:
@@ -184,7 +184,12 @@ def union(graphs, byname="auto"):
             # Reorder vertices to match uninames
             # vertex k -> p[k]
             permutation = [permutation_map[x] for x in ng.vs["name"]]
-            ng = ng.permute_vertices(permutation)
+
+            # permute_vertices() needs the inverse permutation
+            inv_permutation = [0] * len(permutation)
+            for i, x in enumerate(permutation):
+                inv_permutation[x] = i
+            ng = ng.permute_vertices(inv_permutation)
 
             newgraphs.append(ng)
     else:
@@ -353,7 +358,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         raise RuntimeError(
             f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
         )
-    # Now we know that byname is only used is all graphs are named
+    # Now we know that byname is only used if all graphs are named
 
     # Trivial cases
     if ngr == 0:
@@ -389,7 +394,12 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
             # Reorder vertices to match uninames
             # vertex k -> p[k]
             permutation = [permutation_map[x] for x in ng.vs["name"]]
-            ng = ng.permute_vertices(permutation)
+
+            # permute_vertices() needs the inverse permutation
+            inv_permutation = [0] * len(permutation)
+            for i, x in enumerate(permutation):
+                inv_permutation[x] = i
+            ng = ng.permute_vertices(inv_permutation)
 
             newgraphs.append(ng)
     else:
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4301f6e76..0f9ba000d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4301f6e769d7326da4fdea19a5f5c805990e395f
+Subproject commit 0f9ba000d4cd6452a81feb593e93042235f3199f

From 132c0c79c0add4d5e2905babce59f20f7a7708d8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 20 Jul 2025 13:34:41 +0800
Subject: [PATCH 1632/1681] minor cleanup / rewrite for conciseness

---
 .../stochastic_variability.py                 | 155 ++++++++++--------
 1 file changed, 85 insertions(+), 70 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index 944f82118..ea126aecf 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -5,52 +5,61 @@
 Stochastic Variability in Community Detection Algorithms
 =========================================================
 
-This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures normalized mutual information (NMI), variation of information (VI), rand index (RI) on both random and structured graphs.
+This example demonstrates the use of stochastic community detection methods to check whether a network possesses a strong community structure, and whether the partitionings we obtain are meaningul. Many community detection algorithms are randomized, and return somewhat different results after each run, depending on the random seed that was set. When there is a robust community structure, we expect these results to be similar to each other. When the community structure is weak or non-existent, the results may be noisy and highly variable. We will employ several partion similarity measures to analyse the consistency of the results, including the normalized mutual information (NMI), the variation of information (VI), and the Rand index (RI).
 
 """
 # %%
-# Import libraries
 import igraph as ig
 import matplotlib.pyplot as plt
 import itertools
+import random
 
 # %%
-# First, we generate a graph.
-# Load the karate club network
+# .. note::
+#   We set a random seed to ensure that the results look exactly the same in
+#   the gallery. You don't need to do this when exploring randomness.
+random.seed(42)
+
+# %%
+# We will use Zachary's karate club dataset [1]_, a classic example of a network
+# with a strong community structure:
 karate = ig.Graph.Famous("Zachary")
   
 # %%
-#For the random graph, we use an Erdős-Rényi :math:`G(n, m)` model, where 'n' is the number of nodes 
-#and 'm' is the number of edges. We set 'm' to match the edge count of the empirical (Karate Club) 
-#network to ensure structural similarity in terms of connectivity, making comparisons meaningful.
-n_nodes = karate.vcount()
-n_edges = karate.ecount()
-#Generate an Erdős-Rényi graph with the same number of nodes and edges
-random_graph = ig.Graph.Erdos_Renyi(n=n_nodes, m=n_edges)
+# We will compare it to an an Erdős-Rényi :math:`G(n, m)` random network having
+# the same number of vertices and edges. The parameters 'n' and 'm' refer to the
+# vertex and edge count, respectively. Since this is a random network, it should
+# have no community structure.
+random_graph = ig.Graph.Erdos_Renyi(n=karate.vcount(), m=karate.ecount())
 
 # %%
-# Now, lets plot the graph to visually understand them.
+# First, let us plot the two networks for a visual comparison:
 
 # Create subplots
-fig, axes = plt.subplots(1, 2, figsize=(12, 6))
+fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={'aspect': 'equal'})
 
-# Karate Club Graph
-layout_karate = karate.layout("fr")
+# Karate club network
 ig.plot(
-    karate, layout=layout_karate, target=axes[0], vertex_size=30, vertex_color="lightblue", edge_width=1,
-    vertex_label=[str(v.index) for v in karate.vs], vertex_label_size=10
+    karate, target=axes[0], 
+    vertex_color="lightblue", vertex_size=30,
+    vertex_label=range(karate.vcount()), vertex_label_size=10,
+    edge_width=1
 )
-axes[0].set_title("Karate Club Network")
+axes[0].set_title("Karate club network")
 
-# Erdős-Rényi Graph
-layout_random = random_graph.layout("fr")
+# Random network
 ig.plot(
-    random_graph, layout=layout_random, target=axes[1], vertex_size=30, vertex_color="lightcoral", edge_width=1,
-    vertex_label=[str(v.index) for v in random_graph.vs], vertex_label_size=10
+    random_graph, target=axes[1], 
+    vertex_color="lightcoral", vertex_size=30,
+    vertex_label=range(random_graph.vcount()), vertex_label_size=10,
+    edge_width=1
 )
-axes[1].set_title("Erdős-Rényi Random Graph")
+axes[1].set_title("Erdős-Rényi random network")
+
+plt.show()
+
 # %%
-# Function to compute similarity between partitions
+# Function to compute similarity between partitions using various methods:
 def compute_pairwise_similarity(partitions, method):
     similarities = []
     
@@ -61,74 +70,80 @@ def compute_pairwise_similarity(partitions, method):
     return similarities
 
 # %%
-# We have used, stochastic community detection using the Louvain method, iteratively generating partitions and computing similarity metrics to assess stability.
-# The Louvain method is a modularity maximization approach for community detection. 
-# Since exact modularity maximization is NP-hard, the algorithm employs a greedy heuristic that processes vertices in a random order. 
-# This randomness leads to variations in the detected communities across different runs, which is why results may differ each time the method is applied.
-def run_experiment(graph, iterations=50):
-    partitions = [graph.community_multilevel().membership for _ in range(iterations)]
+# The Leiden method, accessible through :meth:`igraph.Graph.community_leiden()`,
+# is a modularity maximization approach for community detection.  Since exact
+# modularity maximization is NP-hard, the algorithm employs a greedy heuristic
+# that processes vertices in a random order.  This randomness leads to
+# variation in the detected communities across different runs, which is why
+# results may differ each time the method is applied. The following function
+# runs the Leiden algorithm multiple times:
+def run_experiment(graph, iterations=100):
+    partitions = [graph.community_leiden(objective_function='modularity').membership for _ in range(iterations)]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
 # %%
-# Run experiments
+# Run the experiment on both networks:
 nmi_karate, vi_karate, ri_karate = run_experiment(karate)
 nmi_random, vi_random, ri_random = run_experiment(random_graph)
 
 # %%
-# Lastly, lets plot probability density histograms to understand the result.
-fig, axes = plt.subplots(3, 2, figsize=(12, 10))
+# Finally, let us plot histograms of the pairwise similarities of the obtained
+# partitionings to understand the result:
+fig, axes = plt.subplots(2, 3, figsize=(12, 6))
 measures = [
-    (nmi_karate, nmi_random, "NMI", 0, 1),  # Normalized Mutual Information (0-1, higher = more similar)
-    (vi_karate, vi_random, "VI", 0, None),  # Variation of Information (0+, lower = more similar)
-    (ri_karate, ri_random, "RI", 0, 1),  # Rand Index (0-1, higher = more similar)
+    # Normalized Mutual Information (0-1, higher = more similar)
+    (nmi_karate, nmi_random, "NMI", 0, 1),
+    # Variation of Information (0+, lower = more similar)
+    (vi_karate, vi_random, "VI", 0, max(vi_karate + vi_random)),
+    # Rand Index (0-1, higher = more similar)
+    (ri_karate, ri_random, "RI", 0, 1),
 ]
 colors = ["red", "blue", "green"]
 
 for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
-    # Karate Club histogram
-    axes[i][0].hist(
-        karate_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
-        density=True  # Probability density
+    # Karate club histogram
+    axes[0][i].hist(
+        karate_scores, bins=20, range=(lower, upper),
+        density=True,  # Probability density
+        alpha=0.7, color=colors[i], edgecolor="black"
     )
-    axes[i][0].set_title(f"Probability Density of {measure} - Karate Club Network")
-    axes[i][0].set_xlabel(f"{measure} Score")
-    axes[i][0].set_ylabel("Density")
-    axes[i][0].set_xlim(lower, upper)  # Set axis limits explicitly
-
-    # Erdős-Rényi Graph histogram
-    axes[i][1].hist(
-        random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
-        density=True
+    axes[0][i].set_title(f"{measure} - Karate club network")
+    axes[0][i].set_xlabel(f"{measure} score")
+    axes[0][i].set_ylabel("PDF")
+
+    # Random network histogram
+    axes[1][i].hist(
+        random_scores, bins=20, range=(lower, upper), density=True,
+        alpha=0.7, color=colors[i], edgecolor="black"
     )
-    axes[i][1].set_title(f"Probability Density of {measure} - Erdős-Rényi Graph")
-    axes[i][1].set_xlabel(f"{measure} Score")
-    axes[i][1].set_xlim(lower, upper)  # Set axis limits explicitly
+    axes[1][i].set_title(f"{measure} - Random network")
+    axes[1][i].set_xlabel(f"{measure} score")
+    axes[0][i].set_ylabel("PDF")
 
 plt.tight_layout()
 plt.show()
 
 # %%
-# We have compared the probability density of NMI, VI, and RI for the Karate Club network (structured) and an Erdős-Rényi random graph.
+# We have compared the pairwise similarities using the NMI, VI, and RI measures
+# between partitonings obtained for the karate club network (strong community
+# structure) and a comparable random graph (which lacks communities).
 #
-# **NMI (Normalized Mutual Information):**
-# 
-# - Karate Club Network: The distribution is concentrated near 1, indicating high similarity across multiple runs, suggesting stable community detection.
-# - Erdős-Rényi Graph: The values are more spread out, with lower NMI scores, showing inconsistent partitions due to the lack of clear community structures.
+# The Normalized Mutual Information (NMI) and Rand Index (RI) both quantify
+# similarity, and take values from :math:`[0,1]`. Higher values indicate more
+# similar partitionings, with a value of 1 attained when the partitionings are
+# identical.
 #
-# **VI (Variation of Information):**
+# The Variation of Information (VI) is a distance measure. It takes values from
+# :math:`[0,\infty]`, with lower values indicating higher similarities. Identical
+# partitionings have a distance of zero.
 #
-# - Karate Club Network: The values are low and clustered, indicating stable partitioning with minor variations across runs.
-# - Erdős-Rényi Graph: The distribution is broader and shifted toward higher VI values, meaning higher partition variability and less consistency.
-#
-# **RI (Rand Index):**
-#
-# - Karate Club Network: The RI values are high and concentrated near 1, suggesting consistent clustering results across multiple iterations.
-# - Erdős-Rényi Graph: The distribution is more spread out, but with lower RI values, confirming unstable community detection.
-#
-# **Conclusion**
-# 
-# The Karate Club Network exhibits strong, well-defined community structures, leading to consistent results across runs.  
-# The Erdős-Rényi Graph, being random, lacks clear communities, causing high variability in detected partitions.
\ No newline at end of file
+# For the karate club network, NMI and RI value are concentrated near 1, while
+# VI is concentrated near 0, suggesting a robust community structure. In contrast
+# the values obtained for the random network are much more spread out, showing
+# inconsistent partitionings due to the lack of a clear community structure.
+
+# %%
+# .. [1] W. Zachary: "An Information Flow Model for Conflict and Fission in Small Groups". Journal of Anthropological Research 33, no. 4 (1977): 452–73. https://www.jstor.org/stable/3629752

From ad0182a0dd1574c2f0965409639e2675f7b9e909 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Jul 2025 12:51:13 +0200
Subject: [PATCH 1633/1681] doc: updated built-in help of scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index af4e2ee45..1d94d3c32 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -15,7 +15,7 @@ DOC2DASH=0
 LINKCHECK=0
 CLEAN=0
 
-while getopts ":scjdl" OPTION; do
+while getopts ":cdl" OPTION; do
   case $OPTION in
   c)
     CLEAN=1
@@ -27,7 +27,11 @@ while getopts ":scjdl" OPTION; do
     LINKCHECK=1
     ;;
   \?)
-    echo "Usage: $0 [-sjd]"
+    echo "Usage: $0 [-cdl]"
+    echo ""
+    echo "-c: clean and force a full rebuild of the documentation"
+    echo "-d: generate Dash docset with doc2dash"
+    echo "-l: check the generated documentation for broken links"
     exit 1
     ;;
   esac

From bddaefb8d45efc0c22d97e0a21cd847d69ab1299 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 26 Jul 2025 16:29:49 +0800
Subject: [PATCH 1634/1681] chore: update C core

---
 src/_igraph/graphobject.c   | 2 +-
 tests/test_decomposition.py | 2 +-
 vendor/source/igraph        | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6583a540f..bacd006d6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -534,7 +534,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
 PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
-  if (igraph_is_simple(&self->g, &res)) {
+  if (igraph_is_simple(&self->g, &res, IGRAPH_DIRECTED)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 109cad0dd..e9cb73ddc 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -335,7 +335,7 @@ def testFluidCommunities(self):
     def testInfomap(self):
         g = Graph.Famous("zachary")
         cl = g.community_infomap()
-        self.assertAlmostEqual(cl.codelength, 4.60605, places=3)
+        self.assertAlmostEqual(cl.codelength, 4.31179, places=3)
         self.assertAlmostEqual(cl.q, 0.40203, places=3)
         self.assertMembershipsEqual(
             cl,
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0f9ba000d..0119d1f0b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0f9ba000d4cd6452a81feb593e93042235f3199f
+Subproject commit 0119d1f0b2fca021eefac9e1aceba09f1b294808

From f1d7932ab3b80559a896ae25c20fd67e75eecf6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 26 Jul 2025 22:42:21 +0200
Subject: [PATCH 1635/1681] fix: add missing type check for
 umap_compute_weights()

---
 src/_igraph/igraphmodule.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 97864f61e..896e2e801 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -687,7 +687,7 @@ PyObject *igraphmodule_umap_compute_weights(
   PyObject *result_o;
   igraphmodule_GraphObject * graph;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &dist_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!O", kwlist, igraphmodule_GraphType, &graph_o, &dist_o))
     return NULL;
 
   /* Initialize distances */

From 2643836370f6cc0d69d872219988816bbf4c33a6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 8 Jul 2025 11:28:46 +0200
Subject: [PATCH 1636/1681] build(deps): bump pypa/cibuildwheel from 3.0.0 to
 3.0.1 (#839)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 687ddf04b..d80f0bed9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -20,13 +20,13 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -68,7 +68,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -131,7 +131,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -236,7 +236,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d452ad6dc5c6043532ecb7e83c9dcdae4ac8626a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Jul 2025 12:51:13 +0200
Subject: [PATCH 1637/1681] doc: updated built-in help of scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index af4e2ee45..1d94d3c32 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -15,7 +15,7 @@ DOC2DASH=0
 LINKCHECK=0
 CLEAN=0
 
-while getopts ":scjdl" OPTION; do
+while getopts ":cdl" OPTION; do
   case $OPTION in
   c)
     CLEAN=1
@@ -27,7 +27,11 @@ while getopts ":scjdl" OPTION; do
     LINKCHECK=1
     ;;
   \?)
-    echo "Usage: $0 [-sjd]"
+    echo "Usage: $0 [-cdl]"
+    echo ""
+    echo "-c: clean and force a full rebuild of the documentation"
+    echo "-d: generate Dash docset with doc2dash"
+    echo "-l: check the generated documentation for broken links"
     exit 1
     ;;
   esac

From 7ce2f90f57dc1a365cb7d79ddabe1d7c38b504ae Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 26 Jul 2025 22:42:21 +0200
Subject: [PATCH 1638/1681] fix: add missing type check for
 umap_compute_weights()

---
 src/_igraph/igraphmodule.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index db265aa6e..4bac0f081 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -683,7 +683,7 @@ PyObject *igraphmodule_umap_compute_weights(
   PyObject *result_o;
   igraphmodule_GraphObject * graph;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &dist_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!O", kwlist, igraphmodule_GraphType, &graph_o, &dist_o))
     return NULL;
 
   /* Initialize distances */

From ad4a3f5a89736e4f544f06ff528f7aadf70a4b17 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 27 Jul 2025 11:03:49 +0800
Subject: [PATCH 1639/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0119d1f0b..9ce1e1695 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0119d1f0b2fca021eefac9e1aceba09f1b294808
+Subproject commit 9ce1e169536382e23e02d7310073adfe3bc2a9f5

From 81e789df81c37ee75017fb874081ede95242068e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 26 Jul 2025 17:00:37 +0800
Subject: [PATCH 1640/1681] feat: align_layout()

---
 src/_igraph/igraphmodule.c | 36 ++++++++++++++++++++++++++++++++++++
 src/igraph/__init__.py     |  1 +
 src/igraph/layout.py       | 22 ++++++++++++++++++++++
 3 files changed, 59 insertions(+)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 4bac0f081..0af15fed4 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -227,6 +227,38 @@ PyObject* igraphmodule_set_status_handler(PyObject* self, PyObject* o) {
   Py_RETURN_NONE;
 }
 
+PyObject* igraphmodule_align_layout(PyObject* self, PyObject* args, PyObject* kwds) {
+  static char* kwlist[] = {"graph", "layout", NULL};
+  PyObject *graph_o, *layout_o;
+  PyObject *res;
+  igraph_t *graph;
+  igraph_matrix_t layout;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &layout_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_igraph_t(graph_o, &graph)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_matrix_t(layout_o, &layout, "layout")) {
+    return NULL;
+  }
+
+  if (igraph_layout_align(graph, &layout)) {
+    igraphmodule_handle_igraph_error();
+    igraph_matrix_destroy(&layout);
+    return NULL;
+  }
+
+  res = igraphmodule_matrix_t_to_PyList(&layout, IGRAPHMODULE_TYPE_FLOAT);
+
+  igraph_matrix_destroy(&layout);
+
+  return res;
+}
+
 PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwds) {
   static char* kwlist[] = {"vs", "coords", NULL};
   PyObject *vs, *o, *o1 = 0, *o2 = 0, *o1_float, *o2_float, *coords = Py_False;
@@ -790,6 +822,10 @@ static PyMethodDef igraphmodule_methods[] =
     METH_VARARGS | METH_KEYWORDS,
     "_power_law_fit(data, xmin=-1, force_continuous=False, p_precision=0.01)\n--\n\n"
   },
+  {"_align_layout", (PyCFunction)igraphmodule_align_layout,
+    METH_VARARGS | METH_KEYWORDS,
+    "_align_layout(graph, layout)\n--\n\n"
+  },
   {"convex_hull", (PyCFunction)igraphmodule_convex_hull,
     METH_VARARGS | METH_KEYWORDS,
     "convex_hull(vs, coords=False)\n--\n\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 16f41d6ed..65399e8ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -227,6 +227,7 @@
 from igraph.io.images import _write_graph_to_svg
 from igraph.layout import (
     Layout,
+    align_layout,
     _layout,
     _layout_auto,
     _layout_sugiyama,
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index f5b0a9181..712323f7a 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -16,6 +16,7 @@
 
 __all__ = (
     "Layout",
+    "align_layout",
     "_layout",
     "_layout_auto",
     "_layout_sugiyama",
@@ -534,6 +535,27 @@ def _layout(graph, layout=None, *args, **kwds):
     return layout
 
 
+def align_layout(graph, layout):
+    """Aligns a graph layout with the coordinate axes
+
+    This function centers a vertex layout on the coordinate system origin and
+    rotates the layout to achieve a visually pleasing alignment with the coordinate
+    axes. Doing this is particularly useful with force-directed layouts such as
+    L{Graph.layout_fruchterman_reingold}. Layouts in arbitrary dimensional spaces
+    are supported.
+
+    @param graph: the graph that the layout is associated with.
+    @param layout: the L{Layout} object containing the vertex coordinates
+      to align.
+    @return: a new aligned L{Layout} object.
+    """
+    from igraph._igraph import _align_layout
+
+    if not isinstance(layout, Layout):
+        layout = Layout(layout)
+
+    return Layout(_align_layout(graph, layout.coords))
+
 def _layout_auto(graph, *args, **kwds):
     """Chooses and runs a suitable layout function based on simple
     topological properties of the graph.

From e6516e9b9b5abc815e30884cb11f7e75fbe4183e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 20:58:43 +0800
Subject: [PATCH 1641/1681] docs: do not save the config in gallery example
 because building the docs overwrites one's config and potentially causes
 issues, including unexpected tests outputs.

---
 doc/examples_sphinx-gallery/configuration.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index ab408886d..5c12a0044 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -18,16 +18,16 @@
 ig.config["plotting.palette"] = "rainbow"
 
 # %%
-# Then, we save them. By default, ``ig.config.save()`` will save files to
-# ``~/.igraphrc`` on Linux and Max OS X systems, or in
-# ``%USERPROFILE%\.igraphrc`` for Windows systems:
-ig.config.save()
+# The updated configuration affects only the current session. Optionally, it
+# can be saved using ``ig.config.save()``. By default, this function writes the
+# configuration to ``~/.igraphrc`` on Linux and Max OS X systems, and in
+# ``%USERPROFILE%\.igraphrc`` on Windows systems.
 
 # %%
-# The code above only needs to be run once (to store the new config options
-# into the ``.igraphrc`` file). Whenever you use igraph and this file exists,
-# igraph will read its content and use those options as defaults. For
-# example, let's create and plot a new graph to demonstrate:
+# The configuration only needs to be saved to `.igraphrc` once, and it will
+# be automatically used in all future sessions. Whenever you use igraph and
+# this file exists, igraph will read its content and use those options as
+# defaults. For example, let's create and plot a new graph to demonstrate:
 random.seed(1)
 g = ig.Graph.Barabasi(n=100, m=1)
 

From 1f48b47c0da9af7a95a166aa9049117ce932107b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:24:21 +0800
Subject: [PATCH 1642/1681] feat: auto-align all organic layouts except DrL and
 bounded FR and KK

---
 src/_igraph/graphobject.c | 68 +++++++++++++++++++++++++++++++++++++--
 1 file changed, 66 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bacd006d6..6393de1c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8188,14 +8188,15 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (dim == 2)
+  if (dim == 2) {
     ret = igraph_layout_kamada_kawai
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        weights, /*bounds*/ minx, maxx, miny, maxy);
-  else
+    } else {
     ret = igraph_layout_kamada_kawai_3d
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        weights, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
+  }
 
   DESTROY_VECTORS;
 
@@ -8207,6 +8208,19 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
+  /* Align layout, but only if no bounding box was specified. */
+  if (minx == NULL && maxx == NULL &&
+      miny == NULL && maxy == NULL &&
+      minz == NULL && maxz == NULL &&
+      igraph_vcount(&self->g) <= 1000) {
+    ret = igraph_layout_align(&self->g, &m);
+    if (ret) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8298,6 +8312,16 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g)) {
+    retval = igraph_layout_align(&self->g, &m);
+    if (retval) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8520,6 +8544,19 @@ PyObject
     return NULL;
   }
 
+  /* Align layout, but only if no bounding box was specified. */
+  if (minx == NULL && maxx == NULL &&
+      miny == NULL && maxy == NULL &&
+      minz == NULL && maxz == NULL &&
+      igraph_vcount(&self->g) <= 1000) {
+    ret = igraph_layout_align(&self->g, &m);
+    if (ret) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
 #undef DESTROY_VECTORS
 
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
@@ -8574,6 +8611,15 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8632,6 +8678,15 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8697,6 +8752,15 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     igraph_matrix_destroy(dist); free(dist);
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;

From 271a52152e0bb592f9b828b1d2ad228595485aac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:44:27 +0800
Subject: [PATCH 1643/1681] tests: add test for align_layout()

---
 tests/test_layouts.py | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index ac32e0210..67dad6ca9 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -1,6 +1,6 @@
 import unittest
 from math import hypot
-from igraph import Graph, Layout, BoundingBox, InternalError
+from igraph import Graph, Layout, BoundingBox, InternalError, align_layout
 from igraph import umap_compute_weights
 
 
@@ -452,6 +452,13 @@ def testDRL(self):
         lo = g.layout("drl")
         self.assertTrue(isinstance(lo, Layout))
 
+    def testAlign(self):
+        g = Graph.Ring(3, circular=False)
+        lo = Layout([[1,1], [2,2], [3,3]])
+        lo = align_layout(g, lo)
+        self.assertTrue(isinstance(lo, Layout))
+        self.assertTrue(all(abs(lo[i][1]) < 1e-10 for i in range(3)))
+
 
 def suite():
     layout_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutTests)

From 183e6a4152bdd57660cfeec3389542d9af0513b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:50:25 +0800
Subject: [PATCH 1644/1681] tests: update expected image outputs after adding
 layout alignment feature

---
 .../baseline_images/clustering_directed.png   | Bin 31493 -> 32370 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 16701 -> 17361 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 17353 -> 18020 bytes
 .../graph_mark_groups_directed.png            | Bin 17353 -> 18020 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 14924 -> 15899 bytes
 5 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 712f1b95f8fdc22b4eb1b2683143634a81146a14..282f3fb21b4e080798e753b3404ecb2e4e648bd3 100644
GIT binary patch
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From 511c2c67eb64e37d30c86396f0bc1cf72ca1ba5a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 29 Jul 2025 00:02:32 +0800
Subject: [PATCH 1645/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9ce1e1695..f858f76c2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9ce1e169536382e23e02d7310073adfe3bc2a9f5
+Subproject commit f858f76c2f5d2483c446ed9e8cedbc47cf74f617

From a78b0256a6445fb985d0719c6fa59d0ce40a2278 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 2 Aug 2025 12:52:52 +0200
Subject: [PATCH 1646/1681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 3 +++
 2 files changed, 12 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index af4e6a3d4..d175b8231 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -639,6 +639,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "SKG24",
+      "name": "Sanat Kumar Gupta",
+      "avatar_url": "https://avatars.githubusercontent.com/u/123228827?v=4",
+      "profile": "https://github.com/SKG24",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5c5714306..d22d5bd6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -97,6 +97,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/BeaMarton13"><img src="https://avatars.githubusercontent.com/u/204701577?v=4?s=100" width="100px;" alt="Bea Márton"/><br /><sub><b>Bea Márton</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=BeaMarton13" title="Code">💻</a></td>
     </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/SKG24"><img src="https://avatars.githubusercontent.com/u/123228827?v=4?s=100" width="100px;" alt="Sanat Kumar Gupta"/><br /><sub><b>Sanat Kumar Gupta</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=SKG24" title="Code">💻</a></td>
+    </tr>
   </tbody>
 </table>
 

From 5a29c796755f4a70bf6e1e6995c6cb94bab56159 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 2 Aug 2025 12:58:06 +0200
Subject: [PATCH 1647/1681] style: code formatting

---
 .../articulation_points.py                    |  7 ++-
 doc/examples_sphinx-gallery/betweenness.py    | 10 +--
 .../bipartite_matching.py                     |  3 +-
 .../bipartite_matching_maxflow.py             |  5 +-
 doc/examples_sphinx-gallery/bridges.py        |  9 +--
 .../cluster_contraction.py                    | 11 +++-
 doc/examples_sphinx-gallery/complement.py     |  9 +--
 doc/examples_sphinx-gallery/configuration.py  |  1 +
 .../connected_components.py                   |  3 +-
 .../delaunay-triangulation.py                 |  5 +-
 doc/examples_sphinx-gallery/erdos_renyi.py    | 35 +++--------
 doc/examples_sphinx-gallery/generate_dag.py   |  1 +
 doc/examples_sphinx-gallery/isomorphism.py    | 19 +++++-
 doc/examples_sphinx-gallery/maxflow.py        |  9 +--
 .../minimum_spanning_trees.py                 |  1 +
 .../online_user_actions.py                    | 49 ++++++++-------
 .../personalized_pagerank.py                  |  4 +-
 doc/examples_sphinx-gallery/quickstart.py     | 25 +++++---
 doc/examples_sphinx-gallery/ring_animation.py |  3 +
 .../shortest_path_visualisation.py            | 22 +++----
 doc/examples_sphinx-gallery/simplify.py       | 63 ++++++++++++-------
 doc/examples_sphinx-gallery/spanning_trees.py |  9 +--
 .../stochastic_variability.py                 | 56 ++++++++++++-----
 .../topological_sort.py                       | 13 ++--
 doc/examples_sphinx-gallery/visual_style.py   |  3 +-
 .../visualize_cliques.py                      | 22 ++++---
 .../visualize_communities.py                  |  6 +-
 scripts/fix_pyodide_build.py                  |  4 +-
 scripts/patch_modularized_graph_methods.py    |  3 +-
 setup.py                                      |  4 +-
 src/igraph/__init__.py                        |  4 +-
 src/igraph/app/shell.py                       |  1 -
 src/igraph/community.py                       |  2 +-
 src/igraph/configuration.py                   |  2 +-
 src/igraph/drawing/__init__.py                |  1 -
 src/igraph/drawing/cairo/edge.py              | 19 +++---
 src/igraph/drawing/cairo/plot.py              |  3 +-
 src/igraph/drawing/plotly/edge.py             | 19 +++---
 src/igraph/drawing/shapes.py                  |  1 -
 src/igraph/io/bipartite.py                    |  2 +-
 src/igraph/io/images.py                       | 10 +--
 src/igraph/layout.py                          |  1 -
 src/igraph/seq.py                             |  4 +-
 src/igraph/sparse_matrix.py                   | 22 +++----
 tests/drawing/matplotlib/test_graph.py        |  8 ++-
 tests/test_cliques.py                         | 18 +++++-
 tests/test_conversion.py                      |  7 +--
 tests/test_generators.py                      | 15 ++++-
 tests/test_layouts.py                         |  8 ++-
 49 files changed, 320 insertions(+), 241 deletions(-)

diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 0dadded36..6492f1f6f 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -8,6 +8,7 @@
 This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using :meth:`igraph.GraphBase.articulation_points`. For an example on bridges instead, see :ref:`tutorials-bridges`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -30,9 +31,9 @@
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
-    vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
-    vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
+    vertex_frame_color=["red" if v in articulation_points else "black" for v in g.vs],
+    vertex_frame_width=[3 if v in articulation_points else 1 for v in g.vs],
     edge_width=0.8,
-    edge_color='gray'
+    edge_color="gray",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index 29ed9b3e3..7c52bdb08 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -24,14 +24,14 @@
 # :meth:`igraph.utils.rescale` to rescale the betweennesses in the interval
 # ``[0, 1]``.
 def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
-    '''Plot vertex/edge betweenness, with colorbars
+    """Plot vertex/edge betweenness, with colorbars
 
     Args:
         g: the graph to plot.
         ax: the Axes for the graph
         cax1: the Axes for the vertex betweenness colorbar
         cax2: the Axes for the edge betweenness colorbar
-    '''
+    """
 
     # Rescale betweenness to be between 0.0 and 1.0
     scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
@@ -45,7 +45,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
-    g.vs["size"]  = ig.rescale(vertex_betweenness, (10, 50))
+    g.vs["size"] = ig.rescale(vertex_betweenness, (10, 50))
     g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
     g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
     ig.plot(
@@ -58,8 +58,8 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
     # Color bars
     norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)
     norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)
-    plt.colorbar(norm1, cax=cax1, orientation="horizontal", label='Vertex Betweenness')
-    plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
+    plt.colorbar(norm1, cax=cax1, orientation="horizontal", label="Vertex Betweenness")
+    plt.colorbar(norm2, cax=cax2, orientation="horizontal", label="Edge Betweenness")
 
 
 # %%
diff --git a/doc/examples_sphinx-gallery/bipartite_matching.py b/doc/examples_sphinx-gallery/bipartite_matching.py
index ad7538fa2..1046e1322 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching.py
@@ -7,6 +7,7 @@
 
 This example demonstrates an efficient way to find and visualise a maximum biparite matching using :meth:`igraph.Graph.maximum_bipartite_matching`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -16,7 +17,7 @@
 #  - nodes 5-8 to the other side
 g = ig.Graph.Bipartite(
     [0, 0, 0, 0, 0, 1, 1, 1, 1],
-    [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
+    [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)],
 )
 
 # %%
diff --git a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
index 28b06e0b7..eec39a81b 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
@@ -9,6 +9,7 @@
 
 .. note::  :meth:`igraph.Graph.maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -17,7 +18,7 @@
 g = ig.Graph(
     9,
     [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-    directed=True
+    directed=True,
 )
 
 # %%
@@ -62,6 +63,6 @@
     vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())],
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index 26b8dce6a..08dc47d48 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -7,6 +7,7 @@
 
 This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using :meth:`igraph.GraphBase.bridges`. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -37,7 +38,7 @@
     target=ax,
     vertex_size=30,
     vertex_color="lightblue",
-    vertex_label=range(g.vcount())
+    vertex_label=range(g.vcount()),
 )
 plt.show()
 
@@ -72,9 +73,9 @@
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
-    edge_background="#FFF0",    # transparent background color
-    edge_align_label=True,      # make sure labels are aligned with the edge
+    edge_background="#FFF0",  # transparent background color
+    edge_align_label=True,  # make sure labels are aligned with the edge
     edge_label=g.es["label"],
-    edge_label_color="red"
+    edge_label_color="red",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index af997dc5d..fc02fc293 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -7,6 +7,7 @@
 
 This example shows how to find the communities in a graph, then contract each community into a single node using :class:`igraph.clustering.VertexClustering`. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -106,7 +107,10 @@
 # Finally, we can assign colors to the clusters and plot the cluster graph,
 # including a legend to make things clear:
 palette2 = ig.GradientPalette("gainsboro", "black")
-g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
+g.es["color"] = [
+    palette2.get(int(i))
+    for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)
+]
 
 fig2, ax2 = plt.subplots()
 ig.plot(
@@ -123,7 +127,8 @@
 legend_handles = []
 for i in range(num_communities):
     handle = ax2.scatter(
-        [], [],
+        [],
+        [],
         s=100,
         facecolor=palette1.get(i),
         edgecolor="k",
@@ -133,7 +138,7 @@
 
 ax2.legend(
     handles=legend_handles,
-    title='Community:',
+    title="Community:",
     bbox_to_anchor=(0, 1.0),
     bbox_transform=ax2.transAxes,
 )
diff --git a/doc/examples_sphinx-gallery/complement.py b/doc/examples_sphinx-gallery/complement.py
index 4436ae372..b4f2f17a0 100644
--- a/doc/examples_sphinx-gallery/complement.py
+++ b/doc/examples_sphinx-gallery/complement.py
@@ -7,6 +7,7 @@
 
 This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using :meth:`igraph.GraphBase.complementer`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -49,14 +50,14 @@
     layout="circle",
     vertex_color="black",
 )
-axs[0, 0].set_title('Original graph')
+axs[0, 0].set_title("Original graph")
 ig.plot(
     g2,
     target=axs[0, 1],
     layout="circle",
     vertex_color="black",
 )
-axs[0, 1].set_title('Complement graph')
+axs[0, 1].set_title("Complement graph")
 
 ig.plot(
     g_full,
@@ -64,12 +65,12 @@
     layout="circle",
     vertex_color="black",
 )
-axs[1, 0].set_title('Union graph')
+axs[1, 0].set_title("Union graph")
 ig.plot(
     g_empty,
     target=axs[1, 1],
     layout="circle",
     vertex_color="black",
 )
-axs[1, 1].set_title('Complement of union graph')
+axs[1, 1].set_title("Complement of union graph")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index 5c12a0044..4e9c077eb 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -7,6 +7,7 @@
 
 This example shows how to use igraph's :class:`configuration instance <igraph.Configuration>` to set default igraph settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every igraph project you work on.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
diff --git a/doc/examples_sphinx-gallery/connected_components.py b/doc/examples_sphinx-gallery/connected_components.py
index 008f66cec..33c341fee 100644
--- a/doc/examples_sphinx-gallery/connected_components.py
+++ b/doc/examples_sphinx-gallery/connected_components.py
@@ -7,6 +7,7 @@
 
 This example demonstrates how to visualise the connected components in a graph using :meth:`igraph.GraphBase.connected_components`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -21,7 +22,7 @@
 # %%
 # Now we can cluster the graph into weakly connected components, i.e. subgraphs
 # that have no edges connecting them to one another:
-components = g.connected_components(mode='weak')
+components = g.connected_components(mode="weak")
 
 # %%
 # Finally, we can visualize the distinct connected components of the graph:
diff --git a/doc/examples_sphinx-gallery/delaunay-triangulation.py b/doc/examples_sphinx-gallery/delaunay-triangulation.py
index ba6ce5a85..3a25eebe1 100644
--- a/doc/examples_sphinx-gallery/delaunay-triangulation.py
+++ b/doc/examples_sphinx-gallery/delaunay-triangulation.py
@@ -8,6 +8,7 @@
 This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using random ``numpy`` arrays and a graph with those vertex coordinates and no edges.
 
 """
+
 import numpy as np
 from scipy.spatial import Delaunay
 import igraph as ig
@@ -20,8 +21,8 @@
 np.random.seed(0)
 x, y = np.random.rand(2, 30)
 g = ig.Graph(30)
-g.vs['x'] = x
-g.vs['y'] = y
+g.vs["x"] = x
+g.vs["y"] = y
 
 # %%
 # Because we already set the `x` and `y` vertex attributes, we can use
diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
index c4f2879f7..aeb808992 100644
--- a/doc/examples_sphinx-gallery/erdos_renyi.py
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -12,6 +12,7 @@
 
 We generate two graphs of each, so we can confirm that our graph generator is truly random.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -48,33 +49,11 @@
 # differences:
 fig, axs = plt.subplots(2, 2)
 # Probability
-ig.plot(
-    g1,
-    target=axs[0, 0],
-    layout="circle",
-    vertex_color="lightblue"
-)
-ig.plot(
-    g2,
-    target=axs[0, 1],
-    layout="circle",
-    vertex_color="lightblue"
-)
-axs[0, 0].set_ylabel('Probability')
+ig.plot(g1, target=axs[0, 0], layout="circle", vertex_color="lightblue")
+ig.plot(g2, target=axs[0, 1], layout="circle", vertex_color="lightblue")
+axs[0, 0].set_ylabel("Probability")
 # N edges
-ig.plot(
-    g3,
-    target=axs[1, 0],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=15
-)
-ig.plot(
-    g4,
-    target=axs[1, 1],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=15
-)
-axs[1, 0].set_ylabel('N. edges')
+ig.plot(g3, target=axs[1, 0], layout="circle", vertex_color="lightblue", vertex_size=15)
+ig.plot(g4, target=axs[1, 1], layout="circle", vertex_color="lightblue", vertex_size=15)
+axs[1, 0].set_ylabel("N. edges")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index addbc661c..1565a59ed 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -8,6 +8,7 @@
 
 This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index 7f98bc053..57c6034f4 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -7,6 +7,7 @@
 
 This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using :meth:`igraph.GraphBase.isomorphic`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -66,6 +67,20 @@
     target=axs[2],
     **visual_style,
 )
-fig.text(0.38, 0.5, '$\\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
-fig.text(0.65, 0.5, '$\\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(
+    0.38,
+    0.5,
+    "$\\simeq$" if g1.isomorphic(g2) else "$\\neq$",
+    fontsize=15,
+    ha="center",
+    va="center",
+)
+fig.text(
+    0.65,
+    0.5,
+    "$\\simeq$" if g2.isomorphic(g3) else "$\\neq$",
+    fontsize=15,
+    ha="center",
+    va="center",
+)
 plt.show()
diff --git a/doc/examples_sphinx-gallery/maxflow.py b/doc/examples_sphinx-gallery/maxflow.py
index 246d4c451..eb76684a4 100644
--- a/doc/examples_sphinx-gallery/maxflow.py
+++ b/doc/examples_sphinx-gallery/maxflow.py
@@ -8,16 +8,13 @@
 This example shows how to construct a max flow on a directed graph with edge capacities using :meth:`igraph.Graph.maxflow`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # First, we generate a graph and assign a "capacity" to each edge:
-g = ig.Graph(
-    6,
-    [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
-    directed=True
-)
+g = ig.Graph(6, [(3, 2), (3, 4), (2, 1), (4, 1), (4, 5), (1, 0), (5, 0)], directed=True)
 g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5]
 
 # %%
@@ -39,6 +36,6 @@
     target=ax,
     layout="circle",
     vertex_label=range(g.vcount()),
-    vertex_color="lightblue"
+    vertex_color="lightblue",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/minimum_spanning_trees.py b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
index 60c320bf6..9177e976a 100644
--- a/doc/examples_sphinx-gallery/minimum_spanning_trees.py
+++ b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
@@ -8,6 +8,7 @@
 This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using :meth:`igraph.Graph.spanning_tree`. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
 
 """
+
 import random
 import igraph as ig
 import matplotlib.pyplot as plt
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 1da528570..47cc00ff5 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -18,23 +18,24 @@
 # indicates a certain action taken by a user (e.g. click on a button within a
 # website). Actual user data usually come with time stamp, but that's not
 # essential for this example.
-action_dataframe = pd.DataFrame([
-    ['dsj3239asadsa3', 'createPage', 'greatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'greatProject'],
-    ['dsj3239asadsa3', 'editPage', 'greatProject'],
-    ['789dsadafj32jj', 'editPage', 'greatProject'],
-    ['oi32ncwosap399', 'editPage', 'greatProject'],
-    ['4r4320dkqpdokk', 'createPage', 'miniProject'],
-    ['320eljl3lk3239', 'editPage', 'miniProject'],
-    ['dsj3239asadsa3', 'editPage', 'miniProject'],
-    ['3203ejew332323', 'createPage', 'private'],
-    ['3203ejew332323', 'editPage', 'private'],
-    ['40m11919332msa', 'createPage', 'private2'],
-    ['40m11919332msa', 'editPage', 'private2'],
-    ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
+action_dataframe = pd.DataFrame(
+    [
+        ["dsj3239asadsa3", "createPage", "greatProject"],
+        ["2r09ej221sk2k5", "editPage", "greatProject"],
+        ["dsj3239asadsa3", "editPage", "greatProject"],
+        ["789dsadafj32jj", "editPage", "greatProject"],
+        ["oi32ncwosap399", "editPage", "greatProject"],
+        ["4r4320dkqpdokk", "createPage", "miniProject"],
+        ["320eljl3lk3239", "editPage", "miniProject"],
+        ["dsj3239asadsa3", "editPage", "miniProject"],
+        ["3203ejew332323", "createPage", "private"],
+        ["3203ejew332323", "editPage", "private"],
+        ["40m11919332msa", "createPage", "private2"],
+        ["40m11919332msa", "editPage", "private2"],
+        ["dsj3239asadsa3", "createPage", "anotherGreatProject"],
+        ["2r09ej221sk2k5", "editPage", "anotherGreatProject"],
     ],
-    columns=['userid', 'action', 'project'],
+    columns=["userid", "action", "project"],
 )
 
 # %%
@@ -42,7 +43,7 @@
 # We choose to use a weighted adjacency matrix for this, i.e. a table with rows
 # and columns indexes by the users that has nonzero entries whenever folks
 # collaborate. First, let's get the users and prepare an empty matrix:
-users = action_dataframe['userid'].unique()
+users = action_dataframe["userid"].unique()
 adjacency_matrix = pd.DataFrame(
     np.zeros((len(users), len(users)), np.int32),
     index=users,
@@ -51,8 +52,8 @@
 
 # %%
 # Then, let's iterate over all projects one by one, and add all collaborations:
-for _project, project_data in action_dataframe.groupby('project'):
-    project_users = project_data['userid'].values
+for _project, project_data in action_dataframe.groupby("project"):
+    project_users = project_data["userid"].values
     for i1, user1 in enumerate(project_users):
         for user2 in project_users[:i1]:
             adjacency_matrix.at[user1, user2] += 1
@@ -60,12 +61,12 @@
 # %%
 # There are many ways to achieve the above matrix, so don't be surprised if you
 # came up with another algorithm ;-) Now it's time to make the graph:
-g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
+g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode="plus")
 
 # %%
 # We can take a look at the graph via plotting functions. We can first make a
 # layout:
-layout = g.layout('circle')
+layout = g.layout("circle")
 
 # %%
 # Then we can prepare vertex sizes based on their closeness to other vertices
@@ -79,7 +80,7 @@
     g,
     target=ax,
     layout=layout,
-    vertex_label=g.vs['name'],
+    vertex_label=g.vs["name"],
     vertex_color="lightblue",
     vertex_size=vertex_size,
     edge_width=g.es["weight"],
@@ -89,14 +90,14 @@
 # %%
 # Loops indicate "self-collaborations", which are not very meaningful. To
 # filter out loops without losing the edge weights, we can use:
-g = g.simplify(combine_edges='first')
+g = g.simplify(combine_edges="first")
 
 fig, ax = plt.subplots()
 ig.plot(
     g,
     target=ax,
     layout=layout,
-    vertex_label=g.vs['name'],
+    vertex_label=g.vs["name"],
     vertex_color="lightblue",
     vertex_size=vertex_size,
     edge_width=g.es["weight"],
diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
index 2fd044612..f7e2f9e2b 100644
--- a/doc/examples_sphinx-gallery/personalized_pagerank.py
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -55,7 +55,9 @@ def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
     ig.plot(graph, target=ax, layout=graph.layout_grid())
 
     # Add a colorbar
-    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    sm = cm.ScalarMappable(
+        norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap
+    )
     plt.colorbar(sm, ax=ax, label="Personalized PageRank")
 
     plt.title("Graph with Personalized PageRank")
diff --git a/doc/examples_sphinx-gallery/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
index ec6f7ddb7..0735768e5 100644
--- a/doc/examples_sphinx-gallery/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -15,6 +15,7 @@
 To find out more features that igraph has to offer, check out the :ref:`gallery`!
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -25,7 +26,13 @@
 
 # Set attributes for the graph, nodes, and edges
 g["title"] = "Small Social Network"
-g.vs["name"] = ["Daniel Morillas", "Kathy Archer", "Kyle Ding", "Joshua Walton", "Jana Hoyer"]
+g.vs["name"] = [
+    "Daniel Morillas",
+    "Kathy Archer",
+    "Kyle Ding",
+    "Joshua Walton",
+    "Jana Hoyer",
+]
 g.vs["gender"] = ["M", "F", "F", "M", "F"]
 g.es["married"] = [False, False, False, False, False, False, False, True]
 
@@ -35,27 +42,29 @@
 
 # Plot in matplotlib
 # Note that attributes can be set globally (e.g. vertex_size), or set individually using arrays (e.g. vertex_color)
-fig, ax = plt.subplots(figsize=(5,5))
+fig, ax = plt.subplots(figsize=(5, 5))
 ig.plot(
     g,
     target=ax,
-    layout="circle", # print nodes in a circular layout
+    layout="circle",  # print nodes in a circular layout
     vertex_size=30,
-    vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
+    vertex_color=[
+        "steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]
+    ],
     vertex_frame_width=4.0,
     vertex_frame_color="white",
     vertex_label=g.vs["name"],
     vertex_label_size=7.0,
     edge_width=[2 if married else 1 for married in g.es["married"]],
-    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]]
+    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]],
 )
 
 plt.show()
 
 # Save the graph as an image file
-fig.savefig('social_network.png')
-fig.savefig('social_network.jpg')
-fig.savefig('social_network.pdf')
+fig.savefig("social_network.png")
+fig.savefig("social_network.jpg")
+fig.savefig("social_network.pdf")
 
 # Export and import a graph as a GML file.
 g.save("social_network.gml")
diff --git a/doc/examples_sphinx-gallery/ring_animation.py b/doc/examples_sphinx-gallery/ring_animation.py
index 25daa2918..33bd6a109 100644
--- a/doc/examples_sphinx-gallery/ring_animation.py
+++ b/doc/examples_sphinx-gallery/ring_animation.py
@@ -9,6 +9,7 @@
 order to animate a ring graph sequentially being revealed.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import matplotlib.animation as animation
@@ -23,6 +24,7 @@
 # Compute a 2D ring layout that looks like an actual ring
 layout = g.layout_circle()
 
+
 # %%
 # Prepare an update function. This "callback" function will be run at every
 # frame and takes as a single argument the frame number. For simplicity, at
@@ -71,6 +73,7 @@ def _update_graph(frame):
     handles = ax.get_children()[:nhandles]
     return handles
 
+
 # %%
 # Run the animation
 fig, ax = plt.subplots()
diff --git a/doc/examples_sphinx-gallery/shortest_path_visualisation.py b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
index 87fa01523..fedad160a 100644
--- a/doc/examples_sphinx-gallery/shortest_path_visualisation.py
+++ b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
@@ -8,15 +8,13 @@
 This example demonstrates how to find the shortest distance between two vertices
 of a weighted or an unweighted graph.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # To find the shortest path or distance between two nodes, we can use :meth:`igraph.GraphBase.get_shortest_paths`. If we're only interested in counting the unweighted distance, then we can do the following:
-g = ig.Graph(
-    6,
-    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-)
+g = ig.Graph(6, [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)])
 results = g.get_shortest_paths(1, to=4, output="vpath")
 
 # results = [[1, 0, 2, 4]]
@@ -25,7 +23,7 @@
 # We can print the result of the computation:
 if len(results[0]) > 0:
     # The distance is the number of vertices in the shortest path minus one.
-    print("Shortest distance is: ", len(results[0])-1)
+    print("Shortest distance is: ", len(results[0]) - 1)
 else:
     print("End node could not be reached!")
 
@@ -60,20 +58,20 @@
 
 # %%
 # In case you are wondering how the visualization figure was done, here's the code:
-g.es['width'] = 0.5
-g.es[results[0]]['width'] = 2.5
+g.es["width"] = 0.5
+g.es[results[0]]["width"] = 2.5
 
 fig, ax = plt.subplots()
 ig.plot(
     g,
     target=ax,
-    layout='circle',
-    vertex_color='steelblue',
+    layout="circle",
+    vertex_color="steelblue",
     vertex_label=range(g.vcount()),
-    edge_width=g.es['width'],
+    edge_width=g.es["width"],
     edge_label=g.es["weight"],
-    edge_color='#666',
+    edge_color="#666",
     edge_align_label=True,
-    edge_background='white'
+    edge_background="white",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 893b67fae..ed36b2da5 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -5,25 +5,28 @@
 
 This example shows how to remove self loops and multiple edges using :meth:`igraph.GraphBase.simplify`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # We start with a graph that includes loops and multiedges:
-g1 = ig.Graph([
-    (0, 1),
-    (1, 2),
-    (2, 3),
-    (3, 4),
-    (4, 0),
-    (0, 0),
-    (1, 4),
-    (1, 4),
-    (0, 2),
-    (2, 4),
-    (2, 4),
-    (2, 4),
-    (3, 3)],
+g1 = ig.Graph(
+    [
+        (0, 1),
+        (1, 2),
+        (2, 3),
+        (3, 4),
+        (4, 0),
+        (0, 0),
+        (1, 4),
+        (1, 4),
+        (0, 2),
+        (2, 4),
+        (2, 4),
+        (2, 4),
+        (3, 3),
+    ],
 )
 
 # %%
@@ -59,13 +62,29 @@
     target=axs[1],
     **visual_style,
 )
-axs[0].set_title('Multigraph...')
-axs[1].set_title('...simplified')
+axs[0].set_title("Multigraph...")
+axs[1].set_title("...simplified")
 # Draw rectangles around axes
-axs[0].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
-    ))
-axs[1].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
-    ))
+axs[0].add_patch(
+    plt.Rectangle(
+        (0, 0),
+        1,
+        1,
+        fc="none",
+        ec="k",
+        lw=4,
+        transform=axs[0].transAxes,
+    )
+)
+axs[1].add_patch(
+    plt.Rectangle(
+        (0, 0),
+        1,
+        1,
+        fc="none",
+        ec="k",
+        lw=4,
+        transform=axs[1].transAxes,
+    )
+)
 plt.show()
diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index 82f190a8a..cfca1135f 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -7,6 +7,7 @@
 
 This example shows how to generate a spanning tree from an input graph using :meth:`igraph.Graph.spanning_tree`. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -47,13 +48,7 @@
 g.es[spanning_tree]["width"] = 3.0
 
 fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout=layout,
-    vertex_color="lightblue",
-    edge_width=g.es["width"]
-)
+ig.plot(g, target=ax, layout=layout, vertex_color="lightblue", edge_width=g.es["width"])
 plt.show()
 
 # %%
diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index ea126aecf..2afc01153 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -8,6 +8,7 @@
 This example demonstrates the use of stochastic community detection methods to check whether a network possesses a strong community structure, and whether the partitionings we obtain are meaningul. Many community detection algorithms are randomized, and return somewhat different results after each run, depending on the random seed that was set. When there is a robust community structure, we expect these results to be similar to each other. When the community structure is weak or non-existent, the results may be noisy and highly variable. We will employ several partion similarity measures to analyse the consistency of the results, including the normalized mutual information (NMI), the variation of information (VI), and the Rand index (RI).
 
 """
+
 # %%
 import igraph as ig
 import matplotlib.pyplot as plt
@@ -24,7 +25,7 @@
 # We will use Zachary's karate club dataset [1]_, a classic example of a network
 # with a strong community structure:
 karate = ig.Graph.Famous("Zachary")
-  
+
 # %%
 # We will compare it to an an Erdős-Rényi :math:`G(n, m)` random network having
 # the same number of vertices and edges. The parameters 'n' and 'm' refer to the
@@ -36,39 +37,47 @@
 # First, let us plot the two networks for a visual comparison:
 
 # Create subplots
-fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={'aspect': 'equal'})
+fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={"aspect": "equal"})
 
 # Karate club network
 ig.plot(
-    karate, target=axes[0], 
-    vertex_color="lightblue", vertex_size=30,
-    vertex_label=range(karate.vcount()), vertex_label_size=10,
-    edge_width=1
+    karate,
+    target=axes[0],
+    vertex_color="lightblue",
+    vertex_size=30,
+    vertex_label=range(karate.vcount()),
+    vertex_label_size=10,
+    edge_width=1,
 )
 axes[0].set_title("Karate club network")
 
 # Random network
 ig.plot(
-    random_graph, target=axes[1], 
-    vertex_color="lightcoral", vertex_size=30,
-    vertex_label=range(random_graph.vcount()), vertex_label_size=10,
-    edge_width=1
+    random_graph,
+    target=axes[1],
+    vertex_color="lightcoral",
+    vertex_size=30,
+    vertex_label=range(random_graph.vcount()),
+    vertex_label_size=10,
+    edge_width=1,
 )
 axes[1].set_title("Erdős-Rényi random network")
 
 plt.show()
 
+
 # %%
 # Function to compute similarity between partitions using various methods:
 def compute_pairwise_similarity(partitions, method):
     similarities = []
-    
+
     for p1, p2 in itertools.combinations(partitions, 2):
         similarity = ig.compare_communities(p1, p2, method=method)
         similarities.append(similarity)
-    
+
     return similarities
 
+
 # %%
 # The Leiden method, accessible through :meth:`igraph.Graph.community_leiden()`,
 # is a modularity maximization approach for community detection.  Since exact
@@ -78,12 +87,16 @@ def compute_pairwise_similarity(partitions, method):
 # results may differ each time the method is applied. The following function
 # runs the Leiden algorithm multiple times:
 def run_experiment(graph, iterations=100):
-    partitions = [graph.community_leiden(objective_function='modularity').membership for _ in range(iterations)]
+    partitions = [
+        graph.community_leiden(objective_function="modularity").membership
+        for _ in range(iterations)
+    ]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
+
 # %%
 # Run the experiment on both networks:
 nmi_karate, vi_karate, ri_karate = run_experiment(karate)
@@ -106,9 +119,13 @@ def run_experiment(graph, iterations=100):
 for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
     # Karate club histogram
     axes[0][i].hist(
-        karate_scores, bins=20, range=(lower, upper),
+        karate_scores,
+        bins=20,
+        range=(lower, upper),
         density=True,  # Probability density
-        alpha=0.7, color=colors[i], edgecolor="black"
+        alpha=0.7,
+        color=colors[i],
+        edgecolor="black",
     )
     axes[0][i].set_title(f"{measure} - Karate club network")
     axes[0][i].set_xlabel(f"{measure} score")
@@ -116,8 +133,13 @@ def run_experiment(graph, iterations=100):
 
     # Random network histogram
     axes[1][i].hist(
-        random_scores, bins=20, range=(lower, upper), density=True,
-        alpha=0.7, color=colors[i], edgecolor="black"
+        random_scores,
+        bins=20,
+        range=(lower, upper),
+        density=True,
+        alpha=0.7,
+        color=colors[i],
+        edgecolor="black",
     )
     axes[1][i].set_title(f"{measure} - Random network")
     axes[1][i].set_xlabel(f"{measure} score")
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 7b0a05481..3c558f90b 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -7,6 +7,7 @@
 
 This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use :meth:`igraph.GraphBase.topological_sorting` to get a topological ordering of the vertices.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -26,21 +27,21 @@
 # A topological sorting can be computed quite easily by calling
 # :meth:`igraph.GraphBase.topological_sorting`, which returns a list of vertex IDs.
 # If the given graph is not DAG, the error will occur.
-results = g.topological_sorting(mode='out')
-print('Topological sort of g (out):', *results)
+results = g.topological_sorting(mode="out")
+print("Topological sort of g (out):", *results)
 
 # %%
 # In fact, there are two modes of :meth:`igraph.GraphBase.topological_sorting`,
 # ``'out'`` ``'in'``. ``'out'`` is the default and starts from a node with
 # indegree equal to 0. Vice versa, ``'in'`` starts from a node with outdegree
 # equal to 0. To call the other mode, we can simply use:
-results = g.topological_sorting(mode='in')
-print('Topological sort of g (in):', *results)
+results = g.topological_sorting(mode="in")
+print("Topological sort of g (in):", *results)
 
 # %%
 # We can use :meth:`igraph.Vertex.indegree` to find the indegree of the node.
 for i in range(g.vcount()):
-    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
+    print("degree of {}: {}".format(i, g.vs[i].indegree()))
 
 # %
 # Finally, we can plot the graph to make the situation a little clearer.
@@ -51,7 +52,7 @@
     ig.plot(
         g,
         target=ax,
-        layout='kk',
+        layout="kk",
         vertex_size=25,
         edge_width=4,
         vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 4ac7d05da..30c27d73b 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -6,6 +6,7 @@
 
 This example shows how to change the visual style of network plots.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -17,7 +18,7 @@
     "edge_width": 0.3,
     "vertex_size": 15,
     "palette": "heat",
-    "layout": "fruchterman_reingold"
+    "layout": "fruchterman_reingold",
 }
 
 # %%
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 15f149360..c1ebd49d6 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -8,12 +8,13 @@
 This example shows how to compute and visualize cliques of a graph using :meth:`igraph.GraphBase.cliques`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # First, let's create a graph, for instance the famous karate club graph:
-g = ig.Graph.Famous('Zachary')
+g = ig.Graph.Famous("Zachary")
 
 # %%
 # Computing cliques can be done as follows:
@@ -27,12 +28,13 @@
 for clique, ax in zip(cliques, axs):
     ig.plot(
         ig.VertexCover(g, [clique]),
-        mark_groups=True, palette=ig.RainbowPalette(),
+        mark_groups=True,
+        palette=ig.RainbowPalette(),
         vertex_size=5,
         edge_width=0.5,
         target=ax,
     )
-plt.axis('off')
+plt.axis("off")
 plt.show()
 
 
@@ -45,16 +47,16 @@
 axs = axs.ravel()
 for clique, ax in zip(cliques, axs):
     # Color vertices yellow/red based on whether they are in this clique
-    g.vs['color'] = 'yellow'
-    g.vs[clique]['color'] = 'red'
+    g.vs["color"] = "yellow"
+    g.vs[clique]["color"] = "red"
 
     # Color edges black/red based on whether they are in this clique
     clique_edges = g.es.select(_within=clique)
-    g.es['color'] = 'black'
-    clique_edges['color'] = 'red'
+    g.es["color"] = "black"
+    clique_edges["color"] = "red"
     # also increase thickness of clique edges
-    g.es['width'] = 0.3
-    clique_edges['width'] = 1
+    g.es["width"] = 0.3
+    clique_edges["width"] = 1
 
     ig.plot(
         ig.VertexCover(g, [clique]),
@@ -63,5 +65,5 @@
         vertex_size=5,
         target=ax,
     )
-plt.axis('off')
+plt.axis("off")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index a13edbfa9..9ab696e8e 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -7,6 +7,7 @@
 
 This example shows how to visualize communities or clusters of a graph.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -47,7 +48,8 @@
 legend_handles = []
 for i in range(num_communities):
     handle = ax.scatter(
-        [], [],
+        [],
+        [],
         s=100,
         facecolor=palette.get(i),
         edgecolor="k",
@@ -56,7 +58,7 @@
     legend_handles.append(handle)
 ax.legend(
     handles=legend_handles,
-    title='Community:',
+    title="Community:",
     bbox_to_anchor=(0, 1.0),
     bbox_transform=ax.transAxes,
 )
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 46d190518..9e239f973 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -4,7 +4,9 @@
 from pathlib import Path
 from urllib.request import urlretrieve
 
-target_dir = Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+target_dir = (
+    Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+)
 target_dir.mkdir(exist_ok=True, parents=True)
 
 target_file = target_dir / "Emscripten.cmake"
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 9e188b6b5..081ab73a5 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -13,7 +13,6 @@
 
 
 def main():
-
     # Get instance and classmethods
     g = igraph.Graph()
     methods = inspect.getmembers(g, predicate=inspect.ismethod)
@@ -43,7 +42,7 @@ def main():
     newmodule = igraph.__file__ + ".new"
     with open(newmodule, "wt") as fout:
         # FIXME: whitelisting all cases is not great, try to improve
-        for (origin, value) in auxiliary_imports:
+        for origin, value in auxiliary_imports:
             fout.write(f"from {origin} import {value}\n")
 
         with open(igraph.__file__, "rt") as f:
diff --git a/setup.py b/setup.py
index a8d1c965a..c919d3507 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,9 +1000,7 @@ def get_tag(self):
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": [
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
-        ],
+        "matplotlib": ["matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
         # Compatibility alias to 'cairo' for python-igraph <= 0.9.6
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0b1690849..27bb0ff59 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2,7 +2,6 @@
 igraph library.
 """
 
-
 __license__ = """
 Copyright (C) 2006- The igraph development team
 
@@ -951,8 +950,7 @@ def Incidence(cls, *args, **kwds):
     def are_connected(self, *args, **kwds):
         """Deprecated alias to L{Graph.are_adjacent()}."""
         deprecated(
-            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
-            "instead"
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() " "instead"
         )
         return self.are_adjacent(*args, **kwds)
 
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 6a22eb097..d8318bcd0 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -19,7 +19,6 @@
 Mac OS X users are likely to invoke igraph from the command line.
 """
 
-
 from abc import ABCMeta, abstractmethod
 import re
 import sys
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 0fdcdf154..8baa337c7 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -392,7 +392,7 @@ def _community_leiden(
     initial_membership=None,
     n_iterations=2,
     node_weights=None,
-    **kwds
+    **kwds,
 ):
     """Finds the community structure of the graph using the Leiden
     algorithm of Traag, van Eck & Waltman.
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index d0202f541..9accb5325 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -326,7 +326,7 @@ def load(self, stream=None):
         if file_was_open:
             stream.close()
 
-    def save(self, stream: Optional[Union[str, IO[str]]]=None):
+    def save(self, stream: Optional[Union[str, IO[str]]] = None):
         """Saves the configuration.
 
         @param stream: name of a file or a file-like object. The configuration
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 2725745f6..05743728a 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -26,7 +26,6 @@
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
-
 from pathlib import Path
 from warnings import warn
 
diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index 1b0c46731..7535004c9 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -168,14 +168,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Vector representing the base of the arrow triangle
             x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
+                (aux_points[0][0] - aux_points[1][0]),
+                (aux_points[0][1] - aux_points[1][1]),
+            )
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
@@ -224,9 +226,10 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Draw the line
             ctx.line_to(x_arrow_mid, y_arrow_mid)
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index f35db6ef1..5ac247b8f 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -22,7 +22,6 @@
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
-
 import os
 
 from io import BytesIO
@@ -286,7 +285,7 @@ def redraw(self, context=None):
                     bbox=bbox,
                     palette=palette,
                     *args,  # noqa: B026
-                    **kwds
+                    **kwds,
                 )
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 15ea40a29..d9ee1e2cb 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -103,14 +103,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Vector representing the base of the arrow triangle
             x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
+                (aux_points[0][0] - aux_points[1][0]),
+                (aux_points[0][1] - aux_points[1][1]),
+            )
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
@@ -161,9 +163,10 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
             # Draw the line
             path.append(
                 format_path_step(
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 4f0ea97b5..0c3ccd1c8 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -16,7 +16,6 @@
 name in the C{shape} attribute of vertices.
 """
 
-
 __all__ = ("ShapeDrawerDirectory",)
 
 from abc import ABCMeta, abstractmethod
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index 70fac3750..24750d911 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -6,7 +6,7 @@ def _construct_bipartite_graph_from_adjacency(
     multiple=False,
     weighted=None,
     *args,
-    **kwds
+    **kwds,
 ):
     """Creates a bipartite graph from a bipartite adjacency matrix.
 
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 202e39862..da1c8b2c9 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -17,7 +17,7 @@ def _write_graph_to_svg(
     edge_stroke_widths="width",
     font_size=16,
     *args,
-    **kwds
+    **kwds,
 ):
     """Saves the graph as an SVG (Scalable Vector Graphics) file
 
@@ -289,16 +289,12 @@ def _write_graph_to_svg(
                 vs = str(vertex_size)
                 print(
                     '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                        vs, c[0]
-                    ),
+                                -{0},0" fill="{1}"/>'.format(vs, c[0]),
                     file=f,
                 )
                 print(
                     '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                        vs, c[1]
-                    ),
+                                -{0},0" fill="{1}"/>'.format(vs, c[1]),
                     file=f,
                 )
                 print(
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index f5b0a9181..17877e8f6 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -6,7 +6,6 @@
 This package contains the implementation of the L{Layout} object.
 """
 
-
 from math import sin, cos, pi
 
 from igraph._igraph import GraphBase
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 6107cfc9c..3790cf510 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -737,9 +737,7 @@ def decorated(*args, **kwds):
 restricted to this sequence, and returns the result.
 
 @see: Graph.%(name)s() for details.
-""" % {
-        "name": name
-    }
+""" % {"name": name}
 
     return decorated
 
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index fe9565a79..93c6fa7ae 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -24,19 +24,15 @@
 
 def _convert_mode_argument(mode):
     # resolve mode constants, convert to lowercase
-    mode = (
-        {
-            ADJ_DIRECTED: "directed",
-            ADJ_UNDIRECTED: "undirected",
-            ADJ_MAX: "max",
-            ADJ_MIN: "min",
-            ADJ_PLUS: "plus",
-            ADJ_UPPER: "upper",
-            ADJ_LOWER: "lower",
-        }
-        .get(mode, mode)
-        .lower()
-    )
+    mode = {
+        ADJ_DIRECTED: "directed",
+        ADJ_UNDIRECTED: "undirected",
+        ADJ_MAX: "max",
+        ADJ_MIN: "min",
+        ADJ_PLUS: "plus",
+        ADJ_UPPER: "upper",
+        ADJ_LOWER: "lower",
+    }.get(mode, mode).lower()
 
     if mode not in _SUPPORTED_MODES:
         raise ValueError("mode should be one of " + (" ".join(_SUPPORTED_MODES)))
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index a044d323e..b77d42174 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -54,9 +54,11 @@ def test_labels(self):
         g = Graph.Ring(5)
         fig, ax = plt.subplots(figsize=(3, 3))
         plot(
-            g, target=ax, layout=self.layout_small_ring,
-            vertex_label=['1', '2', '3', '4', '5'],
-            vertex_label_color='white',
+            g,
+            target=ax,
+            layout=self.layout_small_ring,
+            vertex_label=["1", "2", "3", "4", "5"],
+            vertex_label_color="white",
             vertex_label_size=16,
         )
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3c1c215e9..b5801a5a1 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -138,7 +138,14 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
-        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
+        self.assertTrue(
+            all(
+                map(
+                    self.g1.is_independent_vertex_set,
+                    self.g1.largest_independent_vertex_sets(),
+                )
+            )
+        )
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -155,7 +162,14 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
-        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
+        self.assertTrue(
+            all(
+                map(
+                    self.g2.is_independent_vertex_set,
+                    self.g2.maximal_independent_vertex_sets(),
+                )
+            )
+        )
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index bbd9574c5..6f3cdc22e 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -186,8 +186,7 @@ def testFromPrufer(self):
         self.assertEqual(6, g.vcount())
         self.assertEqual(5, g.ecount())
         self.assertEqual(
-            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
-            sorted(g.get_edgelist())
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)], sorted(g.get_edgelist())
         )
 
     def testToPrufer(self):
@@ -202,9 +201,7 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
-        PruferTests
-    )
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PruferTests)
     return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 30cc58d23..4414e48ae 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -162,7 +162,20 @@ def testHexagonalLattice(self):
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
     def testHypercube(self):
-        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        el = [
+            (0, 1),
+            (0, 2),
+            (0, 4),
+            (1, 3),
+            (1, 5),
+            (2, 3),
+            (2, 6),
+            (3, 7),
+            (4, 5),
+            (4, 6),
+            (5, 7),
+            (6, 7),
+        ]
         g = Graph.Hypercube(3)
         self.assertEqual(g.get_edgelist(), el)
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index ac32e0210..63cf95cb6 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -242,8 +242,12 @@ def testKamadaKawai(self):
         self.assertTrue(bbox.right <= 6)
 
         lo = g.layout(
-            "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100,
-            weights=range(10, g.ecount() + 10)
+            "kk",
+            miny=[2] * 100,
+            maxy=[3] * 100,
+            minx=[4] * 100,
+            maxx=[6] * 100,
+            weights=range(10, g.ecount() + 10),
         )
 
         self.assertTrue(isinstance(lo, Layout))

From c02d42db1a546304f6c9bb8ce8f128133d57ac27 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 00:14:23 +0200
Subject: [PATCH 1648/1681] fix: remove usage of IGRAPH_NEGINFINITY

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 248c35387..999163824 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -374,7 +374,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
   w->pos = IGRAPH_EIGEN_LM;
   w->howmany = 1;
   w->il = w->iu = -1;
-  w->vl = IGRAPH_NEGINFINITY;
+  w->vl = -IGRAPH_INFINITY;
   w->vu = IGRAPH_INFINITY;
   w->vestimate = 0;
   w->balance = IGRAPH_LAPACK_DGEEVX_BALANCE_NONE;

From 8c10051c9ea21ab2e906750a35790ceef55ee6f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 00:15:09 +0200
Subject: [PATCH 1649/1681] feat: added node_in_weights argument to
 Graph.community_leiden()

---
 src/_igraph/graphobject.c | 22 +++++++++++++++++-----
 src/igraph/community.py   |  7 +++++++
 vendor/source/igraph      |  2 +-
 3 files changed, 25 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6393de1c1..f6d368c35 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13611,11 +13611,12 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
 
-  static char *kwlist[] = {"edge_weights", "node_weights", "resolution",
+  static char *kwlist[] = {"edge_weights", "node_weights", "node_in_weights", "resolution",
                            "normalize_resolution", "beta", "initial_membership", "n_iterations", NULL};
 
   PyObject *edge_weights_o = Py_None;
   PyObject *node_weights_o = Py_None;
+  PyObject *node_in_weights_o = Py_None;
   PyObject *initial_membership_o = Py_None;
   PyObject *normalize_resolution = Py_False;
   PyObject *res = Py_None;
@@ -13624,14 +13625,14 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   Py_ssize_t n_iterations = 2;
   double resolution = 1.0;
   double beta = 0.01;
-  igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
+  igraph_vector_t *edge_weights = NULL, *node_weights = NULL, *node_in_weights = NULL;
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = true;
   igraph_integer_t nb_clusters = 0;
   igraph_real_t quality = 0.0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOdOn", kwlist,
-        &edge_weights_o, &node_weights_o, &resolution, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOdOdOn", kwlist,
+        &edge_weights_o, &node_weights_o, &node_in_weights_o, &resolution, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
     return NULL;
 
   if (n_iterations >= 0) {
@@ -13654,6 +13655,13 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     error = -1;
   }
 
+  /* Get node in-weights (directed case) */
+  if (!error && igraphmodule_attrib_to_vector_t(node_in_weights_o, self, &node_in_weights,
+    ATTRIBUTE_TYPE_VERTEX)) {
+    igraphmodule_handle_igraph_error();
+    error = -1;
+  }
+
   /* Get initial membership */
   if (!error && igraphmodule_attrib_to_vector_int_t(initial_membership_o, self, &membership,
     ATTRIBUTE_TYPE_VERTEX)) {
@@ -13696,7 +13704,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   /* Run actual Leiden algorithm for several iterations. */
   if (!error) {
     error = igraph_community_leiden(&self->g,
-                                    edge_weights, node_weights,
+                                    edge_weights, node_weights, node_in_weights,
                                     resolution, beta,
                                     start, n_iterations, membership,
                                     &nb_clusters, &quality);
@@ -13710,6 +13718,10 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     igraph_vector_destroy(node_weights);
     free(node_weights);
   }
+  if (node_in_weights != 0) {
+    igraph_vector_destroy(node_in_weights);
+    free(node_in_weights);
+  }
 
   if (!error && membership != 0) {
     res = igraphmodule_vector_int_t_to_PyList(membership);
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 67648ad7f..a3c6ce50b 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -461,6 +461,7 @@ def _community_leiden(
     initial_membership=None,
     n_iterations=2,
     node_weights=None,
+    node_in_weights=None,
     **kwds,
 ):
     """Finds the community structure of the graph using the Leiden
@@ -491,6 +492,11 @@ def _community_leiden(
       If this is not provided, it will be automatically determined on the
       basis of whether you want to use CPM or modularity. If you do provide
       this, please make sure that you understand what you are doing.
+    @param node_in_weights: the inbound node weights used in the directed
+      variant of the Leiden algorithm. If this is not provided, it will be
+      automatically determined on the basis of whether you want to use CPM or
+      modularity. If you do provide this, please make sure that you understand
+      what you are doing.
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{quality} that stores the value of the internal quality function
       optimized by the algorithm.
@@ -512,6 +518,7 @@ def _community_leiden(
         graph,
         edge_weights=weights,
         node_weights=node_weights,
+        node_in_weights=node_in_weights,
         resolution=resolution,
         normalize_resolution=(objective_function == "modularity"),
         beta=beta,
diff --git a/vendor/source/igraph b/vendor/source/igraph
index f858f76c2..ecc38dc1b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f858f76c2f5d2483c446ed9e8cedbc47cf74f617
+Subproject commit ecc38dc1b2eb1b9ec0c35f71bc60bbdcadc111b2

From d9b43f95d1d90d7a0cfe568740be2c1bb5e5c6a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 02:14:16 +0200
Subject: [PATCH 1650/1681] fix: fix normalization in the directed Leiden
 algorithm

---
 src/_igraph/graphobject.c | 27 ++++++++++++++++-----------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f6d368c35..2bae33665 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13672,30 +13672,35 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   if (!error && membership == 0) {
     start = 0;
     membership = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
-    if (membership==0) {
+    if (membership == 0) {
       PyErr_NoMemory();
       error = -1;
-    } else {
-      igraph_vector_int_init(membership, 0);
+    } else if (igraph_vector_int_init(membership, 0)) {
+      igraphmodule_handle_igraph_error();
+      error = -1;
     }
   }
 
-  if (PyObject_IsTrue(normalize_resolution))
+  if (!error && PyObject_IsTrue(normalize_resolution))
   {
     /* If we need to normalize the resolution parameter,
      * we will need to have node weights. */
     if (node_weights == 0)
     {
       node_weights = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
-      if (node_weights==0) {
+      if (node_weights == 0) {
         PyErr_NoMemory();
         error = -1;
-      } else {
-        igraph_vector_init(node_weights, 0);
-        if (igraph_strength(&self->g, node_weights, igraph_vss_all(), IGRAPH_ALL, 0, edge_weights)) {
-          igraphmodule_handle_igraph_error();
-          error = -1;
-        }
+      } else if (igraph_vector_init(node_weights, 0)) {
+        igraphmodule_handle_igraph_error();
+        error = -1;
+      } else if (igraph_strength(
+        &self->g, node_weights, igraph_vss_all(),
+        igraph_is_directed(&self->g) ? IGRAPH_OUT : IGRAPH_ALL,
+        IGRAPH_NO_LOOPS, edge_weights
+      )) {
+        igraphmodule_handle_igraph_error();
+        error = -1;
       }
     }
     resolution /= igraph_vector_sum(node_weights);

From 42e7a53ab3c4a66b02ad528f0aa8220bf43e377c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 02:27:21 +0200
Subject: [PATCH 1651/1681] refactor: shortest path method auto-selection now
 delegated to the C core

---
 src/_igraph/graphobject.c | 36 ++++++++++----------
 src/_igraph/utils.c       | 70 ---------------------------------------
 src/_igraph/utils.h       | 40 ----------------------
 vendor/source/igraph      |  2 +-
 4 files changed, 18 insertions(+), 130 deletions(-)
 delete mode 100644 src/_igraph/utils.c
 delete mode 100644 src/_igraph/utils.h

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2bae33665..028c2431c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -33,7 +33,6 @@
 #include "indexing.h"
 #include "memory.h"
 #include "pyhelpers.h"
-#include "utils.h"
 #include "vertexseqobject.h"
 #include <float.h>
 
@@ -5571,14 +5570,14 @@ PyObject *igraphmodule_Graph_get_shortest_path(
     return NULL;
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, NULL, mode, /* allow_johnson = */ false
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_get_shortest_path(
+        &self->g, weights, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, mode
+      );
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_get_shortest_path_dijkstra(
         &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
@@ -5793,14 +5792,15 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, NULL, mode, /* allow_johnson = */ false
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_get_shortest_paths(
+        &self->g, weights, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, mode, NULL, NULL
+      );
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_get_shortest_paths_dijkstra(
         &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
@@ -6619,14 +6619,12 @@ PyObject *igraphmodule_Graph_distances(
     return igraphmodule_handle_igraph_error();
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_distances(&self->g, weights, &res, from_vs, to_vs, mode);
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
       break;
diff --git a/src/_igraph/utils.c b/src/_igraph/utils.c
deleted file mode 100644
index 2fd58420c..000000000
--- a/src/_igraph/utils.c
+++ /dev/null
@@ -1,70 +0,0 @@
-/*
-   IGraph library.
-   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-   02110-1301 USA
-
-*/
-
-#include "utils.h"
-
-/************************ Miscellaneous functions *************************/
-
-/**
- * Helper function that automatically selects a shortest path algorithm based on
- * a graph, its weight vector and the source vertex set (if any).
- */
-igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
-  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
-  igraph_neimode_t mode, igraph_bool_t allow_johnson
-) {
-  igraph_error_t retval;
-  igraph_integer_t vs_size;
-
-  /* Select the most suitable algorithm */
-  if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) >= 0) {
-      /* Only positive weights, use Dijkstra's algorithm */
-      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
-    } else if (allow_johnson) {
-      /* There are negative weights. For a small number of sources, use Bellman-Ford.
-       * Otherwise, use Johnson's algorithm */
-      if (from_vs) {
-        retval = igraph_vs_size(graph, from_vs, &vs_size);
-      } else {
-        retval = IGRAPH_SUCCESS;
-        vs_size = IGRAPH_INTEGER_MAX;
-      }
-      if (retval == IGRAPH_SUCCESS) {
-        if (vs_size <= 100 || mode != IGRAPH_OUT) {
-          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-        } else {
-          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON;
-        }
-      } else {
-        /* Error while calling igraph_vs_size(). Use Bellman-Ford. */
-        return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-      }
-    } else {
-      /* Johnson's algorithm is disallowed, use Bellman-Ford */
-      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-    }
-  } else {
-    /* No weights or empty weight vector, use Dijstra, which should fall back to
-     * an unweighted algorithm */
-    return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
-  }
-}
diff --git a/src/_igraph/utils.h b/src/_igraph/utils.h
deleted file mode 100644
index bc39b84b9..000000000
--- a/src/_igraph/utils.h
+++ /dev/null
@@ -1,40 +0,0 @@
-/* -*- mode: C -*-  */
-/*
-   IGraph library.
-   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-   02110-1301 USA
-
-*/
-
-#ifndef IGRAPHMODULE_UTILS_H
-#define IGRAPHMODULE_UTILS_H
-
-#include "preamble.h"
-
-#include <igraph_constants.h>
-#include <igraph_types.h>
-#include "convert.h"
-#include "graphobject.h"
-
-/************************ Miscellaneous functions *************************/
-
-igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
-  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
-  igraph_neimode_t mode, igraph_bool_t allow_johnson
-);
-
-#endif
diff --git a/vendor/source/igraph b/vendor/source/igraph
index ecc38dc1b..2b761fa3d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ecc38dc1b2eb1b9ec0c35f71bc60bbdcadc111b2
+Subproject commit 2b761fa3d5fbe4dc69920597531767ffd15822e1

From 701f8a1390a373d366dbf902245125f25761a50a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:07:40 +0000
Subject: [PATCH 1652/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2b761fa3d..be53d68e0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2b761fa3d5fbe4dc69920597531767ffd15822e1
+Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4

From 2788bbb5f83ae035803b40abd02825da926b3bb2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:08:32 +0000
Subject: [PATCH 1653/1681] fix: update convex_hull() for C API changes

---
 src/_igraph/igraphmodule.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 0af15fed4..e78b7f620 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -345,7 +345,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    if (igraph_convex_hull(&mtrx, &result, 0)) {
+    if (igraph_convex_hull_2d(&mtrx, &result, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
       igraph_vector_int_destroy(&result);
@@ -359,7 +359,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    if (igraph_convex_hull(&mtrx, 0, &resmat)) {
+    if (igraph_convex_hull_2d(&mtrx, 0, &resmat)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
       igraph_matrix_destroy(&resmat);

From c185ea6093bd186d9a2df362e514cded4091ffca Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:14:19 +0000
Subject: [PATCH 1654/1681] fix: update rewire() for C API changes

---
 src/_igraph/convert.c      | 13 -------------
 src/_igraph/convert.h      |  1 -
 src/_igraph/graphobject.c  | 14 +++++++-------
 src/_igraph/igraphmodule.c |  3 ---
 src/igraph/__init__.py     |  2 --
 tests/test_games.py        |  6 +++---
 6 files changed, 10 insertions(+), 29 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 999163824..8a93fb8f6 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -766,19 +766,6 @@ int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *re
   TRANSLATE_ENUM_WITH(reciprocity_tt);
 }
 
-/**
- * \brief Converts a Python object to an igraph \c igraph_rewiring_t
- */
-int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result) {
-  static igraphmodule_enum_translation_table_entry_t rewiring_tt[] = {
-    {"simple", IGRAPH_REWIRING_SIMPLE},
-    {"simple_loops", IGRAPH_REWIRING_SIMPLE_LOOPS},
-    {"loops", IGRAPH_REWIRING_SIMPLE_LOOPS},
-    {0,0}
-  };
-  TRANSLATE_ENUM_WITH(rewiring_tt);
-}
-
 /**
  * \brief Converts a Python object to an igraph \c igraphmodule_shortest_path_algorithm_t
  */
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 525afbb5e..a7ca02b16 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -86,7 +86,6 @@ int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq
 int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *result);
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
-int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
 int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result);
 int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spinglass_implementation_t *result);
 int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_update_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 028c2431c..da1d3fbce 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6512,12 +6512,12 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "n", "mode", NULL };
-  PyObject *n_o = Py_None, *mode_o = Py_None;
+  static char *kwlist[] = { "n", "allowed_edge_types", NULL };
+  PyObject *n_o = Py_None, *allowed_edge_types_o = Py_None;
   igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
-  igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &allowed_edge_types_o)) {
     return NULL;
   }
 
@@ -6527,11 +6527,11 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
     }
   }
 
-  if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(allowed_edge_types_o, &allowed_edge_types)) {
     return NULL;
   }
 
-  if (igraph_rewire(&self->g, n, mode)) {
+  if (igraph_rewire(&self->g, n, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -16281,7 +16281,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=None, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
    "The rewiring is done \"in-place\", so the original graph will be modified.\n"
    "If you want to preserve the original graph, use the L{copy} method before\n"
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index e78b7f620..7c4a09191 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1158,9 +1158,6 @@ PyObject* PyInit__igraph(void)
   PyModule_AddIntConstant(m, "GET_ADJACENCY_LOWER", IGRAPH_GET_ADJACENCY_LOWER);
   PyModule_AddIntConstant(m, "GET_ADJACENCY_BOTH", IGRAPH_GET_ADJACENCY_BOTH);
 
-  PyModule_AddIntConstant(m, "REWIRING_SIMPLE", IGRAPH_REWIRING_SIMPLE);
-  PyModule_AddIntConstant(m, "REWIRING_SIMPLE_LOOPS", IGRAPH_REWIRING_SIMPLE_LOOPS);
-
   PyModule_AddIntConstant(m, "ADJ_DIRECTED", IGRAPH_ADJ_DIRECTED);
   PyModule_AddIntConstant(m, "ADJ_UNDIRECTED", IGRAPH_ADJ_UNDIRECTED);
   PyModule_AddIntConstant(m, "ADJ_MAX", IGRAPH_ADJ_MAX);
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index fb33f686c..7c2e50952 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -47,8 +47,6 @@
     IN,
     InternalError,
     OUT,
-    REWIRING_SIMPLE,
-    REWIRING_SIMPLE_LOOPS,
     STAR_IN,
     STAR_MUTUAL,
     STAR_OUT,
diff --git a/tests/test_games.py b/tests/test_games.py
index 3e78637dc..cf36c75ce 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -163,7 +163,7 @@ def testRewire(self):
         self.assertTrue(g.is_simple())
 
         # Rewiring with loops (1)
-        g.rewire(10000, mode="loops")
+        g.rewire(10000, allowed_edge_types="loops")
         self.assertEqual(degrees, g.degree())
         self.assertFalse(any(g.is_multiple()))
 
@@ -171,7 +171,7 @@ def testRewire(self):
         g = Graph.Full(4)
         g[1, 3] = 0
         degrees = g.degree()
-        g.rewire(100, mode="loops")
+        g.rewire(100, allowed_edge_types="loops")
         self.assertEqual(degrees, g.degree())
         self.assertFalse(any(g.is_multiple()))
 
@@ -185,7 +185,7 @@ def testRewire(self):
         self.assertTrue(g.is_simple())
 
         # Directed graph with loops
-        g.rewire(10000, mode="loops")
+        g.rewire(10000, allowed_edge_types="loops")
         self.assertEqual(indeg, g.indegree())
         self.assertEqual(outdeg, g.outdegree())
         self.assertFalse(any(g.is_multiple()))

From 7926cb514d7480ae357aac3db913fb22e4d4b1aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 11 Aug 2025 09:50:09 +0000
Subject: [PATCH 1655/1681] fix: perform mode -> allowed_edge_types parameter
 name renaming for review() in docs as well

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index da1d3fbce..e5bef73b3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16288,7 +16288,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "rewiring.\n\n"
    "@param n: the number of rewiring trials. The default is 10 times the number\n"
    "  of edges.\n"
-   "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
+   "@param allowed_edge_types: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},
 

From 38f391154e526744d0086aafb685394eecd0e814 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Aug 2025 20:12:46 +0000
Subject: [PATCH 1656/1681] build(deps): bump actions/checkout from 4 to 5

Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0dd578565..8af4dece1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -13,7 +13,7 @@ jobs:
     name: Build wheels on Linux (x86_64)
     runs-on: ubuntu-22.04
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -41,7 +41,7 @@ jobs:
     name: Build wheels on Linux (aarch64/manylinux)
     runs-on: ubuntu-22.04-arm
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -63,7 +63,7 @@ jobs:
     name: Build wheels on Linux (aarch64/musllinux)
     runs-on: ubuntu-22.04-arm
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -97,7 +97,7 @@ jobs:
             wheel_arch: arm64
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -150,7 +150,7 @@ jobs:
     runs-on: ubuntu-22.04
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -209,7 +209,7 @@ jobs:
     runs-on: ${{ matrix.os }}
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -262,7 +262,7 @@ jobs:
     name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -308,7 +308,7 @@ jobs:
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0

From 0fce500dc706806541e4808a3e890f3dd8506b07 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 13 Aug 2025 08:29:43 +0000
Subject: [PATCH 1657/1681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index be53d68e0..be8bc7d25 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4
+Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab

From a1a164b07b334952422860474b580dd72cb6f21e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 13 Aug 2025 08:33:49 +0000
Subject: [PATCH 1658/1681] refactor!: adapt Graph.SBM() interface to changes
 in C core

---
 src/_igraph/graphobject.c | 28 +++++++++++++---------------
 tests/test_generators.py  | 11 ++++-------
 2 files changed, 17 insertions(+), 22 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e5bef73b3..5887e751f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3563,24 +3563,22 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  Py_ssize_t n;
   PyObject *block_sizes_o, *pref_matrix_o;
   PyObject *directed_o = Py_False;
   PyObject *loops_o = Py_False;
+  PyObject *multiple_o = Py_False;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
-    "loops", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
+    "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
-                                   &n, &pref_matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+                                   &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o))
+                                   &directed_o, &loops_o, &multiple_o))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "vertex count");
-
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
@@ -3590,7 +3588,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, n, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -14754,19 +14752,19 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on a stochastic block model.\n\n"
-   "A given number of vertices are generated. Every vertex is assigned to a\n"
-   "vertex type according to the given block sizes. Vertices of the same\n"
+   "Every vertex is assigned to a vertex type according to the given block\n"
+   "sizes, which also determine the total vertex count. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
    "probability depending on the types of the vertices involved. The\n"
    "probabilities are taken from the preference matrix.\n\n"
-   "@param n: the number of vertices in the graph\n"
-   "@param pref_matrix: matrix giving the connection probabilities for\n"
-   "  different vertex types.\n"
+   "@param pref_matrix: matrix giving the connection probabilities (or expected\n"
+   "  edge multiplicities for multigraphs) between different vertex types.\n"
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"},
+   "@param loops: whether loop edges are allowed.\n"
+   "@param multiple: whether multi-edges are allowed.\n"},
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index bfb1c4e23..675de880a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -429,9 +429,8 @@ def testLattice(self):
 
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
-        n = 60
         types = [20, 20, 20]
-        g = Graph.SBM(n, pref_matrix, types)
+        g = Graph.SBM(pref_matrix, types)
 
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
@@ -441,21 +440,19 @@ def testSBM(self):
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
         # Check loops argument
-        g = Graph.SBM(n, pref_matrix, types, loops=True)
+        g = Graph.SBM(pref_matrix, types, loops=True)
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
         # Check directedness
-        g = Graph.SBM(n, pref_matrix, types, directed=True)
+        g = Graph.SBM(pref_matrix, types, directed=True)
         self.assertTrue(g.is_directed())
         self.assertTrue(sum(g.is_mutual()) < g.ecount())
         self.assertTrue(sum(g.is_loop()) == 0)
 
         # Check error conditions
-        self.assertRaises(ValueError, Graph.SBM, -1, pref_matrix, types)
-        self.assertRaises(InternalError, Graph.SBM, 61, pref_matrix, types)
         pref_matrix[0][1] = 0.7
-        self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
+        self.assertRaises(InternalError, Graph.SBM, pref_matrix, types)
 
     def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2])

From 24fee95e87fbf8bf59a544841e61eeefc7f9dfb2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Aug 2025 16:39:25 -0500
Subject: [PATCH 1659/1681] chore: updated igraph core, added compatibility
 alias for the allowed_edge_types argument of rewire()

---
 src/_igraph/graphobject.c | 39 ++++++++++++++++-----------------------
 src/igraph/__init__.py    |  5 +++--
 src/igraph/rewiring.py    | 25 +++++++++++++++++++++++++
 tests/test_generators.py  | 11 ++++-------
 vendor/source/igraph      |  2 +-
 5 files changed, 49 insertions(+), 33 deletions(-)
 create mode 100644 src/igraph/rewiring.py

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e5bef73b3..b878407d8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3563,24 +3563,22 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  Py_ssize_t n;
   PyObject *block_sizes_o, *pref_matrix_o;
   PyObject *directed_o = Py_False;
   PyObject *loops_o = Py_False;
+  PyObject *multiple_o = Py_False;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
-    "loops", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
+    "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
-                                   &n, &pref_matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+                                   &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o))
+                                   &directed_o, &loops_o, &multiple_o))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "vertex count");
-
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
@@ -3590,7 +3588,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, n, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -14760,13 +14758,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "vertex pair is evaluated and an edge is created between them with a\n"
    "probability depending on the types of the vertices involved. The\n"
    "probabilities are taken from the preference matrix.\n\n"
-   "@param n: the number of vertices in the graph\n"
    "@param pref_matrix: matrix giving the connection probabilities for\n"
-   "  different vertex types.\n"
+   "  different vertex types (when C{multiple} = C{False}) or the expected\n"
+   "  number of edges between a vertex pair (when C{multiple} = C{True}).\n"
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"},
+   "@param loops: whether loop edges are allowed.\n"
+   "@param multiple: whether multiple edges are allowed.\n"
+  },
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
@@ -16279,18 +16279,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
 
   /* interface to igraph_rewire */
-  {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
+  {"_rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
-   "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
-   "If you want to preserve the original graph, use the L{copy} method before\n"
-   "rewiring.\n\n"
-   "@param n: the number of rewiring trials. The default is 10 times the number\n"
-   "  of edges.\n"
-   "@param allowed_edge_types: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
-   "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
-   "  latter does.\n"},
+   "_rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
+   "Internal function, undocumented.\n\n"
+   "@see: Graph.rewire()\n\n"},
 
   /* interface to igraph_rewire_edges */
   {"rewire_edges", (PyCFunction) igraphmodule_Graph_rewire_edges,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7c2e50952..70ac18c62 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -239,6 +239,7 @@
     intersection,
     operator_method_registry as _operator_method_registry,
 )
+from igraph.rewiring import _rewire
 from igraph.seq import EdgeSeq, VertexSeq, _add_proxy_methods
 from igraph.statistics import (
     FittedPowerLaw,
@@ -632,6 +633,7 @@ def es(self):
     disjoint_union = _operator_method_registry["disjoint_union"]
     union = _operator_method_registry["union"]
     intersection = _operator_method_registry["intersection"]
+    rewire = _rewire
 
     #############################################
     # Adjacency/incidence
@@ -1152,6 +1154,7 @@ def write(graph, filename, *args, **kwds):
     _cohesive_blocks,
     _connected_components,
     _add_proxy_methods,
+    _rewire,
 )
 
 # Re-export from _igraph for API docs
@@ -1267,8 +1270,6 @@ def write(graph, filename, *args, **kwds):
     "GET_ADJACENCY_UPPER",
     "IN",
     "OUT",
-    "REWIRING_SIMPLE",
-    "REWIRING_SIMPLE_LOOPS",
     "STAR_IN",
     "STAR_MUTUAL",
     "STAR_OUT",
diff --git a/src/igraph/rewiring.py b/src/igraph/rewiring.py
new file mode 100644
index 000000000..b4881a6c8
--- /dev/null
+++ b/src/igraph/rewiring.py
@@ -0,0 +1,25 @@
+from igraph._igraph import GraphBase
+
+from .utils import deprecated
+
+__all__ = ("_rewire", )
+
+
+def _rewire(graph, n=None, allowed_edge_types="simple", *, mode=None):
+    """Randomly rewires the graph while preserving the degree distribution.
+
+    The rewiring is done \"in-place\", so the original graph will be modified.
+    If you want to preserve the original graph, use the L{copy} method before
+    rewiring.
+
+    @param n: the number of rewiring trials. The default is 10 times the number
+        of edges.
+    @param allowed_edge_types: the rewiring algorithm to use. It can either be
+        C{"simple"} or C{"loops"}; the former does not create or destroy
+        loop edges while the latter does.
+    """
+    if mode is not None:
+        deprecated("The 'mode' keyword argument is deprecated, use 'allowed_edge_types' instead")
+        allowed_edge_types = mode
+
+    return GraphBase._rewire(graph, n, allowed_edge_types)
diff --git a/tests/test_generators.py b/tests/test_generators.py
index bfb1c4e23..675de880a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -429,9 +429,8 @@ def testLattice(self):
 
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
-        n = 60
         types = [20, 20, 20]
-        g = Graph.SBM(n, pref_matrix, types)
+        g = Graph.SBM(pref_matrix, types)
 
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
@@ -441,21 +440,19 @@ def testSBM(self):
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
         # Check loops argument
-        g = Graph.SBM(n, pref_matrix, types, loops=True)
+        g = Graph.SBM(pref_matrix, types, loops=True)
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
         # Check directedness
-        g = Graph.SBM(n, pref_matrix, types, directed=True)
+        g = Graph.SBM(pref_matrix, types, directed=True)
         self.assertTrue(g.is_directed())
         self.assertTrue(sum(g.is_mutual()) < g.ecount())
         self.assertTrue(sum(g.is_loop()) == 0)
 
         # Check error conditions
-        self.assertRaises(ValueError, Graph.SBM, -1, pref_matrix, types)
-        self.assertRaises(InternalError, Graph.SBM, 61, pref_matrix, types)
         pref_matrix[0][1] = 0.7
-        self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
+        self.assertRaises(InternalError, Graph.SBM, pref_matrix, types)
 
     def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2])
diff --git a/vendor/source/igraph b/vendor/source/igraph
index be53d68e0..be8bc7d25 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4
+Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab

From fb6f4072ae602db84187fa20193ba6f569a33950 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 14 Aug 2025 21:29:09 +0000
Subject: [PATCH 1660/1681] feat: Graph.Nearest_Neighbor_Graph

---
 src/_igraph/convert.c     | 15 +++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 56 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 21 +++++++++++++++
 4 files changed, 93 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 8a93fb8f6..7bd2f2ce0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -4069,6 +4069,21 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
   TRANSLATE_ENUM_WITH(pagerank_algo_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_metric_t
+ */
+int igraphmodule_PyObject_to_metric_t(PyObject *o, igraph_metric_t *result) {
+  static igraphmodule_enum_translation_table_entry_t metric_tt[] = {
+        {"euclidean", IGRAPH_METRIC_EUCLIDEAN},
+        {"l2", IGRAPH_METRIC_L2}, /* alias to the previous */
+        {"manhattan", IGRAPH_METRIC_MANHATTAN},
+        {"l1", IGRAPH_METRIC_L1}, /* alias to the previous */
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(metric_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index a7ca02b16..4b1a0731b 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -78,6 +78,7 @@ int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_lapla
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
 int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result);
 int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result);
+int igraphmodule_PyObject_to_metric_t(PyObject *o, igraph_metric_t *result);
 int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 19bae50fc..bd88fed4d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14034,6 +14034,46 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   }
 }
 
+/**********************************************************************
+ * Spatial graphs                                                     *
+ **********************************************************************/
+
+PyObject *igraphmodule_Graph_Nearest_Neighbor_Graph(PyTypeObject *type,
+                                                    PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = {"points", "k", "r", "metric", "directed", NULL};
+  PyObject *points_o = Py_None, *metric_o = Py_None, *directed_o = Py_False;
+  double r = -1;
+  Py_ssize_t k = 1;
+  igraph_matrix_t points;
+  igraphmodule_GraphObject *self;
+  igraph_t graph;
+  igraph_metric_t metric = IGRAPH_METRIC_EUCLIDEAN;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|ndOO", kwlist,
+                                   &points_o, &k, &r, &metric_o, &directed_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_metric_t(metric_o, &metric)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_matrix_t(points_o, &points, "points")) {
+    return NULL;
+  }
+
+  if (igraph_nearest_neighbor_graph(&graph, &points, metric, k, r, PyObject_IsTrue(directed_o))) {
+    igraph_matrix_destroy(&points);
+    return igraphmodule_handle_igraph_error(); 
+  }
+
+  igraph_matrix_destroy(&points);
+
+  CREATE_GRAPH_FROM_TYPE(self, graph, type);
+
+  return (PyObject *) self;
+}
+
 /**********************************************************************
  * Special internal methods that you won't need to mess around with   *
  **********************************************************************/
@@ -18894,6 +18934,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the given length (shorter if the random walk got stuck).\n"
   },
 
+  /**********************/
+  /* SPATIAL GRAPHS     */
+  /**********************/
+  {"Nearest_Neighbor_Graph", (PyCFunction)igraphmodule_Graph_Nearest_Neighbor_Graph,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Nearest_Neighbor_Graph(points, k=1, r=-1, metric=\"euclidean\", directed=False)\n--\n\n"
+   "Constructs a k nearest neighbor graph of a give point set. Each point is\n"
+   "connected to at most k spatial neighbors within a radius of 1.\n\n"
+   "@param points: coordinates of the points to use, in an arbitrary number of dimensions\n"
+   "@param k: at most how many neighbors to connect to. Pass a negative value to ignore\n"
+   "@param r: only neighbors within this radius are considered. Pass a negative value to ignore\n"
+   "@param metric: the metric to use. C{\"euclidean\"} and C{\"manhattan\"} are supported.\n"
+   "@param directed: whethe to create directed edges.\n"
+   "@return: the nearest neighbor graph.\n"
+  },
+
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 675de880a..c09b7c914 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -890,6 +890,27 @@ def testDataFrame(self):
             edges = pd.DataFrame(np.array([[0, 1], [1, np.nan], [1, 2]]), dtype="Int64")
             Graph.DataFrame(edges)
 
+    def testNearestNeighborGraph(self):
+        points = [[0,0], [1,2], [-3, -3]]
+
+        g = Graph.Nearest_Neighbor_Graph(points)
+        # expecting 1 - 2, 3 - 1
+        self.assertFalse(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertEqual(g.ecount(), 2)
+
+        g = Graph.Nearest_Neighbor_Graph(points, directed=True)
+        # expecting 1 <-> 2, 3 -> 1
+        self.assertTrue(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertEqual(g.ecount(), 3)
+
+        # expecting a complete graph
+        g = Graph.Nearest_Neighbor_Graph(points, k=2)
+        self.assertFalse(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertTrue(g.is_complete())
+
 
 def suite():
     generator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GeneratorTests)

From c6cab4f17a73b50e2406b70198e8563cde9e9af6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Sep 2025 00:24:02 +0200
Subject: [PATCH 1661/1681] chore: updated to igraph 1.0.0-rc1

---
 src/_igraph/convert.c     |  34 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 387 +++++++++++++++++++++++++-------------
 src/igraph/layout.py      |  23 +--
 tests/test_generators.py  |  14 +-
 vendor/source/igraph      |   2 +-
 6 files changed, 308 insertions(+), 153 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 7bd2f2ce0..5cd062ac8 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2436,6 +2436,40 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
   return list;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_matrix_list_t to a Python list of lists of lists
+ *
+ * \param v the \c igraph_matrix_list_t containing the matrix list to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_matrix_list_t_to_PyList(const igraph_matrix_list_t *m) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n = igraph_matrix_list_size(m);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_matrix_t_to_PyList(igraph_matrix_list_get_ptr(m, i),
+        IGRAPHMODULE_TYPE_FLOAT);
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SetItem(list, i, item);  /* will not fail */
+  }
+
+  return list;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 4b1a0731b..ce865de6a 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -195,4 +195,5 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m);
+PyObject* igraphmodule_matrix_list_t_to_PyList(const igraph_matrix_list_t *m);
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bd88fed4d..f9b657d3a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1014,18 +1014,30 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
-  char *kwlist[] = { "loops", NULL };
+  char *kwlist[] = { "loops", "weights", NULL };
   igraph_real_t res;
-  PyObject *loops = Py_False;
+  PyObject *loops = Py_False, *weights_o = Py_None;
+  igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &loops, &weights_o))
     return NULL;
 
-  if (igraph_density(&self->g, &res, PyObject_IsTrue(loops))) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  if (igraph_density(&self->g, weights, &res, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
@@ -3563,20 +3575,21 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  PyObject *block_sizes_o, *pref_matrix_o;
+  PyObject *block_sizes_o, *pref_matrix_o, *edge_types_o = Py_None;
   PyObject *directed_o = Py_False;
-  PyObject *loops_o = Py_False;
-  PyObject *multiple_o = Py_False;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
-    "loops", "multiple", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed", "allowed_edge_types", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o, &multiple_o))
+                                   &directed_o, &edge_types_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
     return NULL;
 
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
@@ -3588,7 +3601,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -3657,15 +3670,16 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
   Py_ssize_t m;
   PyObject *fitness_out_o = Py_None, *fitness_in_o = Py_None;
   PyObject *fitness_o = Py_None;
-  PyObject *multiple = Py_False, *loops = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   igraph_vector_t fitness_out, fitness_in;
 
   static char *kwlist[] = { "m", "fitness_out", "fitness_in",
-    "loops", "multiple", "fitness", NULL };
+    "allowed_edge_types", "fitness", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOO", kwlist,
                                    &m, &fitness_out_o, &fitness_in_o,
-                                   &loops, &multiple, &fitness_o))
+                                   &edge_types_o, &fitness_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(m, "edge count");
@@ -3681,6 +3695,9 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   if (igraphmodule_PyObject_float_to_vector_t(fitness_out_o, &fitness_out))
     return NULL;
 
@@ -3693,7 +3710,7 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
 
   if (igraph_static_fitness_game(&g, m, &fitness_out,
         fitness_in_o == Py_None ? 0 : &fitness_in,
-        PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
+        allowed_edge_types)) {
     igraph_vector_destroy(&fitness_out);
     if (fitness_in_o != Py_None)
       igraph_vector_destroy(&fitness_in);
@@ -3722,21 +3739,25 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   igraph_t g;
   Py_ssize_t n, m;
   float exponent_out = -1.0f, exponent_in = -1.0f, exponent = -1.0f;
-  PyObject *multiple = Py_False, *loops = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   PyObject *finite_size_correction = Py_True;
 
   static char *kwlist[] = { "n", "m", "exponent_out", "exponent_in",
-    "loops", "multiple", "finite_size_correction", "exponent", NULL };
+    "allowed_edge_types", "finite_size_correction", "exponent", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|ffOOOf", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|ffOOf", kwlist,
                                    &n, &m, &exponent_out, &exponent_in,
-                                   &loops, &multiple, &finite_size_correction,
+                                   &edge_types_o, &finite_size_correction,
                                    &exponent))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(m, "edge count");
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   /* This trickery allows us to use "exponent" or "exponent_out" as
    * keyword argument, with "exponent_out" taking precedence over
    * "exponent" */
@@ -3749,7 +3770,7 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   }
 
   if (igraph_static_power_law_game(&g, n, m, exponent_out, exponent_in,
-        PyObject_IsTrue(loops), PyObject_IsTrue(multiple),
+        allowed_edge_types,
         PyObject_IsTrue(finite_size_correction))) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3899,22 +3920,25 @@ PyObject *igraphmodule_Graph_Watts_Strogatz(PyTypeObject * type,
 {
   Py_ssize_t dim, size, nei;
   double p;
-  PyObject* loops = Py_False;
-  PyObject* multiple = Py_False;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  PyObject* edge_types_o = Py_None;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  static char *kwlist[] = { "dim", "size", "nei", "p", "loops", "multiple", NULL };
+  static char *kwlist[] = { "dim", "size", "nei", "p", "allowed_edge_types", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnnd|OO", kwlist,
-                                   &dim, &size, &nei, &p, &loops, &multiple))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnnd|O", kwlist,
+                                   &dim, &size, &nei, &p, &edge_types_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(dim, "dimensionality");
   CHECK_SSIZE_T_RANGE(size, "size");
   CHECK_SSIZE_T_RANGE(nei, "number of neighbors");
 
-  if (igraph_watts_strogatz_game(&g, dim, size, nei, p, PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  if (igraph_watts_strogatz_game(&g, dim, size, nei, p, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -4027,25 +4051,35 @@ PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject* self,
  */
 PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types", "directed", "normalized", NULL };
-  PyObject *types_o = Py_None, *directed = Py_True, *normalized = Py_True;
+  static char *kwlist[] = { "types", "directed", "normalized", "weights", NULL };
+  PyObject *types_o = Py_None, *weights_o = Py_None, *directed = Py_True, *normalized = Py_True;
   igraph_real_t res;
   igraph_error_t ret;
   igraph_vector_int_t *types = 0;
+  igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types_o, &directed, &normalized))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types_o, &directed, &normalized, &weights_o))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_int_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
-  ret = igraph_assortativity_nominal(&self->g, types, &res, PyObject_IsTrue(directed),
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    if (types) { igraph_vector_int_destroy(types); free(types); }
+    return NULL;
+  }
+
+  ret = igraph_assortativity_nominal(&self->g, weights, types, &res, PyObject_IsTrue(directed),
       PyObject_IsTrue(normalized));
 
   if (types) {
     igraph_vector_int_destroy(types); free(types);
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   if (ret) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -4060,26 +4094,36 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
  */
 PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types1", "types2", "directed", "normalized", NULL };
+  static char *kwlist[] = { "types1", "types2", "directed", "normalized", "weights", NULL };
   PyObject *types1_o = Py_None, *types2_o = Py_None, *directed = Py_True, *normalized = Py_True;
+  PyObject *weights_o = Py_None;
   igraph_real_t res;
   igraph_error_t ret;
-  igraph_vector_t *types1 = 0, *types2 = 0;
+  igraph_vector_t *types1 = 0, *types2 = 0, *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &types1_o, &types2_o, &directed, &normalized))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &types1_o, &types2_o, &directed, &normalized, &weights_o))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_t(types1_o, self, &types1, ATTRIBUTE_TYPE_VERTEX))
+  if (igraphmodule_attrib_to_vector_t(types1_o, self, &types1, ATTRIBUTE_TYPE_VERTEX)) {
     return NULL;
+  }
+
   if (igraphmodule_attrib_to_vector_t(types2_o, self, &types2, ATTRIBUTE_TYPE_VERTEX)) {
     if (types1) { igraph_vector_destroy(types1); free(types1); }
     return NULL;
   }
 
-  ret = igraph_assortativity(&self->g, types1, types2, &res, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    if (types1) { igraph_vector_destroy(types1); free(types1); }
+    if (types2) { igraph_vector_destroy(types2); free(types2); }
+    return NULL;
+  }
+
+  ret = igraph_assortativity(&self->g, weights, types1, types2, &res, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
 
   if (types1) { igraph_vector_destroy(types1); free(types1); }
   if (types2) { igraph_vector_destroy(types2); free(types2); }
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   if (ret) {
     igraphmodule_handle_igraph_error();
@@ -4211,8 +4255,9 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vertices", "directed", "cutoff", "weights",
-    "sources", "targets", NULL };
+    "sources", "targets", "normalized", NULL };
   PyObject *directed = Py_True;
+  PyObject *normalized = Py_False;
   PyObject *vobj = Py_None, *list;
   PyObject *cutoff = Py_None;
   PyObject *weights_o = Py_None;
@@ -4224,9 +4269,9 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   igraph_vs_t vs, sources, targets;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOOO", kwlist,
                                    &vobj, &directed, &cutoff, &weights_o,
-                                   &sources_o, &targets_o)) {
+                                   &sources_o, &targets_o, &normalized)) {
     return NULL;
   }
 
@@ -4267,10 +4312,10 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   if (cutoff == Py_None) {
     if (is_subsetted) {
       retval = igraph_betweenness_subset(
-        &self->g, &res, vs, PyObject_IsTrue(directed), sources, targets, weights
+        &self->g, weights, &res, sources, targets, vs, PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     } else {
-      retval = igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed), weights);
+      retval = igraph_betweenness(&self->g, weights, &res, vs, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
     }
 
     if (retval) {
@@ -4304,8 +4349,8 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
 
-    if (igraph_betweenness_cutoff(&self->g, &res, vs, PyObject_IsTrue(directed),
-        weights, PyFloat_AsDouble(cutoff_num))) {
+    if (igraph_betweenness_cutoff(&self->g, weights, &res, vs, PyObject_IsTrue(directed),
+        PyObject_IsTrue(normalized), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vs_destroy(&targets);
       igraph_vs_destroy(&sources);
@@ -5228,9 +5273,9 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
                                               PyObject * args,
                                               PyObject * kwds)
 {
-  static char *kwlist[] = { "directed", "cutoff", "weights", "sources", "targets", NULL };
+  static char *kwlist[] = { "directed", "cutoff", "weights", "sources", "targets", "normalized", NULL };
   igraph_vector_t res, *weights = 0;
-  PyObject *list, *directed = Py_True, *cutoff = Py_None;
+  PyObject *list, *directed = Py_True, *cutoff = Py_None, *normalized = Py_False;
   PyObject *weights_o = Py_None;
   PyObject *sources_o = Py_None;
   PyObject *targets_o = Py_None;
@@ -5239,8 +5284,8 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
   igraph_error_t retval;
   igraph_bool_t is_subsetted = false;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
-                                   &directed, &cutoff, &weights_o, &sources_o, &targets_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOO", kwlist,
+                                   &directed, &cutoff, &weights_o, &sources_o, &targets_o, &normalized))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
@@ -5271,12 +5316,14 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
   if (cutoff == Py_None) {
     if (is_subsetted) {
       retval = igraph_edge_betweenness_subset(
-        &self->g, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
-        PyObject_IsTrue(directed), sources, targets, weights
+        &self->g, weights, &res,
+        sources, targets, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     } else {
       retval = igraph_edge_betweenness(
-        &self->g, &res, PyObject_IsTrue(directed), weights
+        &self->g, weights, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     }
     if (retval) {
@@ -5306,8 +5353,10 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
 
-    if (igraph_edge_betweenness_cutoff(&self->g, &res, PyObject_IsTrue(directed),
-        weights, PyFloat_AsDouble(cutoff_num))) {
+    if (igraph_edge_betweenness_cutoff(
+        &self->g, weights, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized), PyFloat_AsDouble(cutoff_num)
+    )) {
       igraph_vector_destroy(&res);
       igraph_vs_destroy(&targets);
       igraph_vs_destroy(&sources);
@@ -6413,11 +6462,11 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   }
 
   if (rvsobj != Py_None)
-    retval = igraph_personalized_pagerank_vs(&self->g, algo, &res, 0, vs,
-         PyObject_IsTrue(directed), damping, reset_vs, &weights, opts);
+    retval = igraph_personalized_pagerank_vs(&self->g, &weights, &res, 0, reset_vs,
+         damping, PyObject_IsTrue(directed), vs, algo, opts);
   else
-    retval = igraph_personalized_pagerank(&self->g, algo, &res, 0, vs,
-         PyObject_IsTrue(directed), damping, reset, &weights, opts);
+    retval = igraph_personalized_pagerank(&self->g, &weights, &res, 0, reset,
+         damping, PyObject_IsTrue(directed), vs, algo, opts);
 
   if (retval) {
     igraphmodule_handle_igraph_error();
@@ -6545,16 +6594,20 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_rewire_edges(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "prob", "loops", "multiple", NULL };
+  static char *kwlist[] = { "prob", "allowed_edge_types", NULL };
   double prob;
-  PyObject *loops_o = Py_False, *multiple_o = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "d|OO", kwlist,
-        &prob, &loops_o, &multiple_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "d|O", kwlist,
+        &prob, &edge_types_o))
     return NULL;
 
-  if (igraph_rewire_edges(&self->g, prob, PyObject_IsTrue(loops_o),
-        PyObject_IsTrue(multiple_o))) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types)) {
+    return NULL;
+  }
+
+  if (igraph_rewire_edges(&self->g, prob, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -7696,13 +7749,15 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
 ) {
   PyObject *cutoff_o = Py_None;
   PyObject *start_vid_o = Py_None;
+  PyObject *weights_o = Py_None;
   PyObject *result_o;
   igraph_integer_t cutoff = -1, start_vid = -1;
   igraph_vector_int_list_t result;
+  igraph_vector_t *weights = 0;
 
-  static char *kwlist[] = { "start_vid", "cutoff", NULL };
+  static char *kwlist[] = { "start_vid", "cutoff", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &start_vid_o, &cutoff_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &start_vid_o, &cutoff_o, &weights_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_optional_vid(start_vid_o, &start_vid, &self->g))
@@ -7711,17 +7766,31 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
   if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
     return NULL;
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&result, 0)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_fundamental_cycles(&self->g, &result, start_vid, cutoff, /* weights = */ NULL)) {
+  if (igraph_fundamental_cycles(&self->g, weights, &result, start_vid, cutoff)) {
     igraph_vector_int_list_destroy(&result);
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
   igraph_vector_int_list_destroy(&result);
 
@@ -7734,32 +7803,48 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   PyObject *cutoff_o = Py_None;
   PyObject *complete_o = Py_True;
   PyObject *use_cycle_order_o = Py_True;
+  PyObject *weights_o = Py_None;
   PyObject *result_o;
   igraph_integer_t cutoff = -1;
   igraph_vector_int_list_t result;
+  igraph_vector_t *weights;
 
-  static char *kwlist[] = { "cutoff", "complete", "use_cycle_order", NULL };
+  static char *kwlist[] = { "cutoff", "complete", "use_cycle_order", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &cutoff_o, &complete_o, &use_cycle_order_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &cutoff_o, &complete_o, &use_cycle_order_o, &weights_o))
     return NULL;
 
   if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
     return NULL;
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&result, 0)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_minimum_cycle_basis(
-    &self->g, &result, cutoff, PyObject_IsTrue(complete_o),
-    PyObject_IsTrue(use_cycle_order_o), /* weights = */ NULL
+    &self->g, weights, &result, cutoff, PyObject_IsTrue(complete_o),
+    PyObject_IsTrue(use_cycle_order_o)
   )) {
     igraph_vector_int_list_destroy(&result);
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
   igraph_vector_int_list_destroy(&result);
 
@@ -8264,7 +8349,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
   }
   if (weight_edge_lengths < 0 || weight_edge_crossings < 0 ||
       weight_node_edge_dist < 0) {
-    if (igraph_density(&self->g, &density, 0)) {
+    if (igraph_density(&self->g, 0, &density, 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -8890,40 +8975,36 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
 PyObject *igraphmodule_Graph_layout_sugiyama(
   igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "layers", "weights", "hgap", "vgap", "maxiter",
-    "return_extended_graph", NULL };
+  static char *kwlist[] = { "layers", "weights", "hgap", "vgap", "maxiter", NULL };
   igraph_matrix_t m;
-  igraph_t extd_graph;
-  igraph_vector_int_t extd_to_orig_eids;
   igraph_vector_t *weights = 0;
   igraph_vector_int_t *layers = 0;
   double hgap = 1, vgap = 1;
   Py_ssize_t maxiter = 100;
-  PyObject *layers_o = Py_None, *weights_o = Py_None, *extd_to_orig_eids_o = Py_None;
-  PyObject *return_extended_graph = Py_False;
-  PyObject *result_o;
-  igraphmodule_GraphObject *graph_o;
+  PyObject *layers_o = Py_None, *weights_o = Py_None;
+  PyObject *layout_o, *routing_o;
+  igraph_matrix_list_t routing;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddnO", kwlist,
-    &layers_o, &weights_o, &hgap, &vgap, &maxiter, &return_extended_graph))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddn", kwlist,
+    &layers_o, &weights_o, &hgap, &vgap, &maxiter))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "maximum number of iterations");
 
-  if (igraph_vector_int_init(&extd_to_orig_eids, 0)) {
+  if (igraph_matrix_list_init(&routing, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_matrix_init(&m, 1, 1)) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_int_t(layers_o, self, &layers,
       ATTRIBUTE_TYPE_VERTEX)) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
@@ -8931,46 +9012,39 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
-  if (igraph_layout_sugiyama(&self->g, &m,
-        (PyObject_IsTrue(return_extended_graph) ? &extd_graph : 0),
-        (PyObject_IsTrue(return_extended_graph) ? &extd_to_orig_eids : 0),
+  if (igraph_layout_sugiyama(&self->g, &m, &routing,
         layers, hgap, vgap, maxiter, weights)) {
     if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
-  if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-
-  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
-  if (result_o == NULL) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+  layout_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  if (layout_o == NULL) {
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
   igraph_matrix_destroy(&m);
 
-  if (PyObject_IsTrue(return_extended_graph)) {
-    CREATE_GRAPH(graph_o, extd_graph);
-    if (graph_o == NULL) {
-      Py_DECREF(result_o);
-    }
-    extd_to_orig_eids_o = igraphmodule_vector_int_t_to_PyList(&extd_to_orig_eids);
-    result_o = Py_BuildValue("NNN", result_o, graph_o, extd_to_orig_eids_o);
+  routing_o = igraphmodule_matrix_list_t_to_PyList(&routing);
+  if (routing_o == NULL) {
+    igraph_matrix_list_destroy(&routing);
+    return NULL;
   }
 
-  igraph_vector_int_destroy(&extd_to_orig_eids);
-  return (PyObject *) result_o;
+  igraph_matrix_list_destroy(&routing);
+
+  return Py_BuildValue("NN", layout_o, routing_o);
 }
 
 /** \ingroup python_interface_graph
@@ -13261,10 +13335,12 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_community_infomap(/*in */ &self->g,
-                                    /*e_weight=*/ e_ws, /*v_weight=*/ v_ws,
-                                    /*nb_trials=*/nb_trials,
-                              /*out*/ &membership, &codelength)) {
+  if (igraph_community_infomap(
+    /*in */ &self->g, /*e_weight=*/ e_ws, /*v_weight=*/ v_ws,
+    /*nb_trials=*/nb_trials, /*is_regularized=*/0,
+    /*regularization_strength=*/ 0,
+    /*out*/ &membership, &codelength)
+  ) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&membership);
     if (e_ws) {
@@ -14790,7 +14866,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_sbm_game */
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
+   "SBM(pref_matrix, block_sizes, directed=False, allowed_edge_types=\"simple\")\n--\n\n"
    "Generates a graph based on a stochastic block model.\n\n"
    "Every vertex is assigned to a vertex type according to the given block\n"
    "sizes, which also determine the total vertex count. Vertices of the same\n"
@@ -14803,8 +14879,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multi-edges are allowed.\n"},
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"},
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
@@ -14942,7 +15026,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_fitness_game */
   {"Static_Fitness", (PyCFunction) igraphmodule_Graph_Static_Fitness,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Fitness(m, fitness_out, fitness_in=None, loops=False, multiple=False)\n--\n\n"
+   "Static_Fitness(m, fitness_out, fitness_in=None, allowed_edge_types=\"simple\")\n--\n\n"
    "Generates a non-growing graph with edge probabilities proportional to node\n"
    "fitnesses.\n\n"
    "The algorithm randomly selects vertex pairs and connects them until the given\n"
@@ -14957,8 +15041,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param fitness_in: a numeric vector with non-negative entries, one for each\n"
    "  vertex. These values represent the in-fitness scores for directed graphs.\n"
    "  For undirected graphs, this argument must be C{None}.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multiple edges are allowed.\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@return: a directed or undirected graph with the prescribed power-law\n"
    "  degree distributions.\n"
   },
@@ -14966,8 +15058,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_power_law_game */
   {"Static_Power_Law", (PyCFunction) igraphmodule_Graph_Static_Power_Law,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False, "
-   "multiple=False, finite_size_correction=True)\n--\n\n"
+   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, allowed_edge_types=\"simple\", "
+   "finite_size_correction=True)\n--\n\n"
    "Generates a non-growing graph with prescribed power-law degree distributions.\n\n"
    "B{References}\n\n"
    "  - Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
@@ -14985,8 +15077,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param exponent_in: the exponent of the in-degree distribution, which\n"
    "  must be between 2 and infinity (inclusive) It can also be negative, in\n"
    "  which case an undirected graph will be generated.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multiple edges are allowed.\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@param finite_size_correction: whether to apply a finite-size correction\n"
    "  to the generated fitness values for exponents less than 3. See the\n"
    "  paper of Cho et al for more details.\n"
@@ -15172,7 +15272,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n--\n\n"
+   "Watts_Strogatz(dim, size, nei, p, allowed_edge_types=\"simple\")\n--\n\n"
    "This function generates networks with the small-world property based on a\n"
    "variant of the Watts-Strogatz model. The network is obtained by first creating\n"
    "a periodic undirected lattice, then rewiring both endpoints of each edge with\n"
@@ -15192,8 +15292,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param nei: value giving the distance (number of steps) within which\n"
    "   two vertices will be connected.\n"
    "@param p: rewiring probability\n\n"
-   "@param loops: specifies whether loop edges are allowed\n"
-   "@param multiple: specifies whether multiple edges are allowed\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@see: L{Lattice()}, L{rewire()}, L{rewire_edges()} if more flexibility is\n"
    "  needed\n"
   },
@@ -15251,7 +15359,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity */
   {"assortativity", (PyCFunction)igraphmodule_Graph_assortativity,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity(types1, types2=None, directed=True, normalized=True)\n--\n\n"
+   "assortativity(types1, types2=None, directed=True, normalized=True, weights=None)\n--\n\n"
    "Returns the assortativity of the graph based on numeric properties\n"
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
@@ -15276,6 +15384,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param normalized: whether to compute the normalized covariance, i.e.\n"
    "  Pearson correlation. Supply True here to compute the standard\n"
    "  assortativity.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the assortativity coefficient\n\n"
    "@see: L{assortativity_degree()} when the types are the vertex degrees\n"
   },
@@ -15296,7 +15406,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity_nominal */
   {"assortativity_nominal", (PyCFunction)igraphmodule_Graph_assortativity_nominal,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity_nominal(types, directed=True, normalized=True)\n--\n\n"
+   "assortativity_nominal(types, directed=True, normalized=True, weights=None)\n--\n\n"
    "Returns the assortativity of the graph based on vertex categories.\n\n"
    "Assuming that the vertices belong to different categories, this\n"
    "function calculates the assortativity coefficient, which specifies\n"
@@ -15315,6 +15425,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param normalized: whether to compute the (usual) normalized assortativity.\n"
    "  The unnormalized version is identical to modularity. Supply True here to\n"
    "  compute the standard assortativity.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the assortativity coefficient\n\n"
   },
 
@@ -15580,13 +15692,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_density */
   {"density", (PyCFunction) igraphmodule_Graph_density,
    METH_VARARGS | METH_KEYWORDS,
-   "density(loops=False)\n--\n\n"
+   "density(loops=False, weights=None)\n--\n\n"
    "Calculates the density of the graph.\n\n"
    "@param loops: whether to take loops into consideration. If C{True},\n"
    "  the algorithm assumes that there might be some loops in the graph\n"
    "  and calculates the density accordingly. If C{False}, the algorithm\n"
    "  assumes that there can't be any loops.\n"
-   "@return: the density of the graph."},
+   "@param weights: weights associated to the edges. Can be an attribute name\n"
+   "  as well. If C{None}, every edge will have the same weight.\n"
+   "@return: the (weighted or unweighted) density of the graph."},
 
   /* interface to igraph_mean_degree */
   {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
@@ -16326,7 +16440,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire_edges */
   {"rewire_edges", (PyCFunction) igraphmodule_Graph_rewire_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire_edges(prob, loops=False, multiple=False)\n--\n\n"
+   "rewire_edges(prob, allowed_edge_types=\"simple\")\n--\n\n"
    "Rewires the edges of a graph with constant probability.\n\n"
    "Each endpoint of each edge of the graph will be rewired with a constant\n"
    "probability, given in the first argument.\n\n"
@@ -16334,9 +16448,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "graph will be modified. If you want to preserve the original graph,\n"
    "use the L{cop y} method before.\n\n"
    "@param prob: rewiring probability\n"
-   "@param loops: whether the algorithm is allowed to create loop edges\n"
-   "@param multiple: whether the algorithm is allowed to create multiple\n"
-   "  edges.\n"},
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the rewiring process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"},
 
   /* interface to igraph_distances */
   {"distances", (PyCFunction) igraphmodule_Graph_distances,
@@ -16832,7 +16953,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"fundamental_cycles", (PyCFunction) igraphmodule_Graph_fundamental_cycles,
    METH_VARARGS | METH_KEYWORDS,
-   "fundamental_cycles(start_vid=None, cutoff=None)\n--\n\n"
+   "fundamental_cycles(start_vid=None, cutoff=None, weights=None)\n--\n\n"
    "Finds a single fundamental cycle basis of the graph\n\n"
    "@param start_vid: when C{None} or negative, a complete fundamental cycle basis is\n"
    "  returned. When it is a vertex or a vertex ID, the fundamental cycles\n"
@@ -16841,11 +16962,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param cutoff: when C{None} or negative, a complete cycle basis is returned. Otherwise\n"
    "  the BFS is stopped after this many steps, so the result will effectively\n"
    "  include cycles of length M{2 * cutoff + 1} or shorter only.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
   {"minimum_cycle_basis", (PyCFunction) igraphmodule_Graph_minimum_cycle_basis,
    METH_VARARGS | METH_KEYWORDS,
-   "minimum_cycle_basis(cutoff=None, complete=True, use_cycle_order=True)\n--\n\n"
+   "minimum_cycle_basis(cutoff=None, complete=True, use_cycle_order=True, weights=None)\n--\n\n"
    "Computes a minimum cycle basis of the graph\n\n"
    "@param cutoff: when C{None} or negative, a complete minimum cycle basis is returned.\n"
    "  Otherwise only those cycles in the result will be part of some minimum\n"
@@ -16861,6 +16984,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param use_cycle_order: if C{True}, every cycle is returned in natural\n"
    "  order: the edge IDs will appear ordered along the cycle. If C{False},\n"
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
   {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 206a6bb56..81afb0fc8 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -555,6 +555,7 @@ def align_layout(graph, layout):
 
     return Layout(_align_layout(graph, layout.coords))
 
+
 def _layout_auto(graph, *args, **kwds):
     """Chooses and runs a suitable layout function based on simple
     topological properties of the graph.
@@ -630,7 +631,6 @@ def _layout_sugiyama(
     hgap=1,
     vgap=1,
     maxiter=100,
-    return_extended_graph=False,
 ):
     """Places the vertices using a layered Sugiyama layout.
 
@@ -681,23 +681,14 @@ def _layout_sugiyama(
       The extended graph also contains an edge attribute called C{_original_eid}
       which specifies the ID of the edge in the original graph from which the
       edge of the extended graph was created.
-    @return: the calculated layout, which may (and usually will) have more rows
-      than the number of vertices; the remaining rows correspond to the dummy
-      nodes introduced in the layering step. When C{return_extended_graph} is
-      C{True}, it will also contain the extended graph.
+    @return: the calculated layout and an additional list of matrices where the
+      i-th matrix contains the control points of edge I{i} in the original graph
+      (or an empty matrix if no control points are needed on the edge)
     """
-    if not return_extended_graph:
-        return Layout(
-            GraphBase._layout_sugiyama(
-                graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
-            )
-        )
-
-    layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
-        graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
+    layout, routing = GraphBase._layout_sugiyama(
+        graph, layers, weights, hgap, vgap, maxiter
     )
-    extd_graph.es["_original_eid"] = extd_to_orig_eids
-    return Layout(layout), extd_graph
+    return Layout(layout), routing
 
 
 def _layout_method_wrapper(func):
diff --git a/tests/test_generators.py b/tests/test_generators.py
index c09b7c914..0e1227658 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -439,8 +439,8 @@ def testSBM(self):
         g2 = g.subgraph(list(range(20, 60)))
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
-        # Check loops argument
-        g = Graph.SBM(pref_matrix, types, loops=True)
+        # Check allowed_edge_types argument
+        g = Graph.SBM(pref_matrix, types, allowed_edge_types="loops")
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
@@ -491,7 +491,9 @@ def testAdjacencyNumPy(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(
+            sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)]
+        )
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min")
@@ -528,7 +530,9 @@ def testAdjacencyNumPyLoopHandling(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(
+            sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)]
+        )
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops="twice")
@@ -891,7 +895,7 @@ def testDataFrame(self):
             Graph.DataFrame(edges)
 
     def testNearestNeighborGraph(self):
-        points = [[0,0], [1,2], [-3, -3]]
+        points = [[0, 0], [1, 2], [-3, -3]]
 
         g = Graph.Nearest_Neighbor_Graph(points)
         # expecting 1 - 2, 3 - 1
diff --git a/vendor/source/igraph b/vendor/source/igraph
index be8bc7d25..780c73d06 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab
+Subproject commit 780c73d06ebabb5c935a6eda6be52b7bc921135a

From 902f4c42549272eeed038cdb6b8552c2deafae12 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Sep 2025 13:01:15 +0200
Subject: [PATCH 1662/1681] fix: remove 'return_extended_graph' param from doc
 of Graph.layout_sugiyama()

---
 src/igraph/layout.py | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 81afb0fc8..5786ca320 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -671,16 +671,6 @@ def _layout_sugiyama(
     @param maxiter: maximum number of iterations to take in the crossing
       reduction step. Increase this if you feel that you are getting too many
       edge crossings.
-    @param return_extended_graph: specifies that the extended graph with the
-      added dummy vertices should also be returned. When this is C{True}, the
-      result will be a tuple containing the layout and the extended graph. The
-      first |V| nodes of the extended graph will correspond to the nodes of the
-      original graph, the remaining ones are dummy nodes. Plotting the extended
-      graph with the returned layout and hidden dummy nodes will produce a layout
-      that is similar to the original graph, but with the added edge bends.
-      The extended graph also contains an edge attribute called C{_original_eid}
-      which specifies the ID of the edge in the original graph from which the
-      edge of the extended graph was created.
     @return: the calculated layout and an additional list of matrices where the
       i-th matrix contains the control points of edge I{i} in the original graph
       (or an empty matrix if no control points are needed on the edge)

From d801058097cbc5624084ccd12983b980020a65ac Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 2 Sep 2025 01:26:07 +0200
Subject: [PATCH 1663/1681] fix: store edge routing information on the Layout
 object in a property

---
 src/igraph/layout.py | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 5786ca320..ad5fffc09 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -56,6 +56,14 @@ class Layout:
         >>> layout[1] = coords
         >>> print(layout[1])
         [0, 3]
+
+    Optionally, a layout may have I{edge routing} information attached to
+    each edge in the layout in the L{edge_routing} property.
+
+    @ivar edge_routing: C{None} if no edge routing information is available,
+    or a list of lists of control point coordinates, one for each edge. When
+    an edge has control points, it should be drawn in a way that the edge
+    passes through all the control points in the order they appear in the list.
     """
 
     def __init__(self, coords=None, dim=None):
@@ -69,6 +77,8 @@ def __init__(self, coords=None, dim=None):
         length of the coordinate list is zero, otherwise it should be left as
         is.
         """
+        self.edge_routing = None
+
         if coords is not None:
             self._coords = [list(coord) for coord in coords]
         else:
@@ -675,10 +685,12 @@ def _layout_sugiyama(
       i-th matrix contains the control points of edge I{i} in the original graph
       (or an empty matrix if no control points are needed on the edge)
     """
-    layout, routing = GraphBase._layout_sugiyama(
+    coords, routing = GraphBase._layout_sugiyama(
         graph, layers, weights, hgap, vgap, maxiter
     )
-    return Layout(layout), routing
+    layout = Layout(coords)
+    layout.edge_routing = routing
+    return layout
 
 
 def _layout_method_wrapper(func):

From 64877e3a1b84fe10671cef3df464cbfcb1707bdc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Sep 2025 13:12:44 +0000
Subject: [PATCH 1664/1681] build(deps): bump actions/setup-python from 5 to 6

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8af4dece1..4d9d6d4a3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -155,7 +155,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.12.1"
@@ -279,7 +279,7 @@ jobs:
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run: sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.9"
@@ -326,7 +326,7 @@ jobs:
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run: sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.12"

From 9215b9db4f5006e681a2978bc9b4655417a398bf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:35:17 +0200
Subject: [PATCH 1665/1681] refactor: updated for igraph 1.0.0

---
 src/_igraph/convert.c      |  54 ++++++++++
 src/_igraph/convert.h      |   2 +
 src/_igraph/graphobject.c  | 203 +++++++++++++++++++++++++++----------
 src/igraph/__init__.py     |   6 +-
 src/igraph/io/bipartite.py |  15 ++-
 tests/test_cliques.py      |  18 ++++
 vendor/source/igraph       |   2 +-
 7 files changed, 239 insertions(+), 61 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5cd062ac8..dbeedaf78 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1023,6 +1023,60 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
   return 1;
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_integer_t when it is
+ * used as a limit on the number of results for some function.
+ * 
+ * This is different from \ref igraphmodule_PyObject_to_integer_t such that it
+ * converts None and positive infinity to \c IGRAPH_UNLIMITED, and it does not
+ * accept negative values.
+ *
+ * Raises suitable Python exceptions when needed.
+ *
+ * \param object the Python object to be converted
+ * \param v the result is stored here
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v) {
+  int retval;
+  igraph_integer_t num;
+
+  if (object != NULL) {
+    if (object == Py_None) {
+      *v = IGRAPH_UNLIMITED;
+      return 0;
+    }
+
+    if (PyNumber_Check(object)) {
+      PyObject *flt = PyNumber_Float(object);
+      if (flt == NULL) {
+        return 1;
+      }
+
+      if (PyFloat_AsDouble(flt) == IGRAPH_INFINITY) {
+        Py_DECREF(flt);
+        *v = IGRAPH_UNLIMITED;
+        return 0;
+      }
+
+      Py_DECREF(flt);
+    }
+  }
+
+  retval = igraphmodule_PyObject_to_integer_t(object, &num);
+  if (retval) {
+    return retval;
+  }
+
+  if (num < 0) {
+    PyErr_SetString(PyExc_ValueError, "expected non-negative integer, None or infinity");
+    return 1;
+  }
+
+  *v = num;
+  return 0;
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_real_t
  *
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index ce865de6a..a8259a8db 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -104,6 +104,8 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v);
 int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v);
 int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result);
 
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v);
+
 int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v,
 		igraph_bool_t need_non_negative);
 int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f9b657d3a..b24c589d6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2333,15 +2333,16 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, m = -1;
   double p = -1.0;
-  PyObject *loops = Py_False, *directed = Py_False;
+  PyObject *loops = Py_False, *directed = Py_False, *edge_labeled = Py_False;
   int retval;
 
-  static char *kwlist[] = { "n", "p", "m", "directed", "loops", NULL };
+  static char *kwlist[] = { "n", "p", "m", "directed", "loops", "edge_labeled", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|dnOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|dnOOO", kwlist,
                                    &n, &p, &m,
                                    &directed,
-                                   &loops))
+                                   &loops,
+                                   &edge_labeled))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
@@ -2360,10 +2361,18 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
 
   if (m == -1) {
     /* GNP model */
-    retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+    retval = igraph_erdos_renyi_game_gnp(
+      &g, n, p, PyObject_IsTrue(directed),
+      PyObject_IsTrue(loops) ? IGRAPH_LOOPS_SW : IGRAPH_SIMPLE_SW,
+      PyObject_IsTrue(edge_labeled)
+    );
   } else {
     /* GNM model */
-    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops), /* multiple = */ 0);
+    retval = igraph_erdos_renyi_game_gnm(
+      &g, n, m, PyObject_IsTrue(directed),
+      PyObject_IsTrue(loops) ? IGRAPH_LOOPS_SW : IGRAPH_SIMPLE_SW,
+      PyObject_IsTrue(edge_labeled)
+    );
   }
 
   if (retval) {
@@ -3408,15 +3417,20 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   Py_ssize_t n1, n2, m = -1;
   double p = -1.0;
   igraph_neimode_t neimode = IGRAPH_ALL;
-  PyObject *directed_o = Py_False, *neimode_o = NULL;
+  PyObject *directed_o = Py_False, *neimode_o = NULL, *edge_labeled_o = Py_False;
+  PyObject *edge_types_o = Py_None;
   igraph_vector_bool_t vertex_types;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   PyObject *vertex_types_o;
   igraph_error_t retval;
 
-  static char *kwlist[] = { "n1", "n2", "p", "m", "directed", "neimode", NULL };
+  static char *kwlist[] = {
+    "n1", "n2", "p", "m", "directed", "neimode", "allowed_edge_types", "edge_labeled", NULL
+  };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|dnOO", kwlist,
-                                   &n1, &n2, &p, &m, &directed_o, &neimode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|dnOOOO", kwlist,
+                                   &n1, &n2, &p, &m, &directed_o, &neimode_o,
+                                   &edge_types_o, &edge_labeled_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n1, "number of vertices in first partition");
@@ -3436,6 +3450,9 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   if (igraphmodule_PyObject_to_neimode_t(neimode_o, &neimode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   if (igraph_vector_bool_init(&vertex_types, n1+n2)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3444,13 +3461,14 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   if (m == -1) {
     /* GNP model */
     retval = igraph_bipartite_game_gnp(
-      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode
+      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode,
+      allowed_edge_types, PyObject_IsTrue(edge_labeled_o)
     );
   } else {
     /* GNM model */
     retval = igraph_bipartite_game_gnm(
       &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode,
-      /* multiple = */ 0
+      allowed_edge_types, PyObject_IsTrue(edge_labeled_o)
     );
   }
 
@@ -6026,17 +6044,17 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
                                                     self, PyObject * args,
                                                     PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", NULL };
+  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", "max_results", NULL };
   igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from;
   igraph_vs_t to;
-  igraph_integer_t minlen, maxlen;
-  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None;
+  igraph_integer_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
+  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None, *max_results_o = Py_None;
   PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &from_o,
-        &to_o, &minlen_o, &maxlen_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOOO", kwlist, &from_o,
+        &to_o, &minlen_o, &maxlen_o, &mode_o, &max_results_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
@@ -6054,13 +6072,16 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_vs_t(to_o, &to, &self->g, 0, 0))
     return NULL;
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results))
+    return NULL;
+
   if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&to);
     return NULL;
   }
 
-  if (igraph_get_all_simple_paths(&self->g, &res, from, to, minlen, maxlen, mode)) {
+  if (igraph_get_all_simple_paths(&self->g, &res, from, to, mode, minlen, maxlen, max_results)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_list_destroy(&res);
     igraph_vs_destroy(&to);
@@ -6578,7 +6599,7 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_rewire(&self->g, n, allowed_edge_types)) {
+  if (igraph_rewire(&self->g, n, allowed_edge_types, /* rewiring_stats = */ NULL)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -7484,7 +7505,7 @@ typedef struct {
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
+    const igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
@@ -7859,16 +7880,23 @@ PyObject *igraphmodule_Graph_simple_cycles(
   PyObject *output_o = Py_None;
   PyObject *min_cycle_length_o = Py_None;
   PyObject *max_cycle_length_o = Py_None;
+  PyObject *max_results_o = Py_None;
 
   // argument defaults: no cycle limits
   igraph_integer_t mode = IGRAPH_OUT;
   igraph_integer_t min_cycle_length = -1;
   igraph_integer_t max_cycle_length = -1;
+  igraph_integer_t max_results = IGRAPH_UNLIMITED;
   igraph_bool_t use_edges = false;
 
-  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+  static char *kwlist[] = { "mode", "min", "max", "output", "max_results", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+  if (
+    !PyArg_ParseTupleAndKeywords(
+      args, kwds, "|OOOOO", kwlist,
+      &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o, &max_results_o
+    )
+  )
     return NULL;
 
   if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
@@ -7880,6 +7908,9 @@ PyObject *igraphmodule_Graph_simple_cycles(
   if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
     return NULL;
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results))
+    return NULL;
+
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
     return NULL;
 
@@ -7896,7 +7927,11 @@ PyObject *igraphmodule_Graph_simple_cycles(
   }
 
   if (igraph_simple_cycles(
-    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+    &self->g,
+    use_edges ? NULL :  &vertices,
+    use_edges ? &edges : NULL,
+    mode, min_cycle_length, max_cycle_length,
+    max_results
   )) {
     igraph_vector_int_list_destroy(&vertices);
     igraph_vector_int_list_destroy(&edges);
@@ -10355,16 +10390,16 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
     return NULL;
 
   if (vids) {
-    igraph_vector_int_t vidsvec;
-    if (igraphmodule_PyObject_to_vid_list(vids, &vidsvec, &self->g)) {
+    igraph_vs_t vs;
+    if (igraphmodule_PyObject_to_vs_t(vids, &vs, &self->g, NULL, NULL)) {
       return NULL;
     }
-    if (igraph_isoclass_subgraph(&self->g, &vidsvec, &isoclass)) {
-      igraph_vector_int_destroy(&vidsvec);
+    if (igraph_isoclass_subgraph(&self->g, vs, &isoclass)) {
+      igraph_vs_destroy(&vs);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    igraph_vector_int_destroy(&vidsvec);
+    igraph_vs_destroy(&vs);
   } else {
     if (igraph_isoclass(&self->g, &isoclass)) {
       igraphmodule_handle_igraph_error();
@@ -12687,13 +12722,15 @@ PyObject *igraphmodule_Graph_vertex_coloring_greedy(
 PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "min", "max", NULL };
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
   PyObject *list;
+  PyObject *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_int_t max_results;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
-                                   &min_size, &max_size))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
+                                   &min_size, &max_size, &max_results_o))
     return NULL;
 
   if (min_size >= 0) {
@@ -12708,12 +12745,16 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     max_size = -1;
   }
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_cliques(&self->g, &res, min_size, max_size)) {
+  if (igraph_cliques(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -12803,25 +12844,30 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
  */
 PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
     PyObject* args, PyObject* kwds) {
-  static char* kwlist[] = { "min", "max", "file", NULL };
-  PyObject *list, *file = Py_None;
+  static char* kwlist[] = { "min", "max", "file", "max_results", NULL };
+  PyObject *list, *file = Py_None, *max_results_o = Py_None;
   Py_ssize_t min = 0, max = 0;
   igraph_vector_int_list_t res;
   igraphmodule_filehandle_t filehandle;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min, &max, &file))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnOO", kwlist, &min, &max, &file, &max_results_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(min, "minimum size");
   CHECK_SSIZE_T_RANGE(max, "maximum size");
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (file == Py_None) {
     if (igraph_vector_int_list_init(&res, 0)) {
       PyErr_SetString(PyExc_MemoryError, "");
       return NULL;
     }
 
-    if (igraph_maximal_cliques(&self->g, &res, min, max)) {
+    if (igraph_maximal_cliques(&self->g, &res, min, max, max_results)) {
       igraph_vector_int_list_destroy(&res);
       return igraphmodule_handle_igraph_error();
     }
@@ -12835,7 +12881,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       return igraphmodule_handle_igraph_error();
     }
     if (igraph_maximal_cliques_file(&self->g,
-          igraphmodule_filehandle_get(&filehandle), min, max)) {
+          igraphmodule_filehandle_get(&filehandle), min, max, max_results)) {
       igraphmodule_filehandle_destroy(&filehandle);
       return igraphmodule_handle_igraph_error();
     }
@@ -12865,13 +12911,14 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
                                                      * self, PyObject * args,
                                                      PyObject * kwds)
 {
-  static char *kwlist[] = { "min", "max", NULL };
-  PyObject *list;
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
+  PyObject *list, *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_integer_t max_results = IGRAPH_UNLIMITED;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
-                                   &min_size, &max_size))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
+                                   &min_size, &max_size, &max_results_o))
     return NULL;
 
   if (min_size >= 0) {
@@ -12886,12 +12933,16 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     max_size = -1;
   }
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_independent_vertex_sets(&self->g, &res, min_size, max_size)) {
+  if (igraph_independent_vertex_sets(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -12929,17 +12980,39 @@ PyObject *igraphmodule_Graph_largest_independent_vertex_sets(
  * \brief Find all maximal independent vertex sets in a graph
  */
 PyObject *igraphmodule_Graph_maximal_independent_vertex_sets(
-  igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
+  igraphmodule_GraphObject *self, PyObject* args, PyObject *kwds
 ) {
-  PyObject *list;
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
+  PyObject *list, *max_results_o = Py_None;
+  Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min_size, &max_size, &max_results_o))
+    return NULL;
+
+  if (min_size >= 0) {
+    CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  } else {
+    min_size = -1;
+  }
+
+  if (max_size >= 0) {
+    CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  } else {
+    max_size = -1;
+  }
+
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
 
   if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_maximal_independent_vertex_sets(&self->g, &res)) {
+  if (igraph_maximal_independent_vertex_sets(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -14660,13 +14733,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_erdos_renyi_game
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
+   "Erdos_Renyi(n, p, m, directed=False, loops=False, edge_labeled=False)\n--\n\n"
    "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether self-loops are allowed.\n"},
+   "@param loops: whether self-loops are allowed.\n"
+   "@param edge_labeled: whether to sample uniformly from the set of\n"
+   "  I{ordered} edge lists. Use C{False} to recover the classic\n"
+   "  Erdős-Rényi model.\n"
+  },
 
   /* interface to igraph_famous */
     {"Famous", (PyCFunction) igraphmodule_Graph_Famous,
@@ -14838,7 +14915,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\")\n--\n\n"
+   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\", allowed_edge_types=\"simple\", edge_labeled=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Random_Bipartite()\n\n"},
 
@@ -16064,7 +16141,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=\"out\")\n--\n\n"
+   "_get_all_simple_paths(v, to=None, minlen=0, maxlen=-1, mode=\"out\", max_results=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_all_simple_paths()\n\n"
   },
@@ -18518,14 +18595,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /********************************/
   {"cliques", (PyCFunction) igraphmodule_Graph_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "cliques(min=0, max=0)\n--\n\n"
+   "cliques(min=0, max=0, max_results=None)\n--\n\n"
    "Returns some or all cliques of the graph as a list of tuples.\n\n"
    "A clique is a complete subgraph -- a set of vertices where an edge\n"
    "is present between any two of them (excluding loops)\n\n"
    "@param min: the minimum size of cliques to be returned. If zero or\n"
    "  negative, no lower bound will be used.\n"
    "@param max: the maximum size of cliques to be returned. If zero or\n"
-   "  negative, no upper bound will be used."},
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
+  },
   {"largest_cliques", (PyCFunction) igraphmodule_Graph_largest_cliques,
    METH_NOARGS,
    "largest_cliques()\n--\n\n"
@@ -18537,7 +18617,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  L{maximal_cliques()} for the maximal cliques"},
   {"maximal_cliques", (PyCFunction) igraphmodule_Graph_maximal_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "maximal_cliques(min=0, max=0, file=None)\n--\n\n"
+   "maximal_cliques(min=0, max=0, file=None, max_results=None)\n--\n\n"
    "Returns the maximal cliques of the graph as a list of tuples.\n\n"
    "A maximal clique is a clique which can't be extended by adding any other\n"
    "vertex to it. A maximal clique is not necessarily one of the largest\n"
@@ -18551,6 +18631,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param file: a file object or the name of the file to write the results\n"
    "  to. When this argument is C{None}, the maximal cliques will be returned\n"
    "  as a list of lists.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
    "@return: the maximal cliques of the graph as a list of lists, or C{None}\n"
    "  if the C{file} argument was given."
    "@see: L{largest_cliques()} for the largest cliques."},
@@ -18563,14 +18645,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_independent_vertex_sets,
    METH_VARARGS | METH_KEYWORDS,
-   "independent_vertex_sets(min=0, max=0)\n--\n\n"
+   "independent_vertex_sets(min=0, max=0, max_results=None)\n--\n\n"
    "Returns some or all independent vertex sets of the graph as a list of tuples.\n\n"
    "Two vertices are independent if there is no edge between them. Members\n"
    "of an independent vertex set are mutually independent.\n\n"
    "@param min: the minimum size of sets to be returned. If zero or\n"
    "  negative, no lower bound will be used.\n"
    "@param max: the maximum size of sets to be returned. If zero or\n"
-   "  negative, no upper bound will be used."},
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
+  },
   {"largest_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_largest_independent_vertex_sets,
    METH_NOARGS,
@@ -18585,8 +18670,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  (nonextendable) independent vertex sets"},
   {"maximal_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_maximal_independent_vertex_sets,
-   METH_NOARGS,
-   "maximal_independent_vertex_sets()\n--\n\n"
+   METH_VARARGS | METH_KEYWORDS,
+   "maximal_independent_vertex_sets(min=0, max=0, max_results=None)\n--\n\n"
    "Returns the maximal independent vertex sets of the graph as a list of tuples.\n\n"
    "A maximal independent vertex set is an independent vertex set\n"
    "which can't be extended by adding any other vertex to it. A maximal\n"
@@ -18595,6 +18680,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: A new\n"
    "algorithm for generating all the maximal independent sets.\n"
    "I{SIAM J Computing}, 6:505-517, 1977.\n\n"
+   "@param min: the minimum size of sets to be returned. If zero or\n"
+   "  negative, no lower bound will be used.\n"
+   "@param max: the maximum size of sets to be returned. If zero or\n"
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n\n"
    "@see: L{largest_independent_vertex_sets()} for the largest independent\n"
    "  vertex sets\n"
   },
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 70ac18c62..6a4e189b9 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -708,7 +708,7 @@ def es(self):
 
     ###########################
     # Paths/traversals
-    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
+    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out", max_results=None):
         """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
 
@@ -730,11 +730,13 @@ def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
         @param mode: the directionality of the paths. C{\"in\"} means to calculate
           incoming paths, C{\"out\"} means to calculate outgoing paths, C{\"all\"} means
           to calculate both ones.
+        @param max_results: the maximum number of results to return. C{None} means
+          no limit on the number of results.
         @return: all of the simple paths from the given node to every other
           reachable node in the graph in a list. Note that in case of mode=C{\"in\"},
           the vertices in a path are returned in reversed order!
         """
-        return self._get_all_simple_paths(v, to, minlen, maxlen, mode)
+        return self._get_all_simple_paths(v, to, minlen, maxlen, mode, max_results)
 
     def path_length_hist(self, directed=True):
         """Returns the path length histogram of the graph
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index 24750d911..1268dc0bf 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -117,7 +117,8 @@ def _construct_full_bipartite_graph(
 
 
 def _construct_random_bipartite_graph(
-    cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds
+    cls, n1, n2, p=None, m=None, directed=False, neimode="all",
+    allowed_edge_types="simple", edge_labeled=False, *args, **kwds
 ):
     """Generates a random bipartite graph with the given number of vertices and
     edges (if m is given), or with the given number of vertices and the given
@@ -140,13 +141,23 @@ def _construct_random_bipartite_graph(
       edges will always point from type 1 to type 2. If it is C{"in"}, edges
       will always point from type 2 to type 1. This argument is ignored for
       undirected graphs.
+    @param allowed_edge_types: controls whether multi-edges are allowed
+      during the generation process. Possible values are:
+
+        - C{"simple"}: simple graphs (no self-loops)
+        - C{"multi"}: multi-edges allowed
+
+    @param edge_labeled: whether to sample uniformly from the set of
+      I{ordered} edge lists. Use C{False} to recover the classic random
+      bipartite model.
     """
     if p is None:
         p = -1
     if m is None:
         m = -1
     result, types = cls._Random_Bipartite(
-        n1, n2, p, m, directed, neimode, *args, **kwds
+        n1, n2, p, m, directed, neimode, allowed_edge_types, edge_labeled,
+        *args, **kwds
     )
     result.vs["type"] = types
     return result
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index b5801a5a1..40c0f9ea3 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -1,5 +1,7 @@
 import unittest
 
+from math import inf
+
 from igraph import Graph
 
 from .utils import temporary_file
@@ -59,9 +61,25 @@ def testCliques(self):
                 [1, 2, 4, 5],
             ],
         }
+
         for (lo, hi), exp in tests.items():
             self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi))))
 
+        for (lo, hi), exp in tests.items():
+            self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi, max_results=inf))))
+
+        for (lo, hi), exp in tests.items():
+            observed = [sorted(cl) for cl in self.g.cliques(lo, hi, max_results=10)]
+            for cl in observed:
+                self.assertTrue(cl in exp)
+
+        for (lo, hi), _ in tests.items():
+            self.assertEqual([], self.g.cliques(lo, hi, max_results=0))
+
+        for (lo, hi), _ in tests.items():
+            with self.assertRaises(ValueError):
+                self.g.cliques(lo, hi, max_results=-2)
+
     def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 780c73d06..fa546047d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 780c73d06ebabb5c935a6eda6be52b7bc921135a
+Subproject commit fa546047defd4d8f369fc7eb28a855ad5c430c63

From 64b3e20a776aa2dcb194ce0daecae9c043a94fa8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:40:08 +0200
Subject: [PATCH 1666/1681] chore: replace deprecated igraph_integer_t with
 igraph_int_t

---
 src/_igraph/arpackobject.c    |   2 +-
 src/_igraph/attributes.c      |  62 ++++++++---------
 src/_igraph/attributes.h      |   2 +-
 src/_igraph/bfsiter.c         |  12 ++--
 src/_igraph/convert.c         |  64 ++++++++---------
 src/_igraph/convert.h         |  16 ++---
 src/_igraph/dfsiter.c         |  14 ++--
 src/_igraph/edgeobject.c      |  24 +++----
 src/_igraph/edgeobject.h      |   6 +-
 src/_igraph/edgeseqobject.c   |  16 ++---
 src/_igraph/graphobject.c     | 126 +++++++++++++++++-----------------
 src/_igraph/igraphmodule.c    |   6 +-
 src/_igraph/indexing.c        |  18 ++---
 src/_igraph/vertexobject.c    |  16 ++---
 src/_igraph/vertexobject.h    |   6 +-
 src/_igraph/vertexseqobject.c |  20 +++---
 src/igraph/utils.py           |   2 +-
 vendor/source/igraph          |   2 +-
 18 files changed, 207 insertions(+), 207 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 86de32363..69d8841ab 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -115,7 +115,7 @@ static PyObject* igraphmodule_ARPACKOptions_getattr(
 static int igraphmodule_ARPACKOptions_setattr(
   igraphmodule_ARPACKOptionsObject* self, char* attrname,
   PyObject* value) {
-  igraph_integer_t igraph_int;
+  igraph_int_t igraph_int;
 
   if (value == 0) {
     PyErr_SetString(PyExc_TypeError, "attribute can not be deleted");
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index cb543030f..1bc39a0eb 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -183,7 +183,7 @@ int igraphmodule_PyObject_matches_attribute_record(PyObject* object, igraph_attr
   return 0;
 }
 
-int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* vid) {
+int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_int_t* vid) {
   igraphmodule_i_attribute_struct* attrs = ATTR_STRUCT(graph);
   PyObject* o_vid = NULL;
 
@@ -351,7 +351,7 @@ static igraph_error_t igraphmodule_i_attribute_init(
   igraph_t *graph, const igraph_attribute_record_list_t *attr
 ) {
   igraphmodule_i_attribute_struct* attrs;
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
 
   attrs = (igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
   if (!attrs) {
@@ -517,11 +517,11 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
 
 /* Adding vertices */
 static igraph_error_t igraphmodule_i_attribute_add_vertices(
-  igraph_t *graph, igraph_integer_t nv, const igraph_attribute_record_list_t *attr
+  igraph_t *graph, igraph_int_t nv, const igraph_attribute_record_list_t *attr
 ) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
-  igraph_integer_t i, j, k, num_attr_entries;
+  igraph_int_t i, j, k, num_attr_entries;
   igraph_attribute_record_t *attr_rec;
   igraph_vector_bool_t added_attrs;
   Py_ssize_t pos = 0;
@@ -690,7 +690,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(
 /* Permuting vertices */
 static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos = 0;
 
@@ -748,7 +748,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
-  igraph_integer_t i, j, k, ne, num_attr_entries;
+  igraph_int_t i, j, k, ne, num_attr_entries;
   igraph_vector_bool_t added_attrs;
   igraph_attribute_record_t *attr_rec;
 
@@ -904,7 +904,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(
 /* Permuting edges */
 static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
 
@@ -961,14 +961,14 @@ static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *gra
  */
 static PyObject* igraphmodule_i_ac_func(PyObject* values,
     const igraph_vector_int_list_t *merges, PyObject* func) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
 
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
@@ -1044,14 +1044,14 @@ static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_sum(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, sum = 0.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1087,14 +1087,14 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_prod(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 1.0, prod = 1.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1131,13 +1131,13 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_first(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     item = n > 0 ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
     if (item == 0) {
@@ -1164,7 +1164,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_random(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item, *num;
   PyObject *random_module = PyImport_ImportModule("random");
   PyObject *random_func;
@@ -1181,7 +1181,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     if (n > 0) {
       num = PyObject_CallObject(random_func, 0);
@@ -1192,7 +1192,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
       }
 
       item = PyList_GetItem(
-        values, VECTOR(*v)[(igraph_integer_t)(n * PyFloat_AsDouble(num))]
+        values, VECTOR(*v)[(igraph_int_t)(n * PyFloat_AsDouble(num))]
       );
       if (item == 0) {
         Py_DECREF(random_func);
@@ -1227,13 +1227,13 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_last(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     item = (n > 0) ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
     if (item == 0) {
@@ -1261,14 +1261,14 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_mean(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, mean = 0.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; ) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1307,13 +1307,13 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_median(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1874,7 +1874,7 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_vector_size(value);
+    igraph_int_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_VIT_SIZE(it)));
@@ -1921,12 +1921,12 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
     igraph_strvector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_strvector_size(value);
+    igraph_int_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
-      igraph_integer_t v = IGRAPH_VIT_GET(it);
+      igraph_int_t v = IGRAPH_VIT_GET(it);
       char* str;
 
       result = PyList_GetItem(list, v);
@@ -1982,7 +1982,7 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_vector_bool_size(value);
+    igraph_int_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_VIT_SIZE(it)));
@@ -2023,7 +2023,7 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_vector_size(value);
+    igraph_int_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_EIT_SIZE(it)));
@@ -2074,7 +2074,7 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
     igraph_strvector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_strvector_size(value);
+    igraph_int_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -2133,7 +2133,7 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_vector_bool_size(value);
+    igraph_int_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_EIT_SIZE(it)));
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 6d3da9c90..d02d55239 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -83,7 +83,7 @@ int igraphmodule_attribute_name_check(PyObject* obj);
 void igraphmodule_initialize_attribute_handler(void);
 void igraphmodule_index_vertex_names(igraph_t *graph, igraph_bool_t force);
 void igraphmodule_invalidate_vertex_name_index(igraph_t *graph);
-int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* id);
+int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_int_t* id);
 
 PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph,
     const char* name);
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 15ddf86e3..c8b814f88 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -44,7 +44,7 @@ PyTypeObject* igraphmodule_BFSIterType;
  */
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_BFSIterObject* self;
-  igraph_integer_t no_of_nodes, r;
+  igraph_int_t no_of_nodes, r;
 
   self = (igraphmodule_BFSIterObject*) PyType_GenericNew(igraphmodule_BFSIterType, 0, 0);
   if (!self) {
@@ -162,10 +162,10 @@ static PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
 
 static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
   if (!igraph_dqueue_int_empty(&self->queue)) {
-    igraph_integer_t vid = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t i, n;
+    igraph_int_t vid = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t dist = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t parent = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t i, n;
 
     if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
@@ -174,7 +174,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
 
     n = igraph_vector_int_size(&self->neis);
     for (i = 0; i < n; i++) {
-      igraph_integer_t neighbor = VECTOR(self->neis)[i];
+      igraph_int_t neighbor = VECTOR(self->neis)[i];
       if (self->visited[neighbor] == 0) {
         self->visited[neighbor] = 1;
         if (igraph_dqueue_int_push(&self->queue, neighbor) ||
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index dbeedaf78..a36d0558d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -951,7 +951,7 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
 }
 
 /**
- * \brief Converts a PyLong to an igraph \c igraph_integer_t
+ * \brief Converts a PyLong to an igraph \c igraph_int_t
  *
  * Raises suitable Python exceptions when needed.
  *
@@ -962,7 +962,7 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
+int PyLong_to_integer_t(PyObject* obj, igraph_int_t* v) {
   if (IGRAPH_INTEGER_SIZE == 64) {
     /* here the assumption is that sizeof(long long) == 64 bits; anyhow, this
      * is the widest integer type that we can convert a PyLong to so we cannot
@@ -987,7 +987,7 @@ int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
 }
 
 /**
- * \brief Converts a Python object to an igraph \c igraph_integer_t
+ * \brief Converts a Python object to an igraph \c igraph_int_t
  *
  * Raises suitable Python exceptions when needed.
  *
@@ -995,9 +995,9 @@ int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
+int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_int_t *v) {
   int retval;
-  igraph_integer_t num;
+  igraph_int_t num;
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
@@ -1024,7 +1024,7 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
 }
 
 /**
- * \brief Converts a Python object to an igraph \c igraph_integer_t when it is
+ * \brief Converts a Python object to an igraph \c igraph_int_t when it is
  * used as a limit on the number of results for some function.
  * 
  * This is different from \ref igraphmodule_PyObject_to_integer_t such that it
@@ -1037,9 +1037,9 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v) {
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_int_t *v) {
   int retval;
-  igraph_integer_t num;
+  igraph_int_t num;
 
   if (object != NULL) {
     if (object == Py_None) {
@@ -1131,7 +1131,7 @@ int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v, igraph
   PyObject *item, *it;
   Py_ssize_t size_hint;
   int ok;
-  igraph_integer_t number;
+  igraph_int_t number;
 
   if (PyBaseString_Check(list)) {
     /* It is highly unlikely that a string (although it is a sequence) will
@@ -1330,7 +1330,7 @@ int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v)
  */
 int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v) {
   PyObject *it = 0, *item;
-  igraph_integer_t value = 0;
+  igraph_int_t value = 0;
   Py_ssize_t i, j, k;
   int ok;
 
@@ -1492,13 +1492,13 @@ int igraphmodule_PyObject_to_vector_bool_t(PyObject *list,
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_integer_t to a Python integer
+ * \brief Converts an igraph \c igraph_int_t to a Python integer
  *
- * \param value the \c igraph_integer_t value to be converted
+ * \param value the \c igraph_int_t value to be converted
  * \return the Python integer as a \c PyObject*, or \c NULL if an
  * error occurred
  */
-PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_int_t value) {
 #if IGRAPH_INTEGER_SIZE == 32
   /* minimum size of a long is 32 bits so we are okay */
   return PyLong_FromLong(value);
@@ -1506,7 +1506,7 @@ PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
   /* minimum size of a long long is 64 bits so we are okay */
   return PyLong_FromLongLong(value);
 #else
-#  error "Unknown igraph_integer_t size"
+#  error "Unknown igraph_int_t size"
 #endif
 }
 
@@ -1645,10 +1645,10 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
  * \param v the \c igraph_vector_int_t containing the vector to be converted
  * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue) {
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_int_t nanvalue) {
   PyObject *list, *item;
   Py_ssize_t n, i;
-  igraph_integer_t val;
+  igraph_int_t val;
 
   n = igraph_vector_int_size(v);
   if (n < 0) {
@@ -1829,7 +1829,7 @@ int igraphmodule_PyObject_to_edgelist(
 ) {
   PyObject *item, *i1, *i2, *it, *expected;
   int ok;
-  igraph_integer_t idx1=0, idx2=0;
+  igraph_int_t idx1=0, idx2=0;
 
   if (PyBaseString_Check(list)) {
     /* It is highly unlikely that a string (although it is a sequence) will
@@ -1844,13 +1844,13 @@ int igraphmodule_PyObject_to_edgelist(
    * detail that we don't want to commit ourselves to */
   if (PyMemoryView_Check(list)) {
     item = PyObject_GetAttrString(list, "itemsize");
-    expected = PyLong_FromSize_t(sizeof(igraph_integer_t));
+    expected = PyLong_FromSize_t(sizeof(igraph_int_t));
     ok = item && PyObject_RichCompareBool(item, expected, Py_EQ);
     Py_XDECREF(expected);
     Py_XDECREF(item);
     if (!ok) {
       PyErr_SetString(
-        PyExc_TypeError, "item size of buffer must match the size of igraph_integer_t"
+        PyExc_TypeError, "item size of buffer must match the size of igraph_int_t"
       );
       return 1;
     }
@@ -2004,7 +2004,7 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
     /* Check whether the attribute exists and is numeric */
     igraph_attribute_type_t at;
     igraph_attribute_elemtype_t et;
-    igraph_integer_t n;
+    igraph_int_t n;
     char *name = PyUnicode_CopyAsString(o);
 
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
@@ -2117,7 +2117,7 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
 
   if (PyUnicode_Check(o)) {
     igraph_vector_t* dummy = 0;
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     if (igraphmodule_attrib_to_vector_t(o, self, &dummy, attr_type)) {
       return 1;
@@ -2145,7 +2145,7 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
     }
 
     for (i = 0; i < n; i++) {
-      VECTOR(*result)[i] = (igraph_integer_t) VECTOR(*dummy)[i];
+      VECTOR(*result)[i] = (igraph_int_t) VECTOR(*dummy)[i];
     }
 
     igraph_vector_destroy(dummy); free(dummy);
@@ -2210,7 +2210,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
     return 0;
 
   if (PyUnicode_Check(o)) {
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     /* First, check if the attribute is a "real" boolean */
     igraph_attribute_type_t at;
@@ -2884,7 +2884,7 @@ int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
 ) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  igraph_integer_t value;
+  igraph_int_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
@@ -3403,7 +3403,7 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
  *               if we don't need name lookups.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
+int igraphmodule_PyObject_to_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph) {
   if (o == 0) {
     PyErr_SetString(PyExc_TypeError, "only non-negative integers, strings or igraph.Vertex objects can be converted to vertex IDs");
     return 1;
@@ -3462,7 +3462,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
  *               if we don't need name lookups.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph) {
   if (o == 0 || o == Py_None) {
     return 0;
   } else {
@@ -3484,7 +3484,7 @@ int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, ig
 int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result, igraph_t* graph) {
     PyObject *iterator;
     PyObject *item;
-    igraph_integer_t vid;
+    igraph_int_t vid;
 
     if (PyBaseString_Check(o)) {
       /* exclude strings; they are iterable but cannot yield meaningful vertex IDs */
@@ -3548,8 +3548,8 @@ int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result,
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
-    igraph_t *graph, igraph_bool_t *return_single, igraph_integer_t *single_vid) {
-  igraph_integer_t vid;
+    igraph_t *graph, igraph_bool_t *return_single, igraph_int_t *single_vid) {
+  igraph_int_t vid;
   igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
@@ -3666,9 +3666,9 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
  *               if we don't want to handle tuples.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph) {
+int igraphmodule_PyObject_to_eid(PyObject *o, igraph_int_t *eid, igraph_t *graph) {
   int retval;
-  igraph_integer_t vid1, vid2;
+  igraph_int_t vid1, vid2;
 
   if (!o) {
     PyErr_SetString(PyExc_TypeError,
@@ -3770,7 +3770,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
  */
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
                   igraph_bool_t *return_single) {
-  igraph_integer_t eid;
+  igraph_int_t eid;
   igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index a8259a8db..39fbf5619 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -100,11 +100,11 @@ int igraphmodule_PyObject_to_vconn_nei_t(PyObject *o, igraph_vconn_nei_t *result
 
 /* Conversion from PyObject to igraph types */
 
-int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v);
+int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_int_t *v);
 int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v);
 int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result);
 
-int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v);
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_int_t *v);
 
 int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v,
 		igraph_bool_t need_non_negative);
@@ -138,14 +138,14 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
 		igraph_vector_ptr_t *v);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
 		igraph_vector_ptr_t *v, PyTypeObject **g_type);
-int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
-int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
+int igraphmodule_PyObject_to_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph);
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_vid_list(PyObject *o, igraph_vector_int_t *vids, igraph_t *graph);
 int igraphmodule_PyObject_to_vs_t(
   PyObject *o, igraph_vs_t *vs, igraph_t *graph,
-  igraph_bool_t *return_single, igraph_integer_t *single_vid
+  igraph_bool_t *return_single, igraph_int_t *single_vid
 );
-int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph);
+int igraphmodule_PyObject_to_eid(PyObject *o, igraph_int_t *eid, igraph_t *graph);
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 				  igraph_bool_t *return_single);
 int igraphmodule_PyObject_to_attribute_values(PyObject *o,
@@ -174,7 +174,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
 /* Conversion from igraph types to PyObjects */
 
-PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value);
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_int_t value);
 PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type);
 
 PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
@@ -185,7 +185,7 @@ PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1
         const igraph_vector_int_t *v2);
 PyObject* igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(
         const igraph_vector_int_t *v, Py_ssize_t tuple_len);
-PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue);
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_int_t nanvalue);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index dbb203f8c..08a7fedea 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -44,7 +44,7 @@ PyTypeObject* igraphmodule_DFSIterType;
  */
 PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_DFSIterObject* self;
-  igraph_integer_t no_of_nodes, r;
+  igraph_int_t no_of_nodes, r;
 
   self = (igraphmodule_DFSIterObject*) PyType_GenericNew(igraphmodule_DFSIterType, 0, 0);
   if (!self) {
@@ -162,7 +162,7 @@ static PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
 static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
   /* the design is to return the top of the stack and then proceed until
    * we have found an unvisited neighbor and push that on top */
-  igraph_integer_t parent_out, dist_out, vid_out;
+  igraph_int_t parent_out, dist_out, vid_out;
   igraph_bool_t any = false;
 
   /* nothing on the stack, end of iterator */
@@ -181,13 +181,13 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
 
   /* look for neighbors until we find one or until we have exhausted the graph */
   while (!any && !igraph_stack_int_empty(&self->stack)) {
-    igraph_integer_t parent = igraph_stack_int_pop(&self->stack);
-    igraph_integer_t dist = igraph_stack_int_pop(&self->stack);
-    igraph_integer_t vid = igraph_stack_int_pop(&self->stack);
+    igraph_int_t parent = igraph_stack_int_pop(&self->stack);
+    igraph_int_t dist = igraph_stack_int_pop(&self->stack);
+    igraph_int_t vid = igraph_stack_int_pop(&self->stack);
     igraph_stack_int_push(&self->stack, vid);
     igraph_stack_int_push(&self->stack, dist);
     igraph_stack_int_push(&self->stack, parent);
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     /* the values above are returned at at this stage. However, we must
      * prepare for the next iteration by putting the next unvisited
@@ -199,7 +199,7 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
 
     n = igraph_vector_int_size(&self->neis);
     for (i = 0; i < n; i++) {
-      igraph_integer_t neighbor = VECTOR(self->neis)[i];
+      igraph_int_t neighbor = VECTOR(self->neis)[i];
       /* new neighbor, push the next item onto the stack */
       if (self->visited[neighbor] == 0) {
         any = 1;
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 26cefc72c..0f5e54171 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -54,7 +54,7 @@ int igraphmodule_Edge_Check(PyObject* obj) {
  *   exception and returns zero if the edge object is invalid.
  */
 int igraphmodule_Edge_Validate(PyObject* obj) {
-  igraph_integer_t n;
+  igraph_int_t n;
   igraphmodule_EdgeObject *self;
   igraphmodule_GraphObject *graph;
 
@@ -98,7 +98,7 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * changes, your existing edge objects will point to elsewhere
  * (or they might even get invalidated).
  */
-PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
+PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_int_t idx) {
   return PyObject_CallFunction((PyObject*) igraphmodule_EdgeType, "On", gref, (Py_ssize_t) idx);
 }
 
@@ -110,7 +110,7 @@ PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t
 static int igraphmodule_Edge_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "graph", "eid", NULL };
   PyObject *g, *index_o = Py_None;
-  igraph_integer_t eid;
+  igraph_int_t eid;
   igraph_t *graph;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
@@ -400,7 +400,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    igraph_integer_t i, n = igraph_ecount(&o->g);
+    igraph_int_t i, n = igraph_ecount(&o->g);
     result = PyList_New(n);
     for (i = 0; i < n; i++) {
       if (i != self->idx) {
@@ -437,7 +437,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
  */
 PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
@@ -456,7 +456,7 @@ PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closur
  */
 PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return NULL;
@@ -474,7 +474,7 @@ PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, voi
  */
 PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
@@ -493,7 +493,7 @@ PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure)
  */
 PyObject* igraphmodule_Edge_get_target_vertex(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return NULL;
@@ -515,9 +515,9 @@ PyObject* igraphmodule_Edge_get_index(igraphmodule_EdgeObject* self, void* closu
 
 /**
  * \ingroup python_interface_edge
- * Returns the edge index as an igraph_integer_t
+ * Returns the edge index as an igraph_int_t
  */
-igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self) {
+igraph_int_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self) {
   return self->idx;
 }
 
@@ -527,7 +527,7 @@ igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_Edge
  */
 PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *from_o, *to_o, *result;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
@@ -562,7 +562,7 @@ PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closu
  */
 PyObject* igraphmodule_Edge_get_vertex_tuple(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *from_o, *to_o;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index f42862fe3..039a6e20f 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -34,7 +34,7 @@
 typedef struct {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   long hash;
 } igraphmodule_EdgeObject;
 
@@ -43,7 +43,7 @@ extern PyTypeObject* igraphmodule_EdgeType;
 int igraphmodule_Edge_register_type(void);
 
 int igraphmodule_Edge_Check(PyObject* obj);
-PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
+PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_int_t idx);
+igraph_int_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
 
 #endif
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 4e188ae2c..13f4364f9 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -109,7 +109,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
     igraph_es_all(&es, IGRAPH_EDGEORDER_ID);
   } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
-    igraph_integer_t idx;
+    igraph_int_t idx;
 
     if (igraphmodule_PyObject_to_integer_t(esobj, &idx)) {
       return -1;
@@ -124,7 +124,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
   } else {
    /* We selected multiple edges */
     igraph_vector_int_t v;
-    igraph_integer_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
+    igraph_int_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_int_t(esobj, &v)) {
       return -1;
     }
@@ -173,7 +173,7 @@ void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
  */
 Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
   igraph_t *g;
-  igraph_integer_t result;
+  igraph_int_t result;
 
   g = &GET_GRAPH(self);
 
@@ -192,7 +192,7 @@ Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
 PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
                        Py_ssize_t i) {
   igraph_t *g;
-  igraph_integer_t idx = -1;
+  igraph_int_t idx = -1;
 
   if (!self->gref) {
     return NULL;
@@ -433,7 +433,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t es;
   Py_ssize_t i, j, n;
-  igraph_integer_t no_of_edges;
+  igraph_int_t no_of_edges;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE];
@@ -570,7 +570,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      igraph_integer_t n2 = igraph_ecount(&gr->g);
+      igraph_int_t n2 = igraph_ecount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
         igraph_vector_int_destroy(&es);
@@ -682,7 +682,7 @@ PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *
 PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject *args) {
   igraphmodule_EdgeSeqObject *result;
   igraphmodule_GraphObject *gr;
-  igraph_integer_t igraph_idx;
+  igraph_int_t igraph_idx;
   igraph_bool_t working_on_whole_graph = igraph_es_is_all(&self->es);
   igraph_vector_int_t v, v2;
   Py_ssize_t i, j, n, m;
@@ -786,7 +786,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 
       for (; i < n; i++) {
         PyObject *item2 = PyTuple_GetItem(args, i);
-        igraph_integer_t idx;
+        igraph_int_t idx;
 
         if (item2 == 0) {
           Py_DECREF(result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b24c589d6..8be4bcbdb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -196,7 +196,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   void* ptr = 0;
   Py_ssize_t n = 0;
   igraph_vector_int_t edges_vector;
-  igraph_integer_t vcount;
+  igraph_int_t vcount;
   igraph_bool_t edges_vector_owned = false;
   int retval = 0;
 
@@ -876,7 +876,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
   igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
   igraph_bool_t return_single = false;
-  igraph_integer_t no_of_nodes;
+  igraph_int_t no_of_nodes;
 
   static char *kwlist[] = { "vertices", "weights", NULL };
 
@@ -1076,7 +1076,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   PyObject *dmode_o = Py_None;
   PyObject *loops = Py_False;
-  igraph_integer_t res;
+  igraph_int_t res;
   igraph_vs_t vs;
   igraph_bool_t return_single = false;
 
@@ -1332,7 +1332,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_loops_t loops = IGRAPH_LOOPS;
   igraph_bool_t multiple = 1;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", "loops", "multiple", NULL };
@@ -1388,7 +1388,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
   PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_OUT;
   igraph_loops_t loops = IGRAPH_LOOPS;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", "loops", NULL };
@@ -1512,7 +1512,7 @@ PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
-  igraph_integer_t idx1, idx2;
+  igraph_int_t idx1, idx2;
   igraph_bool_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &v1, &v2))
@@ -1543,8 +1543,8 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
   PyObject *v1, *v2;
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
-  igraph_integer_t idx1, idx2;
-  igraph_integer_t res;
+  igraph_int_t idx1, idx2;
+  igraph_int_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist, &v1, &v2,
                                    &directed, &error))
@@ -1721,7 +1721,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   PyObject *dir = Py_True, *vcount_if_unconnected = Py_True;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   igraph_real_t len;
 
   static char *kwlist[] = { "directed", "unconn", "weights", NULL };
@@ -2079,7 +2079,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n;
   float power = 1.0f, zero_appeal = 1.0f;
-  igraph_integer_t m = 1;
+  igraph_int_t m = 1;
   igraph_vector_int_t outseq;
   igraph_bool_t has_outseq = false;
   igraph_t *start_from = 0;
@@ -3502,7 +3502,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, window = 0;
   float power = 0.0f, zero_appeal = 0.0f;
-  igraph_integer_t m = 0;
+  igraph_int_t m = 0;
   igraph_vector_int_t outseq;
   igraph_bool_t has_outseq = false;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
@@ -4456,7 +4456,7 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
   igraph_vector_int_list_t components;
   igraph_vector_int_t points;
   igraph_bool_t return_articulation_points;
-  igraph_integer_t no;
+  igraph_int_t no;
   PyObject *result_o, *aps=Py_False;
 
   static char* kwlist[] = {"return_articulation_points", NULL};
@@ -4635,7 +4635,7 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
         PyObject* args, PyObject* kwds) {
   PyObject *types_o = Py_None;
   igraph_vector_bool_t* types = 0;
-  igraph_integer_t vcount1, vcount2, ecount1, ecount2;
+  igraph_int_t vcount1, vcount2, ecount1, ecount2;
 
   static char* kwlist[] = {"types", NULL};
 
@@ -4932,7 +4932,7 @@ PyObject *igraphmodule_Graph_connected_components(
   static char *kwlist[] = { "mode", NULL };
   igraph_connectedness_t mode = IGRAPH_STRONG;
   igraph_vector_int_t res1, res2;
-  igraph_integer_t no;
+  igraph_int_t no;
   PyObject *list, *mode_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -5409,8 +5409,8 @@ PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", NULL };
   PyObject *checks = Py_True, *source_o = Py_None, *target_o = Py_None;
-  igraph_integer_t source = -1, target = -1;
-  igraph_integer_t res;
+  igraph_int_t source = -1, target = -1;
+  igraph_int_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &source_o, &target_o, &checks))
     return NULL;
@@ -5599,7 +5599,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
            *algorithm_o=Py_None;
@@ -5683,7 +5683,7 @@ typedef struct {
 } igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
-  igraph_real_t *result, igraph_integer_t from, igraph_integer_t to,
+  igraph_real_t *result, igraph_int_t from, igraph_int_t to,
   void *extra
 ) {
   igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t* data =
@@ -5735,7 +5735,7 @@ PyObject *igraphmodule_Graph_get_shortest_path_astar(
   static char *kwlist[] = { "v", "to", "heuristics", "weights", "mode", "output", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
            *heuristics_o;
@@ -5806,7 +5806,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
-  igraph_integer_t from, no_of_target_nodes;
+  igraph_int_t from, no_of_target_nodes;
   igraph_vs_t to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
@@ -5916,7 +5916,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_int_list_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
+  igraph_int_t from;
   igraph_vs_t to;
   PyObject *list, *from_o, *mode_o=Py_None, *to_o=Py_None, *weights_o=Py_None;
 
@@ -5976,9 +5976,9 @@ PyObject *igraphmodule_Graph_get_k_shortest_paths(
   igraph_vector_int_list_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
-  igraph_integer_t to;
-  igraph_integer_t k = 1;
+  igraph_int_t from;
+  igraph_int_t to;
+  igraph_int_t k = 1;
   PyObject *list, *from_o, *to_o;
   PyObject *output_o = Py_None, *mode_o = Py_None, *weights_o = Py_None, *k_o = NULL;
   igraph_bool_t use_edges = false;
@@ -6047,9 +6047,9 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", "max_results", NULL };
   igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
+  igraph_int_t from;
   igraph_vs_t to;
-  igraph_integer_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
+  igraph_int_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
   PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None, *max_results_o = Py_None;
   PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
@@ -6582,7 +6582,7 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "n", "allowed_edge_types", NULL };
   PyObject *n_o = Py_None, *allowed_edge_types_o = Py_None;
-  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
+  igraph_int_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &allowed_edge_types_o)) {
@@ -7063,7 +7063,7 @@ PyObject *igraphmodule_Graph_subcomponent(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "v", "mode", NULL };
   igraph_vector_int_t res;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_integer_t from;
+  igraph_int_t from;
   PyObject *list = NULL, *mode_o = Py_None, *from_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &from_o, &mode_o))
@@ -7341,7 +7341,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", "neighbors", NULL };
   PyObject *checks = Py_True, *neis = Py_None, *source_o = Py_None, *target_o = Py_None;
-  igraph_integer_t source = -1, target = -1, res;
+  igraph_int_t source = -1, target = -1, res;
   igraph_vconn_nei_t neighbors = IGRAPH_VCONN_NEI_ERROR;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
@@ -7505,7 +7505,7 @@ typedef struct {
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    const igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
+    const igraph_vector_int_t *vids, igraph_int_t isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
@@ -7676,7 +7676,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
 
   if (PyLong_Check(sample)) {
     /* samples chosen randomly */
-    igraph_integer_t ns;
+    igraph_int_t ns;
     if (igraphmodule_PyObject_to_integer_t(sample, &ns)) {
       igraph_vector_destroy(&cut_prob);
       return NULL;
@@ -7772,7 +7772,7 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
   PyObject *start_vid_o = Py_None;
   PyObject *weights_o = Py_None;
   PyObject *result_o;
-  igraph_integer_t cutoff = -1, start_vid = -1;
+  igraph_int_t cutoff = -1, start_vid = -1;
   igraph_vector_int_list_t result;
   igraph_vector_t *weights = 0;
 
@@ -7826,7 +7826,7 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   PyObject *use_cycle_order_o = Py_True;
   PyObject *weights_o = Py_None;
   PyObject *result_o;
-  igraph_integer_t cutoff = -1;
+  igraph_int_t cutoff = -1;
   igraph_vector_int_list_t result;
   igraph_vector_t *weights;
 
@@ -7883,10 +7883,10 @@ PyObject *igraphmodule_Graph_simple_cycles(
   PyObject *max_results_o = Py_None;
 
   // argument defaults: no cycle limits
-  igraph_integer_t mode = IGRAPH_OUT;
-  igraph_integer_t min_cycle_length = -1;
-  igraph_integer_t max_cycle_length = -1;
-  igraph_integer_t max_results = IGRAPH_UNLIMITED;
+  igraph_int_t mode = IGRAPH_OUT;
+  igraph_int_t min_cycle_length = -1;
+  igraph_int_t max_cycle_length = -1;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
   igraph_bool_t use_edges = false;
 
   static char *kwlist[] = { "mode", "min", "max", "output", "max_results", NULL };
@@ -8128,7 +8128,7 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
 
   igraph_matrix_t m;
   PyObject *result_o, *order_o = Py_None, *center_o = Py_None;
-  igraph_integer_t center = 0;
+  igraph_int_t center = 0;
   igraph_vector_int_t* order = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist,
@@ -8188,7 +8188,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   igraph_matrix_t m;
   igraph_bool_t use_seed = false;
   igraph_error_t ret;
-  igraph_integer_t maxiter;
+  igraph_int_t maxiter;
   Py_ssize_t dim = 2;
   igraph_real_t kkconst;
   double epsilon = 0.0;
@@ -8755,7 +8755,7 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
   igraph_matrix_t m;
   PyObject *result_o, *root_o = Py_None;
   Py_ssize_t maxiter = 150;
-  igraph_integer_t proot = -1;
+  igraph_int_t proot = -1;
   double maxdelta, area, coolexp, repulserad, cellsize;
 
   maxdelta = igraph_vcount(&self->g);
@@ -9169,7 +9169,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           use_seed,
           dist,
           (igraph_real_t)min_dist,
-          (igraph_integer_t)epochs,
+          (igraph_int_t)epochs,
           distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
@@ -9183,7 +9183,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           use_seed,
           dist,
           (igraph_real_t)min_dist,
-          (igraph_integer_t)epochs,
+          (igraph_int_t)epochs,
           distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
@@ -9544,7 +9544,7 @@ PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraphmodule_filehandle_t fobj;
-  igraph_integer_t source = 0, target = 0;
+  igraph_int_t source = 0, target = 0;
   igraph_vector_t capacity;
   igraph_t g;
   PyObject *fname = NULL, *directed = Py_False, *capacity_obj;
@@ -9895,7 +9895,7 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   PyObject *capacity_obj = Py_None, *fname = NULL, *source_o, *target_o;
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraphmodule_filehandle_t fobj;
   igraph_vector_t* capacity = 0;
 
@@ -10381,7 +10381,7 @@ PyObject *igraphmodule_Graph_count_automorphisms(
 PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  igraph_integer_t isoclass = 0;
+  igraph_int_t isoclass = 0;
   PyObject *vids = 0;
   char *kwlist[] = { "vertices", NULL };
 
@@ -10582,7 +10582,7 @@ igraph_error_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
     const igraph_t *graph1, const igraph_t *graph2,
-    const igraph_integer_t cand1, const igraph_integer_t cand2,
+    const igraph_int_t cand1, const igraph_int_t cand2,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
@@ -10606,7 +10606,7 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
     const igraph_t *graph1, const igraph_t *graph2,
-    const igraph_integer_t cand1, const igraph_integer_t cand2,
+    const igraph_int_t cand1, const igraph_int_t cand2,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
@@ -10781,7 +10781,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t res = 0;
+  igraph_int_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -11119,7 +11119,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t res = 0;
+  igraph_int_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o = Py_None, *color2_o = Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -11721,7 +11721,7 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "vid", "mode", NULL };
   PyObject *l1, *l2, *l3, *result_o, *mode_o = Py_None, *vid_o;
-  igraph_integer_t vid;
+  igraph_int_t vid;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_int_t vids;
   igraph_vector_int_t layers;
@@ -11887,7 +11887,7 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "vid", "mode", NULL };
   PyObject *list = Py_None, *mode_o = Py_None, *root_o;
-  igraph_integer_t root;
+  igraph_int_t root;
   igraph_vector_int_t dom;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_error_t res;
@@ -11941,7 +11941,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t res;
-  igraph_integer_t v1, v2;
+  igraph_int_t v1, v2;
   igraph_maxflow_stats_t stats;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|O", kwlist,
@@ -11980,7 +11980,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *flow_o, *cut_o, *partition_o, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t res;
-  igraph_integer_t v1, v2;
+  igraph_int_t v1, v2;
   igraph_vector_t flow;
   igraph_vector_int_t cut, partition;
   igraph_maxflow_stats_t stats;
@@ -12066,7 +12066,7 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraph_vector_int_list_t cuts, partition1s;
   PyObject *source_o, *target_o;
   PyObject *cuts_o, *partition1s_o;
@@ -12117,7 +12117,7 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraph_real_t value;
   igraph_vector_int_list_t cuts, partition1s;
   igraph_vector_t capacity_vector;
@@ -12184,7 +12184,7 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *v1_o = Py_None, *v2_o = Py_None;
   igraph_vector_t capacity_vector;
   igraph_real_t res, mincut;
-  igraph_integer_t n, v1 = -1, v2 = -1;
+  igraph_int_t n, v1 = -1, v2 = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
                                    &v1_o, &v2_o, &capacity_object))
@@ -12265,7 +12265,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   igraph_vector_t capacity_vector;
   igraph_real_t value;
   igraph_vector_int_t partition, partition2, cut;
-  igraph_integer_t source = -1, target = -1;
+  igraph_int_t source = -1, target = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
                                    &source_o, &target_o, &capacity_object))
@@ -12406,7 +12406,7 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   PyObject *cut_o, *part_o, *part2_o, *result_o;
   PyObject *source_o, *target_o, *capacity_o = Py_None;
   igraph_vector_t capacity_vector;
@@ -12895,7 +12895,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
-  igraph_integer_t i;
+  igraph_int_t i;
 
   if (igraph_clique_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
@@ -12915,7 +12915,7 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
   PyObject *list, *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
-  igraph_integer_t max_results = IGRAPH_UNLIMITED;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
                                    &min_size, &max_size, &max_results_o))
@@ -13028,7 +13028,7 @@ PyObject *igraphmodule_Graph_maximal_independent_vertex_sets(
 PyObject *igraphmodule_Graph_independence_number(
   igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
 ) {
-  igraph_integer_t i;
+  igraph_int_t i;
 
   if (igraph_independence_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
@@ -13773,7 +13773,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   igraph_vector_t *edge_weights = NULL, *node_weights = NULL, *node_in_weights = NULL;
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = true;
-  igraph_integer_t nb_clusters = 0;
+  igraph_int_t nb_clusters = 0;
   igraph_real_t quality = 0.0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOdOdOn", kwlist,
@@ -14048,7 +14048,7 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
 
   static char *kwlist[] = { "start", "steps", "mode", "stuck", "weights", "return_type", NULL };
   PyObject *start_o, *mode_o = Py_None, *stuck_o = Py_None, *weights_o = Py_None, *return_type_o = Py_None;
-  igraph_integer_t start;
+  igraph_int_t start;
   Py_ssize_t steps = 10;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_random_walk_stuck_t stuck = IGRAPH_RANDOM_WALK_STUCK_RETURN;
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 7c4a09191..cd57da92a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -669,7 +669,7 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   static char* kwlist[] = { "comm1", "comm2", NULL };
   PyObject *comm1_o, *comm2_o;
   igraph_vector_int_t comm1, comm2;
-  igraph_integer_t distance12, distance21;
+  igraph_int_t distance12, distance21;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist,
       &comm1_o, &comm2_o))
@@ -694,7 +694,7 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   igraph_vector_int_destroy(&comm1);
   igraph_vector_int_destroy(&comm2);
 
-  /* sizeof(Py_ssize_t) is most likely the same as sizeof(igraph_integer_t),
+  /* sizeof(Py_ssize_t) is most likely the same as sizeof(igraph_int_t),
    * but even if it isn't, we cast explicitly so we are safe */
   return Py_BuildValue("nn", (Py_ssize_t)distance12, (Py_ssize_t)distance21);
 }
@@ -1070,7 +1070,7 @@ PyObject* PyInit__igraph(void)
   igraph_error_t retval;
 
   /* Prevent linking 64-bit igraph to 32-bit Python */
-  PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_integer_t) >= sizeof(Py_ssize_t));
+  PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_int_t) >= sizeof(Py_ssize_t));
 
   /* Check if the module is already initialized (possibly in another Python
    * interpreter. If so, bail out as we don't support this. */
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index f5f30884b..8da3f600e 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -31,8 +31,8 @@
 /***************************************************************************/
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pair(
-    igraph_t* graph, igraph_integer_t from, igraph_integer_t to, PyObject* values) {
-  igraph_integer_t eid;
+    igraph_t* graph, igraph_int_t from, igraph_int_t to, PyObject* values) {
+  igraph_int_t eid;
   PyObject* result;
 
   /* Retrieving a single edge */
@@ -53,14 +53,14 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
 }
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values);
 
 PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
         PyObject* row_index, PyObject* column_index, PyObject* attr_name) {
     PyObject *result = 0, *values;
     igraph_vs_t vs1, vs2;
-    igraph_integer_t vid1 = -1, vid2 = -1;
+    igraph_int_t vid1 = -1, vid2 = -1;
     char* attr;
 
     if (igraphmodule_PyObject_to_vs_t(row_index, &vs1, graph, 0, &vid1))
@@ -131,10 +131,10 @@ PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
 }
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
   igraph_vector_int_t eids;
-  igraph_integer_t eid, i, n, v;
+  igraph_int_t eid, i, n, v;
   igraph_vit_t vit;
   PyObject *result = 0, *item;
 
@@ -263,12 +263,12 @@ void igraphmodule_i_Graph_adjmatrix_set_index_data_destroy(
 }
 
 static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values, PyObject* new_value,
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
   PyObject *iter = 0, *item;
   igraph_vit_t vit;
-  igraph_integer_t v, v1, v2, eid;
+  igraph_int_t v, v1, v2, eid;
   igraph_bool_t deleting, ok = true;
 
   /* Check whether new_value is an iterable (and not a string). If not,
@@ -423,7 +423,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
   PyObject *values;
   igraph_vs_t vs1, vs2;
   igraph_vit_t vit;
-  igraph_integer_t vid1 = -1, vid2 = -1, eid = -1;
+  igraph_int_t vid1 = -1, vid2 = -1, eid = -1;
   igraph_bool_t ok = true;
   igraphmodule_i_Graph_adjmatrix_set_index_data_t data;
   char* attr;
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 5905a50a7..0c1ad31e9 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -54,7 +54,7 @@ int igraphmodule_Vertex_Check(PyObject* obj) {
  *   exception and returns zero if the vertex object is invalid.
  */
 int igraphmodule_Vertex_Validate(PyObject* obj) {
-  igraph_integer_t n;
+  igraph_int_t n;
   igraphmodule_VertexObject *self;
   igraphmodule_GraphObject *graph;
 
@@ -98,7 +98,7 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * changes, your existing vertex objects will point to elsewhere
  * (or they might even get invalidated).
  */
-PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
+PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_int_t idx) {
   return PyObject_CallFunction((PyObject*) igraphmodule_VertexType, "On", gref, (Py_ssize_t) idx);
 }
 
@@ -110,7 +110,7 @@ PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer
 static int igraphmodule_Vertex_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "graph", "vid", NULL };
   PyObject *g, *index_o = Py_None;
-  igraph_integer_t vid;
+  igraph_int_t vid;
   igraph_t *graph;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
@@ -531,7 +531,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    igraph_integer_t i, n = igraph_vcount(&o->g);
+    igraph_int_t i, n = igraph_vcount(&o->g);
     result = PyList_New(n);
     for (i = 0; i < n; i++) {
       if (i != self->idx) {
@@ -572,9 +572,9 @@ PyObject* igraphmodule_Vertex_get_index(igraphmodule_VertexObject* self, void* c
 
 /**
  * \ingroup python_interface_vertex
- * Returns the vertex index as an igraph_integer_t
+ * Returns the vertex index as an igraph_int_t
  */
-igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self) {
+igraph_int_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self) {
   return self->idx;
 }
 
@@ -618,7 +618,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GetItem(obj, i);
     PyObject* edge;
-    igraph_integer_t idx_int;
+    igraph_int_t idx_int;
 
     if (!idx) {
       return NULL;
@@ -663,7 +663,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GetItem(obj, i);
     PyObject* v;
-    igraph_integer_t idx_int;
+    igraph_int_t idx_int;
 
     if (!idx) {
       return NULL;
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index ef8ce9e7b..21f1be9b7 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -35,7 +35,7 @@ typedef struct
 {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   long hash;
 } igraphmodule_VertexObject;
 
@@ -44,8 +44,8 @@ extern PyTypeObject* igraphmodule_VertexType;
 int igraphmodule_Vertex_register_type(void);
 
 int igraphmodule_Vertex_Check(PyObject* obj);
-PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
+PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_int_t idx);
+igraph_int_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
 PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args, PyObject* kwds);
 
 #endif
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index d511cd1d0..4e4f66e59 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -106,7 +106,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     igraph_vs_all(&vs);
   } else if (PyLong_Check(vsobj)) {
     /* We selected a single vertex */
-    igraph_integer_t idx;
+    igraph_int_t idx;
 
     if (igraphmodule_PyObject_to_integer_t(vsobj, &idx)) {
       return -1;
@@ -120,7 +120,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     igraph_vs_1(&vs, idx);
   } else {
     igraph_vector_int_t v;
-    igraph_integer_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
+    igraph_int_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_int_t(vsobj, &v))
       return -1;
     if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
@@ -168,7 +168,7 @@ void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
  */
 Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self) {
   igraph_t *g;
-  igraph_integer_t result;
+  igraph_int_t result;
 
   if (!self->gref) {
     return -1;
@@ -190,7 +190,7 @@ Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self)
 PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
                      Py_ssize_t i) {
   igraph_t *g;
-  igraph_integer_t idx = -1;
+  igraph_int_t idx = -1;
 
   if (!self->gref) {
     return NULL;
@@ -260,7 +260,7 @@ PyObject* igraphmodule_VertexSeq_attribute_names(igraphmodule_VertexSeqObject* s
 PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObject* self, PyObject* o) {
   igraphmodule_GraphObject *gr = self->gref;
   PyObject *result=0, *values, *item;
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
 
   if (!igraphmodule_attribute_name_check(o))
     return 0;
@@ -409,7 +409,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t vs;
-  igraph_integer_t i, j, n, no_of_nodes;
+  igraph_int_t i, j, n, no_of_nodes;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_VERTEX];
@@ -540,7 +540,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      igraph_integer_t n2 = igraph_vcount(&gr->g);
+      igraph_int_t n2 = igraph_vcount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
         igraph_vector_int_destroy(&vs);
@@ -605,7 +605,7 @@ PyObject* igraphmodule_VertexSeq_set_attribute_values(igraphmodule_VertexSeqObje
  */
 PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self, PyObject *args) {
   PyObject *item;
-  igraph_integer_t i;
+  igraph_int_t i;
   Py_ssize_t n;
   igraph_vit_t vit;
 
@@ -683,7 +683,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   PyObject *args) {
   igraphmodule_VertexSeqObject *result;
   igraphmodule_GraphObject *gr;
-  igraph_integer_t igraph_idx, i, j, n, m;
+  igraph_int_t igraph_idx, i, j, n, m;
   igraph_bool_t working_on_whole_graph = igraph_vs_is_all(&self->vs);
   igraph_vector_int_t v, v2;
 
@@ -787,7 +787,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
 
       for (; i < n; i++) {
         PyObject *item2 = PyTuple_GetItem(args, i);
-        igraph_integer_t idx;
+        igraph_int_t idx;
         if (item2 == 0) {
           Py_DECREF(result);
           igraph_vector_int_destroy(&v);
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 2116332ae..867d68870 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -75,7 +75,7 @@ def numpy_to_contiguous_memoryview(obj):
         dtype = int32
     else:
         raise TypeError(
-            f"size of igraph_integer_t in the C layer ({INTEGER_SIZE} bits) is not supported"
+            f"size of igraph_int_t in the C layer ({INTEGER_SIZE} bits) is not supported"
         )
 
     return memoryview(require(obj, dtype=dtype, requirements="AC"))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fa546047d..b9b573902 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fa546047defd4d8f369fc7eb28a855ad5c430c63
+Subproject commit b9b573902ccbe393a78252ab5e94c7876ed92597

From f6e6bce784e478e4b105bf085a157f726a6ef5b5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:41:38 +0200
Subject: [PATCH 1667/1681] fix: fix signature of Graph.simple_cycles(), closes
 #856

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8be4bcbdb..b6c14a340 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -17067,7 +17067,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
    METH_VARARGS | METH_KEYWORDS,
-   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"vpath\")\n--\n\n"
    "Finds simple cycles in a graph\n\n"
    "@param mode: for directed graphs, specifies how the edge directions\n"
    "  should be taken into account. C{\"all\"} means that the edge directions\n"

From 6396ccbcecc3f745ae468a8dbd9994dfb50a126f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 24 Sep 2025 12:03:58 +1000
Subject: [PATCH 1668/1681] Make gallery example with iplotx

---
 doc/examples_sphinx-gallery/plot_iplotx.py | 63 ++++++++++++++++++++++
 doc/source/requirements.txt                |  1 +
 2 files changed, 64 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/plot_iplotx.py

diff --git a/doc/examples_sphinx-gallery/plot_iplotx.py b/doc/examples_sphinx-gallery/plot_iplotx.py
new file mode 100644
index 000000000..5c3c12c43
--- /dev/null
+++ b/doc/examples_sphinx-gallery/plot_iplotx.py
@@ -0,0 +1,63 @@
+"""
+.. _tutorials-iplotx:
+
+==============================
+Visualising graphs with iplotx
+==============================
+``iplotx`` (https://iplotx.readthedocs.io) is a library for visualisation of graphs/networks
+with direct compatibility with both igraph and NetworkX. It uses ``matplotlib`` behind the
+scenes so the results are compatible with the current igraph matplotlib backend and many
+additional chart types (e.g. bar charts, annotations).
+
+Compared to the standard visualisations shipped with igraph, ``iplotx`` offers:
+
+- More styling options
+- More consistent behaviour across DPI resolutions and backends
+- More consistent matplotlib artists for plot editing and animation
+
+"""
+
+import igraph as ig
+import iplotx as ipx
+
+# Construct a graph with 5 vertices
+n_vertices = 5
+edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
+g = ig.Graph(n_vertices, edges)
+
+# Set attributes for the graph, nodes, and edges
+g["title"] = "Small Social Network"
+g.vs["name"] = [
+    "Daniel Morillas",
+    "Kathy Archer",
+    "Kyle Ding",
+    "Joshua Walton",
+    "Jana Hoyer",
+]
+g.vs["gender"] = ["M", "F", "F", "M", "F"]
+g.es["married"] = [False, False, False, False, False, False, False, True]
+
+# Set individual attributes
+g.vs[1]["name"] = "Kathy Morillas"
+g.es[0]["married"] = True
+
+# Plot using iplotx
+ipx.network(
+    g,
+    layout="circle",  # print nodes in a circular layout
+    vertex_marker="s",
+    vertex_size=45,
+    vertex_linewidth=2,
+    vertex_facecolor=[
+        "lightblue" if gender == "M" else "deeppink" for gender in g.vs["gender"]
+    ],
+    vertex_label_color=[
+        "black" if gender == "M" else "white" for gender in g.vs["gender"]
+    ],
+    vertex_edgecolor="black",
+    vertex_labels=[name.replace(" ", "\n") for name in g.vs["name"]],
+    edge_linewidth=[2 if married else 1 for married in g.es["married"]],
+    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]],
+    edge_padding=3,
+    aspect=1.0,
+)
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 9044d840b..ef825d09f 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -6,6 +6,7 @@ sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
+iplotx>=0.6.8
 
 numpy
 scipy

From 44b5dda9e942ba82bb63c3be86e11e1fa7d6d67c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Sep 2025 18:06:37 +0000
Subject: [PATCH 1669/1681] build(deps): bump pypa/cibuildwheel from 3.0.1 to
 3.2.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.0.1 to 3.2.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.0.1...v3.2.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4d9d6d4a3..b311e0df6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -19,14 +19,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -69,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -132,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From b851c776b49a37e30e8733d54d9fba7424ab0c1b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 30 Sep 2025 20:59:22 +0200
Subject: [PATCH 1670/1681] fix: exclude free-threaded Python 3.14 builds from
 CI

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b311e0df6..d5874bd3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,8 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp38-* pp38-*"
+  # Free-threaded builds excluded for Python 3.14 because they do not support the limited API
+  CIBW_SKIP: "cp38-* pp38-* cp314t-*"
   PYTEST_TIMEOUT: 60
 
 jobs:

From 2848d2a02aaef3ffcbd8672057982315fb3f3b95 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 1 Oct 2025 14:07:45 +0200
Subject: [PATCH 1671/1681] ci: skip Win32 build on CPython 3.14 because
 neither SciPy nor pandas have wheels for that version

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d5874bd3c..968811ad1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -247,7 +247,7 @@ jobs:
           CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32 cp314-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 65df5da9ef6d5282b3f6871b963d9361fe345ac8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Oct 2025 13:24:49 +0000
Subject: [PATCH 1672/1681] build(deps): bump pypa/cibuildwheel from 3.2.0 to
 3.2.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.0 to 3.2.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.0...v3.2.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 968811ad1..ddbfdca10 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -20,14 +20,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -48,7 +48,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -70,7 +70,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -133,7 +133,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -239,7 +239,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 8c55e236330c14249139843bc10eff95824b0400 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Oct 2025 13:38:15 +0200
Subject: [PATCH 1673/1681] doc: install iplotx when building documentation

---
 scripts/mkdoc.sh | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 1d94d3c32..9309987f6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -54,18 +54,18 @@ if [ ! -d ".venv" ]; then
   echo "Creating virtualenv..."
   ${PYTHON:-python3} -m venv .venv
 
-  # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
+  # Install documentation dependencies into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme iplotx
 else
   # Upgrade pip in the virtualenv
   echo "Upgrading pip in virtualenv..."
   .venv/bin/pip install -q -U pip wheel
 fi
 
-# Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
+# Make sure that documentation dependencies are up-to-date in the virtualenv
 echo "Making sure that all dependencies are up-to-date..."
-.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme iplotx
 if [ x$DOC2DASH = x1 ]; then
   .venv/bin/pip install -U doc2dash
 fi

From b16f27618674dd1913007a52855b76075802cbf9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Oct 2025 13:38:34 +0200
Subject: [PATCH 1674/1681] chore: updated changelog, bumped version to 1.0.0

---
 CHANGELOG.md          | 30 ++++++++++++++++++++++++++++--
 src/igraph/version.py |  2 +-
 2 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 387957cd3..6b0c3a2b7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,32 @@
 # igraph Python interface changelog
 
-## [main]
+## [1.0.0] - 2025-10-23
+
+### Added
+
+- Added `Graph.Nearest_Neighbor_Graph()`.
+
+- Added `node_in_weights` argument to `Graph.community_leiden()`.
+
+- Added `align_layout()` to align the principal axes of a layout nicely
+  with screen dimensions.
+
+- Added `Graph.commnity_voronoi()`.
+
+- Added `Graph.commnity_fluid_communities()`.
+
+### Changed
+
+- The C core of igraph was updated to version 1.0.0.
+
+- Most layouts are now auto-aligned using `align_layout()`.
+
+### Miscellaneous
+
+- Documentation improvements.
+
+- This is the last version that supports Python 3.9 as it will reach its
+  end of life at the end of October 2025.
 
 ## [0.11.9] - 2025-06-11
 
@@ -727,7 +753,7 @@ Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.9...main
+[1.0.0]: https://github.com/igraph/python-igraph/compare/0.11.9...1.0.0
 [0.11.9]: https://github.com/igraph/python-igraph/compare/0.11.8...0.11.9
 [0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index fbd1c8748..b69224ddc 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 9)
+__version_info__ = (1, 0, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From a3cfb93a30f9394876e097cc9f33bfa27863b48e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Oct 2025 14:07:32 +0000
Subject: [PATCH 1675/1681] build(deps): bump actions/upload-artifact from 4 to
 5

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 5.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 08557bd16..f7ca8642e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
@@ -55,7 +55,7 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
@@ -77,7 +77,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
@@ -140,7 +140,7 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -181,7 +181,7 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-wasm
           path: ./dist/*.whl
@@ -252,7 +252,7 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -294,7 +294,7 @@ jobs:
           pip install '.[test]'
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: sdist
           path: dist/*.tar.gz

From fc0009308675592653d8a0b516e94b21fd34e726 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Nov 2025 13:06:34 +0000
Subject: [PATCH 1676/1681] build(deps): bump pypa/cibuildwheel from 3.2.1 to
 3.3.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.1 to 3.3.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.1...v3.3.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.3.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f7ca8642e..5e2ed8ba0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -22,13 +22,13 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -49,7 +49,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -70,7 +70,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -133,7 +133,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 863884c1b385111430ed32a789daa208c62484fd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 13:04:31 +0000
Subject: [PATCH 1677/1681] build(deps): bump actions/cache from 4 to 5

Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5e2ed8ba0..d91b9b17c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -105,14 +105,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -216,13 +216,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -268,7 +268,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: |
             vendor/install
@@ -314,7 +314,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: |
             vendor/build

From 9938af92eb003608986d0fb389d4217e1f2bdcde Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 13:04:36 +0000
Subject: [PATCH 1678/1681] build(deps): bump actions/upload-artifact from 5 to
 6

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5e2ed8ba0..460fbc27e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
@@ -55,7 +55,7 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
@@ -77,7 +77,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
@@ -140,7 +140,7 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -181,7 +181,7 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-wasm
           path: ./dist/*.whl
@@ -252,7 +252,7 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -294,7 +294,7 @@ jobs:
           pip install '.[test]'
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: sdist
           path: dist/*.tar.gz

From 8d1b8112d841db8c44529105e5ffaebbb52405ec Mon Sep 17 00:00:00 2001
From: "Philipp A." <flying-sheep@web.de>
Date: Tue, 23 Dec 2025 12:14:43 +0100
Subject: [PATCH 1679/1681] fix: make `get_adjacency_sparse` compatible with
 scipy 1.13+

---
 src/igraph/adjacency.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index f941ec822..e4d2500e5 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -113,7 +113,7 @@ def _get_adjacency_sparse(self, attribute=None):
         weights = self.es[attribute]
 
     N = self.vcount()
-    mtx = sparse.csr_matrix((weights, list(zip(*edges))), shape=(N, N))
+    mtx = sparse.csr_matrix((weights, tuple(zip(*edges))), shape=(N, N))
 
     if not self.is_directed():
         mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T

From 0f5f673b8dae60ef3522a24835277d81b6dbe716 Mon Sep 17 00:00:00 2001
From: "Philipp A." <flying-sheep@web.de>
Date: Tue, 23 Dec 2025 12:28:21 +0100
Subject: [PATCH 1680/1681] fix for empty graph

---
 src/igraph/adjacency.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index e4d2500e5..3d42b0bb2 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -113,7 +113,8 @@ def _get_adjacency_sparse(self, attribute=None):
         weights = self.es[attribute]
 
     N = self.vcount()
-    mtx = sparse.csr_matrix((weights, tuple(zip(*edges))), shape=(N, N))
+    r, c = zip(*edges) if edges else ([], [])
+    mtx = sparse.csr_matrix((weights, (r, c)), shape=(N, N))
 
     if not self.is_directed():
         mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T

From 709b2c68e9efcccd672961ef04ef02e81ca64e19 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 27 Dec 2025 00:02:30 +0100
Subject: [PATCH 1681/1681] chore: updated C core to 1.0.1

---
 CHANGELOG.md         | 8 ++++++++
 vendor/source/igraph | 2 +-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6b0c3a2b7..f2424f4fb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## 1.0.1 - 2025-12-26
+
+### Changed
+
+- The C core of igraph was updated to version 1.0.1.
+
 ## [1.0.0] - 2025-10-23
 
 ### Added
@@ -21,6 +27,8 @@
 
 - Most layouts are now auto-aligned using `align_layout()`.
 
+- Dropped support for PyPy 3.9 and PyPy 3.10 as they are now EOL.
+
 ### Miscellaneous
 
 - Documentation improvements.
diff --git a/vendor/source/igraph b/vendor/source/igraph
index b9b573902..7b4ae766c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b9b573902ccbe393a78252ab5e94c7876ed92597
+Subproject commit 7b4ae766cbdee6b2017aa5b76752457db2a2972f